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1 INTRODUCTION 30
1.1 INTRODUCTION TO COVID-19 30
1.2 COVID-19 HEALTH ASSESSMENT 30
FIGURE 1 COVID-19: GLOBAL PROPAGATION 30
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 31
1.3 COVID-19 ECONOMIC ASSESSMENT 32
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020 32
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 33
FIGURE 4 CRITERIA IMPACTING THE GLOBAL ECONOMY 33
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF THE GLOBAL ECONOMY 34
1.4 OBJECTIVES OF THE STUDY 35
1.5 MARKET DEFINITION 35
1.5.1 INCLUSIONS AND EXCLUSIONS 36
1.6 MARKET SCOPE 36
1.6.1 MARKET SEGMENTATION 36
1.6.2 REGIONS COVERED 37
1.6.3 YEARS CONSIDERED FOR THE STUDY 37
1.7 CURRENCY CONSIDERED 38
TABLE 1 USD EXCHANGE RATE, 2018–2021 38
1.8 STAKEHOLDERS 38
1.9 SUMMARY OF CHANGES 39
2 RESEARCH METHODOLOGY 40
2.1 RESEARCH DATA 40
FIGURE 6 BIG DATA MARKET: RESEARCH DESIGN 40
2.1.1 SECONDARY DATA 41
2.1.2 PRIMARY DATA 41
2.1.2.1 Breakup of primary profiles 42
2.1.2.2 Key industry insights 42
2.2 MARKET BREAKUP AND DATA TRIANGULATION 43
2.3 MARKET SIZE ESTIMATION 44
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF THE BIG DATA MARKET 44
FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2 BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF THE BIG DATA MARKET 45
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY ̶ APPROACH 3 TOP-DOWN (DEMAND SIDE): SHARE OF BIG DATA THROUGH THE OVERALL BIG DATA SPENDING 46
FIGURE 10 BIG DATA MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 47
2.3.1 TOP-DOWN APPROACH 47
2.3.2 BOTTOM-UP APPROACH 47
2.4 COMPANY EVALUATION MATRIX 48
FIGURE 11 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 48
2.5 STARTUP/SME EVALUATION MATRIX METHODOLOGY 49
FIGURE 12 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 49
2.6 ASSUMPTIONS FOR THE STUDY 49
2.7 LIMITATIONS OF THE STUDY 51
3 EXECUTIVE SUMMARY 52
TABLE 2 BIG DATA MARKET SIZE AND GROWTH RATE, 2016–2020 (USD MILLION, Y-O-Y) 53
TABLE 3 BIG DATA MARKET SIZE AND GROWTH RATE, 2021–2026 (USD MILLION, Y-O-Y) 54
FIGURE 13 BIG DATA SOLUTIONS TO ACCOUNT FOR A LARGER MARKET SIZE IN 2021 54
FIGURE 14 BIG DATA ANALYTICS SOLUTION SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2021 54
FIGURE 15 PROFESSIONAL SERVICES TO HOLD A LARGER MARKET SIZE IN 2021 55
FIGURE 16 SUPPORT AND MAINTENANCE SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021 55
FIGURE 17 ON-PREMISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE IN 2021 56
FIGURE 18 PUBLIC CLOUD SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021 56
FIGURE 19 LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE IN 2021 56
FIGURE 20 MARKETING AND SALES SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021 57
FIGURE 21 HEALTHCARE AND LIFE SCIENCE CONTRIBUTED THE HIGHEST MARKET REVENUE IN 2021 57
FIGURE 22 NORTH AMERICA TO BE AN EMERGING DOMINANT REGION IN TERMS OF MARKET SIZE IN 2021 58
4 PREMIUM INSIGHTS 59
4.1 ATTRACTIVE OPPORTUNITIES IN THE BIG DATA MARKET 59
FIGURE 23 INCREASED DIGITALIZATION AND EMERGING TECHNOLOGIES SUCH AS ANALYTICS, IOT, AND AI TO DRIVE THE MARKET GROWTH 59
4.2 BIG DATA MARKET: TOP THREE VERTICALS 60
FIGURE 24 BFSI SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE DURING THE FORECAST PERIOD 60
4.3 BIG DATA MARKET, BY REGION 60
FIGURE 25 NORTH AMERICA TO ACCOUNT FOR THE HIGHEST MARKET SHARE IN 2021 60
4.4 NORTH AMERICA: BIG DATA MARKET, BY APPLICATION AND INDUSTRY VERTICAL 61
FIGURE 26 DATA DISCOVERY SOLUTION AND BFSI INDUSTRY VERTICAL TO ACCOUNT FOR THE HIGHEST SHARES IN THE BIG DATA MARKET IN 2021 61
5 MARKET OVERVIEW AND INDUSTRY TRENDS 62
5.1 INTRODUCTION 62
5.2 MARKET DYNAMICS 62
FIGURE 27 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: BIG DATA MARKET 62
5.2.1 DRIVERS 63
5.2.1.1 Sharp increase in data volume 63
5.2.1.2 Rise in data connectivity through cloud computing 63
5.2.1.3 Incorporation of digital transformation in top-level strategies 64
5.2.2 RESTRAINTS 64
5.2.2.1 Data security concerns and stringent data security regulations 64
5.2.2.2 High big data handling costs 65
5.2.3 OPPORTUNITIES 65
5.2.3.1 Rise in adoption of technologies and big data analytics 65
5.2.3.2 The growth of investment in IT sectors by the businesses 65
5.2.4 CHALLENGES 66
5.2.4.1 Data silos and poor data quality 66
5.2.4.2 Lack of data professionals 66
5.3 USE CASES 67
5.3.1 BANKING, FINANCIAL SERVICES, AND INSURANCE 67
5.3.1.1 Use Case 1: Erste Group Bank gains a 360-degree view of customers using Oracle Big Data Appliance on a single cloud platform 67
5.3.2 TELECOMMUNICATION AND INFORMATION TECHNOLOGY 68
5.3.2.1 Use Case 2: Robi Axiata Limited uses the Cloudera platform to enhance customer experience 68
5.3.3 RETAIL AND CONSUMER GOODS 69
5.3.3.1 Use Case 4: Myntra uses Azure Synapse Analytics and Azure HDInsight to stabilize services and increase year-over-year traffic 69
5.3.4 GOVERNMENT AND DEFENSE 70
5.3.4.1 Use Case 5: Indian Oil uses Qlik to achieve business value by providing analytics on the real-time and big data 70
5.3.5 MEDIA AND ENTERTAINMENT 70
5.3.5.1 Use Case 6: Dwango Company Ltd. uses the Cloudera Big data platform, and advanced analytics enables expansion and business growth 70
5.3.6 MANUFACTURING 71
5.3.6.1 Use Case 7: Brembo uses TIBCO Spotfire to enhance production processes with the help of big data 71
5.3.7 HEALTHCARE AND LIFE SCIENCE 72
5.3.7.1 Use Case 8: IQVIA uses Qlik big data analytics to help UK healthcare services 72
5.3.8 TRANSPORT AND LOGISTICS 73
5.3.8.1 Use Case 9: CargoSmart uses TIBCO Spotfire for greater visibility and benchmarking 73
5.4 PATENT ANALYSIS 74
5.4.1 METHODOLOGY 74
5.4.2 DOCUMENT TYPE 74
TABLE 4 PATENTS FILED, 2018–2021 74
5.4.3 INNOVATION AND PATENT APPLICATIONS 74
FIGURE 28 ANNUAL NUMBER OF PATENTS GRANTED, 2018–2021 74
5.4.3.1 Top applicants 75
FIGURE 29 TOP TEN COMPANIES WITH THE HIGHEST NUMBER OF PATENT APPLICATIONS, 2018–2021 75
5.5 BIG DATA: EVOLUTION 75
FIGURE 30 BIG DATA: EVOLUTION 75
5.6 BIG DATA: ARCHITECTURE 77
FIGURE 31 FUNCTIONAL ELEMENTS OF A BIG DATA SOLUTION 77
5.7 BIG DATA TYPES 78
5.8 BIG DATA ANALYTICS TYPES 79
5.9 BIG DATA ECOSYSTEM 80
TABLE 5 BIG DATA MARKET: ECOSYSTEM 80
5.10 SUPPLY CHAIN ANALYSIS 81
FIGURE 32 SUPPLY CHAIN ANALYSIS 81
5.11 PRICING MODEL ANALYSIS 82
TABLE 6 PRICING MODEL 82
5.12 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS IN THE BIG DATA MARKET 83
FIGURE 33 BIG DATA MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 83
5.13 PORTER’S FIVE FORCES ANALYSIS 84
FIGURE 34 BIG DATA MARKET: PORTER’S FIVE FORCES ANALYSIS 84
TABLE 7 BIG DATA MARKET: PORTER’S FIVE FORCES ANALYSIS 84
5.13.1 THREAT OF NEW ENTRANTS 85
5.13.2 THREAT OF SUBSTITUTES 85
5.13.3 BARGAINING POWER OF SUPPLIERS 85
5.13.4 BARGAINING POWER OF BUYERS 85
5.13.5 INTENSITY OF COMPETITIVE RIVALRY 86
5.14 TECHNOLOGICAL ANALYSIS 86
5.14.1 ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING 86
5.14.2 INTERNET OF THINGS 86
5.14.3 CLOUD COMPUTING 87
5.15 REGULATORY IMPLICATIONS 87
5.15.1 GENERAL DATA PROTECTION REGULATION 87
5.15.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 87
5.15.3 PAYMENT CARD INDUSTRY DATA SECURITY STANDARD 88
5.15.4 SARBANES-OXLEY ACT OF 2002 88
5.15.5 SOC 2 TYPE II COMPLIANCE 88
5.15.6 ISO/IEC 27001 88
5.15.7 THE GRAMM–LEACH–BLILEY ACT 89
5.16 BIG DATA MARKET: COVID-19 IMPACT 89
FIGURE 35 BIG DATA MARKET TO GROW BETWEEN 2021 AND 2026 89
6 BIG DATA MARKET, BY COMPONENT 90
6.1 INTRODUCTION 91
6.1.1 COVID-19 IMPACT ON THE BIG DATA MARKET, BY COMPONENT 91
FIGURE 36 BIG DATA SERVICES TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 92
TABLE 8 BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 92
TABLE 9 BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 92
6.1.2 COMPONENT: BIG DATA MARKET DRIVERS 93
6.2 SOLUTIONS 93
TABLE 10 BIG DATA SOLUTIONS MARKET, BY REGION, 2016–2020 (USD MILLION) 94
TABLE 11 BIG DATA SOLUTIONS MARKET, BY REGION, 2021–2026 (USD MILLION) 94
FIGURE 37 BIG DATA ANALYTICS TO REGISTER THE HIGHEST CAGR DURING THE FORECAST PERIOD 94
TABLE 12 BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 95
TABLE 13 BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 95
6.2.1 BIG DATA ANALYTICS 95
TABLE 14 BIG DATA ANALYTICS MARKET, BY REGION, 2016–2020 (USD MILLION0 96
TABLE 15 BIG DATA ANALYTICS MARKET, BY REGION, 2021–2026 (USD MILLION) 96
6.2.2 DATA DISCOVERY 96
TABLE 16 DATA DISCOVERY MARKET, BY REGION, 2016–2020 (USD MILLION0 97
TABLE 17 DATA DISCOVERY MARKET, BY REGION, 2021–2026 (USD MILLION) 97
6.2.3 DATA VISUALIZATION 97
TABLE 18 DATA VISUALIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 98
TABLE 19 DATA VISUALIZATION MARKET, BY REGION, 2021–2026 (USD MILLION) 98
6.2.4 DATA MANAGEMENT 98
TABLE 20 DATA MANAGEMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 99
TABLE 21 DATA MANAGEMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 99
6.3 SERVICES 99
FIGURE 38 MANAGED SERVICES TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 100
TABLE 22 BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 100
TABLE 23 BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 100
TABLE 24 BIG DATA SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 101
TABLE 25 BIG DATA SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 101
6.3.1 MANAGED SERVICES 101
TABLE 26 MANAGED BIG DATA SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 102
TABLE 27 MANAGED BIG DATA SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 102
6.3.2 PROFESSIONAL SERVICES 102
TABLE 28 PROFESSIONAL BIG DATA SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 102
TABLE 29 PROFESSIONAL BIG DATA SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 103
FIGURE 39 SUPPORT AND MAINTENANCE SERVICES TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 103
TABLE 30 PROFESSIONAL BIG DATA SERVICES MARKET, BY TYPE, 2016–2020 (USD MILLION) 103
TABLE 31 PROFESSIONAL BIG DATA SERVICES MARKET, BY TYPE, 2021–2026 (USD MILLION) 104
6.3.2.1 Consulting 104
TABLE 32 CONSULTING BIG DATA SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 104
TABLE 33 CONSULTING BIG DATA SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 104
6.3.2.2 Deployment and Integration 105
TABLE 34 BIG DATA DEPLOYMENT AND INTEGRATION SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 105
TABLE 35 BIG DATA DEPLOYMENT AND INTEGRATION SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 105
6.3.2.3 Support and maintenance 105
TABLE 36 BIG DATA SUPPORT AND MAINTENANCE SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 106
TABLE 37 BIG DATA SUPPORT AND MAINTENANCE SERVICES MARKET T, BY REGION, 2021–2026 (USD MILLION) 106
7 BIG DATA MARKET, BY BUSINESS FUNCTION 107
7.1 INTRODUCTION 108
7.1.1 COVID-19 IMPACT ON THE BIG DATA MARKET, BY BUSINESS FUNCTION 108
FIGURE 40 BIG DATA IN OPERATIONS TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 108
TABLE 38 BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 109
TABLE 39 BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 109
7.1.2 BUSINESS FUNCTION: BIG DATA MARKET DRIVERS 109
7.2 MARKETING AND SALES 110
TABLE 40 BIG DATA MARKET IN MARKETING AND SALES, BY REGION, 2016–2020 (USD MILLION) 110
TABLE 41 BIG DATA MARKET IN MARKETING AND SALES, BY REGION, 2021–2026 (USD MILLION) 110
7.3 OPERATIONS 111
TABLE 42 BIG DATA MARKET IN OPERATIONS, BY REGION, 2016–2020 (USD MILLION) 111
TABLE 43 BIG DATA MARKET IN OPERATIONS, BY REGION, 2021–2026 (USD MILLION) 112
7.4 FINANCE 112
TABLE 44 BIG DATA MARKET IN FINANCE, BY REGION, 2016–2020 (USD MILLION) 112
TABLE 45 BIG DATA MARKET IN FINANCE, BY REGION, 2021–2026 (USD MILLION) 113
7.5 HUMAN RESOURCES 113
TABLE 46 BIG DATA MARKET IN HUMAN RESOURCES, BY REGION, 2016–2020 (USD MILLION) 113
TABLE 47 BIG DATA MARKET IN HUMAN RESOURCES, BY REGION, 2021–2026 (USD MILLION) 114
8 BIG DATA MARKET, BY DEPLOYMENT MODE 115
8.1 INTRODUCTION 116
8.1.1 COVID-19 IMPACT ON THE BIG DATA MARKET, BY DEPLOYMENT MODE 116
FIGURE 41 CLOUD DEPLOYMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 117
TABLE 48 BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 117
TABLE 49 BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 117
8.1.2 DEPLOYMENT MODE: BIG DATA MARKET DRIVERS 117
8.2 ON-PREMISES 118
TABLE 50 ON-PREMISES DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 118
TABLE 51 ON-PREMISES DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 118
8.3 CLOUD 119
FIGURE 42 HYBRID CLOUD SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 119
TABLE 52 CLOUD DEPLOYMENT MARKET, BY TYPE, 2016–2020 (USD MILLION) 119
TABLE 53 CLOUD DEPLOYMENT MARKET, BY TYPE, 2021–2026 (USD MILLION) 120
TABLE 54 CLOUD DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 120
TABLE 55 CLOUD DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 120
8.3.1 PUBLIC CLOUD 121
TABLE 56 PUBLIC CLOUD DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 121
TABLE 57 PUBLIC CLOUD DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 122
8.3.2 PRIVATE CLOUD 122
TABLE 58 PRIVATE CLOUD DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 123
TABLE 59 PRIVATE CLOUD DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 123
8.3.3 HYBRID CLOUD 123
TABLE 60 HYBRID CLOUD DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 124
TABLE 61 HYBRID CLOUD DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 124
9 BIG DATA MARKET, BY ORGANIZATION SIZE 125
9.1 INTRODUCTION 126
9.1.1 COVID-19 IMPACT ON THE BIG DATA MARKET, BY ORGANIZATION SIZE 126
FIGURE 43 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 127
TABLE 62 BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 127
TABLE 63 BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 127
9.1.2 ORGANIZATIONS SIZE: BIG DATA MARKET DRIVERS 127
9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 128
TABLE 64 BIG DATA MARKET IN SMALL AND MEDIUM-SIZED ENTERPRISES, BY REGION, 2016–2020 (USD MILLION) 128
TABLE 65 BIG DATA MARKET IN SMALL AND MEDIUM-SIZED ENTERPRISES, BY REGION, 2021–2026 (USD MILLION) 129
9.3 LARGE ENTERPRISES 129
TABLE 66 BIG DATA MARKET IN LARGE ENTERPRISES, BY REGION, 2016–2020 (USD MILLION) 129
TABLE 67 BIG DATA MARKET IN LARGE ENTERPRISES, BY REGION, 2021–2026 (USD MILLION) 130
10 BIG DATA MARKET, BY INDUSTRY VERTICAL 131
10.1 INTRODUCTION 132
10.1.1 COVID-19 IMPACT ON BIG DATA MARKET, BY INDUSTRY VERTICAL 132
FIGURE 44 ENERGY AND UTILITIES INDUSTRY VERTICAL TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 133
TABLE 68 BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 134
TABLE 69 BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 134
10.1.2 VERTICAL: BIG DATA MARKET DRIVERS 134
10.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 135
TABLE 70 BIG DATA MARKET IN BANKING, FINANCIAL SERVICES, AND INSURANCE, BY REGION, 2016–2020 (USD MILLION) 136
TABLE 71 BIG DATA MARKET IN BANKING, FINANCIAL SERVICES, AND INSURANCE, BY REGION, 2021–2026 (USD MILLION) 136
10.3 TELECOMMUNICATIONS AND IT 136
TABLE 72 BIG DATA MARKET IN TELECOMMUNICATIONS AND IT, BY REGION, 2016–2020 (USD MILLION) 137
TABLE 73 BIG DATA MARKET IN TELECOMMUNICATIONS AND IT, BY REGION, 2021–2026 (USD MILLION) 138
10.4 RETAIL AND CONSUMER GOODS 138
TABLE 74 BIG DATA MARKET IN RETAIL AND CONSUMER GOODS, BY REGION, 2016–2020 (USD MILLION) 138
TABLE 75 RETAIL AND CONSUMER GOODS, BY REGION, 2021–2026 (USD MILLION) 139
10.5 HEALTHCARE AND LIFE SCIENCES 139
TABLE 76 BIG DATA MARKET IN HEALTHCARE AND LIFE SCIENCES, BY REGION, 2016–2020 (USD MILLION) 140
TABLE 77 BIG DATA MARKET IN HEALTHCARE AND LIFE SCIENCES, BY REGION, 2021–2026 (USD MILLION) 140
10.6 GOVERNMENT AND DEFENSE 140
TABLE 78 BIG DATA MARKET IN GOVERNMENT AND DEFENSE, BY REGION, 2016–2020 (USD MILLION) 141
TABLE 79 BIG DATA MARKET IN GOVERNMENT AND DEFENSE, BY REGION, 2021–2026 (USD MILLION) 141
10.7 MEDIA AND ENTERTAINMENT 141
TABLE 80 BIG DATA MARKET IN MEDIA AND ENTERTAINMENT, BY REGION, 2016–2020 (USD MILLION) 142
TABLE 81 BIG DATA MARKET IN MEDIA AND ENTERTAINMENT, BY REGION, 2021–2026 (USD MILLION) 142
10.8 MANUFACTURING 143
TABLE 82 BIG DATA MARKET IN MANUFACTURING, BY REGION, 2016–2020 (USD MILLION) 143
TABLE 83 BIG DATA MARKET IN MANUFACTURING, BY REGION, 2021–2026 (USD MILLION) 143
10.9 TRANSPORTATION AND LOGISTICS 144
TABLE 84 BIG DATA MARKET IN TRANSPORTATION AND LOGISTICS, BY REGION, 2016–2020 (USD MILLION) 144
TABLE 85 BIG DATA MARKET IN TRANSPORTATION AND LOGISTICS, BY REGION, 2021–2026 (USD MILLION) 144
10.10 OTHER INDUSTRY VERTICALS 145
TABLE 86 BIG DATA MARKET IN OTHER INDUSTRY VERTICALS, BY REGION, 2016–2020 (USD MILLION) 145
TABLE 87 BIG DATA MARKET IN OTHER INDUSTRY VERTICALS, BY REGION, 2021–2026 (USD MILLION) 146
11 BIG DATA MARKET, BY REGION 147
11.1 INTRODUCTION 148
FIGURE 45 ASIA PACIFIC TO ACHIEVE HIGHEST GROWTH IN BIG DATA MARKET DURING FORECAST PERIOD 148
FIGURE 46 INDIA EXPECTED TO ACHIEVE THE HIGHEST GROWTH IN THE BIG DATA MARKET DURING THE FORECAST PERIOD 149
TABLE 88 BIG DATA MARKET, BY REGION, 2016–2020 (USD MILLION) 149
TABLE 89 BIG DATA MARKET, BY REGION, 2021–2026 (USD MILLION) 149
11.2 NORTH AMERICA 150
11.2.1 NORTH AMERICA: BIG DATA MARKET DRIVERS 150
11.2.2 NORTH AMERICA: COVID-19 IMPACT 151
11.2.3 NORTH AMERICA: REGULATIONS 152
11.2.3.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 152
11.2.3.2 Gramm-Leach-Bliley (GLB) Act 152
11.2.3.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 152
11.2.3.4 Federal Information Security Management Act (FISMA) 153
11.2.3.5 Federal Information Processing Standards (FIPS) 153
11.2.3.6 California Consumer Privacy Act (CSPA) 153
FIGURE 47 NORTH AMERICA: MARKET SNAPSHOT 154
TABLE 90 NORTH AMERICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 154
TABLE 91 NORTH AMERICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 155
TABLE 92 NORTH AMERICA: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 155
TABLE 93 NORTH AMERICA: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 155
TABLE 94 NORTH AMERICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 155
TABLE 95 NORTH AMERICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 156
TABLE 96 NORTH AMERICA: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 156
TABLE 97 NORTH AMERICA: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 156
TABLE 98 NORTH AMERICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 156
TABLE 99 NORTH AMERICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 157
TABLE 100 NORTH AMERICA: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 157
TABLE 101 NORTH AMERICA: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 157
TABLE 102 NORTH AMERICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 157
TABLE 103 NORTH AMERICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 158
TABLE 104 NORTH AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 158
TABLE 105 NORTH AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 158
TABLE 106 NORTH AMERICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 159
TABLE 107 NORTH AMERICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 159
TABLE 108 NORTH AMERICA: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 160
TABLE 109 NORTH AMERICA: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 160
11.2.4 UNITED STATES 160
TABLE 110 US: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 161
TABLE 111 UNITED STATES: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 161
TABLE 112 UNITED STATES: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 161
TABLE 113 UNITED STATES: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 161
11.2.5 CANADA 162
TABLE 114 CANADA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 162
TABLE 115 CANADA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 162
TABLE 116 CANADA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 163
TABLE 117 CANADA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 163
11.3 EUROPE 163
11.3.1 EUROPE: BIG DATA MARKET DRIVERS 164
11.3.2 EUROPE: COVID-19 IMPACT 164
11.3.3 EUROPE: TARIFFS AND REGULATIONS 165
11.3.3.1 GDPR 2016/679 is a regulation in the EU 165
11.3.3.2 General Data Protection Regulation 165
11.3.3.3 European Committee for Standardization 166
11.3.3.4 European Technical Standards Institute 166
11.3.4 EUROPE GOVERNMENT CASE STUDIES 166
11.3.4.1 Case study 1: INVITALIA, ITALY 166
11.3.4.2 Case study 2: COMUNE DI CATANIA, ITALY 167
11.3.4.3 Case study 3: ITALY’S NATIONAL INSTITUTE FOR INSURANCE AGAINST ACCIDENTS AT WORK (INAIL) 168
11.3.4.4 Case study 4: CITY OF WIESBADEN, GERMANY 169
11.3.4.5 Case study 5: NHS BUSINESS SERVICES AUTHORITY (NHSBSA), ENGLAND 170
11.3.4.6 Case study 6: NATIONAL GENDARMERIE, FRANCE 171
11.3.4.7 Case study 7: AGENCIA TRIBUTARIA DE CATALUÑA (ATC), SPAIN 172
11.3.4.8 Case study 8: MINISTRY OF INDUSTRY, FOREIGN TRADE AND SERVICES (MDIC), BRAZIL 173
11.3.4.9 Case study 9: NETHERLANDS MINISTRY OF DEFENSE 174
11.3.4.10 Case study 10: BUNDESPOLIZEI, GERMANY 174
11.3.4.11 Case study 11: AVON AND SOMERSET CONSTABULARY, ENGLAND 175
11.3.4.12 Case study 12: SCOTTISH ENVIRONMENT PROTECTION AGENCY (SEPA), SCOTLAND 176
11.3.4.13 Case study 13: DE RECHTSPRAAK, NETHERLANDS 177
11.3.4.14 Case study 14: CITY OF ESPOO, FINLAND 178
11.3.4.15 Case study 15: EUROPEAN ORGANIZATION FOR NUCLEAR RESEARCH (CERN), SWITZERLAND 178
11.3.4.16 Case study 16: MINISTRY OF ECOLOGY, SUSTAINABLE DEVELOPMENT, TRANSPORTATION AND HOUSING (MEDDE), FRANCE 179
TABLE 118 EUROPE: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 180
TABLE 119 EUROPE: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 180
TABLE 120 EUROPE: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 180
TABLE 121 EUROPE: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 180
TABLE 122 EUROPE: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 181
TABLE 123 EUROPE: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 181
TABLE 124 EUROPE: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 181
TABLE 125 EUROPE: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 181
TABLE 126 EUROPE: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 182
TABLE 127 EUROPE: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 182
TABLE 128 EUROPE: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 182
TABLE 129 EUROPE: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 182
TABLE 130 EUROPE: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 183
TABLE 131 EUROPE: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 183
TABLE 132 EUROPE: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 183
TABLE 133 EUROPE: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 183
TABLE 134 EUROPE: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 184
TABLE 135 EUROPE: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 184
TABLE 136 EUROPE: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 185
TABLE 137 EUROPE: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 185
11.3.5 UNITED KINGDOM 185
TABLE 138 UK: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 186
TABLE 139 UK: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 186
11.3.6 GERMANY 186
TABLE 140 GERMANY: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 187
TABLE 141 GERMANY: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 187
11.3.7 FRANCE 187
TABLE 142 FRANCE: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 187
TABLE 143 FRANCE: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 188
11.3.8 REST OF EUROPE 188
TABLE 144 REST OF EUROPE: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 188
TABLE 145 REST OF EUROPE: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 188
11.4 ASIA PACIFIC 189
11.4.1 ASIA PACIFIC: BIG DATA MARKET DRIVERS 189
11.4.2 ASIA PACIFIC: COVID-19 IMPACT 190
11.4.3 ASIA PACIFIC: REGULATIONS 191
11.4.3.1 Privacy Commissioner for Personal Data 191
11.4.3.2 Act on the Protection of Personal Information 191
11.4.3.3 Critical Information Infrastructure 191
11.4.3.4 International Organization for Standardization 27001 192
11.4.3.5 Personal Data Protection Act 192
FIGURE 48 ASIA PACIFIC: MARKET SNAPSHOT 193
TABLE 146 ASIA PACIFIC: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 193
TABLE 147 ASIA PACIFIC: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 194
TABLE 148 ASIA PACIFIC: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 194
TABLE 149 ASIA PACIFIC: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 194
TABLE 150 ASIA PACIFIC: BIG DATA SERVICE MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 194
TABLE 151 ASIA PACIFIC: BIG DATA SERVICE MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 195
TABLE 152 ASIA PACIFIC: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 195
TABLE 153 ASIA PACIFIC: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 195
TABLE 154 ASIA PACIFIC: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 195
TABLE 155 ASIA PACIFIC: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 196
TABLE 156 ASIA PACIFIC: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 196
TABLE 157 ASIA PACIFIC: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 196
TABLE 158 ASIA PACIFIC: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 196
TABLE 159 ASIA PACIFIC: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 197
TABLE 160 ASIA PACIFIC: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 197
TABLE 161 ASIA PACIFIC: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 197
TABLE 162 ASIA PACIFIC: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 198
TABLE 163 ASIA PACIFIC: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 198
TABLE 164 ASIA PACIFIC: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 199
TABLE 165 ASIA PACIFIC: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 199
11.4.4 CHINA 199
TABLE 166 CHINA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 200
TABLE 167 CHINA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 200
11.4.5 JAPAN 200
TABLE 168 JAPAN: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 201
TABLE 169 JAPAN: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 201
11.4.6 INDIA 201
TABLE 170 INDIA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 202
TABLE 171 INDIA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 202
11.4.7 REST OF ASIA PACIFIC 202
TABLE 172 REST OF ASIA PACIFIC: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 203
TABLE 173 REST OF ASIA PACIFIC: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 203
11.5 MIDDLE EAST & AFRICA 203
11.5.1 MIDDLE EAST & AFRICA: BIG DATA MARKET DRIVERS 204
11.5.2 MIDDLE EAST & AFRICA: COVID-19 IMPACT 205
11.5.3 MIDDLE EAST & AFRICA: REGULATIONS 206
11.5.3.1 Israeli Privacy Protection Regulations (Data Security), 5777-2017 206
11.5.3.2 GDPR Applicability in KSA 206
11.5.3.3 Cloud Computing Framework: 206
11.5.3.4 Electronic Transactions Law 207
11.5.3.5 Electronic Commerce Law 207
11.5.3.6 Protection of Personal Information Act (POPIA) 207
TABLE 174 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 208
TABLE 175 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 208
TABLE 176 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 208
TABLE 177 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 208
TABLE 178 MIDDLE EAST & AFRICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 209
TABLE 179 MIDDLE EAST & AFRICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 209
TABLE 180 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 209
TABLE 181 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 209
TABLE 182 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 210
TABLE 183 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 210
TABLE 184 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 210
TABLE 185 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 210
TABLE 186 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 211
TABLE 187 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 211
TABLE 188 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 211
TABLE 189 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 211
TABLE 190 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 212
TABLE 191 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 212
TABLE 192 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 213
TABLE 193 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 213
11.5.4 KINGDOM OF SAUDI ARABIA 213
TABLE 194 KINGDOM OF SAUDI ARABIA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 214
TABLE 195 KINGDOM OF SAUDI ARABIA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 214
11.5.5 SOUTH AFRICA 214
TABLE 196 SOUTH AFRICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 214
TABLE 197 SOUTH AFRICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 215
11.5.6 UNITED ARAB EMIRATES 215
TABLE 198 UNITED ARAB OF EMIRATES: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 215
TABLE 199 UNITED ARAB OF EMIRATES: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 215
11.5.7 REST OF THE MIDDLE EAST AND AFRICA 216
TABLE 200 REST OF THE MIDDLE EAST AND AFRICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 216
TABLE 201 REST OF THE MIDDLE EAST AND AFRICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 216
11.5.8 COMPETITIVE ANALYSIS 217
11.6 LATIN AMERICA 218
11.6.1 LATIN AMERICA: BIG DATA MARKET DRIVERS 219
11.6.2 LATIN AMERICA: COVID-19 IMPACT 219
11.6.3 LATIN AMERICA: REGULATIONS 220
11.6.3.1 Brazil Data Protection Law 220
11.6.3.2 Argentina Personal Data Protection Law No. 25.326 220
TABLE 202 LATIN AMERICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 220
TABLE 203 LATIN AMERICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 221
TABLE 204 LATIN AMERICA: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 221
TABLE 205 LATIN AMERICA: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 221
TABLE 206 LATIN AMERICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 221
TABLE 207 LATIN AMERICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 222
TABLE 208 LATIN AMERICA: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 222
TABLE 209 LATIN AMERICA: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 222
TABLE 210 LATIN AMERICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 222
TABLE 211 LATIN AMERICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 223
TABLE 212 LATIN AMERICA: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 223
TABLE 213 LATIN AMERICA: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 223
TABLE 214 LATIN AMERICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 223
TABLE 215 LATIN AMERICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 224
TABLE 216 LATIN AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 224
TABLE 217 LATIN AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 224
TABLE 218 LATIN AMERICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 225
TABLE 219 LATIN AMERICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 225
TABLE 220 LATIN AMERICA: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 225
TABLE 221 LATIN AMERICA: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 226
11.6.4 BRAZIL 226
TABLE 222 BRAZIL: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 226
TABLE 223 BRAZIL: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 227
11.6.5 MEXICO 227
TABLE 224 MEXICO: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 227
TABLE 225 MEXICO: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 228
11.6.6 REST OF LATIN AMERICA 228
TABLE 226 REST OF LATIN AMERICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 228
TABLE 227 REST OF LATIN AMERICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 229
1 INTRODUCTION 30
1.1 INTRODUCTION TO COVID-19 30
1.2 COVID-19 HEALTH ASSESSMENT 30
FIGURE 1 COVID-19: GLOBAL PROPAGATION 30
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 31
1.3 COVID-19 ECONOMIC ASSESSMENT 32
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020 32
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 33
FIGURE 4 CRITERIA IMPACTING THE GLOBAL ECONOMY 33
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF THE GLOBAL ECONOMY 34
1.4 OBJECTIVES OF THE STUDY 35
1.5 MARKET DEFINITION 35
1.5.1 INCLUSIONS AND EXCLUSIONS 36
1.6 MARKET SCOPE 36
1.6.1 MARKET SEGMENTATION 36
1.6.2 REGIONS COVERED 37
1.6.3 YEARS CONSIDERED FOR THE STUDY 37
1.7 CURRENCY CONSIDERED 38
TABLE 1 USD EXCHANGE RATE, 2018–2021 38
1.8 STAKEHOLDERS 38
1.9 SUMMARY OF CHANGES 39
2 RESEARCH METHODOLOGY 40
2.1 RESEARCH DATA 40
FIGURE 6 BIG DATA MARKET: RESEARCH DESIGN 40
2.1.1 SECONDARY DATA 41
2.1.2 PRIMARY DATA 41
2.1.2.1 Breakup of primary profiles 42
2.1.2.2 Key industry insights 42
2.2 MARKET BREAKUP AND DATA TRIANGULATION 43
2.3 MARKET SIZE ESTIMATION 44
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF THE BIG DATA MARKET 44
FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2 BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF THE BIG DATA MARKET 45
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY ̶ APPROACH 3 TOP-DOWN (DEMAND SIDE): SHARE OF BIG DATA THROUGH THE OVERALL BIG DATA SPENDING 46
FIGURE 10 BIG DATA MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 47
2.3.1 TOP-DOWN APPROACH 47
2.3.2 BOTTOM-UP APPROACH 47
2.4 COMPANY EVALUATION MATRIX 48
FIGURE 11 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 48
2.5 STARTUP/SME EVALUATION MATRIX METHODOLOGY 49
FIGURE 12 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 49
2.6 ASSUMPTIONS FOR THE STUDY 49
2.7 LIMITATIONS OF THE STUDY 51
3 EXECUTIVE SUMMARY 52
TABLE 2 BIG DATA MARKET SIZE AND GROWTH RATE, 2016–2020 (USD MILLION, Y-O-Y) 53
TABLE 3 BIG DATA MARKET SIZE AND GROWTH RATE, 2021–2026 (USD MILLION, Y-O-Y) 54
FIGURE 13 BIG DATA SOLUTIONS TO ACCOUNT FOR A LARGER MARKET SIZE IN 2021 54
FIGURE 14 BIG DATA ANALYTICS SOLUTION SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2021 54
FIGURE 15 PROFESSIONAL SERVICES TO HOLD A LARGER MARKET SIZE IN 2021 55
FIGURE 16 SUPPORT AND MAINTENANCE SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021 55
FIGURE 17 ON-PREMISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE IN 2021 56
FIGURE 18 PUBLIC CLOUD SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021 56
FIGURE 19 LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE IN 2021 56
FIGURE 20 MARKETING AND SALES SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021 57
FIGURE 21 HEALTHCARE AND LIFE SCIENCE CONTRIBUTED THE HIGHEST MARKET REVENUE IN 2021 57
FIGURE 22 NORTH AMERICA TO BE AN EMERGING DOMINANT REGION IN TERMS OF MARKET SIZE IN 2021 58
4 PREMIUM INSIGHTS 59
4.1 ATTRACTIVE OPPORTUNITIES IN THE BIG DATA MARKET 59
FIGURE 23 INCREASED DIGITALIZATION AND EMERGING TECHNOLOGIES SUCH AS ANALYTICS, IOT, AND AI TO DRIVE THE MARKET GROWTH 59
4.2 BIG DATA MARKET: TOP THREE VERTICALS 60
FIGURE 24 BFSI SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE DURING THE FORECAST PERIOD 60
4.3 BIG DATA MARKET, BY REGION 60
FIGURE 25 NORTH AMERICA TO ACCOUNT FOR THE HIGHEST MARKET SHARE IN 2021 60
4.4 NORTH AMERICA: BIG DATA MARKET, BY APPLICATION AND INDUSTRY VERTICAL 61
FIGURE 26 DATA DISCOVERY SOLUTION AND BFSI INDUSTRY VERTICAL TO ACCOUNT FOR THE HIGHEST SHARES IN THE BIG DATA MARKET IN 2021 61
5 MARKET OVERVIEW AND INDUSTRY TRENDS 62
5.1 INTRODUCTION 62
5.2 MARKET DYNAMICS 62
FIGURE 27 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: BIG DATA MARKET 62
5.2.1 DRIVERS 63
5.2.1.1 Sharp increase in data volume 63
5.2.1.2 Rise in data connectivity through cloud computing 63
5.2.1.3 Incorporation of digital transformation in top-level strategies 64
5.2.2 RESTRAINTS 64
5.2.2.1 Data security concerns and stringent data security regulations 64
5.2.2.2 High big data handling costs 65
5.2.3 OPPORTUNITIES 65
5.2.3.1 Rise in adoption of technologies and big data analytics 65
5.2.3.2 The growth of investment in IT sectors by the businesses 65
5.2.4 CHALLENGES 66
5.2.4.1 Data silos and poor data quality 66
5.2.4.2 Lack of data professionals 66
5.3 USE CASES 67
5.3.1 BANKING, FINANCIAL SERVICES, AND INSURANCE 67
5.3.1.1 Use Case 1: Erste Group Bank gains a 360-degree view of customers using Oracle Big Data Appliance on a single cloud platform 67
5.3.2 TELECOMMUNICATION AND INFORMATION TECHNOLOGY 68
5.3.2.1 Use Case 2: Robi Axiata Limited uses the Cloudera platform to enhance customer experience 68
5.3.3 RETAIL AND CONSUMER GOODS 69
5.3.3.1 Use Case 4: Myntra uses Azure Synapse Analytics and Azure HDInsight to stabilize services and increase year-over-year traffic 69
5.3.4 GOVERNMENT AND DEFENSE 70
5.3.4.1 Use Case 5: Indian Oil uses Qlik to achieve business value by providing analytics on the real-time and big data 70
5.3.5 MEDIA AND ENTERTAINMENT 70
5.3.5.1 Use Case 6: Dwango Company Ltd. uses the Cloudera Big data platform, and advanced analytics enables expansion and business growth 70
5.3.6 MANUFACTURING 71
5.3.6.1 Use Case 7: Brembo uses TIBCO Spotfire to enhance production processes with the help of big data 71
5.3.7 HEALTHCARE AND LIFE SCIENCE 72
5.3.7.1 Use Case 8: IQVIA uses Qlik big data analytics to help UK healthcare services 72
5.3.8 TRANSPORT AND LOGISTICS 73
5.3.8.1 Use Case 9: CargoSmart uses TIBCO Spotfire for greater visibility and benchmarking 73
5.4 PATENT ANALYSIS 74
5.4.1 METHODOLOGY 74
5.4.2 DOCUMENT TYPE 74
TABLE 4 PATENTS FILED, 2018–2021 74
5.4.3 INNOVATION AND PATENT APPLICATIONS 74
FIGURE 28 ANNUAL NUMBER OF PATENTS GRANTED, 2018–2021 74
5.4.3.1 Top applicants 75
FIGURE 29 TOP TEN COMPANIES WITH THE HIGHEST NUMBER OF PATENT APPLICATIONS, 2018–2021 75
5.5 BIG DATA: EVOLUTION 75
FIGURE 30 BIG DATA: EVOLUTION 75
5.6 BIG DATA: ARCHITECTURE 77
FIGURE 31 FUNCTIONAL ELEMENTS OF A BIG DATA SOLUTION 77
5.7 BIG DATA TYPES 78
5.8 BIG DATA ANALYTICS TYPES 79
5.9 BIG DATA ECOSYSTEM 80
TABLE 5 BIG DATA MARKET: ECOSYSTEM 80
5.10 SUPPLY CHAIN ANALYSIS 81
FIGURE 32 SUPPLY CHAIN ANALYSIS 81
5.11 PRICING MODEL ANALYSIS 82
TABLE 6 PRICING MODEL 82
5.12 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS IN THE BIG DATA MARKET 83
FIGURE 33 BIG DATA MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS 83
5.13 PORTER’S FIVE FORCES ANALYSIS 84
FIGURE 34 BIG DATA MARKET: PORTER’S FIVE FORCES ANALYSIS 84
TABLE 7 BIG DATA MARKET: PORTER’S FIVE FORCES ANALYSIS 84
5.13.1 THREAT OF NEW ENTRANTS 85
5.13.2 THREAT OF SUBSTITUTES 85
5.13.3 BARGAINING POWER OF SUPPLIERS 85
5.13.4 BARGAINING POWER OF BUYERS 85
5.13.5 INTENSITY OF COMPETITIVE RIVALRY 86
5.14 TECHNOLOGICAL ANALYSIS 86
5.14.1 ARTIFICIAL INTELLIGENCE AND MACHINE LEARNING 86
5.14.2 INTERNET OF THINGS 86
5.14.3 CLOUD COMPUTING 87
5.15 REGULATORY IMPLICATIONS 87
5.15.1 GENERAL DATA PROTECTION REGULATION 87
5.15.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 87
5.15.3 PAYMENT CARD INDUSTRY DATA SECURITY STANDARD 88
5.15.4 SARBANES-OXLEY ACT OF 2002 88
5.15.5 SOC 2 TYPE II COMPLIANCE 88
5.15.6 ISO/IEC 27001 88
5.15.7 THE GRAMM–LEACH–BLILEY ACT 89
5.16 BIG DATA MARKET: COVID-19 IMPACT 89
FIGURE 35 BIG DATA MARKET TO GROW BETWEEN 2021 AND 2026 89
6 BIG DATA MARKET, BY COMPONENT 90
6.1 INTRODUCTION 91
6.1.1 COVID-19 IMPACT ON THE BIG DATA MARKET, BY COMPONENT 91
FIGURE 36 BIG DATA SERVICES TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 92
TABLE 8 BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 92
TABLE 9 BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 92
6.1.2 COMPONENT: BIG DATA MARKET DRIVERS 93
6.2 SOLUTIONS 93
TABLE 10 BIG DATA SOLUTIONS MARKET, BY REGION, 2016–2020 (USD MILLION) 94
TABLE 11 BIG DATA SOLUTIONS MARKET, BY REGION, 2021–2026 (USD MILLION) 94
FIGURE 37 BIG DATA ANALYTICS TO REGISTER THE HIGHEST CAGR DURING THE FORECAST PERIOD 94
TABLE 12 BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 95
TABLE 13 BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 95
6.2.1 BIG DATA ANALYTICS 95
TABLE 14 BIG DATA ANALYTICS MARKET, BY REGION, 2016–2020 (USD MILLION0 96
TABLE 15 BIG DATA ANALYTICS MARKET, BY REGION, 2021–2026 (USD MILLION) 96
6.2.2 DATA DISCOVERY 96
TABLE 16 DATA DISCOVERY MARKET, BY REGION, 2016–2020 (USD MILLION0 97
TABLE 17 DATA DISCOVERY MARKET, BY REGION, 2021–2026 (USD MILLION) 97
6.2.3 DATA VISUALIZATION 97
TABLE 18 DATA VISUALIZATION MARKET, BY REGION, 2016–2020 (USD MILLION) 98
TABLE 19 DATA VISUALIZATION MARKET, BY REGION, 2021–2026 (USD MILLION) 98
6.2.4 DATA MANAGEMENT 98
TABLE 20 DATA MANAGEMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 99
TABLE 21 DATA MANAGEMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 99
6.3 SERVICES 99
FIGURE 38 MANAGED SERVICES TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 100
TABLE 22 BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 100
TABLE 23 BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 100
TABLE 24 BIG DATA SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 101
TABLE 25 BIG DATA SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 101
6.3.1 MANAGED SERVICES 101
TABLE 26 MANAGED BIG DATA SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 102
TABLE 27 MANAGED BIG DATA SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 102
6.3.2 PROFESSIONAL SERVICES 102
TABLE 28 PROFESSIONAL BIG DATA SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 102
TABLE 29 PROFESSIONAL BIG DATA SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 103
FIGURE 39 SUPPORT AND MAINTENANCE SERVICES TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 103
TABLE 30 PROFESSIONAL BIG DATA SERVICES MARKET, BY TYPE, 2016–2020 (USD MILLION) 103
TABLE 31 PROFESSIONAL BIG DATA SERVICES MARKET, BY TYPE, 2021–2026 (USD MILLION) 104
6.3.2.1 Consulting 104
TABLE 32 CONSULTING BIG DATA SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 104
TABLE 33 CONSULTING BIG DATA SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 104
6.3.2.2 Deployment and Integration 105
TABLE 34 BIG DATA DEPLOYMENT AND INTEGRATION SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 105
TABLE 35 BIG DATA DEPLOYMENT AND INTEGRATION SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 105
6.3.2.3 Support and maintenance 105
TABLE 36 BIG DATA SUPPORT AND MAINTENANCE SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION) 106
TABLE 37 BIG DATA SUPPORT AND MAINTENANCE SERVICES MARKET T, BY REGION, 2021–2026 (USD MILLION) 106
7 BIG DATA MARKET, BY BUSINESS FUNCTION 107
7.1 INTRODUCTION 108
7.1.1 COVID-19 IMPACT ON THE BIG DATA MARKET, BY BUSINESS FUNCTION 108
FIGURE 40 BIG DATA IN OPERATIONS TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 108
TABLE 38 BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 109
TABLE 39 BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 109
7.1.2 BUSINESS FUNCTION: BIG DATA MARKET DRIVERS 109
7.2 MARKETING AND SALES 110
TABLE 40 BIG DATA MARKET IN MARKETING AND SALES, BY REGION, 2016–2020 (USD MILLION) 110
TABLE 41 BIG DATA MARKET IN MARKETING AND SALES, BY REGION, 2021–2026 (USD MILLION) 110
7.3 OPERATIONS 111
TABLE 42 BIG DATA MARKET IN OPERATIONS, BY REGION, 2016–2020 (USD MILLION) 111
TABLE 43 BIG DATA MARKET IN OPERATIONS, BY REGION, 2021–2026 (USD MILLION) 112
7.4 FINANCE 112
TABLE 44 BIG DATA MARKET IN FINANCE, BY REGION, 2016–2020 (USD MILLION) 112
TABLE 45 BIG DATA MARKET IN FINANCE, BY REGION, 2021–2026 (USD MILLION) 113
7.5 HUMAN RESOURCES 113
TABLE 46 BIG DATA MARKET IN HUMAN RESOURCES, BY REGION, 2016–2020 (USD MILLION) 113
TABLE 47 BIG DATA MARKET IN HUMAN RESOURCES, BY REGION, 2021–2026 (USD MILLION) 114
8 BIG DATA MARKET, BY DEPLOYMENT MODE 115
8.1 INTRODUCTION 116
8.1.1 COVID-19 IMPACT ON THE BIG DATA MARKET, BY DEPLOYMENT MODE 116
FIGURE 41 CLOUD DEPLOYMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 117
TABLE 48 BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 117
TABLE 49 BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 117
8.1.2 DEPLOYMENT MODE: BIG DATA MARKET DRIVERS 117
8.2 ON-PREMISES 118
TABLE 50 ON-PREMISES DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 118
TABLE 51 ON-PREMISES DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 118
8.3 CLOUD 119
FIGURE 42 HYBRID CLOUD SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 119
TABLE 52 CLOUD DEPLOYMENT MARKET, BY TYPE, 2016–2020 (USD MILLION) 119
TABLE 53 CLOUD DEPLOYMENT MARKET, BY TYPE, 2021–2026 (USD MILLION) 120
TABLE 54 CLOUD DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 120
TABLE 55 CLOUD DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 120
8.3.1 PUBLIC CLOUD 121
TABLE 56 PUBLIC CLOUD DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 121
TABLE 57 PUBLIC CLOUD DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 122
8.3.2 PRIVATE CLOUD 122
TABLE 58 PRIVATE CLOUD DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 123
TABLE 59 PRIVATE CLOUD DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 123
8.3.3 HYBRID CLOUD 123
TABLE 60 HYBRID CLOUD DEPLOYMENT MARKET, BY REGION, 2016–2020 (USD MILLION) 124
TABLE 61 HYBRID CLOUD DEPLOYMENT MARKET, BY REGION, 2021–2026 (USD MILLION) 124
9 BIG DATA MARKET, BY ORGANIZATION SIZE 125
9.1 INTRODUCTION 126
9.1.1 COVID-19 IMPACT ON THE BIG DATA MARKET, BY ORGANIZATION SIZE 126
FIGURE 43 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 127
TABLE 62 BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 127
TABLE 63 BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 127
9.1.2 ORGANIZATIONS SIZE: BIG DATA MARKET DRIVERS 127
9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 128
TABLE 64 BIG DATA MARKET IN SMALL AND MEDIUM-SIZED ENTERPRISES, BY REGION, 2016–2020 (USD MILLION) 128
TABLE 65 BIG DATA MARKET IN SMALL AND MEDIUM-SIZED ENTERPRISES, BY REGION, 2021–2026 (USD MILLION) 129
9.3 LARGE ENTERPRISES 129
TABLE 66 BIG DATA MARKET IN LARGE ENTERPRISES, BY REGION, 2016–2020 (USD MILLION) 129
TABLE 67 BIG DATA MARKET IN LARGE ENTERPRISES, BY REGION, 2021–2026 (USD MILLION) 130
10 BIG DATA MARKET, BY INDUSTRY VERTICAL 131
10.1 INTRODUCTION 132
10.1.1 COVID-19 IMPACT ON BIG DATA MARKET, BY INDUSTRY VERTICAL 132
FIGURE 44 ENERGY AND UTILITIES INDUSTRY VERTICAL TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 133
TABLE 68 BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 134
TABLE 69 BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 134
10.1.2 VERTICAL: BIG DATA MARKET DRIVERS 134
10.2 BANKING, FINANCIAL SERVICES, AND INSURANCE 135
TABLE 70 BIG DATA MARKET IN BANKING, FINANCIAL SERVICES, AND INSURANCE, BY REGION, 2016–2020 (USD MILLION) 136
TABLE 71 BIG DATA MARKET IN BANKING, FINANCIAL SERVICES, AND INSURANCE, BY REGION, 2021–2026 (USD MILLION) 136
10.3 TELECOMMUNICATIONS AND IT 136
TABLE 72 BIG DATA MARKET IN TELECOMMUNICATIONS AND IT, BY REGION, 2016–2020 (USD MILLION) 137
TABLE 73 BIG DATA MARKET IN TELECOMMUNICATIONS AND IT, BY REGION, 2021–2026 (USD MILLION) 138
10.4 RETAIL AND CONSUMER GOODS 138
TABLE 74 BIG DATA MARKET IN RETAIL AND CONSUMER GOODS, BY REGION, 2016–2020 (USD MILLION) 138
TABLE 75 RETAIL AND CONSUMER GOODS, BY REGION, 2021–2026 (USD MILLION) 139
10.5 HEALTHCARE AND LIFE SCIENCES 139
TABLE 76 BIG DATA MARKET IN HEALTHCARE AND LIFE SCIENCES, BY REGION, 2016–2020 (USD MILLION) 140
TABLE 77 BIG DATA MARKET IN HEALTHCARE AND LIFE SCIENCES, BY REGION, 2021–2026 (USD MILLION) 140
10.6 GOVERNMENT AND DEFENSE 140
TABLE 78 BIG DATA MARKET IN GOVERNMENT AND DEFENSE, BY REGION, 2016–2020 (USD MILLION) 141
TABLE 79 BIG DATA MARKET IN GOVERNMENT AND DEFENSE, BY REGION, 2021–2026 (USD MILLION) 141
10.7 MEDIA AND ENTERTAINMENT 141
TABLE 80 BIG DATA MARKET IN MEDIA AND ENTERTAINMENT, BY REGION, 2016–2020 (USD MILLION) 142
TABLE 81 BIG DATA MARKET IN MEDIA AND ENTERTAINMENT, BY REGION, 2021–2026 (USD MILLION) 142
10.8 MANUFACTURING 143
TABLE 82 BIG DATA MARKET IN MANUFACTURING, BY REGION, 2016–2020 (USD MILLION) 143
TABLE 83 BIG DATA MARKET IN MANUFACTURING, BY REGION, 2021–2026 (USD MILLION) 143
10.9 TRANSPORTATION AND LOGISTICS 144
TABLE 84 BIG DATA MARKET IN TRANSPORTATION AND LOGISTICS, BY REGION, 2016–2020 (USD MILLION) 144
TABLE 85 BIG DATA MARKET IN TRANSPORTATION AND LOGISTICS, BY REGION, 2021–2026 (USD MILLION) 144
10.10 OTHER INDUSTRY VERTICALS 145
TABLE 86 BIG DATA MARKET IN OTHER INDUSTRY VERTICALS, BY REGION, 2016–2020 (USD MILLION) 145
TABLE 87 BIG DATA MARKET IN OTHER INDUSTRY VERTICALS, BY REGION, 2021–2026 (USD MILLION) 146
11 BIG DATA MARKET, BY REGION 147
11.1 INTRODUCTION 148
FIGURE 45 ASIA PACIFIC TO ACHIEVE HIGHEST GROWTH IN BIG DATA MARKET DURING FORECAST PERIOD 148
FIGURE 46 INDIA EXPECTED TO ACHIEVE THE HIGHEST GROWTH IN THE BIG DATA MARKET DURING THE FORECAST PERIOD 149
TABLE 88 BIG DATA MARKET, BY REGION, 2016–2020 (USD MILLION) 149
TABLE 89 BIG DATA MARKET, BY REGION, 2021–2026 (USD MILLION) 149
11.2 NORTH AMERICA 150
11.2.1 NORTH AMERICA: BIG DATA MARKET DRIVERS 150
11.2.2 NORTH AMERICA: COVID-19 IMPACT 151
11.2.3 NORTH AMERICA: REGULATIONS 152
11.2.3.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 152
11.2.3.2 Gramm-Leach-Bliley (GLB) Act 152
11.2.3.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 152
11.2.3.4 Federal Information Security Management Act (FISMA) 153
11.2.3.5 Federal Information Processing Standards (FIPS) 153
11.2.3.6 California Consumer Privacy Act (CSPA) 153
FIGURE 47 NORTH AMERICA: MARKET SNAPSHOT 154
TABLE 90 NORTH AMERICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 154
TABLE 91 NORTH AMERICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 155
TABLE 92 NORTH AMERICA: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 155
TABLE 93 NORTH AMERICA: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 155
TABLE 94 NORTH AMERICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 155
TABLE 95 NORTH AMERICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 156
TABLE 96 NORTH AMERICA: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 156
TABLE 97 NORTH AMERICA: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 156
TABLE 98 NORTH AMERICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 156
TABLE 99 NORTH AMERICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 157
TABLE 100 NORTH AMERICA: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 157
TABLE 101 NORTH AMERICA: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 157
TABLE 102 NORTH AMERICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 157
TABLE 103 NORTH AMERICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 158
TABLE 104 NORTH AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 158
TABLE 105 NORTH AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 158
TABLE 106 NORTH AMERICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 159
TABLE 107 NORTH AMERICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 159
TABLE 108 NORTH AMERICA: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 160
TABLE 109 NORTH AMERICA: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 160
11.2.4 UNITED STATES 160
TABLE 110 US: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 161
TABLE 111 UNITED STATES: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 161
TABLE 112 UNITED STATES: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 161
TABLE 113 UNITED STATES: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 161
11.2.5 CANADA 162
TABLE 114 CANADA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 162
TABLE 115 CANADA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 162
TABLE 116 CANADA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 163
TABLE 117 CANADA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 163
11.3 EUROPE 163
11.3.1 EUROPE: BIG DATA MARKET DRIVERS 164
11.3.2 EUROPE: COVID-19 IMPACT 164
11.3.3 EUROPE: TARIFFS AND REGULATIONS 165
11.3.3.1 GDPR 2016/679 is a regulation in the EU 165
11.3.3.2 General Data Protection Regulation 165
11.3.3.3 European Committee for Standardization 166
11.3.3.4 European Technical Standards Institute 166
11.3.4 EUROPE GOVERNMENT CASE STUDIES 166
11.3.4.1 Case study 1: INVITALIA, ITALY 166
11.3.4.2 Case study 2: COMUNE DI CATANIA, ITALY 167
11.3.4.3 Case study 3: ITALY’S NATIONAL INSTITUTE FOR INSURANCE AGAINST ACCIDENTS AT WORK (INAIL) 168
11.3.4.4 Case study 4: CITY OF WIESBADEN, GERMANY 169
11.3.4.5 Case study 5: NHS BUSINESS SERVICES AUTHORITY (NHSBSA), ENGLAND 170
11.3.4.6 Case study 6: NATIONAL GENDARMERIE, FRANCE 171
11.3.4.7 Case study 7: AGENCIA TRIBUTARIA DE CATALUÑA (ATC), SPAIN 172
11.3.4.8 Case study 8: MINISTRY OF INDUSTRY, FOREIGN TRADE AND SERVICES (MDIC), BRAZIL 173
11.3.4.9 Case study 9: NETHERLANDS MINISTRY OF DEFENSE 174
11.3.4.10 Case study 10: BUNDESPOLIZEI, GERMANY 174
11.3.4.11 Case study 11: AVON AND SOMERSET CONSTABULARY, ENGLAND 175
11.3.4.12 Case study 12: SCOTTISH ENVIRONMENT PROTECTION AGENCY (SEPA), SCOTLAND 176
11.3.4.13 Case study 13: DE RECHTSPRAAK, NETHERLANDS 177
11.3.4.14 Case study 14: CITY OF ESPOO, FINLAND 178
11.3.4.15 Case study 15: EUROPEAN ORGANIZATION FOR NUCLEAR RESEARCH (CERN), SWITZERLAND 178
11.3.4.16 Case study 16: MINISTRY OF ECOLOGY, SUSTAINABLE DEVELOPMENT, TRANSPORTATION AND HOUSING (MEDDE), FRANCE 179
TABLE 118 EUROPE: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 180
TABLE 119 EUROPE: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 180
TABLE 120 EUROPE: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 180
TABLE 121 EUROPE: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 180
TABLE 122 EUROPE: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 181
TABLE 123 EUROPE: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 181
TABLE 124 EUROPE: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 181
TABLE 125 EUROPE: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 181
TABLE 126 EUROPE: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 182
TABLE 127 EUROPE: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 182
TABLE 128 EUROPE: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 182
TABLE 129 EUROPE: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 182
TABLE 130 EUROPE: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 183
TABLE 131 EUROPE: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 183
TABLE 132 EUROPE: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 183
TABLE 133 EUROPE: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 183
TABLE 134 EUROPE: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 184
TABLE 135 EUROPE: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 184
TABLE 136 EUROPE: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 185
TABLE 137 EUROPE: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 185
11.3.5 UNITED KINGDOM 185
TABLE 138 UK: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 186
TABLE 139 UK: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 186
11.3.6 GERMANY 186
TABLE 140 GERMANY: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 187
TABLE 141 GERMANY: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 187
11.3.7 FRANCE 187
TABLE 142 FRANCE: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 187
TABLE 143 FRANCE: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 188
11.3.8 REST OF EUROPE 188
TABLE 144 REST OF EUROPE: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 188
TABLE 145 REST OF EUROPE: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 188
11.4 ASIA PACIFIC 189
11.4.1 ASIA PACIFIC: BIG DATA MARKET DRIVERS 189
11.4.2 ASIA PACIFIC: COVID-19 IMPACT 190
11.4.3 ASIA PACIFIC: REGULATIONS 191
11.4.3.1 Privacy Commissioner for Personal Data 191
11.4.3.2 Act on the Protection of Personal Information 191
11.4.3.3 Critical Information Infrastructure 191
11.4.3.4 International Organization for Standardization 27001 192
11.4.3.5 Personal Data Protection Act 192
FIGURE 48 ASIA PACIFIC: MARKET SNAPSHOT 193
TABLE 146 ASIA PACIFIC: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 193
TABLE 147 ASIA PACIFIC: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 194
TABLE 148 ASIA PACIFIC: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 194
TABLE 149 ASIA PACIFIC: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 194
TABLE 150 ASIA PACIFIC: BIG DATA SERVICE MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 194
TABLE 151 ASIA PACIFIC: BIG DATA SERVICE MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 195
TABLE 152 ASIA PACIFIC: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 195
TABLE 153 ASIA PACIFIC: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 195
TABLE 154 ASIA PACIFIC: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 195
TABLE 155 ASIA PACIFIC: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 196
TABLE 156 ASIA PACIFIC: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 196
TABLE 157 ASIA PACIFIC: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 196
TABLE 158 ASIA PACIFIC: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 196
TABLE 159 ASIA PACIFIC: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 197
TABLE 160 ASIA PACIFIC: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 197
TABLE 161 ASIA PACIFIC: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 197
TABLE 162 ASIA PACIFIC: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 198
TABLE 163 ASIA PACIFIC: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 198
TABLE 164 ASIA PACIFIC: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 199
TABLE 165 ASIA PACIFIC: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 199
11.4.4 CHINA 199
TABLE 166 CHINA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 200
TABLE 167 CHINA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 200
11.4.5 JAPAN 200
TABLE 168 JAPAN: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 201
TABLE 169 JAPAN: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 201
11.4.6 INDIA 201
TABLE 170 INDIA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 202
TABLE 171 INDIA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 202
11.4.7 REST OF ASIA PACIFIC 202
TABLE 172 REST OF ASIA PACIFIC: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 203
TABLE 173 REST OF ASIA PACIFIC: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 203
11.5 MIDDLE EAST & AFRICA 203
11.5.1 MIDDLE EAST & AFRICA: BIG DATA MARKET DRIVERS 204
11.5.2 MIDDLE EAST & AFRICA: COVID-19 IMPACT 205
11.5.3 MIDDLE EAST & AFRICA: REGULATIONS 206
11.5.3.1 Israeli Privacy Protection Regulations (Data Security), 5777-2017 206
11.5.3.2 GDPR Applicability in KSA 206
11.5.3.3 Cloud Computing Framework: 206
11.5.3.4 Electronic Transactions Law 207
11.5.3.5 Electronic Commerce Law 207
11.5.3.6 Protection of Personal Information Act (POPIA) 207
TABLE 174 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 208
TABLE 175 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 208
TABLE 176 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 208
TABLE 177 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 208
TABLE 178 MIDDLE EAST & AFRICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 209
TABLE 179 MIDDLE EAST & AFRICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 209
TABLE 180 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 209
TABLE 181 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 209
TABLE 182 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 210
TABLE 183 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 210
TABLE 184 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 210
TABLE 185 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 210
TABLE 186 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 211
TABLE 187 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 211
TABLE 188 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 211
TABLE 189 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 211
TABLE 190 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 212
TABLE 191 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 212
TABLE 192 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 213
TABLE 193 MIDDLE EAST & AFRICA: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 213
11.5.4 KINGDOM OF SAUDI ARABIA 213
TABLE 194 KINGDOM OF SAUDI ARABIA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 214
TABLE 195 KINGDOM OF SAUDI ARABIA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 214
11.5.5 SOUTH AFRICA 214
TABLE 196 SOUTH AFRICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 214
TABLE 197 SOUTH AFRICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 215
11.5.6 UNITED ARAB EMIRATES 215
TABLE 198 UNITED ARAB OF EMIRATES: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 215
TABLE 199 UNITED ARAB OF EMIRATES: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 215
11.5.7 REST OF THE MIDDLE EAST AND AFRICA 216
TABLE 200 REST OF THE MIDDLE EAST AND AFRICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 216
TABLE 201 REST OF THE MIDDLE EAST AND AFRICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 216
11.5.8 COMPETITIVE ANALYSIS 217
11.6 LATIN AMERICA 218
11.6.1 LATIN AMERICA: BIG DATA MARKET DRIVERS 219
11.6.2 LATIN AMERICA: COVID-19 IMPACT 219
11.6.3 LATIN AMERICA: REGULATIONS 220
11.6.3.1 Brazil Data Protection Law 220
11.6.3.2 Argentina Personal Data Protection Law No. 25.326 220
TABLE 202 LATIN AMERICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 220
TABLE 203 LATIN AMERICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 221
TABLE 204 LATIN AMERICA: BIG DATA MARKET, BY SERVICE, 2016–2020 (USD MILLION) 221
TABLE 205 LATIN AMERICA: BIG DATA MARKET, BY SERVICE, 2021–2026 (USD MILLION) 221
TABLE 206 LATIN AMERICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION) 221
TABLE 207 LATIN AMERICA: BIG DATA SERVICES MARKET, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION) 222
TABLE 208 LATIN AMERICA: BIG DATA MARKET, BY SOLUTION, 2016–2020 (USD MILLION) 222
TABLE 209 LATIN AMERICA: BIG DATA MARKET, BY SOLUTION, 2021–2026 (USD MILLION) 222
TABLE 210 LATIN AMERICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION) 222
TABLE 211 LATIN AMERICA: BIG DATA MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION) 223
TABLE 212 LATIN AMERICA: BIG DATA MARKET, BY CLOUD TYPE, 2016–2020 (USD MILLION) 223
TABLE 213 LATIN AMERICA: BIG DATA MARKET, BY CLOUD TYPE, 2021–2026 (USD MILLION) 223
TABLE 214 LATIN AMERICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION) 223
TABLE 215 LATIN AMERICA: BIG DATA MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION) 224
TABLE 216 LATIN AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION) 224
TABLE 217 LATIN AMERICA: BIG DATA MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION) 224
TABLE 218 LATIN AMERICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION) 225
TABLE 219 LATIN AMERICA: BIG DATA MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION) 225
TABLE 220 LATIN AMERICA: BIG DATA MARKET, BY COUNTRY, 2016–2020 (USD MILLION) 225
TABLE 221 LATIN AMERICA: BIG DATA MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 226
11.6.4 BRAZIL 226
TABLE 222 BRAZIL: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 226
TABLE 223 BRAZIL: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 227
11.6.5 MEXICO 227
TABLE 224 MEXICO: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 227
TABLE 225 MEXICO: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 228
11.6.6 REST OF LATIN AMERICA 228
TABLE 226 REST OF LATIN AMERICA: BIG DATA MARKET, BY COMPONENT, 2016–2020 (USD MILLION) 228
TABLE 227 REST OF LATIN AMERICA: BIG DATA MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 229
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1 INTRODUCTION 37
1.1 INTRODUCTION TO COVID-19 37
1.2 COVID-19 HEALTH ASSESSMENT 37
FIGURE 1 COVID-19: GLOBAL PROPAGATION 37
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 38
1.3 COVID-19 ECONOMIC ASSESSMENT 39
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020 39
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 40
FIGURE 4 CRITERIA IMPACTING THE GLOBAL ECONOMY 40
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF THE GLOBAL ECONOMY 41
1.4 OBJECTIVES OF THE STUDY 42
1.5 MARKET DEFINITION 42
1.5.1 INCLUSIONS AND EXCLUSIONS 43
1.6 MARKET SCOPE 43
1.6.1 MARKET SEGMENTATION 43
1.6.2 REGIONS COVERED 44
1.6.3 YEARS CONSIDERED FOR THE STUDY 44
1.7 CURRENCY CONSIDERED 45
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2018–2020 45
1.8 STAKEHOLDERS 45
2 RESEARCH METHODOLOGY 46
2.1 RESEARCH DATA 46
FIGURE 6 AUGMENTED INTELLIGENCE MARKET: RESEARCH DESIGN 46
2.1.1 SECONDARY DATA 47
2.1.2 PRIMARY DATA 47
TABLE 2 PRIMARY INTERVIEWS 47
2.1.2.1 Breakup of primary profiles 48
2.1.2.2 Key industry insights 48
2.2 MARKET BREAKUP AND DATA TRIANGULATION 49
FIGURE 7 DATA TRIANGULATION 49
2.3 MARKET SIZE ESTIMATION 50
FIGURE 8 AUGMENTED INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 50
2.3.1 TOP-DOWN APPROACH 50
2.3.2 BOTTOM-UP APPROACH 51
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF THE AUGMENTED INTELLIGENCE MARKET 51
FIGURE 10 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 - BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF THE AUGMENTED INTELLIGENCE MARKET 52
FIGURE 11 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/SERVICES OF THE AUGMENTED INTELLIGENCE MARKET 53
FIGURE 12 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF AUGMENTED INTELLIGENCE THROUGH THE OVERALL AUGMENTED INTELLIGENCE SPENDING 53
2.4 MARKET FORECAST 54
TABLE 3 FACTOR ANALYSIS 54
TABLE 4 IMPACT OF COVID-19 55
2.5 COMPANY EVALUATION MATRIX 56
FIGURE 13 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 56
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 57
FIGURE 14 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 57
2.7 ASSUMPTIONS FOR THE STUDY 57
2.8 LIMITATIONS OF THE STUDY 59
3 EXECUTIVE SUMMARY 60
TABLE 5 GLOBAL AUGMENTED INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2016–2021 (USD BILLION, Y-O-Y%) 61
TABLE 6 GLOBAL AUGMENTED INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2022–2027 (USD BILLION, Y-O-Y%) 61
FIGURE 15 SOFTWARE SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE IN 2022 61
FIGURE 16 MACHINE LEARNING SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2022 62
FIGURE 17 ON-PREMISES SEGMENT TO HOLD A LARGER MARKET SIZE IN 2022 62
FIGURE 18 LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2022 62
FIGURE 19 BFSI TO CONTRIBUTE THE HIGHEST MARKET REVENUE DURING THE FORECAST PERIOD 63
FIGURE 20 NORTH AMERICA TO BE AN EMERGING DOMINANT REGION IN TERMS OF MARKET SIZE IN 2022 63
4 PREMIUM INSIGHTS 64
4.1 BRIEF OVERVIEW OF THE AUGMENTED INTELLIGENCE MARKET 64
FIGURE 21 INCREASED DIGITALIZATION AND EMERGING TECHNOLOGIES SUCH AS BIG DATA, ML, ANALYTICS, IOT, AND AI TO DRIVE THE MARKET GROWTH 64
4.2 AUGMENTED INTELLIGENCE MARKET: TOP THREE VERTICALS 64
FIGURE 22 BFSI SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE DURING THE FORECAST PERIOD 64
4.3 AUGMENTED INTELLIGENCE MARKET, BY REGION 65
FIGURE 23 NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021 65
4.4 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY AND VERTICAL 65
FIGURE 24 MACHINE LEARNING TECHNOLOGY AND BFSI TO ACCOUNT FOR THE LARGEST SHARES IN THE AUGMENTED INTELLIGENCE MARKET IN 2022 65
5 MARKET OVERVIEW AND INDUSTRY TRENDS 66
5.1 INTRODUCTION 66
5.2 MARKET DYNAMICS 66
FIGURE 25 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: AUGMENTED INTELLIGENCE MARKET 66
5.2.1 DRIVERS 67
5.2.1.1 Increasing volume of complex business data 67
5.2.1.2 Growing adoption of advanced augmented intelligence and analytics tools 67
5.2.1.3 Adoption and scaling of digital initiatives 67
5.2.2 RESTRAINTS 68
5.2.2.1 Apprehension about technologies replacing humans 68
5.2.2.2 Data security concerns 68
5.2.3 OPPORTUNITIES 68
5.2.3.1 Increase in adoption of artificial intelligence, machine learning, and natural language processing technologies 68
5.2.3.2 High adoption of augmented intelligence solutions among SMEs 69
5.2.4 CHALLENGES 69
5.2.4.1 Integration of data from data silos 69
5.2.4.2 Ownership and privacy of collected data 69
5.2.4.3 Lack of skilled workforce 70
5.2.5 CUMULATIVE GROWTH ANALYSIS 70
5.3 AUGMENTED INTELLIGENCE: EVOLUTION 70
FIGURE 26 EVOLUTION OF AUGMENTED INTELLIGENCE 71
5.4 CASE STUDY ANALYSIS 71
5.4.1 BANKING, FINANCIAL SERVICES, AND INSURANCE 71
5.4.1.1 Case study 1: Cognizant’s AI and Automation solution helps an insurance company improve the insurance claims process 71
5.4.1.2 Case study 2: Eiffage Becomes Proactive in its Financial Management with TIBCO Spotfire Software 72
5.4.2 IT & TELECOM 72
5.4.2.1 Case study 1: Orange builds a Sustainable Data Practice with the help of Dataiku 72
5.4.3 RETAIL & CONSUMER GOODS 73
5.4.3.1 Case study 1: ASOS used Microsoft Azure ML service to reduce time-to-market for a recommendations model 73
5.4.4 ENERGY & UTILITIES 73
5.4.4.1 Case study 1: Intermediate Energy Company Drills Down into Data Insights for Better Performance 73
5.4.5 TRANSPORTATION & LOGISTICS 74
5.4.5.1 Case study 1: Sisense allows Air Canada to extract meaningful insights and has become an indispensable operational management tool 74
5.4.6 HEALTHCARE & LIFE SCIENCES 74
5.4.6.1 Case study 1: The company focuses on integrating data to get a 360-degree view of customers, without restoring manual processes 74
5.4.6.2 Case study 2: Inspire used ML to connect millions of patients and caregivers on AWS 75
5.4.7 MANUFACTURING 75
5.4.7.1 Case Study 1: IBM helped SHENZHEN CHINA STAR OPTOELECTRONICS TECHNOLOGY CO LTD. (CSOT) boost production quality and throughput 75
5.4.8 MEDIA & ENTERTAINMENT 76
5.4.8.1 Case study 1: One of the world’s leading media conglomerates adopted HCL’s augmented intelligence solution to redefine user experience through human-centric design 76
5.4.9 GOVERNMENT & DEFENSE 76
5.4.9.1 Case study 1: By moving to Equinix’s TY3 facility, OANDA was able to improve this time by 93%, providing its Japanese customers with real-time access to its foreign exchange trading market 76
5.5 SUPPLY/VALUE CHAIN ANALYSIS 77
FIGURE 27 SUPPLY/VALUE CHAIN ANALYSIS 77
5.6 TECHNOLOGY ANALYSIS 78
5.6.1 AI AND AUGMENTED INTELLIGENCE 78
5.6.2 ML AND AUGMENTED INTELLIGENCE 78
5.6.3 IOT AND AUGMENTED INTELLIGENCE 78
5.6.4 CLOUD COMPUTING AND AUGMENTED INTELLIGENCE 79
5.7 PATENT ANALYSIS 79
5.7.1 METHODOLOGY 79
5.7.2 DOCUMENT TYPE 79
TABLE 7 PATENTS FILED, 2019–2022 79
5.7.3 INNOVATION AND PATENT APPLICATIONS 79
FIGURE 28 ANNUAL NUMBER OF PATENTS GRANTED, 2019–2022 80
5.7.3.1 Top applicants 80
FIGURE 29 TOP TEN COMPANIES WITH THE HIGHEST NUMBER OF PATENT APPLICATIONS, 2019–2022 80
5.8 AUGMENTED INTELLIGENCE ECOSYSTEM 80
TABLE 8 AUGMENTED INTELLIGENCE MARKET: ECOSYSTEM 81
5.9 PRICING MODEL ANALYSIS 82
TABLE 9 PRICING MODEL 82
5.10 PORTER’S FIVE FORCES ANALYSIS 83
FIGURE 30 AUGMENTED INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS 83
TABLE 10 AUGMENTED INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS 83
5.10.1 THREAT OF NEW ENTRANTS 84
5.10.2 THREAT OF SUBSTITUTES 84
5.10.3 BARGAINING POWER OF SUPPLIERS 84
5.10.4 BARGAINING POWER OF BUYERS 84
5.10.5 INTENSITY OF COMPETITIVE RIVALRY 85
5.11 REGULATORY IMPLICATIONS 85
5.11.1 GENERAL DATA PROTECTION REGULATION 85
5.11.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 85
5.11.3 PAYMENT CARD INDUSTRY DATA SECURITY STANDARD 85
5.11.4 SARBANES-OXLEY ACT OF 2002 86
5.11.5 SOC 2 TYPE II COMPLIANCE 86
5.11.6 ISO/IEC 27001 86
5.11.7 THE GRAMM–LEACH–BLILEY ACT 86
5.12 AUGMENTED INTELLIGENCE MARKET: COVID-19 IMPACT 87
5.13 KEY CONFERENCES & EVENTS IN 2022-2023 87
TABLE 11 CONNECTED MARKET: DETAILED LIST OF CONFERENCES & EVENTS 87
5.14 TARIFF AND REGULATORY LANDSCAPE 88
5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 88
TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 88
TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 89
TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 89
TABLE 15 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 90
TABLE 16 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 90
5.14.2 NORTH AMERICA: REGULATIONS 91
5.14.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 91
5.14.2.2 Gramm-Leach-Bliley (GLB) Act 91
5.14.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 91
5.14.2.4 Federal Information Security Management Act (FISMA) 91
5.14.2.5 Federal Information Processing Standards (FIPS) 92
5.14.2.6 California Consumer Privacy Act (CSPA) 92
5.14.3 EUROPE: TARIFFS AND REGULATIONS 93
5.14.3.1 GDPR 2016/679 is a regulation in the EU 93
5.14.3.2 General Data Protection Regulation 93
5.14.3.3 European Committee for Standardization 93
5.14.3.4 European Technical Standards Institute 93
5.15 KEY STAKEHOLDERS & BUYING CRITERIA 94
5.15.1 KEY STAKEHOLDERS IN THE BUYING PROCESS 94
TABLE 17 INFLUENCE OF STAKEHOLDERS IN THE BUYING PROCESS FOR THE TOP 3 SOLUTIONS (%) 94
5.15.2 BUYING CRITERIA 94
TABLE 18 KEY BUYING CRITERIA FOR THE TOP 3 APPLICATIONS 94
6 AUGMENTED INTELLIGENCE MARKET, BY COMPONENT 95
6.1 INTRODUCTION 96
6.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY COMPONENT 96
FIGURE 31 SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 97
TABLE 19 AUGMENTED INTELLIGENCE MARKET, BY COMPONENT,
2016–2021 (USD BILLION) 97
TABLE 20 AUGMENTED INTELLIGENCE MARKET, BY COMPONENT,
2022–2027 (USD BILLION) 97
6.1.2 COMPONENT: AUGMENTED INTELLIGENCE MARKET DRIVERS 97
6.2 SOFTWARE 98
TABLE 21 SOFTWARE: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 99
TABLE 22 SOFTWARE: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 99
6.3 SERVICES 99
TABLE 23 SERVICES: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 100
TABLE 24 SERVICES: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 100
7 AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY 101
7.1 INTRODUCTION 102
7.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY 102
FIGURE 32 COMPUTER VISION SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 102
TABLE 25 AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY,
2016–2021 (USD BILLION) 103
TABLE 26 AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY,
2022–2027 (USD BILLION) 103
7.1.2 TECHNOLOGY: AUGMENTED INTELLIGENCE MARKET DRIVERS 103
7.2 MACHINE LEARNING 104
TABLE 27 MACHINE LEARNING: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 104
TABLE 28 MACHINE LEARNING: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 104
7.3 NATURAL LANGUAGE PROCESSING 105
TABLE 29 NATURAL LANGUAGE PROCESSING: AUGMENTED INTELLIGENCE MARKET,
BY REGION, 2016–2021 (USD BILLION) 105
TABLE 30 NATURAL LANGUAGE PROCESSING: AUGMENTED INTELLIGENCE MARKET,
BY REGION, 2022–2027 (USD BILLION) 105
7.4 COMPUTER VISION 106
TABLE 31 COMPUTER VISION: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 106
TABLE 32 COMPUTER VISION: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 106
7.5 OTHER TECHNOLOGIES 107
TABLE 33 OTHER TECHNOLOGIES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 107
TABLE 34 OTHER TECHNOLOGIES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 108
8 AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE 109
8.1 INTRODUCTION 110
8.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE 110
FIGURE 33 CLOUD SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 111
TABLE 35 AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE,
2016–2021 (USD BILLION) 111
TABLE 36 AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE,
2022–2027 (USD BILLION) 111
8.1.2 DEPLOYMENT MODE: AUGMENTED INTELLIGENCE MARKET DRIVERS 111
8.2 ON-PREMISES 112
TABLE 37 ON-PREMISES: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 112
TABLE 38 ON-PREMISES: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 113
8.3 CLOUD 113
TABLE 39 CLOUD: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 113
TABLE 40 CLOUD: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 114
9 AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE 115
9.1 INTRODUCTION 116
9.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE 116
FIGURE 34 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 117
TABLE 41 AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE,
2016–2021 (USD BILLION) 117
TABLE 42 AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE,
2022–2027 (USD BILLION) 117
9.1.2 ORGANIZATIONS SIZE: AUGMENTED INTELLIGENCE MARKET DRIVERS 118
9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 118
TABLE 43 SMALL AND MEDIUM-SIZED ENTERPRISES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 119
TABLE 44 SMALL AND MEDIUM-SIZED ENTERPRISES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 119
9.3 LARGE ENTERPRISES 119
TABLE 45 LARGE ENTERPRISES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 120
TABLE 46 LARGE ENTERPRISES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 120
10 AUGMENTED INTELLIGENCE MARKET, BY VERTICAL 121
10.1 INTRODUCTION 122
10.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY VERTICAL 122
FIGURE 35 BFSI VERTICAL TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 123
TABLE 47 AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2016–2021 (USD BILLION) 123
TABLE 48 AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2022–2027 (USD BILLION) 124
10.2 VERTICAL: AUGMENTED INTELLIGENCE MARKET DRIVERS 124
10.3 BANKING, FINANCIAL SERVICES, AND INSURANCE 125
TABLE 49 BANKING, FINANCIAL SERVICES, AND INSURANCE: USE CASES 125
TABLE 50 BANKING, FINANCIAL SERVICES, AND INSURANCE: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 125
TABLE 51 BANKING, FINANCIAL SERVICES, AND INSURANCE: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 126
10.4 TELECOMMUNICATIONS & IT 126
TABLE 52 TELECOMMUNICATIONS & IT: USE CASES 127
TABLE 53 TELECOMMUNICATIONS & IT: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 127
TABLE 54 TELECOMMUNICATIONS & IT: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 127
10.5 RETAIL & CONSUMER GOODS 128
TABLE 55 RETAIL & CONSUMER GOODS: USE CASES 128
TABLE 56 RETAIL & CONSUMER GOODS: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 128
TABLE 57 RETAIL & CONSUMER GOODS: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 129
10.6 HEALTHCARE & LIFE SCIENCES 129
TABLE 58 HEALTHCARE & LIFE SCIENCES: USE CASES 129
TABLE 59 HEALTHCARE & LIFE SCIENCES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 130
TABLE 60 HEALTHCARE & LIFE SCIENCES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 130
10.7 GOVERNMENT & DEFENSE 130
TABLE 61 GOVERNMENT & DEFENSE: USE CASES 131
TABLE 62 GOVERNMENT & DEFENSE: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 131
TABLE 63 GOVERNMENT & DEFENSE: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 131
10.8 MEDIA & ENTERTAINMENT 132
TABLE 64 MEDIA & ENTERTAINMENT: USE CASES 132
TABLE 65 MEDIA & ENTERTAINMENT: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 132
TABLE 66 MEDIA & ENTERTAINMENT: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 133
10.9 MANUFACTURING 133
TABLE 67 MANUFACTURING: USE CASES 133
TABLE 68 MANUFACTURING: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 134
TABLE 69 MANUFACTURING: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 134
10.10 TRANSPORTATION & LOGISTICS 134
TABLE 70 TRANSPORTATION & LOGISTICS: USE CASES 135
TABLE 71 TRANSPORTATION & LOGISTICS: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 135
TABLE 72 TRANSPORTATION & LOGISTICS: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 135
10.11 ENERGY & UTILITIES 135
TABLE 73 ENERGY & UTILITIES: USE CASES 136
TABLE 74 ENERGY & UTILITIES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 136
TABLE 75 ENERGY & UTILITIES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 136
10.12 OTHER VERTICALS 137
TABLE 76 OTHER VERTICALS: USE CASES 137
TABLE 77 OTHER VERTICALS: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 137
TABLE 78 OTHER VERTICALS: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 138
11 AUGMENTED INTELLIGENCE MARKET, BY REGION 139
11.1 INTRODUCTION 140
FIGURE 36 JAPAN TO ACCOUNT FOR THE HIGHEST CAGR DURING THE FORECAST PERIOD 140
FIGURE 37 ASIA PACIFIC TO ACCOUNT FOR THE HIGHEST CAGR DURING THE FORECAST PERIOD 141
TABLE 79 AUGMENTED INTELLIGENCE MARKET SIZE, BY REGION,
2016–2021 (USD BILLION) 141
TABLE 80 AUGMENTED INTELLIGENCE MARKET SIZE, BY REGION,
2022–2027 (USD BILLION) 141
11.2 NORTH AMERICA 142
11.2.1 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET DRIVERS 142
11.2.2 NORTH AMERICA: COVID-19 IMPACT 143
TABLE 81 NORTH AMERICA: PROMINENT PLAYERS 143
FIGURE 38 NORTH AMERICA: MARKET SNAPSHOT 144
TABLE 82 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2016–2021 (USD BILLION) 144
TABLE 83 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD BILLION) 145
TABLE 84 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 145
TABLE 85 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 145
TABLE 86 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 145
TABLE 87 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 146
TABLE 88 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 146
TABLE 89 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 146
TABLE 90 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION) 147
TABLE 91 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION) 147
TABLE 92 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD BILLION) 148
TABLE 93 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD BILLION) 148
11.2.3 UNITED STATES 148
11.2.3.1 Rapid adoption and use of digitally innovative solutions, the presence of tech giants, and the increased use of the internet to drive the augmented intelligence market growth 148
11.2.4 CANADA 149
11.2.4.1 Startup ecosystem and transformation into data-driven organizations to drive the growth of augmented intelligence solutions in Canada 149
11.3 EUROPE 149
11.3.1 EUROPE: AUGMENTED INTELLIGENCE MARKET DRIVERS 150
11.3.2 EUROPE: COVID-19 IMPACT 150
TABLE 94 EUROPE: PROMINENT PLAYERS 151
TABLE 95 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT,
2016–2021 (USD BILLION) 151
TABLE 96 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT,
2022–2027 (USD BILLION) 151
TABLE 97 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY,
2016–2021 (USD BILLION) 152
TABLE 98 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY,
2022–2027 (USD BILLION) 152
TABLE 99 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 152
TABLE 100 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 152
TABLE 101 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 153
TABLE 102 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 153
TABLE 103 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2016–2021 (USD BILLION) 153
TABLE 104 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2022–2027 (USD BILLION) 154
TABLE 105 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2016–2021 (USD BILLION) 154
TABLE 106 EUROPE: AUGMENTED INTELLIGENCE MARKET SIZE, BY COUNTRY,
2022–2027 (USD BILLION) 154
11.3.3 UNITED KINGDOM 155
11.3.3.1 Advanced IT infrastructure, technologies, and continued transition toward intelligence services to drive the growth of augmented intelligence solutions in the UK 155
11.3.4 GERMANY 155
11.3.4.1 Government initiatives for technological developments in the manufacturing vertical to drive the growth of augmented intelligence solutions in Germany 155
11.3.5 FRANCE 156
11.3.5.1 Heavy R&D investments, digitalization, and strong hold of retail and manufacturing verticals to drive the growth of the augmented intelligence market in France 156
11.3.6 REST OF EUROPE 156
11.4 ASIA PACIFIC 157
11.4.1 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET DRIVERS 157
11.4.2 ASIA PACIFIC: COVID-19 IMPACT 157
TABLE 107 ASIA PACIFIC: PROMINENT PLAYERS 158
FIGURE 39 ASIA PACIFIC: MARKET SNAPSHOT 159
TABLE 108 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2016–2021 (USD BILLION) 159
TABLE 109 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD BILLION) 160
TABLE 110 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 160
TABLE 111 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 160
TABLE 112 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 160
TABLE 113 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 161
TABLE 114 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 161
TABLE 115 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 161
TABLE 116 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2016–2021 (USD BILLION) 162
TABLE 117 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2022–2027 (USD BILLION) 162
TABLE 118 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2016–2021 (USD BILLION) 163
TABLE 119 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2022–2027 (USD BILLION) 163
11.4.3 CHINA 163
11.4.3.1 The use of augmented intelligence services for driving policy support and technological investments to fuel the adoption of these services in China 163
11.4.4 JAPAN 164
11.4.4.1 Rise of innovative technologies and collaboration between governments and businesses for augmented intelligence in Japan 164
11.4.5 INDIA 164
11.4.5.1 Local entrepreneurs with the shift in technologies to provide support to Indian companies in the augmented intelligence market 164
11.4.6 REST OF ASIA PACIFIC 165
11.5 MIDDLE EAST AND AFRICA 165
11.5.1 MIDDLE EAST AND AFRICA: AUGMENTED INTELLIGENCE MARKET DRIVERS 166
11.5.2 MIDDLE EAST AND AFRICA: COVID-19 IMPACT 166
TABLE 120 MIDDLE EAST & AFRICA: PROMINENT PLAYERS 167
TABLE 121 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2016–2021 (USD BILLION) 167
TABLE 122 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD BILLION) 167
TABLE 123 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 167
TABLE 124 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 168
TABLE 125 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 168
TABLE 126 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 168
TABLE 127 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 168
TABLE 128 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 169
TABLE 129 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION) 169
TABLE 130 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION) 170
TABLE 131 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD BILLION) 170
TABLE 132 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD BILLION) 170
11.5.3 UNITED ARAB EMIRATES 171
11.5.3.1 New investments, strategies, and products to drive the adoption of augmented intelligence solutions in the region 171
11.5.4 KINGDOM OF SAUDI ARABIA 171
11.5.4.1 Growing need for delivering actionable insights to drive the augmented intelligence market in the Kingdom of Saudi Arabia 171
11.5.5 SOUTH AFRICA 171
11.5.5.1 Growing digitalization in African countries to offer opportunities for deploying augmented intelligence solutions in South Africa 171
11.5.6 REST OF MIDDLE EAST AND AFRICA 172
11.5.6.1 Increase in globalization to offer opportunities to deploy augmented intelligence solutions in the rest of Middle East & Africa 172
11.6 LATIN AMERICA 172
11.6.1 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET DRIVERS 173
11.6.2 LATIN AMERICA: COVID-19 IMPACT 173
TABLE 133 LATIN AMERICA: PROMINENT PLAYERS 174
TABLE 134 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2016–2021 (USD BILLION) 174
TABLE 135 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD BILLION) 174
TABLE 136 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 174
TABLE 137 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 175
TABLE 138 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 175
TABLE 139 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 175
TABLE 140 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 175
TABLE 141 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 176
TABLE 142 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2016–2021 (USD BILLION) 176
TABLE 143 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2022–2027 (USD BILLION) 177
TABLE 144 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2016–2021 (USD BILLION) 177
TABLE 145 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2022–2027 (USD BILLION) 177
11.6.3 BRAZIL 178
11.6.3.1 Increased use of internet, technologies, and government organizations to increase the demand in Brazil 178
11.6.4 MEXICO 178
11.6.4.1 Increasing trade, rising customer base, and government initiatives to fuel the growth of augmented intelligence 178
11.6.5 REST OF LATIN AMERICA 179
12 COMPETITIVE LANDSCAPE 180
12.1 OVERVIEW 180
12.2 KEY PLAYER STRATEGIES 180
TABLE 146 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN THE AUGMENTED INTELLIGENCE MARKET 180
12.3 REVENUE ANALYSIS 181
FIGURE 40 REVENUE ANALYSIS FOR KEY COMPANIES IN THE PAST FIVE YEARS 181
12.4 MARKET SHARE ANALYSIS 182
FIGURE 41 AUGMENTED INTELLIGENCE MARKET SHARE ANALYSIS 182
TABLE 147 AUGMENTED INTELLIGENCE MARKET: DEGREE OF COMPETITION 182
12.5 COMPANY EVALUATION QUADRANT 184
12.5.1 STARS 184
12.5.2 EMERGING LEADERS 184
12.5.3 PERVASIVE PLAYERS 184
12.5.4 PARTICIPANTS 185
FIGURE 42 KEY AUGMENTED INTELLIGENCE MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2021 185
12.6 STARTUP/SME EVALUATION QUADRANT 186
12.6.1 PROGRESSIVE COMPANIES 186
12.6.2 RESPONSIVE COMPANIES 186
12.6.3 DYNAMIC COMPANIES 186
12.6.4 STARTING BLOCKS 186
FIGURE 43 STARTUPS/SMES: AUGMENTED INTELLIGENCE MARKET EVALUATION MATRIX, 2021 187
12.7 COMPETITIVE BENCHMARKING 187
TABLE 148 AUGMENTED INTELLIGENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES 187
TABLE 149 AUGMENTED INTELLIGENCE MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS [STARTUPS/SMES] 188
12.8 COMPETITIVE SCENARIO 189
12.8.1 PRODUCT LAUNCHES 189
TABLE 150 PRODUCT LAUNCHES, OCTOBER 2019–FEBRUARY 2022 189
12.8.2 DEALS 190
TABLE 151 DEALS, OCTOBER 2018–MARCH 2022 190
13 COMPANY PROFILES 191
13.1 INTRODUCTION 191
13.2 MAJOR PLAYERS 191
(Business overview, Products and services offered, Recent Developments, COVID-19-related developments, MNM View, Key strengths/Right to win, Strategic choices made, and Weaknesses and competitive threats)*
13.2.1 IBM 191
TABLE 152 IBM: BUSINESS OVERVIEW 191
FIGURE 44 IBM: COMPANY SNAPSHOT 192
TABLE 153 IBM: PRODUCTS OFFERED 192
TABLE 154 IBM: SERVICES OFFERED 193
TABLE 155 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 193
TABLE 156 IBM: DEALS 194
13.2.2 SALESFORCE 197
TABLE 157 SALESFORCE: BUSINESS OVERVIEW 197
FIGURE 45 SALESFORCE: COMPANY SNAPSHOT 198
TABLE 158 SALESFORCE: PRODUCTS OFFERED 198
TABLE 159 SALESFORCE: SERVICES OFFERED 199
TABLE 160 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS 199
TABLE 161 SALESFORCE: DEALS 200
13.2.3 GOOGLE 202
TABLE 162 GOOGLE: BUSINESS OVERVIEW 202
FIGURE 46 GOOGLE: COMPANY SNAPSHOT 203
TABLE 163 GOOGLE: PRODUCTS OFFERED 203
TABLE 164 GOOGLE: SERVICES OFFERED 204
TABLE 165 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 204
TABLE 166 GOOGLE: DEALS 204
13.2.4 MICROSOFT 207
TABLE 167 MICROSOFT: BUSINESS OVERVIEW 207
FIGURE 47 MICROSOFT: COMPANY SNAPSHOT 208
TABLE 168 MICROSOFT: PRODUCTS OFFERED 208
TABLE 169 MICROSOFT: SERVICES OFFERED 208
TABLE 170 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 209
TABLE 171 MICROSOFT: DEALS 210
13.2.5 SAP 213
TABLE 172 SAP: BUSINESS OVERVIEW 213
FIGURE 48 SAP: COMPANY SNAPSHOT 214
TABLE 173 SAP: PRODUCTS OFFERED 214
TABLE 174 SAP: SERVICES OFFERED 214
TABLE 175 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS 215
TABLE 176 SAP: DEALS 216
13.2.6 SAS 218
TABLE 177 SAS: BUSINESS OVERVIEW 218
FIGURE 49 SAS: COMPANY SNAPSHOT 219
TABLE 178 SAS: PRODUCTS OFFERED 219
TABLE 179 SAS: SERVICES OFFERED 219
TABLE 180 SAS: PRODUCT LAUNCHES AND ENHANCEMENTS 220
TABLE 181 SAS: DEALS 220
13.2.7 COGNITIVESCALE 222
TABLE 182 COGNITIVESCALE: BUSINESS OVERVIEW 222
TABLE 183 COGNITIVESCALE: PRODUCTS OFFERED 222
TABLE 184 COGNITIVESCALE: PRODUCT LAUNCHES AND ENHANCEMENTS 223
TABLE 185 COGNITIVESCALE: DEALS 223
13.2.8 QLIKTECH INTERNATIONAL AB 225
TABLE 186 QLIKTECH INTERNATIONAL AB: BUSINESS OVERVIEW 225
TABLE 187 QLIKTECH INTERNATIONAL AB: PRODUCTS OFFERED 225
TABLE 188 QLIKTECH INTERNATIONAL AB: SERVICES OFFERED 225
TABLE 189 QLIKTECH INTERNATIONAL AB: PRODUCT LAUNCHES AND ENHANCEMENTS 226
TABLE 190 QLIKTECH INTERNATIONAL AB: DEALS 226
13.2.9 TIBCO 228
TABLE 191 TIBCO: BUSINESS OVERVIEW 228
TABLE 192 TIBCO: PRODUCTS OFFERED 228
TABLE 193 TIBCO: SERVICES OFFERED 229
TABLE 194 TIBCO: PRODUCT LAUNCHES AND ENHANCEMENTS 229
TABLE 195 TIBCO: DEALS 230
13.2.10 AWS 232
TABLE 196 AWS: BUSINESS OVERVIEW 232
FIGURE 50 AWS: COMPANY SNAPSHOT 232
TABLE 197 AWS: PRODUCTS OFFERED 233
TABLE 198 AWS: SERVICES OFFERED 233
TABLE 199 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 233
TABLE 200 AWS: DEALS 234
13.2.11 NEORIS 236
TABLE 201 NEORIS: BUSINESS OVERVIEW 236
TABLE 202 NEORIS: PRODUCTS OFFERED 236
TABLE 203 NEORIS: SERVICES OFFERED 236
TABLE 204 NEORIS: PRODUCT LAUNCHES AND ENHANCEMENTS 237
TABLE 205 NEORIS: DEALS 237
13.2.12 SISENSE 238
TABLE 206 SISENSE: BUSINESS OVERVIEW 238
TABLE 207 SISENSE: PRODUCTS OFFERED 238
TABLE 208 SISENSE: SERVICES OFFERED 239
TABLE 209 SISENSE: PRODUCT LAUNCHES AND ENHANCEMENTS 239
TABLE 210 SISENSE: DEALS 239
13.2.13 MICROSTRATEGY 240
TABLE 211 MICROSTRATEGY: BUSINESS OVERVIEW 240
FIGURE 51 MICROSTRATEGY: COMPANY SNAPSHOT 240
TABLE 212 MICROSTRATEGY: PRODUCTS OFFERED 241
TABLE 213 MICROSTRATEGY: SERVICES OFFERED 241
TABLE 214 MICROSTRATEGY: PRODUCT LAUNCHES AND ENHANCEMENTS 241
TABLE 215 MICROSTRATEGY: DEALS 242
13.2.14 DATAIKU 243
TABLE 216 DATAIKU: BUSINESS OVERVIEW 243
TABLE 217 DATAIKU: PRODUCTS OFFERED 243
TABLE 218 DATAIKU: SERVICES OFFERED 243
TABLE 219 DATAIKU: PRODUCT LAUNCHES AND ENHANCEMENTS 244
TABLE 220 DATAIKU: DEALS 244
13.3 SMES AND STARTUPS 246
13.3.1 COSMO TECH 246
13.3.2 JUMIO 246
13.3.3 LUCIDWORKS 247
13.3.4 SQUIRRO 247
13.3.5 DATAROBOT 248
13.3.6 BONDI LABS 248
13.3.7 EAZYML 249
13.3.8 STRADIGI AI 249
13.3.9 AIBLE 250
13.3.10 PECAN AI 250
13.3.11 TELLIUS 251
13.3.12 BINAH.AI 251
13.3.13 AUGMENTED INTELLIGENCE (AUI) 252
13.3.14 PRYON 252
13.3.15 BIOXPLOR 253
13.3.16 CAUSA LENS 253
*Details on Business overview, Products and services offered, Recent Developments, COVID-19-related developments, MNM View, Key strengths/Right to win, Strategic choices made, and Weaknesses and competitive threats might not be captured in case of unlisted companies.
1 INTRODUCTION 37
1.1 INTRODUCTION TO COVID-19 37
1.2 COVID-19 HEALTH ASSESSMENT 37
FIGURE 1 COVID-19: GLOBAL PROPAGATION 37
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 38
1.3 COVID-19 ECONOMIC ASSESSMENT 39
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020 39
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 40
FIGURE 4 CRITERIA IMPACTING THE GLOBAL ECONOMY 40
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF THE GLOBAL ECONOMY 41
1.4 OBJECTIVES OF THE STUDY 42
1.5 MARKET DEFINITION 42
1.5.1 INCLUSIONS AND EXCLUSIONS 43
1.6 MARKET SCOPE 43
1.6.1 MARKET SEGMENTATION 43
1.6.2 REGIONS COVERED 44
1.6.3 YEARS CONSIDERED FOR THE STUDY 44
1.7 CURRENCY CONSIDERED 45
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2018–2020 45
1.8 STAKEHOLDERS 45
2 RESEARCH METHODOLOGY 46
2.1 RESEARCH DATA 46
FIGURE 6 AUGMENTED INTELLIGENCE MARKET: RESEARCH DESIGN 46
2.1.1 SECONDARY DATA 47
2.1.2 PRIMARY DATA 47
TABLE 2 PRIMARY INTERVIEWS 47
2.1.2.1 Breakup of primary profiles 48
2.1.2.2 Key industry insights 48
2.2 MARKET BREAKUP AND DATA TRIANGULATION 49
FIGURE 7 DATA TRIANGULATION 49
2.3 MARKET SIZE ESTIMATION 50
FIGURE 8 AUGMENTED INTELLIGENCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 50
2.3.1 TOP-DOWN APPROACH 50
2.3.2 BOTTOM-UP APPROACH 51
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF THE AUGMENTED INTELLIGENCE MARKET 51
FIGURE 10 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 2 - BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF THE AUGMENTED INTELLIGENCE MARKET 52
FIGURE 11 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 3, BOTTOM-UP (SUPPLY-SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/SERVICES OF THE AUGMENTED INTELLIGENCE MARKET 53
FIGURE 12 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 4, BOTTOM-UP (DEMAND-SIDE): SHARE OF AUGMENTED INTELLIGENCE THROUGH THE OVERALL AUGMENTED INTELLIGENCE SPENDING 53
2.4 MARKET FORECAST 54
TABLE 3 FACTOR ANALYSIS 54
TABLE 4 IMPACT OF COVID-19 55
2.5 COMPANY EVALUATION MATRIX 56
FIGURE 13 COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE 56
2.6 STARTUP/SME EVALUATION MATRIX METHODOLOGY 57
FIGURE 14 STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE 57
2.7 ASSUMPTIONS FOR THE STUDY 57
2.8 LIMITATIONS OF THE STUDY 59
3 EXECUTIVE SUMMARY 60
TABLE 5 GLOBAL AUGMENTED INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2016–2021 (USD BILLION, Y-O-Y%) 61
TABLE 6 GLOBAL AUGMENTED INTELLIGENCE MARKET SIZE AND GROWTH RATE, 2022–2027 (USD BILLION, Y-O-Y%) 61
FIGURE 15 SOFTWARE SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE IN 2022 61
FIGURE 16 MACHINE LEARNING SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2022 62
FIGURE 17 ON-PREMISES SEGMENT TO HOLD A LARGER MARKET SIZE IN 2022 62
FIGURE 18 LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2022 62
FIGURE 19 BFSI TO CONTRIBUTE THE HIGHEST MARKET REVENUE DURING THE FORECAST PERIOD 63
FIGURE 20 NORTH AMERICA TO BE AN EMERGING DOMINANT REGION IN TERMS OF MARKET SIZE IN 2022 63
4 PREMIUM INSIGHTS 64
4.1 BRIEF OVERVIEW OF THE AUGMENTED INTELLIGENCE MARKET 64
FIGURE 21 INCREASED DIGITALIZATION AND EMERGING TECHNOLOGIES SUCH AS BIG DATA, ML, ANALYTICS, IOT, AND AI TO DRIVE THE MARKET GROWTH 64
4.2 AUGMENTED INTELLIGENCE MARKET: TOP THREE VERTICALS 64
FIGURE 22 BFSI SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE DURING THE FORECAST PERIOD 64
4.3 AUGMENTED INTELLIGENCE MARKET, BY REGION 65
FIGURE 23 NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021 65
4.4 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY AND VERTICAL 65
FIGURE 24 MACHINE LEARNING TECHNOLOGY AND BFSI TO ACCOUNT FOR THE LARGEST SHARES IN THE AUGMENTED INTELLIGENCE MARKET IN 2022 65
5 MARKET OVERVIEW AND INDUSTRY TRENDS 66
5.1 INTRODUCTION 66
5.2 MARKET DYNAMICS 66
FIGURE 25 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: AUGMENTED INTELLIGENCE MARKET 66
5.2.1 DRIVERS 67
5.2.1.1 Increasing volume of complex business data 67
5.2.1.2 Growing adoption of advanced augmented intelligence and analytics tools 67
5.2.1.3 Adoption and scaling of digital initiatives 67
5.2.2 RESTRAINTS 68
5.2.2.1 Apprehension about technologies replacing humans 68
5.2.2.2 Data security concerns 68
5.2.3 OPPORTUNITIES 68
5.2.3.1 Increase in adoption of artificial intelligence, machine learning, and natural language processing technologies 68
5.2.3.2 High adoption of augmented intelligence solutions among SMEs 69
5.2.4 CHALLENGES 69
5.2.4.1 Integration of data from data silos 69
5.2.4.2 Ownership and privacy of collected data 69
5.2.4.3 Lack of skilled workforce 70
5.2.5 CUMULATIVE GROWTH ANALYSIS 70
5.3 AUGMENTED INTELLIGENCE: EVOLUTION 70
FIGURE 26 EVOLUTION OF AUGMENTED INTELLIGENCE 71
5.4 CASE STUDY ANALYSIS 71
5.4.1 BANKING, FINANCIAL SERVICES, AND INSURANCE 71
5.4.1.1 Case study 1: Cognizant’s AI and Automation solution helps an insurance company improve the insurance claims process 71
5.4.1.2 Case study 2: Eiffage Becomes Proactive in its Financial Management with TIBCO Spotfire Software 72
5.4.2 IT & TELECOM 72
5.4.2.1 Case study 1: Orange builds a Sustainable Data Practice with the help of Dataiku 72
5.4.3 RETAIL & CONSUMER GOODS 73
5.4.3.1 Case study 1: ASOS used Microsoft Azure ML service to reduce time-to-market for a recommendations model 73
5.4.4 ENERGY & UTILITIES 73
5.4.4.1 Case study 1: Intermediate Energy Company Drills Down into Data Insights for Better Performance 73
5.4.5 TRANSPORTATION & LOGISTICS 74
5.4.5.1 Case study 1: Sisense allows Air Canada to extract meaningful insights and has become an indispensable operational management tool 74
5.4.6 HEALTHCARE & LIFE SCIENCES 74
5.4.6.1 Case study 1: The company focuses on integrating data to get a 360-degree view of customers, without restoring manual processes 74
5.4.6.2 Case study 2: Inspire used ML to connect millions of patients and caregivers on AWS 75
5.4.7 MANUFACTURING 75
5.4.7.1 Case Study 1: IBM helped SHENZHEN CHINA STAR OPTOELECTRONICS TECHNOLOGY CO LTD. (CSOT) boost production quality and throughput 75
5.4.8 MEDIA & ENTERTAINMENT 76
5.4.8.1 Case study 1: One of the world’s leading media conglomerates adopted HCL’s augmented intelligence solution to redefine user experience through human-centric design 76
5.4.9 GOVERNMENT & DEFENSE 76
5.4.9.1 Case study 1: By moving to Equinix’s TY3 facility, OANDA was able to improve this time by 93%, providing its Japanese customers with real-time access to its foreign exchange trading market 76
5.5 SUPPLY/VALUE CHAIN ANALYSIS 77
FIGURE 27 SUPPLY/VALUE CHAIN ANALYSIS 77
5.6 TECHNOLOGY ANALYSIS 78
5.6.1 AI AND AUGMENTED INTELLIGENCE 78
5.6.2 ML AND AUGMENTED INTELLIGENCE 78
5.6.3 IOT AND AUGMENTED INTELLIGENCE 78
5.6.4 CLOUD COMPUTING AND AUGMENTED INTELLIGENCE 79
5.7 PATENT ANALYSIS 79
5.7.1 METHODOLOGY 79
5.7.2 DOCUMENT TYPE 79
TABLE 7 PATENTS FILED, 2019–2022 79
5.7.3 INNOVATION AND PATENT APPLICATIONS 79
FIGURE 28 ANNUAL NUMBER OF PATENTS GRANTED, 2019–2022 80
5.7.3.1 Top applicants 80
FIGURE 29 TOP TEN COMPANIES WITH THE HIGHEST NUMBER OF PATENT APPLICATIONS, 2019–2022 80
5.8 AUGMENTED INTELLIGENCE ECOSYSTEM 80
TABLE 8 AUGMENTED INTELLIGENCE MARKET: ECOSYSTEM 81
5.9 PRICING MODEL ANALYSIS 82
TABLE 9 PRICING MODEL 82
5.10 PORTER’S FIVE FORCES ANALYSIS 83
FIGURE 30 AUGMENTED INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS 83
TABLE 10 AUGMENTED INTELLIGENCE MARKET: PORTER’S FIVE FORCES ANALYSIS 83
5.10.1 THREAT OF NEW ENTRANTS 84
5.10.2 THREAT OF SUBSTITUTES 84
5.10.3 BARGAINING POWER OF SUPPLIERS 84
5.10.4 BARGAINING POWER OF BUYERS 84
5.10.5 INTENSITY OF COMPETITIVE RIVALRY 85
5.11 REGULATORY IMPLICATIONS 85
5.11.1 GENERAL DATA PROTECTION REGULATION 85
5.11.2 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 85
5.11.3 PAYMENT CARD INDUSTRY DATA SECURITY STANDARD 85
5.11.4 SARBANES-OXLEY ACT OF 2002 86
5.11.5 SOC 2 TYPE II COMPLIANCE 86
5.11.6 ISO/IEC 27001 86
5.11.7 THE GRAMM–LEACH–BLILEY ACT 86
5.12 AUGMENTED INTELLIGENCE MARKET: COVID-19 IMPACT 87
5.13 KEY CONFERENCES & EVENTS IN 2022-2023 87
TABLE 11 CONNECTED MARKET: DETAILED LIST OF CONFERENCES & EVENTS 87
5.14 TARIFF AND REGULATORY LANDSCAPE 88
5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 88
TABLE 12 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 88
TABLE 13 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 89
TABLE 14 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 89
TABLE 15 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 90
TABLE 16 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS 90
5.14.2 NORTH AMERICA: REGULATIONS 91
5.14.2.1 Personal Information Protection and Electronic Documents Act (PIPEDA) 91
5.14.2.2 Gramm-Leach-Bliley (GLB) Act 91
5.14.2.3 Health Insurance Portability and Accountability Act (HIPAA) of 1996 91
5.14.2.4 Federal Information Security Management Act (FISMA) 91
5.14.2.5 Federal Information Processing Standards (FIPS) 92
5.14.2.6 California Consumer Privacy Act (CSPA) 92
5.14.3 EUROPE: TARIFFS AND REGULATIONS 93
5.14.3.1 GDPR 2016/679 is a regulation in the EU 93
5.14.3.2 General Data Protection Regulation 93
5.14.3.3 European Committee for Standardization 93
5.14.3.4 European Technical Standards Institute 93
5.15 KEY STAKEHOLDERS & BUYING CRITERIA 94
5.15.1 KEY STAKEHOLDERS IN THE BUYING PROCESS 94
TABLE 17 INFLUENCE OF STAKEHOLDERS IN THE BUYING PROCESS FOR THE TOP 3 SOLUTIONS (%) 94
5.15.2 BUYING CRITERIA 94
TABLE 18 KEY BUYING CRITERIA FOR THE TOP 3 APPLICATIONS 94
6 AUGMENTED INTELLIGENCE MARKET, BY COMPONENT 95
6.1 INTRODUCTION 96
6.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY COMPONENT 96
FIGURE 31 SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 97
TABLE 19 AUGMENTED INTELLIGENCE MARKET, BY COMPONENT,
2016–2021 (USD BILLION) 97
TABLE 20 AUGMENTED INTELLIGENCE MARKET, BY COMPONENT,
2022–2027 (USD BILLION) 97
6.1.2 COMPONENT: AUGMENTED INTELLIGENCE MARKET DRIVERS 97
6.2 SOFTWARE 98
TABLE 21 SOFTWARE: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 99
TABLE 22 SOFTWARE: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 99
6.3 SERVICES 99
TABLE 23 SERVICES: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 100
TABLE 24 SERVICES: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 100
7 AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY 101
7.1 INTRODUCTION 102
7.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY 102
FIGURE 32 COMPUTER VISION SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 102
TABLE 25 AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY,
2016–2021 (USD BILLION) 103
TABLE 26 AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY,
2022–2027 (USD BILLION) 103
7.1.2 TECHNOLOGY: AUGMENTED INTELLIGENCE MARKET DRIVERS 103
7.2 MACHINE LEARNING 104
TABLE 27 MACHINE LEARNING: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 104
TABLE 28 MACHINE LEARNING: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 104
7.3 NATURAL LANGUAGE PROCESSING 105
TABLE 29 NATURAL LANGUAGE PROCESSING: AUGMENTED INTELLIGENCE MARKET,
BY REGION, 2016–2021 (USD BILLION) 105
TABLE 30 NATURAL LANGUAGE PROCESSING: AUGMENTED INTELLIGENCE MARKET,
BY REGION, 2022–2027 (USD BILLION) 105
7.4 COMPUTER VISION 106
TABLE 31 COMPUTER VISION: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 106
TABLE 32 COMPUTER VISION: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 106
7.5 OTHER TECHNOLOGIES 107
TABLE 33 OTHER TECHNOLOGIES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 107
TABLE 34 OTHER TECHNOLOGIES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 108
8 AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE 109
8.1 INTRODUCTION 110
8.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE 110
FIGURE 33 CLOUD SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 111
TABLE 35 AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE,
2016–2021 (USD BILLION) 111
TABLE 36 AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE,
2022–2027 (USD BILLION) 111
8.1.2 DEPLOYMENT MODE: AUGMENTED INTELLIGENCE MARKET DRIVERS 111
8.2 ON-PREMISES 112
TABLE 37 ON-PREMISES: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 112
TABLE 38 ON-PREMISES: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 113
8.3 CLOUD 113
TABLE 39 CLOUD: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 113
TABLE 40 CLOUD: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 114
9 AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE 115
9.1 INTRODUCTION 116
9.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE 116
FIGURE 34 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 117
TABLE 41 AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE,
2016–2021 (USD BILLION) 117
TABLE 42 AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE,
2022–2027 (USD BILLION) 117
9.1.2 ORGANIZATIONS SIZE: AUGMENTED INTELLIGENCE MARKET DRIVERS 118
9.2 SMALL AND MEDIUM-SIZED ENTERPRISES 118
TABLE 43 SMALL AND MEDIUM-SIZED ENTERPRISES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 119
TABLE 44 SMALL AND MEDIUM-SIZED ENTERPRISES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 119
9.3 LARGE ENTERPRISES 119
TABLE 45 LARGE ENTERPRISES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 120
TABLE 46 LARGE ENTERPRISES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 120
10 AUGMENTED INTELLIGENCE MARKET, BY VERTICAL 121
10.1 INTRODUCTION 122
10.1.1 COVID-19 IMPACT ON THE AUGMENTED INTELLIGENCE MARKET, BY VERTICAL 122
FIGURE 35 BFSI VERTICAL TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 123
TABLE 47 AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2016–2021 (USD BILLION) 123
TABLE 48 AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2022–2027 (USD BILLION) 124
10.2 VERTICAL: AUGMENTED INTELLIGENCE MARKET DRIVERS 124
10.3 BANKING, FINANCIAL SERVICES, AND INSURANCE 125
TABLE 49 BANKING, FINANCIAL SERVICES, AND INSURANCE: USE CASES 125
TABLE 50 BANKING, FINANCIAL SERVICES, AND INSURANCE: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 125
TABLE 51 BANKING, FINANCIAL SERVICES, AND INSURANCE: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 126
10.4 TELECOMMUNICATIONS & IT 126
TABLE 52 TELECOMMUNICATIONS & IT: USE CASES 127
TABLE 53 TELECOMMUNICATIONS & IT: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 127
TABLE 54 TELECOMMUNICATIONS & IT: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 127
10.5 RETAIL & CONSUMER GOODS 128
TABLE 55 RETAIL & CONSUMER GOODS: USE CASES 128
TABLE 56 RETAIL & CONSUMER GOODS: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 128
TABLE 57 RETAIL & CONSUMER GOODS: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 129
10.6 HEALTHCARE & LIFE SCIENCES 129
TABLE 58 HEALTHCARE & LIFE SCIENCES: USE CASES 129
TABLE 59 HEALTHCARE & LIFE SCIENCES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 130
TABLE 60 HEALTHCARE & LIFE SCIENCES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 130
10.7 GOVERNMENT & DEFENSE 130
TABLE 61 GOVERNMENT & DEFENSE: USE CASES 131
TABLE 62 GOVERNMENT & DEFENSE: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 131
TABLE 63 GOVERNMENT & DEFENSE: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 131
10.8 MEDIA & ENTERTAINMENT 132
TABLE 64 MEDIA & ENTERTAINMENT: USE CASES 132
TABLE 65 MEDIA & ENTERTAINMENT: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 132
TABLE 66 MEDIA & ENTERTAINMENT: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 133
10.9 MANUFACTURING 133
TABLE 67 MANUFACTURING: USE CASES 133
TABLE 68 MANUFACTURING: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 134
TABLE 69 MANUFACTURING: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 134
10.10 TRANSPORTATION & LOGISTICS 134
TABLE 70 TRANSPORTATION & LOGISTICS: USE CASES 135
TABLE 71 TRANSPORTATION & LOGISTICS: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 135
TABLE 72 TRANSPORTATION & LOGISTICS: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 135
10.11 ENERGY & UTILITIES 135
TABLE 73 ENERGY & UTILITIES: USE CASES 136
TABLE 74 ENERGY & UTILITIES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 136
TABLE 75 ENERGY & UTILITIES: AUGMENTED INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 136
10.12 OTHER VERTICALS 137
TABLE 76 OTHER VERTICALS: USE CASES 137
TABLE 77 OTHER VERTICALS: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2016–2021 (USD BILLION) 137
TABLE 78 OTHER VERTICALS: AUGMENTED INTELLIGENCE MARKET, BY REGION,
2022–2027 (USD BILLION) 138
11 AUGMENTED INTELLIGENCE MARKET, BY REGION 139
11.1 INTRODUCTION 140
FIGURE 36 JAPAN TO ACCOUNT FOR THE HIGHEST CAGR DURING THE FORECAST PERIOD 140
FIGURE 37 ASIA PACIFIC TO ACCOUNT FOR THE HIGHEST CAGR DURING THE FORECAST PERIOD 141
TABLE 79 AUGMENTED INTELLIGENCE MARKET SIZE, BY REGION,
2016–2021 (USD BILLION) 141
TABLE 80 AUGMENTED INTELLIGENCE MARKET SIZE, BY REGION,
2022–2027 (USD BILLION) 141
11.2 NORTH AMERICA 142
11.2.1 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET DRIVERS 142
11.2.2 NORTH AMERICA: COVID-19 IMPACT 143
TABLE 81 NORTH AMERICA: PROMINENT PLAYERS 143
FIGURE 38 NORTH AMERICA: MARKET SNAPSHOT 144
TABLE 82 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2016–2021 (USD BILLION) 144
TABLE 83 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD BILLION) 145
TABLE 84 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 145
TABLE 85 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 145
TABLE 86 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 145
TABLE 87 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 146
TABLE 88 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 146
TABLE 89 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 146
TABLE 90 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION) 147
TABLE 91 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION) 147
TABLE 92 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD BILLION) 148
TABLE 93 NORTH AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD BILLION) 148
11.2.3 UNITED STATES 148
11.2.3.1 Rapid adoption and use of digitally innovative solutions, the presence of tech giants, and the increased use of the internet to drive the augmented intelligence market growth 148
11.2.4 CANADA 149
11.2.4.1 Startup ecosystem and transformation into data-driven organizations to drive the growth of augmented intelligence solutions in Canada 149
11.3 EUROPE 149
11.3.1 EUROPE: AUGMENTED INTELLIGENCE MARKET DRIVERS 150
11.3.2 EUROPE: COVID-19 IMPACT 150
TABLE 94 EUROPE: PROMINENT PLAYERS 151
TABLE 95 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT,
2016–2021 (USD BILLION) 151
TABLE 96 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT,
2022–2027 (USD BILLION) 151
TABLE 97 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY,
2016–2021 (USD BILLION) 152
TABLE 98 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY,
2022–2027 (USD BILLION) 152
TABLE 99 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 152
TABLE 100 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 152
TABLE 101 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 153
TABLE 102 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 153
TABLE 103 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2016–2021 (USD BILLION) 153
TABLE 104 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2022–2027 (USD BILLION) 154
TABLE 105 EUROPE: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2016–2021 (USD BILLION) 154
TABLE 106 EUROPE: AUGMENTED INTELLIGENCE MARKET SIZE, BY COUNTRY,
2022–2027 (USD BILLION) 154
11.3.3 UNITED KINGDOM 155
11.3.3.1 Advanced IT infrastructure, technologies, and continued transition toward intelligence services to drive the growth of augmented intelligence solutions in the UK 155
11.3.4 GERMANY 155
11.3.4.1 Government initiatives for technological developments in the manufacturing vertical to drive the growth of augmented intelligence solutions in Germany 155
11.3.5 FRANCE 156
11.3.5.1 Heavy R&D investments, digitalization, and strong hold of retail and manufacturing verticals to drive the growth of the augmented intelligence market in France 156
11.3.6 REST OF EUROPE 156
11.4 ASIA PACIFIC 157
11.4.1 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET DRIVERS 157
11.4.2 ASIA PACIFIC: COVID-19 IMPACT 157
TABLE 107 ASIA PACIFIC: PROMINENT PLAYERS 158
FIGURE 39 ASIA PACIFIC: MARKET SNAPSHOT 159
TABLE 108 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2016–2021 (USD BILLION) 159
TABLE 109 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD BILLION) 160
TABLE 110 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 160
TABLE 111 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 160
TABLE 112 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 160
TABLE 113 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 161
TABLE 114 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 161
TABLE 115 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 161
TABLE 116 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2016–2021 (USD BILLION) 162
TABLE 117 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2022–2027 (USD BILLION) 162
TABLE 118 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2016–2021 (USD BILLION) 163
TABLE 119 ASIA PACIFIC: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2022–2027 (USD BILLION) 163
11.4.3 CHINA 163
11.4.3.1 The use of augmented intelligence services for driving policy support and technological investments to fuel the adoption of these services in China 163
11.4.4 JAPAN 164
11.4.4.1 Rise of innovative technologies and collaboration between governments and businesses for augmented intelligence in Japan 164
11.4.5 INDIA 164
11.4.5.1 Local entrepreneurs with the shift in technologies to provide support to Indian companies in the augmented intelligence market 164
11.4.6 REST OF ASIA PACIFIC 165
11.5 MIDDLE EAST AND AFRICA 165
11.5.1 MIDDLE EAST AND AFRICA: AUGMENTED INTELLIGENCE MARKET DRIVERS 166
11.5.2 MIDDLE EAST AND AFRICA: COVID-19 IMPACT 166
TABLE 120 MIDDLE EAST & AFRICA: PROMINENT PLAYERS 167
TABLE 121 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2016–2021 (USD BILLION) 167
TABLE 122 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD BILLION) 167
TABLE 123 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 167
TABLE 124 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 168
TABLE 125 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 168
TABLE 126 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 168
TABLE 127 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 168
TABLE 128 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 169
TABLE 129 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION) 169
TABLE 130 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION) 170
TABLE 131 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY, 2016–2021 (USD BILLION) 170
TABLE 132 MIDDLE EAST & AFRICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY, 2022–2027 (USD BILLION) 170
11.5.3 UNITED ARAB EMIRATES 171
11.5.3.1 New investments, strategies, and products to drive the adoption of augmented intelligence solutions in the region 171
11.5.4 KINGDOM OF SAUDI ARABIA 171
11.5.4.1 Growing need for delivering actionable insights to drive the augmented intelligence market in the Kingdom of Saudi Arabia 171
11.5.5 SOUTH AFRICA 171
11.5.5.1 Growing digitalization in African countries to offer opportunities for deploying augmented intelligence solutions in South Africa 171
11.5.6 REST OF MIDDLE EAST AND AFRICA 172
11.5.6.1 Increase in globalization to offer opportunities to deploy augmented intelligence solutions in the rest of Middle East & Africa 172
11.6 LATIN AMERICA 172
11.6.1 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET DRIVERS 173
11.6.2 LATIN AMERICA: COVID-19 IMPACT 173
TABLE 133 LATIN AMERICA: PROMINENT PLAYERS 174
TABLE 134 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2016–2021 (USD BILLION) 174
TABLE 135 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COMPONENT, 2022–2027 (USD BILLION) 174
TABLE 136 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 174
TABLE 137 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 175
TABLE 138 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD BILLION) 175
TABLE 139 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD BILLION) 175
TABLE 140 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 175
TABLE 141 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 176
TABLE 142 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2016–2021 (USD BILLION) 176
TABLE 143 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY VERTICAL,
2022–2027 (USD BILLION) 177
TABLE 144 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2016–2021 (USD BILLION) 177
TABLE 145 LATIN AMERICA: AUGMENTED INTELLIGENCE MARKET, BY COUNTRY,
2022–2027 (USD BILLION) 177
11.6.3 BRAZIL 178
11.6.3.1 Increased use of internet, technologies, and government organizations to increase the demand in Brazil 178
11.6.4 MEXICO 178
11.6.4.1 Increasing trade, rising customer base, and government initiatives to fuel the growth of augmented intelligence 178
11.6.5 REST OF LATIN AMERICA 179
12 COMPETITIVE LANDSCAPE 180
12.1 OVERVIEW 180
12.2 KEY PLAYER STRATEGIES 180
TABLE 146 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN THE AUGMENTED INTELLIGENCE MARKET 180
12.3 REVENUE ANALYSIS 181
FIGURE 40 REVENUE ANALYSIS FOR KEY COMPANIES IN THE PAST FIVE YEARS 181
12.4 MARKET SHARE ANALYSIS 182
FIGURE 41 AUGMENTED INTELLIGENCE MARKET SHARE ANALYSIS 182
TABLE 147 AUGMENTED INTELLIGENCE MARKET: DEGREE OF COMPETITION 182
12.5 COMPANY EVALUATION QUADRANT 184
12.5.1 STARS 184
12.5.2 EMERGING LEADERS 184
12.5.3 PERVASIVE PLAYERS 184
12.5.4 PARTICIPANTS 185
FIGURE 42 KEY AUGMENTED INTELLIGENCE MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2021 185
12.6 STARTUP/SME EVALUATION QUADRANT 186
12.6.1 PROGRESSIVE COMPANIES 186
12.6.2 RESPONSIVE COMPANIES 186
12.6.3 DYNAMIC COMPANIES 186
12.6.4 STARTING BLOCKS 186
FIGURE 43 STARTUPS/SMES: AUGMENTED INTELLIGENCE MARKET EVALUATION MATRIX, 2021 187
12.7 COMPETITIVE BENCHMARKING 187
TABLE 148 AUGMENTED INTELLIGENCE MARKET: DETAILED LIST OF KEY STARTUPS/SMES 187
TABLE 149 AUGMENTED INTELLIGENCE MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS [STARTUPS/SMES] 188
12.8 COMPETITIVE SCENARIO 189
12.8.1 PRODUCT LAUNCHES 189
TABLE 150 PRODUCT LAUNCHES, OCTOBER 2019–FEBRUARY 2022 189
12.8.2 DEALS 190
TABLE 151 DEALS, OCTOBER 2018–MARCH 2022 190
13 COMPANY PROFILES 191
13.1 INTRODUCTION 191
13.2 MAJOR PLAYERS 191
(Business overview, Products and services offered, Recent Developments, COVID-19-related developments, MNM View, Key strengths/Right to win, Strategic choices made, and Weaknesses and competitive threats)*
13.2.1 IBM 191
TABLE 152 IBM: BUSINESS OVERVIEW 191
FIGURE 44 IBM: COMPANY SNAPSHOT 192
TABLE 153 IBM: PRODUCTS OFFERED 192
TABLE 154 IBM: SERVICES OFFERED 193
TABLE 155 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 193
TABLE 156 IBM: DEALS 194
13.2.2 SALESFORCE 197
TABLE 157 SALESFORCE: BUSINESS OVERVIEW 197
FIGURE 45 SALESFORCE: COMPANY SNAPSHOT 198
TABLE 158 SALESFORCE: PRODUCTS OFFERED 198
TABLE 159 SALESFORCE: SERVICES OFFERED 199
TABLE 160 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS 199
TABLE 161 SALESFORCE: DEALS 200
13.2.3 GOOGLE 202
TABLE 162 GOOGLE: BUSINESS OVERVIEW 202
FIGURE 46 GOOGLE: COMPANY SNAPSHOT 203
TABLE 163 GOOGLE: PRODUCTS OFFERED 203
TABLE 164 GOOGLE: SERVICES OFFERED 204
TABLE 165 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 204
TABLE 166 GOOGLE: DEALS 204
13.2.4 MICROSOFT 207
TABLE 167 MICROSOFT: BUSINESS OVERVIEW 207
FIGURE 47 MICROSOFT: COMPANY SNAPSHOT 208
TABLE 168 MICROSOFT: PRODUCTS OFFERED 208
TABLE 169 MICROSOFT: SERVICES OFFERED 208
TABLE 170 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 209
TABLE 171 MICROSOFT: DEALS 210
13.2.5 SAP 213
TABLE 172 SAP: BUSINESS OVERVIEW 213
FIGURE 48 SAP: COMPANY SNAPSHOT 214
TABLE 173 SAP: PRODUCTS OFFERED 214
TABLE 174 SAP: SERVICES OFFERED 214
TABLE 175 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS 215
TABLE 176 SAP: DEALS 216
13.2.6 SAS 218
TABLE 177 SAS: BUSINESS OVERVIEW 218
FIGURE 49 SAS: COMPANY SNAPSHOT 219
TABLE 178 SAS: PRODUCTS OFFERED 219
TABLE 179 SAS: SERVICES OFFERED 219
TABLE 180 SAS: PRODUCT LAUNCHES AND ENHANCEMENTS 220
TABLE 181 SAS: DEALS 220
13.2.7 COGNITIVESCALE 222
TABLE 182 COGNITIVESCALE: BUSINESS OVERVIEW 222
TABLE 183 COGNITIVESCALE: PRODUCTS OFFERED 222
TABLE 184 COGNITIVESCALE: PRODUCT LAUNCHES AND ENHANCEMENTS 223
TABLE 185 COGNITIVESCALE: DEALS 223
13.2.8 QLIKTECH INTERNATIONAL AB 225
TABLE 186 QLIKTECH INTERNATIONAL AB: BUSINESS OVERVIEW 225
TABLE 187 QLIKTECH INTERNATIONAL AB: PRODUCTS OFFERED 225
TABLE 188 QLIKTECH INTERNATIONAL AB: SERVICES OFFERED 225
TABLE 189 QLIKTECH INTERNATIONAL AB: PRODUCT LAUNCHES AND ENHANCEMENTS 226
TABLE 190 QLIKTECH INTERNATIONAL AB: DEALS 226
13.2.9 TIBCO 228
TABLE 191 TIBCO: BUSINESS OVERVIEW 228
TABLE 192 TIBCO: PRODUCTS OFFERED 228
TABLE 193 TIBCO: SERVICES OFFERED 229
TABLE 194 TIBCO: PRODUCT LAUNCHES AND ENHANCEMENTS 229
TABLE 195 TIBCO: DEALS 230
13.2.10 AWS 232
TABLE 196 AWS: BUSINESS OVERVIEW 232
FIGURE 50 AWS: COMPANY SNAPSHOT 232
TABLE 197 AWS: PRODUCTS OFFERED 233
TABLE 198 AWS: SERVICES OFFERED 233
TABLE 199 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS 233
TABLE 200 AWS: DEALS 234
13.2.11 NEORIS 236
TABLE 201 NEORIS: BUSINESS OVERVIEW 236
TABLE 202 NEORIS: PRODUCTS OFFERED 236
TABLE 203 NEORIS: SERVICES OFFERED 236
TABLE 204 NEORIS: PRODUCT LAUNCHES AND ENHANCEMENTS 237
TABLE 205 NEORIS: DEALS 237
13.2.12 SISENSE 238
TABLE 206 SISENSE: BUSINESS OVERVIEW 238
TABLE 207 SISENSE: PRODUCTS OFFERED 238
TABLE 208 SISENSE: SERVICES OFFERED 239
TABLE 209 SISENSE: PRODUCT LAUNCHES AND ENHANCEMENTS 239
TABLE 210 SISENSE: DEALS 239
13.2.13 MICROSTRATEGY 240
TABLE 211 MICROSTRATEGY: BUSINESS OVERVIEW 240
FIGURE 51 MICROSTRATEGY: COMPANY SNAPSHOT 240
TABLE 212 MICROSTRATEGY: PRODUCTS OFFERED 241
TABLE 213 MICROSTRATEGY: SERVICES OFFERED 241
TABLE 214 MICROSTRATEGY: PRODUCT LAUNCHES AND ENHANCEMENTS 241
TABLE 215 MICROSTRATEGY: DEALS 242
13.2.14 DATAIKU 243
TABLE 216 DATAIKU: BUSINESS OVERVIEW 243
TABLE 217 DATAIKU: PRODUCTS OFFERED 243
TABLE 218 DATAIKU: SERVICES OFFERED 243
TABLE 219 DATAIKU: PRODUCT LAUNCHES AND ENHANCEMENTS 244
TABLE 220 DATAIKU: DEALS 244
13.3 SMES AND STARTUPS 246
13.3.1 COSMO TECH 246
13.3.2 JUMIO 246
13.3.3 LUCIDWORKS 247
13.3.4 SQUIRRO 247
13.3.5 DATAROBOT 248
13.3.6 BONDI LABS 248
13.3.7 EAZYML 249
13.3.8 STRADIGI AI 249
13.3.9 AIBLE 250
13.3.10 PECAN AI 250
13.3.11 TELLIUS 251
13.3.12 BINAH.AI 251
13.3.13 AUGMENTED INTELLIGENCE (AUI) 252
13.3.14 PRYON 252
13.3.15 BIOXPLOR 253
13.3.16 CAUSA LENS 253
*Details on Business overview, Products and services offered, Recent Developments, COVID-19-related developments, MNM View, Key strengths/Right to win, Strategic choices made, and Weaknesses and competitive threats might not be captured in case of unlisted companies.
MarketsandMarkets
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1 INTRODUCTION 33
1.1 INTRODUCTION TO COVID-19 33
1.2 COVID-19 HEALTH ASSESSMENT 33
FIGURE 1 COVID-19: GLOBAL PROPAGATION 33
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 34
1.3 COVID-19 ECONOMIC ASSESSMENT 35
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR
SELECT G20 COUNTRIES IN 2020 35
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 36
FIGURE 4 CRITERIA IMPACTING GLOBAL ECONOMY 36
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF THE GLOBAL ECONOMY 37
1.4 OBJECTIVES OF THE STUDY 38
1.5 MARKET DEFINITION 38
1.6 MARKET SCOPE 39
1.6.1 MARKET SEGMENTATION 39
1.6.2 REGIONS COVERED 40
1.6.3 YEARS CONSIDERED FOR THE STUDY 40
1.7 CURRENCY CONSIDERED 41
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2021 41
1.8 STAKEHOLDERS 41
1.9 SUMMARY OF CHANGES 41
2 RESEARCH METHODOLOGY 43
2.1 RESEARCH DATA 43
FIGURE 6 DIGITAL MAP MARKET: RESEARCH DESIGN 43
2.1.1 SECONDARY DATA 44
2.1.2 PRIMARY DATA 44
2.1.2.1 Breakup of primaries 44
TABLE 2 PRIMARY INTERVIEWS 45
2.1.2.2 Key industry insights 45
2.2 MARKET BREAKUP AND DATA TRIANGULATION 46
2.3 MARKET SIZE ESTIMATION 47
FIGURE 7 DIGITAL MAP MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 47
2.3.1 TOP-DOWN APPROACH 47
2.3.2 BOTTOM-UP APPROACH 47
2.4 MARKET SIZE ESTIMATION 48
FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 1 (SUPPLY-SIDE): REVENUE OF OFFERINGS IN THE DIGITAL MAP MARKET 48
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 2 (SUPPLY-SIDE): COLLECTIVE REVENUE OF ALL THE OFFERINGS IN THE DIGITAL MAP MARKET 48
2.5 MARKET FORECAST 49
TABLE 3 FACTOR ANALYSIS 49
2.6 COMPETITIVE LEADERSHIP MAPPING RESEARCH METHODOLOGY 50
FIGURE 10 COMPETITIVE LEADERSHIP MAPPING: CRITERIA WEIGHTAGE 50
2.7 ASSUMPTIONS FOR THE STUDY 51
2.8 LIMITATIONS OF THE STUDY 52
3 EXECUTIVE SUMMARY 53
FIGURE 11 SOLUTIONS SEGMENT EXPECTED TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD 53
FIGURE 12 MAPPING DATA SEGMENT EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 54
FIGURE 13 CONSULTING SEGMENT EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 54
FIGURE 14 OUTDOOR MAPPING SEGMENT EXPECTED TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD 55
FIGURE 15 ROUTING AND NAVIGATION SEGMENT EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 55
FIGURE 16 ASIA PACIFIC EXPECTED TO WITNESS THE HIGHEST GROWTH DURING
THE FORECAST PERIOD 56
4 PREMIUM INSIGHTS 57
4.1 ATTRACTIVE MARKET OPPORTUNITIES IN THE GLOBAL DIGITAL MAP MARKET 57
FIGURE 17 GROWING NUMBER OF APPLICATIONS TO SUPPORT DIGITAL
MAP MARKET GROWTH 57
4.2 DIGITAL MAP MARKET, BY VERTICAL, 2021 57
FIGURE 18 INFRASTRUCTURE DEVELOPMENT AND CONSTRUCTION VERTICAL EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE IN 2021 57
4.3 NORTH AMERICA: DIGITAL MAP MARKET, BY APPLICATION AND VERTICAL, 2021 58
FIGURE 19 ROUTING AND NAVIGATION AND INFRASTRUCTURE DEVELOPMENT
AND CONSTRUCTION SEGMENTS EXPECTED TO ACCOUNT FOR LARGE MARKET SHARES 58
5 MARKET OVERVIEW AND INDUSTRY TRENDS 59
5.1 INTRODUCTION 59
5.2 MARKET DYNAMICS 59
FIGURE 20 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES:
DIGITAL MAP MARKET 60
5.2.1 DRIVERS 60
5.2.1.1 Rising adoption of mobile computing devices for navigation 60
5.2.1.2 Significant growth in the use of geospatial information 60
5.2.2 RESTRAINTS 61
5.2.2.1 Lack of expertise 61
5.2.2.2 Regulations and legal issues 61
5.2.3 OPPORTUNITIES 61
5.2.3.1 Rising demand for real-time mapping of data 61
5.2.3.2 Increasing implementation of 5G networks 62
5.2.4 CHALLENGES 62
5.2.4.1 User privacy and security concerns 62
5.3 DIGITAL MAP MARKET: COVID-19 IMPACT 62
5.4 DIGITAL MAP: EVOLUTION 63
FIGURE 21 EVOLUTION OF DIGITAL MAP 64
5.5 CASE STUDY ANALYSIS 64
5.5.1 ENERGY AND UTILITIES 64
5.5.1.1 Case study: Environmental preservation with crystal clear imagery 64
5.5.2 TRANSPORTATION AND LOGISTICS 65
5.5.2.1 Case study: Stantec leads in digital transformation 65
5.5.3 OIL & GAS 65
5.5.3.1 Case study: Supporting the entire process with GIS 65
5.5.4 MANUFACTURING AND MINING 66
5.5.4.1 Case study: Siemens reaches business goals of automation and digitalization with ServiceNow 66
5.5.5 TELECOM 67
5.5.5.1 Case study: Using GIS and geospatial data for mapping and customer service in telecommunications 67
5.5.6 HEALTHCARE 68
5.5.6.1 Case study: VITAS uses ServiceNow to improve patient and
employee experiences 68
5.5.7 BFSI 68
5.5.7.1 Case study: Providing a better customer experience
using digital solutions 68
5.5.8 TRANSPORTATION AND LOGISTICS 69
5.5.8.1 Case study: Fast-tracking rail incident response 69
5.6 SUPPLY/VALUE CHAIN ANALYSIS 70
FIGURE 22 SUPPLY/VALUE CHAIN ANALYSIS 70
TABLE 4 DIGITAL MAP MARKET: VALUE/SUPPLY CHAIN 71
5.7 PRICING MODEL ANALYSIS 71
5.7.1 AVERAGE SELLING PRICES OF KEY PLAYERS, BY APPLICATION 72
TABLE 5 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP
THREE APPLICATIONS (USD) 72
5.8 PORTER’S FIVE FORCES ANALYSIS 73
FIGURE 23 DIGITAL MAP MARKET: PORTER’S FIVE FORCES ANALYSIS 73
TABLE 6 DIGITAL MAP MARKET: PORTER’S FIVE FORCES ANALYSIS 74
5.8.1 THREAT OF NEW ENTRANTS 74
5.8.2 THREAT OF SUBSTITUTES 74
5.8.3 BARGAINING POWER OF SUPPLIERS 74
5.8.4 BARGAINING POWER OF BUYERS 74
5.8.5 INTENSITY OF COMPETITIVE RIVALRY 75
5.9 TECHNOLOGY ANALYSIS 75
5.9.1 AI AND DIGITAL MAP 75
5.9.2 ML AND DIGITAL MAP 75
5.9.3 IOT AND DIGITAL MAP 76
5.9.4 CLOUD COMPUTING AND DIGITAL MAP 76
5.9.5 BLOCKCHAIN AND DIGITAL MAP 76
5.10 REGULATORY IMPLICATIONS 76
5.10.1 INTRODUCTION 76
5.10.2 SARBANES-OXLEY ACT OF 2002 77
5.10.3 GENERAL DATA PROTECTION REGULATION 77
5.10.4 CALIFORNIA CONSUMER PRIVACY ACT 78
5.10.5 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001 78
5.10.6 PERSONAL DATA PROTECTION ACT 78
5.10.7 OPEN GEOSPATIAL CONSORTIUM 79
5.10.8 WORLD WIDE WEB CONSORTIUM 79
5.11 KEY CONFERENCES & EVENTS IN 2022-2023 80
TABLE 7 DIGITAL MAP MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 80
5.12 KEY STAKEHOLDERS & BUYING CRITERIA 80
5.12.1 KEY STAKEHOLDERS IN THE BUYING PROCESS 80
FIGURE 24 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP
THREE APPLICATIONS 80
TABLE 8 INFLUENCE OF STAKEHOLDERS IN THE BUYING PROCESS FOR TOP
THREE APPLICATIONS (%) 81
5.12.2 BUYING CRITERIA 81
TABLE 9 KEY BUYING CRITERIA FOR THE TOP THREE APPLICATIONS 81
6 DIGITAL MAP MARKET, BY COMPONENT 82
6.1 INTRODUCTION 83
6.1.1 COMPONENTS: COVID-19 IMPACT 83
6.1.2 COMPONENTS: OPERATIONAL DRIVERS 83
FIGURE 25 SERVICES SEGMENT EXPECTED TO REMAIN DOMINANT DURING
THE FORECAST PERIOD 84
TABLE 10 DIGITAL MAP MARKET, BY COMPONENT, 2015–2020 (USD MILLION) 84
TABLE 11 DIGITAL MAP MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 84
6.2 SOLUTIONS 85
FIGURE 26 GPS-ENABLED SERVICES SEGMENT EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 85
TABLE 12 DIGITAL MAP MARKET, BY SOLUTIONS, 2015–2020 (USD MILLION) 85
TABLE 13 DIGITAL MAP MARKET, BY SOLUTIONS, 2021–2026 (USD MILLION) 85
TABLE 14 DIGITAL MAP SOLUTIONS MARKET, BY REGION, 2015–2020 (USD MILLION) 86
TABLE 15 DIGITAL MAP SOLUTIONS MARKET, BY REGION, 2021–2026 (USD MILLION) 86
6.2.1 MAPPING DATA 86
TABLE 16 MAPPING DATA SOLUTIONS: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 87
TABLE 17 MAPPING DATA SOLUTIONS: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 87
6.2.2 WEB MAPPING 87
TABLE 18 WEB MAPPING SOLUTIONS: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 87
TABLE 19 WEB MAPPING SOLUTIONS: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 88
6.2.3 GPS-ENABLED SERVICES 88
TABLE 20 GPS-ENABLED SERVICES: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 88
TABLE 21 GPS-ENABLED SERVICES: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 88
6.3 SERVICES 89
FIGURE 27 CROSS-PLATFORM SUPPORT SEGMENT EXPECTED TO ACCOUNT FOR
THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 89
TABLE 22 DIGITAL MAP MARKET, BY SERVICES, 2015–2020 (USD MILLION) 89
TABLE 23 DIGITAL MAP MARKET, BY SERVICES, 2021–2026 (USD MILLION) 89
TABLE 24 DIGITAL MAP SERVICES MARKET, BY REGION, 2015–2020 (USD MILLION) 90
TABLE 25 DIGITAL MAP SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 90
6.3.1 CONSULTING 90
TABLE 26 CONSULTING SERVICES: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 90
TABLE 27 CONSULTING SERVICES: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 91
6.3.2 CROSS-PLATFORM SUPPORT 91
TABLE 28 CROSS-PLATFORM SUPPORT SERVICES: DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 91
TABLE 29 CROSS-PLATFORM SUPPORT SERVICES: DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 92
6.3.3 DEPLOYMENT AND INTEGRATION 92
TABLE 30 DEPLOYMENT AND INTEGRATION SERVICES: DIGITAL MAP MARKET,
BY REGION, 2015–2020 (USD MILLION) 92
TABLE 31 DEPLOYMENT AND INTEGRATION SERVICES: DIGITAL MAP MARKET,
BY REGION, 2021–2026 (USD MILLION) 93
7 DIGITAL MAP MARKET, BY MAPPING TYPE 94
7.1 INTRODUCTION 95
7.1.1 MAPPING TYPE: COVID-19 IMPACT 95
7.1.2 MAPPING TYPE: OPERATIONAL DRIVERS 95
FIGURE 28 INDOOR MAPPING SEGMENT EXPECTED TO RECORD A HIGHER GROWTH RATE DURING THE FORECAST PERIOD 96
TABLE 32 DIGITAL MAP MARKET, BY MAPPING TYPE, 2015–2020 (USD MILLION) 96
TABLE 33 DIGITAL MAP MARKET, BY MAPPING TYPE, 2021–2026 (USD MILLION) 96
7.2 OUTDOOR MAPPING 97
TABLE 34 OUTDOOR MAPPING: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 97
TABLE 35 OUTDOOR MAPPING: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 97
7.3 INDOOR MAPPING 98
TABLE 36 INDOOR MAPPING: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 98
TABLE 37 INDOOR MAPPING: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 98
8 DIGITAL MAP MARKET, BY APPLICATION 99
8.1 INTRODUCTION 100
8.1.1 APPLICATIONS: COVID-19 IMPACT 100
8.1.2 APPLICATIONS: OPERATIONAL DRIVERS 100
FIGURE 29 ROUTING AND NAVIGATION SEGMENT EXPECTED TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 101
TABLE 38 DIGITAL MAP MARKET, BY APPLICATION, 2015–2020 (USD MILLION) 101
TABLE 39 DIGITAL MAP MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 101
8.2 REAL-TIME LOCATION DATA MANAGEMENT 102
TABLE 40 REAL-TIME LOCATION DATA MANAGEMENT: DIGITAL MAP MARKET,
BY REGION, 2015–2020 (USD MILLION) 102
TABLE 41 REAL-TIME LOCATION DATA MANAGEMENT: DIGITAL MAP MARKET,
BY REGION, 2021–2026 (USD MILLION) 102
8.3 GEOCODING AND GEOPOSITIONING 103
TABLE 42 GEOCODING AND GEOPOSITIONING: DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 103
TABLE 43 GEOCODING AND GEOPOSITIONING: DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 103
8.4 ROUTING AND NAVIGATION 104
TABLE 44 ROUTING AND NAVIGATION: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 104
TABLE 45 ROUTING AND NAVIGATION: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 104
8.5 ASSET TRACKING 105
TABLE 46 ASSET TRACKING: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 105
TABLE 47 ASSET TRACKING: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 105
8.6 OTHER APPLICATIONS 106
TABLE 48 OTHER APPLICATIONS: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 106
TABLE 49 OTHER APPLICATIONS: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 106
9 DIGITAL MAP MARKET, BY VERTICAL 107
9.1 INTRODUCTION 108
9.1.1 VERTICALS: COVID-19 IMPACT 108
9.1.2 VERTICALS: OPERATIONAL DRIVERS 108
FIGURE 30 GOVERNMENT AND HOMELAND SECURITY VERTICAL EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 109
TABLE 50 DIGITAL MAP MARKET, BY VERTICAL, 2015–2020 (USD MILLION) 109
TABLE 51 DIGITAL MAP MARKET, BY VERTICAL, 2021–2026 (USD MILLION) 109
9.2 AGRICULTURE, OIL & GAS, AND OTHER NATURAL RESOURCES 110
TABLE 52 AGRICULTURE, OIL & GAS, AND OTHER NATURAL RESOURCES: DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 110
TABLE 53 AGRICULTURE, OIL & GAS, AND OTHER NATURAL RESOURCES: DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 110
9.3 INFRASTRUCTURE DEVELOPMENT AND CONSTRUCTION 111
TABLE 54 INFRASTRUCTURE DEVELOPMENT AND CONSTRUCTION: DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 111
TABLE 55 INFRASTRUCTURE DEVELOPMENT AND CONSTRUCTION: DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 111
9.4 GOVERNMENT AND HOMELAND SECURITY 112
TABLE 56 GOVERNMENT AND HOMELAND SECURITY: DIGITAL MAP MARKET,
BY REGION, 2015–2020 (USD MILLION) 112
TABLE 57 GOVERNMENT AND HOMELAND SECURITY: DIGITAL MAP MARKET,
BY REGION, 2021–2026 (USD MILLION) 112
9.5 LOGISTICS, TRAVEL, AND TRANSPORTATION 113
TABLE 58 LOGISTICS, TRAVEL, AND TRANSPORTATION: DIGITAL MAP MARKET,
BY REGION, 2015–2020 (USD MILLION) 113
TABLE 59 LOGISTICS, TRAVEL, AND TRANSPORTATION: DIGITAL MAP MARKET,
BY REGION, 2021–2026 (USD MILLION) 113
9.6 OTHER VERTICALS 114
TABLE 60 OTHER VERTICALS: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 114
TABLE 61 OTHER VERTICALS: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 114
10 DIGITAL MAP MARKET, BY REGION 115
10.1 INTRODUCTION 116
FIGURE 31 INDIA EXPECTED TO ACHIEVE THE HIGHEST CAGR DURING
THE FORECAST PERIOD 116
FIGURE 32 ASIA PACIFIC EXPECTED TO ATTAIN THE HIGHEST CAGR THE
DURING FORECAST PERIOD 116
TABLE 62 DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 117
TABLE 63 DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 117
10.2 NORTH AMERICA 117
10.2.1 NORTH AMERICA: DIGITAL MAP MARKET DRIVERS 118
10.2.2 NORTH AMERICA: COVID-19 IMPACT 118
TABLE 64 NORTH AMERICA: PROMINENT PLAYERS 118
FIGURE 33 NORTH AMERICA: MARKET SNAPSHOT 119
TABLE 65 NORTH AMERICA: DIGITAL MAP MARKET, BY COUNTRY,
2015–2020 (USD MILLION) 119
TABLE 66 NORTH AMERICA: DIGITAL MAP MARKET, BY COUNTRY,
2021–2026 (USD MILLION) 120
TABLE 67 NORTH AMERICA: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 120
TABLE 68 NORTH AMERICA: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 120
TABLE 69 NORTH AMERICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2015–2020 (USD MILLION) 120
TABLE 70 NORTH AMERICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2021–2026 (USD MILLION) 121
TABLE 71 NORTH AMERICA: DIGITAL MAP MARKET, BY SERVICES,
2015–2020 (USD MILLION) 121
TABLE 72 NORTH AMERICA: DIGITAL MAP MARKET, BY SERVICES,
2021–2026 (USD MILLION) 121
TABLE 73 NORTH AMERICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 121
TABLE 74 NORTH AMERICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 122
TABLE 75 NORTH AMERICA: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 122
TABLE 76 NORTH AMERICA: DIGITAL MAP MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 122
TABLE 77 NORTH AMERICA: DIGITAL MAP MARKET, BY VERTICAL,
2015–2020 (USD MILLION) 123
TABLE 78 NORTH AMERICA: DIGITAL MAP MARKET, BY VERTICAL,
2021–2026 (USD MILLION) 123
10.2.3 UNITED STATES 123
10.2.3.1 Growing demand for digital maps in municipalities 123
10.2.4 CANADA 124
10.2.4.1 Increasing number of government efforts for the application of
digital map solutions in various projects 124
10.3 EUROPE 124
10.3.1 EUROPE: DIGITAL MAP MARKET DRIVERS 125
10.3.2 EUROPE: COVID-19 IMPACT 125
TABLE 79 EUROPE: PROMINENT PLAYERS 125
TABLE 80 EUROPE: DIGITAL MAP MARKET, BY COUNTRY, 2015–2020 (USD MILLION) 125
TABLE 81 EUROPE: DIGITAL MAP MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 126
TABLE 82 EUROPE: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 126
TABLE 83 EUROPE: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 126
TABLE 84 EUROPE: DIGITAL MAP MARKET, BY SOLUTIONS, 2015–2020 (USD MILLION) 126
TABLE 85 EUROPE: DIGITAL MAP MARKET, BY SOLUTIONS, 2021–2026 (USD MILLION) 127
TABLE 86 EUROPE: DIGITAL MAP MARKET, BY SERVICES, 2015–2020 (USD MILLION) 127
TABLE 87 EUROPE: DIGITAL MAP MARKET, BY SERVICES, 2021–2026 (USD MILLION) 127
TABLE 88 EUROPE: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 127
TABLE 89 EUROPE: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 128
TABLE 90 EUROPE: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 128
TABLE 91 EUROPE: DIGITAL MAP MARKET SIZE, BY APPLICATION,
2021–2026 (USD MILLION) 128
TABLE 92 EUROPE: DIGITAL MAP MARKET, BY VERTICAL, 2015–2020 (USD MILLION) 129
TABLE 93 EUROPE: DIGITAL MAP MARKET, BY VERTICAL, 2021–2026 (USD MILLION) 129
10.3.3 UNITED KINGDOM 129
10.3.3.1 Rapid adoption of digital map solutions to boost the economy 129
10.3.4 GERMANY 130
10.3.4.1 Growing demand for digital maps for self-driving cars in the automobile industry 130
10.3.5 FRANCE 130
10.3.5.1 Continuous efforts of the government to enhance the use
of digital maps 130
10.3.6 REST OF EUROPE 130
10.3.6.1 Businesses to adopt newer technology with the support of government fueling the growth of the market 130
10.4 ASIA PACIFIC 131
10.4.1 ASIA PACIFIC: DIGITAL MAP MARKET DRIVERS 131
10.4.2 ASIA PACIFIC: COVID-19 IMPACT 131
TABLE 94 ASIA PACIFIC: PROMINENT PLAYERS 132
FIGURE 34 ASIA PACIFIC: MARKET SNAPSHOT 132
TABLE 95 ASIA PACIFIC: DIGITAL MAP MARKET, BY COUNTRY,
2015–2020 (USD MILLION) 133
TABLE 96 ASIA PACIFIC: DIGITAL MAP MARKET, BY COUNTRY,
2021–2026 (USD MILLION) 133
TABLE 97 ASIA PACIFIC: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 133
TABLE 98 ASIA PACIFIC: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 133
TABLE 99 ASIA PACIFIC: DIGITAL MAP MARKET, BY SOLUTIONS,
2015–2020 (USD MILLION) 134
TABLE 100 ASIA PACIFIC: DIGITAL MAP MARKET, BY SOLUTIONS,
2021–2026 (USD MILLION) 134
TABLE 101 ASIA PACIFIC: DIGITAL MAP MARKET, BY SERVICES,
2015–2020 (USD MILLION) 134
TABLE 102 ASIA PACIFIC: DIGITAL MAP MARKET, BY SERVICES,
2021–2026 (USD MILLION) 134
TABLE 103 ASIA PACIFIC: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 135
TABLE 104 ASIA PACIFIC: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 135
TABLE 105 ASIA PACIFIC: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 135
TABLE 106 ASIA PACIFIC: DIGITAL MAP MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 135
TABLE 107 ASIA PACIFIC: DIGITAL MAP MARKET, BY VERTICAL,
2015–2020 (USD MILLION) 136
TABLE 108 ASIA PACIFIC: DIGITAL MAP MARKET, BY VERTICAL,
2021–2026 (USD MILLION) 136
10.4.3 AUSTRALIA & NEW ZEALAND 136
10.4.3.1 Adoption of all new technologies of digital map solutions to maintain a competitive edge 136
10.4.4 CHINA 137
10.4.4.1 Usage of new mapping solutions by businesses and
governments to effectively share information, manage resources, and optimize services 137
10.4.5 JAPAN 137
10.4.5.1 Growing demand for digital maps to enhance the effectiveness of administrative work 137
10.4.6 INDIA 137
10.4.6.1 Digital mapping technology plays a critical role in ensuring the long-term viability of regional and urban development 137
10.4.7 REST OF ASIA PACIFIC 138
10.4.7.1 Development of digital maps driven by an increase in the use of digital-based solutions 138
10.5 MIDDLE EAST & AFRICA 138
10.5.1 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET DRIVERS 138
10.5.2 MIDDLE EAST & AFRICA: COVID-19 IMPACT 139
TABLE 109 MIDDLE EAST & AFRICA: PROMINENT PLAYERS 139
TABLE 110 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY COUNTRY,
2015–2020 (USD MILLION) 139
TABLE 111 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY COUNTRY,
2021–2026 (USD MILLION) 139
TABLE 112 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 140
TABLE 113 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 140
TABLE 114 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2015–2020 (USD MILLION) 140
TABLE 115 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2021–2026 (USD MILLION) 140
TABLE 116 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY SERVICES,
2015–2020 (USD MILLION) 141
TABLE 117 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY SERVICES,
2021–2026 (USD MILLION) 141
TABLE 118 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 141
TABLE 119 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 141
TABLE 120 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 142
TABLE 121 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 142
TABLE 122 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY VERTICAL,
2015–2020 (USD MILLION) 142
TABLE 123 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY VERTICAL,
2021–2026 (USD MILLION) 143
10.5.3 UNITED ARAB EMIRATES 143
10.5.3.1 Attempt by the government to use digital maps 143
10.5.4 SOUTH AFRICA 143
10.5.4.1 Changing technologies and related expertise offering potential for adoption of digital map solutions 143
10.5.5 KINGDOM OF SAUDI ARABIA 144
10.5.5.1 Oil & gas industry employing digital map solutions 144
10.5.6 REST OF MIDDLE EAST & AFRICA 144
10.5.6.1 Increased usage of sophisticated technology-based solutions providing possibilities to deliver digital map solutions 144
10.6 LATIN AMERICA 144
10.6.1 LATIN AMERICA: DIGITAL MAP MARKET DRIVERS 145
10.6.2 LATIN AMERICA: COVID-19 IMPACT 145
TABLE 124 LATIN AMERICA: PROMINENT PLAYERS 145
TABLE 125 LATIN AMERICA: DIGITAL MAP MARKET, BY COUNTRY,
2015–2020 (USD MILLION) 145
TABLE 126 LATIN AMERICA: DIGITAL MAP MARKET, BY COUNTRY,
2021–2026 (USD MILLION) 146
TABLE 127 LATIN AMERICA: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 146
TABLE 128 LATIN AMERICA: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 146
TABLE 129 LATIN AMERICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2015–2020 (USD MILLION) 146
TABLE 130 LATIN AMERICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2021–2026 (USD MILLION) 147
TABLE 131 LATIN AMERICA: DIGITAL MAP MARKET, BY SERVICES,
2015–2020 (USD MILLION) 147
TABLE 132 LATIN AMERICA: DIGITAL MAP MARKET, BY SERVICES,
2021–2026 (USD MILLION) 147
TABLE 133 LATIN AMERICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 147
TABLE 134 LATIN AMERICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 148
TABLE 135 LATIN AMERICA: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 148
TABLE 136 LATIN AMERICA: DIGITAL MAP MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 148
TABLE 137 LATIN AMERICA: DIGITAL MAP MARKET, BY VERTICAL,
2015–2020 (USD MILLION) 149
TABLE 138 LATIN AMERICA: DIGITAL MAP MARKET, BY VERTICAL,
2021–2026 (USD MILLION) 149
10.6.3 BRAZIL 149
10.6.3.1 Various digital map firms increasing their investments in the country 149
10.6.4 MEXICO 150
10.6.4.1 Mexico's expanding connectivity strengthening the
digital map market 150
10.6.5 REST OF LATIN AMERICA 150
11 COMPETITIVE LANDSCAPE 151
11.1 OVERVIEW 151
11.2 KEY PLAYER STRATEGIES 151
TABLE 139 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN
THE DIGITAL MAP MARKET 151
11.3 REVENUE ANALYSIS 152
FIGURE 35 REVENUE ANALYSIS OF KEY COMPANIES IN THE PAST FOUR YEARS 152
11.4 MARKET SHARE ANALYSIS 153
FIGURE 36 DIGITAL MAP MARKET: MARKET SHARE ANALYSIS 153
11.5 COMPANY EVALUATION QUADRANT 153
11.5.1 STARS 153
11.5.2 EMERGING LEADERS 153
11.5.3 PERVASIVE PLAYERS 154
11.5.4 PARTICIPANTS 154
FIGURE 37 KEY DIGITAL MAP MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2021 154
TABLE 140 DIGITAL MAP MARKET: DEGREE OF COMPETITION 155
11.6 COMPETITIVE BENCHMARKING 155
TABLE 141 COMPANY TOP THREE APPLICATIONS FOOTPRINT 155
TABLE 142 COMPANY REGION FOOTPRINT 156
TABLE 143 DIGITAL MAP MARKET: COMPETITIVE BENCHMARKING OF
MAJOR PLAYERS (PLATFORM/SOLUTIONS AND APPLICATION) 156
TABLE 144 DIGITAL MAP MARKET: COMPETITIVE BENCHMARKING OF
MAJOR PLAYERS (REGION) 157
11.7 STARTUP/SME EVALUATION QUADRANT 158
11.7.1 PROGRESSIVE COMPANIES 158
11.7.2 RESPONSIVE COMPANIES 158
11.7.3 DYNAMIC COMPANIES 159
11.7.4 STARTING BLOCKS 159
FIGURE 38 STARTUP/SME DIGITAL MAP MARKET EVALUATION MATRIX, 2021 159
11.8 COMPETITIVE SCENARIO 160
11.8.1 PRODUCT LAUNCHES 160
TABLE 145 PRODUCT LAUNCHES, 2021-2022 160
11.8.2 DEALS 161
TABLE 146 DEALS, 2021-2022 161
12 COMPANY PROFILES 162
12.1 INTRODUCTION 162
12.2 KEY PLAYERS 162
(Business and Financial Overview, Solutions Offered, Recent Developments, and MnM View)*
12.2.1 GOOGLE 162
TABLE 147 GOOGLE: BUSINESS OVERVIEW 162
FIGURE 39 GOOGLE: COMPANY SNAPSHOT 163
TABLE 148 GOOGLE: SOLUTIONS OFFERED 163
TABLE 149 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 164
TABLE 150 GOOGLE: DEALS 164
12.2.2 APPLE 166
TABLE 151 APPLE: BUSINESS OVERVIEW 166
FIGURE 40 APPLE: COMPANY SNAPSHOT 167
TABLE 152 APPLE: SOLUTIONS OFFERED 167
TABLE 153 APPLE: PRODUCT LAUNCHES AND ENHANCEMENTS 168
TABLE 154 APPLE: DEALS 168
12.2.3 TOMTOM 170
TABLE 155 TOMTOM: BUSINESS OVERVIEW 170
FIGURE 41 TOMTOM: COMPANY SNAPSHOT 171
TABLE 156 TOMTOM: SOLUTIONS OFFERED 171
TABLE 157 TOMTOM: PRODUCT LAUNCHES AND ENHANCEMENTS 172
TABLE 158 TOMTOM: DEALS 172
12.2.4 NEARMAP 174
TABLE 159 NEARMAP: BUSINESS OVERVIEW 174
FIGURE 42 NEARMAP: COMPANY SNAPSHOT 175
TABLE 160 NEARMAP: SOLUTIONS OFFERED 175
TABLE 161 NEARMAP: PRODUCT LAUNCHES AND ENHANCEMENTS 176
TABLE 162 NEARMAP: DEALS 176
12.2.5 ESRI 177
TABLE 163 ESRI: BUSINESS OVERVIEW 177
TABLE 164 ESRI: SOLUTIONS OFFERED 177
TABLE 165 ESRI: PRODUCT LAUNCHES AND ENHANCEMENTS 178
TABLE 166 ESRI: DEALS 178
12.2.6 INRIX 179
TABLE 167 INRIX: BUSINESS OVERVIEW 179
TABLE 168 INRIX: SOLUTIONS OFFERED 179
TABLE 169 INRIX: PRODUCT LAUNCHES AND ENHANCEMENTS 180
TABLE 170 INRIX: DEALS 181
12.2.7 HERE TECHNOLOGIES 182
TABLE 171 HERE TECHNOLOGIES: BUSINESS OVERVIEW 182
TABLE 172 HERE TECHNOLOGIES: SOLUTIONS OFFERED 182
TABLE 173 HERE TECHNOLOGIES: PRODUCT LAUNCHES AND ENHANCEMENTS 183
TABLE 174 HERE TECHNOLOGIES: DEALS 183
12.2.8 MAPQUEST 185
TABLE 175 MAPQUEST: BUSINESS OVERVIEW 185
TABLE 176 MAPQUEST: SOLUTIONS OFFERED 185
TABLE 177 MAPQUEST: DEALS 186
12.2.9 LIGHTBOX 187
TABLE 178 LIGHTBOX: BUSINESS OVERVIEW 187
TABLE 179 LIGHTBOX: SOLUTIONS OFFERED 187
TABLE 180 LIGHTBOX: PRODUCT LAUNCHES AND ENHANCEMENTS 188
TABLE 181 LIGHTBOX: DEALS 188
12.2.10 SERVICENOW 189
TABLE 182 SERVICENOW: BUSINESS OVERVIEW 189
FIGURE 43 SERVICENOW: COMPANY SNAPSHOT 190
TABLE 183 SERVICENOW: SOLUTIONS OFFERED 190
TABLE 184 SERVICENOW: PRODUCT LAUNCHES AND ENHANCEMENTS 191
TABLE 185 SERVICENOW: DEALS 191
12.2.11 ALIBABA GROUP 193
TABLE 186 ALIBABA GROUP: BUSINESS OVERVIEW 193
FIGURE 44 ALIBABA GROUP: COMPANY SNAPSHOT 193
TABLE 187 ALIBABA GROUP: SOLUTIONS OFFERED 194
TABLE 188 ALIBABA GROUP: PRODUCT LAUNCHES AND ENHANCEMENTS 194
TABLE 189 ALIBABA GROUP: DEALS 194
12.2.12 INPIXON 196
TABLE 190 INPIXON: BUSINESS OVERVIEW 196
FIGURE 45 INPIXON: COMPANY SNAPSHOT 197
TABLE 191 INPIXON: SOLUTIONS OFFERED 197
TABLE 192 INPIXON: PRODUCT LAUNCHES AND ENHANCEMENTS 198
TABLE 193 INPIXON: DEALS 199
12.2.13 META 201
TABLE 194 META: BUSINESS OVERVIEW 201
FIGURE 46 META: COMPANY SNAPSHOT 202
TABLE 195 META: SOLUTIONS OFFERED 202
TABLE 196 META: PRODUCT LAUNCHES AND ENHANCEMENTS 203
TABLE 197 META: DEALS 203
12.2.14 INDOORATLAS 204
TABLE 198 INDOORATLAS: BUSINESS OVERVIEW 204
TABLE 199 INDOORATLAS: SOLUTIONS OFFERED 204
TABLE 200 INDOORATLAS: DEALS 205
TABLE 201 INDOORATLAS: OTHERS 205
12.2.15 MAPSTED 206
TABLE 202 MAPSTED: BUSINESS OVERVIEW 206
TABLE 203 MAPSTED: SOLUTIONS OFFERED 206
TABLE 204 MAPSTED: PRODUCT LAUNCHES AND ENHANCEMENTS 207
TABLE 205 MAPSTED: DEALS 207
12.2.16 EMAPA 208
12.2.17 CALIPER CORPORATION 209
12.2.18 MAPMYINDIA 210
12.2.19 MAPIDEA 211
12.2.20 ONEVIEW 211
12.2.21 GEOVERRA 212
12.2.22 ORBITAL INSIGHT 212
12.2.23 URTHECAST 213
12.2.24 GEOCENTO 213
12.2.25 GEOSPIN 214
* Business and Financial Overview, Solutions Offered, Recent Developments, and MnM View might not be captured in case of unlisted companies.
13 APPENDIX 215
13.1 ADJACENT AND RELATED MARKETS 215
13.1.1 GEOGRAPHIC INFORMATION SYSTEM MARKET 215
13.1.1.1 Market definition 215
13.1.1.2 Market overview 215
13.1.1.3 Geographic information system market, by offering 215
TABLE 206 GEOGRAPHIC INFORMATION SYSTEM MARKET, BY OFFERING,
2018–2025 (USD BILLION) 216
13.1.1.4 Geographic information system market, by industry 216
TABLE 207 GEOGRAPHIC INFORMATION SYSTEM MARKET, BY INDUSTRY,
2018–2025 (USD MILLION) 216
13.1.1.5 Geographic information system market, by region 217
TABLE 208 GEOGRAPHIC INFORMATION SYSTEM MARKET, BY REGION,
2018–2025 (USD MILLION) 217
13.1.2 GEOSPATIAL ANALYTICS MARKET 217
13.1.2.1 Market definition 217
13.1.2.2 Market overview 217
13.1.2.3 Geospatial analytics market, by component 218
TABLE 209 GEOSPATIAL ANALYTICS MARKET, BY COMPONENT,
2016–2020 (USD MILLION) 218
TABLE 210 GEOSPATIAL ANALYTICS MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 218
13.1.2.4 Geospatial analytics market, by type 218
TABLE 211 GEOSPATIAL ANALYTICS MARKET, BY TYPE, 2016–2020 (USD MILLION) 219
TABLE 212 GEOSPATIAL ANALYTICS MARKET, BY TYPE, 2021–2026 (USD MILLION) 219
13.1.2.5 Geospatial analytics market, by deployment mode 219
TABLE 213 GEOSPATIAL ANALYTICS MARKET, BY DEPLOYMENT MODE,
2016–2020 (USD MILLION) 219
TABLE 214 GEOSPATIAL ANALYTICS MARKET, BY DEPLOYMENT MODE,
2021–2026 (USD MILLION) 220
13.1.2.6 Geospatial analytics market, by organization size 220
TABLE 215 GEOSPATIAL ANALYTICS MARKET, BY ORGANIZATION SIZE,
2016–2020 (USD MILLION) 220
TABLE 216 GEOSPATIAL ANALYTICS MARKET, BY ORGANIZATION SIZE,
2021–2026 (USD MILLION) 220
13.1.2.7 Geospatial analytics market, by application 221
TABLE 217 GEOSPATIAL ANALYTICS MARKET, BY APPLICATION,
2016–2020 (USD MILLION) 221
TABLE 218 GEOSPATIAL ANALYTICS MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 221
13.1.2.8 Geospatial analytics market, by vertical 221
TABLE 219 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2016–2020 (USD MILLION) 222
TABLE 220 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2021–2026 (USD MILLION) 222
13.1.2.9 Geospatial analytics market, by region 223
TABLE 221 GEOSPATIAL ANALYTICS MARKET BY REGION, 2016–2020 (USD MILLION) 223
TABLE 222 GEOSPATIAL ANALYTICS MARKET, BY REGION, 2021–2026 (USD MILLION) 223
13.2 DISCUSSION GUIDE 224
13.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 227
13.4 AVAILABLE CUSTOMIZATIONS 229
13.5 RELATED REPORTS 229
13.6 AUTHOR DETAILS 230
1 INTRODUCTION 33
1.1 INTRODUCTION TO COVID-19 33
1.2 COVID-19 HEALTH ASSESSMENT 33
FIGURE 1 COVID-19: GLOBAL PROPAGATION 33
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 34
1.3 COVID-19 ECONOMIC ASSESSMENT 35
FIGURE 3 REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR
SELECT G20 COUNTRIES IN 2020 35
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 36
FIGURE 4 CRITERIA IMPACTING GLOBAL ECONOMY 36
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF THE GLOBAL ECONOMY 37
1.4 OBJECTIVES OF THE STUDY 38
1.5 MARKET DEFINITION 38
1.6 MARKET SCOPE 39
1.6.1 MARKET SEGMENTATION 39
1.6.2 REGIONS COVERED 40
1.6.3 YEARS CONSIDERED FOR THE STUDY 40
1.7 CURRENCY CONSIDERED 41
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2019–2021 41
1.8 STAKEHOLDERS 41
1.9 SUMMARY OF CHANGES 41
2 RESEARCH METHODOLOGY 43
2.1 RESEARCH DATA 43
FIGURE 6 DIGITAL MAP MARKET: RESEARCH DESIGN 43
2.1.1 SECONDARY DATA 44
2.1.2 PRIMARY DATA 44
2.1.2.1 Breakup of primaries 44
TABLE 2 PRIMARY INTERVIEWS 45
2.1.2.2 Key industry insights 45
2.2 MARKET BREAKUP AND DATA TRIANGULATION 46
2.3 MARKET SIZE ESTIMATION 47
FIGURE 7 DIGITAL MAP MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 47
2.3.1 TOP-DOWN APPROACH 47
2.3.2 BOTTOM-UP APPROACH 47
2.4 MARKET SIZE ESTIMATION 48
FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 1 (SUPPLY-SIDE): REVENUE OF OFFERINGS IN THE DIGITAL MAP MARKET 48
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 2 (SUPPLY-SIDE): COLLECTIVE REVENUE OF ALL THE OFFERINGS IN THE DIGITAL MAP MARKET 48
2.5 MARKET FORECAST 49
TABLE 3 FACTOR ANALYSIS 49
2.6 COMPETITIVE LEADERSHIP MAPPING RESEARCH METHODOLOGY 50
FIGURE 10 COMPETITIVE LEADERSHIP MAPPING: CRITERIA WEIGHTAGE 50
2.7 ASSUMPTIONS FOR THE STUDY 51
2.8 LIMITATIONS OF THE STUDY 52
3 EXECUTIVE SUMMARY 53
FIGURE 11 SOLUTIONS SEGMENT EXPECTED TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD 53
FIGURE 12 MAPPING DATA SEGMENT EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 54
FIGURE 13 CONSULTING SEGMENT EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 54
FIGURE 14 OUTDOOR MAPPING SEGMENT EXPECTED TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD 55
FIGURE 15 ROUTING AND NAVIGATION SEGMENT EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 55
FIGURE 16 ASIA PACIFIC EXPECTED TO WITNESS THE HIGHEST GROWTH DURING
THE FORECAST PERIOD 56
4 PREMIUM INSIGHTS 57
4.1 ATTRACTIVE MARKET OPPORTUNITIES IN THE GLOBAL DIGITAL MAP MARKET 57
FIGURE 17 GROWING NUMBER OF APPLICATIONS TO SUPPORT DIGITAL
MAP MARKET GROWTH 57
4.2 DIGITAL MAP MARKET, BY VERTICAL, 2021 57
FIGURE 18 INFRASTRUCTURE DEVELOPMENT AND CONSTRUCTION VERTICAL EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE IN 2021 57
4.3 NORTH AMERICA: DIGITAL MAP MARKET, BY APPLICATION AND VERTICAL, 2021 58
FIGURE 19 ROUTING AND NAVIGATION AND INFRASTRUCTURE DEVELOPMENT
AND CONSTRUCTION SEGMENTS EXPECTED TO ACCOUNT FOR LARGE MARKET SHARES 58
5 MARKET OVERVIEW AND INDUSTRY TRENDS 59
5.1 INTRODUCTION 59
5.2 MARKET DYNAMICS 59
FIGURE 20 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES:
DIGITAL MAP MARKET 60
5.2.1 DRIVERS 60
5.2.1.1 Rising adoption of mobile computing devices for navigation 60
5.2.1.2 Significant growth in the use of geospatial information 60
5.2.2 RESTRAINTS 61
5.2.2.1 Lack of expertise 61
5.2.2.2 Regulations and legal issues 61
5.2.3 OPPORTUNITIES 61
5.2.3.1 Rising demand for real-time mapping of data 61
5.2.3.2 Increasing implementation of 5G networks 62
5.2.4 CHALLENGES 62
5.2.4.1 User privacy and security concerns 62
5.3 DIGITAL MAP MARKET: COVID-19 IMPACT 62
5.4 DIGITAL MAP: EVOLUTION 63
FIGURE 21 EVOLUTION OF DIGITAL MAP 64
5.5 CASE STUDY ANALYSIS 64
5.5.1 ENERGY AND UTILITIES 64
5.5.1.1 Case study: Environmental preservation with crystal clear imagery 64
5.5.2 TRANSPORTATION AND LOGISTICS 65
5.5.2.1 Case study: Stantec leads in digital transformation 65
5.5.3 OIL & GAS 65
5.5.3.1 Case study: Supporting the entire process with GIS 65
5.5.4 MANUFACTURING AND MINING 66
5.5.4.1 Case study: Siemens reaches business goals of automation and digitalization with ServiceNow 66
5.5.5 TELECOM 67
5.5.5.1 Case study: Using GIS and geospatial data for mapping and customer service in telecommunications 67
5.5.6 HEALTHCARE 68
5.5.6.1 Case study: VITAS uses ServiceNow to improve patient and
employee experiences 68
5.5.7 BFSI 68
5.5.7.1 Case study: Providing a better customer experience
using digital solutions 68
5.5.8 TRANSPORTATION AND LOGISTICS 69
5.5.8.1 Case study: Fast-tracking rail incident response 69
5.6 SUPPLY/VALUE CHAIN ANALYSIS 70
FIGURE 22 SUPPLY/VALUE CHAIN ANALYSIS 70
TABLE 4 DIGITAL MAP MARKET: VALUE/SUPPLY CHAIN 71
5.7 PRICING MODEL ANALYSIS 71
5.7.1 AVERAGE SELLING PRICES OF KEY PLAYERS, BY APPLICATION 72
TABLE 5 AVERAGE SELLING PRICES OF KEY PLAYERS FOR TOP
THREE APPLICATIONS (USD) 72
5.8 PORTER’S FIVE FORCES ANALYSIS 73
FIGURE 23 DIGITAL MAP MARKET: PORTER’S FIVE FORCES ANALYSIS 73
TABLE 6 DIGITAL MAP MARKET: PORTER’S FIVE FORCES ANALYSIS 74
5.8.1 THREAT OF NEW ENTRANTS 74
5.8.2 THREAT OF SUBSTITUTES 74
5.8.3 BARGAINING POWER OF SUPPLIERS 74
5.8.4 BARGAINING POWER OF BUYERS 74
5.8.5 INTENSITY OF COMPETITIVE RIVALRY 75
5.9 TECHNOLOGY ANALYSIS 75
5.9.1 AI AND DIGITAL MAP 75
5.9.2 ML AND DIGITAL MAP 75
5.9.3 IOT AND DIGITAL MAP 76
5.9.4 CLOUD COMPUTING AND DIGITAL MAP 76
5.9.5 BLOCKCHAIN AND DIGITAL MAP 76
5.10 REGULATORY IMPLICATIONS 76
5.10.1 INTRODUCTION 76
5.10.2 SARBANES-OXLEY ACT OF 2002 77
5.10.3 GENERAL DATA PROTECTION REGULATION 77
5.10.4 CALIFORNIA CONSUMER PRIVACY ACT 78
5.10.5 INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001 78
5.10.6 PERSONAL DATA PROTECTION ACT 78
5.10.7 OPEN GEOSPATIAL CONSORTIUM 79
5.10.8 WORLD WIDE WEB CONSORTIUM 79
5.11 KEY CONFERENCES & EVENTS IN 2022-2023 80
TABLE 7 DIGITAL MAP MARKET: DETAILED LIST OF CONFERENCES AND EVENTS 80
5.12 KEY STAKEHOLDERS & BUYING CRITERIA 80
5.12.1 KEY STAKEHOLDERS IN THE BUYING PROCESS 80
FIGURE 24 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP
THREE APPLICATIONS 80
TABLE 8 INFLUENCE OF STAKEHOLDERS IN THE BUYING PROCESS FOR TOP
THREE APPLICATIONS (%) 81
5.12.2 BUYING CRITERIA 81
TABLE 9 KEY BUYING CRITERIA FOR THE TOP THREE APPLICATIONS 81
6 DIGITAL MAP MARKET, BY COMPONENT 82
6.1 INTRODUCTION 83
6.1.1 COMPONENTS: COVID-19 IMPACT 83
6.1.2 COMPONENTS: OPERATIONAL DRIVERS 83
FIGURE 25 SERVICES SEGMENT EXPECTED TO REMAIN DOMINANT DURING
THE FORECAST PERIOD 84
TABLE 10 DIGITAL MAP MARKET, BY COMPONENT, 2015–2020 (USD MILLION) 84
TABLE 11 DIGITAL MAP MARKET, BY COMPONENT, 2021–2026 (USD MILLION) 84
6.2 SOLUTIONS 85
FIGURE 26 GPS-ENABLED SERVICES SEGMENT EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 85
TABLE 12 DIGITAL MAP MARKET, BY SOLUTIONS, 2015–2020 (USD MILLION) 85
TABLE 13 DIGITAL MAP MARKET, BY SOLUTIONS, 2021–2026 (USD MILLION) 85
TABLE 14 DIGITAL MAP SOLUTIONS MARKET, BY REGION, 2015–2020 (USD MILLION) 86
TABLE 15 DIGITAL MAP SOLUTIONS MARKET, BY REGION, 2021–2026 (USD MILLION) 86
6.2.1 MAPPING DATA 86
TABLE 16 MAPPING DATA SOLUTIONS: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 87
TABLE 17 MAPPING DATA SOLUTIONS: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 87
6.2.2 WEB MAPPING 87
TABLE 18 WEB MAPPING SOLUTIONS: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 87
TABLE 19 WEB MAPPING SOLUTIONS: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 88
6.2.3 GPS-ENABLED SERVICES 88
TABLE 20 GPS-ENABLED SERVICES: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 88
TABLE 21 GPS-ENABLED SERVICES: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 88
6.3 SERVICES 89
FIGURE 27 CROSS-PLATFORM SUPPORT SEGMENT EXPECTED TO ACCOUNT FOR
THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 89
TABLE 22 DIGITAL MAP MARKET, BY SERVICES, 2015–2020 (USD MILLION) 89
TABLE 23 DIGITAL MAP MARKET, BY SERVICES, 2021–2026 (USD MILLION) 89
TABLE 24 DIGITAL MAP SERVICES MARKET, BY REGION, 2015–2020 (USD MILLION) 90
TABLE 25 DIGITAL MAP SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION) 90
6.3.1 CONSULTING 90
TABLE 26 CONSULTING SERVICES: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 90
TABLE 27 CONSULTING SERVICES: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 91
6.3.2 CROSS-PLATFORM SUPPORT 91
TABLE 28 CROSS-PLATFORM SUPPORT SERVICES: DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 91
TABLE 29 CROSS-PLATFORM SUPPORT SERVICES: DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 92
6.3.3 DEPLOYMENT AND INTEGRATION 92
TABLE 30 DEPLOYMENT AND INTEGRATION SERVICES: DIGITAL MAP MARKET,
BY REGION, 2015–2020 (USD MILLION) 92
TABLE 31 DEPLOYMENT AND INTEGRATION SERVICES: DIGITAL MAP MARKET,
BY REGION, 2021–2026 (USD MILLION) 93
7 DIGITAL MAP MARKET, BY MAPPING TYPE 94
7.1 INTRODUCTION 95
7.1.1 MAPPING TYPE: COVID-19 IMPACT 95
7.1.2 MAPPING TYPE: OPERATIONAL DRIVERS 95
FIGURE 28 INDOOR MAPPING SEGMENT EXPECTED TO RECORD A HIGHER GROWTH RATE DURING THE FORECAST PERIOD 96
TABLE 32 DIGITAL MAP MARKET, BY MAPPING TYPE, 2015–2020 (USD MILLION) 96
TABLE 33 DIGITAL MAP MARKET, BY MAPPING TYPE, 2021–2026 (USD MILLION) 96
7.2 OUTDOOR MAPPING 97
TABLE 34 OUTDOOR MAPPING: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 97
TABLE 35 OUTDOOR MAPPING: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 97
7.3 INDOOR MAPPING 98
TABLE 36 INDOOR MAPPING: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 98
TABLE 37 INDOOR MAPPING: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 98
8 DIGITAL MAP MARKET, BY APPLICATION 99
8.1 INTRODUCTION 100
8.1.1 APPLICATIONS: COVID-19 IMPACT 100
8.1.2 APPLICATIONS: OPERATIONAL DRIVERS 100
FIGURE 29 ROUTING AND NAVIGATION SEGMENT EXPECTED TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 101
TABLE 38 DIGITAL MAP MARKET, BY APPLICATION, 2015–2020 (USD MILLION) 101
TABLE 39 DIGITAL MAP MARKET, BY APPLICATION, 2021–2026 (USD MILLION) 101
8.2 REAL-TIME LOCATION DATA MANAGEMENT 102
TABLE 40 REAL-TIME LOCATION DATA MANAGEMENT: DIGITAL MAP MARKET,
BY REGION, 2015–2020 (USD MILLION) 102
TABLE 41 REAL-TIME LOCATION DATA MANAGEMENT: DIGITAL MAP MARKET,
BY REGION, 2021–2026 (USD MILLION) 102
8.3 GEOCODING AND GEOPOSITIONING 103
TABLE 42 GEOCODING AND GEOPOSITIONING: DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 103
TABLE 43 GEOCODING AND GEOPOSITIONING: DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 103
8.4 ROUTING AND NAVIGATION 104
TABLE 44 ROUTING AND NAVIGATION: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 104
TABLE 45 ROUTING AND NAVIGATION: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 104
8.5 ASSET TRACKING 105
TABLE 46 ASSET TRACKING: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 105
TABLE 47 ASSET TRACKING: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 105
8.6 OTHER APPLICATIONS 106
TABLE 48 OTHER APPLICATIONS: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 106
TABLE 49 OTHER APPLICATIONS: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 106
9 DIGITAL MAP MARKET, BY VERTICAL 107
9.1 INTRODUCTION 108
9.1.1 VERTICALS: COVID-19 IMPACT 108
9.1.2 VERTICALS: OPERATIONAL DRIVERS 108
FIGURE 30 GOVERNMENT AND HOMELAND SECURITY VERTICAL EXPECTED TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 109
TABLE 50 DIGITAL MAP MARKET, BY VERTICAL, 2015–2020 (USD MILLION) 109
TABLE 51 DIGITAL MAP MARKET, BY VERTICAL, 2021–2026 (USD MILLION) 109
9.2 AGRICULTURE, OIL & GAS, AND OTHER NATURAL RESOURCES 110
TABLE 52 AGRICULTURE, OIL & GAS, AND OTHER NATURAL RESOURCES: DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 110
TABLE 53 AGRICULTURE, OIL & GAS, AND OTHER NATURAL RESOURCES: DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 110
9.3 INFRASTRUCTURE DEVELOPMENT AND CONSTRUCTION 111
TABLE 54 INFRASTRUCTURE DEVELOPMENT AND CONSTRUCTION: DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 111
TABLE 55 INFRASTRUCTURE DEVELOPMENT AND CONSTRUCTION: DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 111
9.4 GOVERNMENT AND HOMELAND SECURITY 112
TABLE 56 GOVERNMENT AND HOMELAND SECURITY: DIGITAL MAP MARKET,
BY REGION, 2015–2020 (USD MILLION) 112
TABLE 57 GOVERNMENT AND HOMELAND SECURITY: DIGITAL MAP MARKET,
BY REGION, 2021–2026 (USD MILLION) 112
9.5 LOGISTICS, TRAVEL, AND TRANSPORTATION 113
TABLE 58 LOGISTICS, TRAVEL, AND TRANSPORTATION: DIGITAL MAP MARKET,
BY REGION, 2015–2020 (USD MILLION) 113
TABLE 59 LOGISTICS, TRAVEL, AND TRANSPORTATION: DIGITAL MAP MARKET,
BY REGION, 2021–2026 (USD MILLION) 113
9.6 OTHER VERTICALS 114
TABLE 60 OTHER VERTICALS: DIGITAL MAP MARKET, BY REGION,
2015–2020 (USD MILLION) 114
TABLE 61 OTHER VERTICALS: DIGITAL MAP MARKET, BY REGION,
2021–2026 (USD MILLION) 114
10 DIGITAL MAP MARKET, BY REGION 115
10.1 INTRODUCTION 116
FIGURE 31 INDIA EXPECTED TO ACHIEVE THE HIGHEST CAGR DURING
THE FORECAST PERIOD 116
FIGURE 32 ASIA PACIFIC EXPECTED TO ATTAIN THE HIGHEST CAGR THE
DURING FORECAST PERIOD 116
TABLE 62 DIGITAL MAP MARKET, BY REGION, 2015–2020 (USD MILLION) 117
TABLE 63 DIGITAL MAP MARKET, BY REGION, 2021–2026 (USD MILLION) 117
10.2 NORTH AMERICA 117
10.2.1 NORTH AMERICA: DIGITAL MAP MARKET DRIVERS 118
10.2.2 NORTH AMERICA: COVID-19 IMPACT 118
TABLE 64 NORTH AMERICA: PROMINENT PLAYERS 118
FIGURE 33 NORTH AMERICA: MARKET SNAPSHOT 119
TABLE 65 NORTH AMERICA: DIGITAL MAP MARKET, BY COUNTRY,
2015–2020 (USD MILLION) 119
TABLE 66 NORTH AMERICA: DIGITAL MAP MARKET, BY COUNTRY,
2021–2026 (USD MILLION) 120
TABLE 67 NORTH AMERICA: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 120
TABLE 68 NORTH AMERICA: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 120
TABLE 69 NORTH AMERICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2015–2020 (USD MILLION) 120
TABLE 70 NORTH AMERICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2021–2026 (USD MILLION) 121
TABLE 71 NORTH AMERICA: DIGITAL MAP MARKET, BY SERVICES,
2015–2020 (USD MILLION) 121
TABLE 72 NORTH AMERICA: DIGITAL MAP MARKET, BY SERVICES,
2021–2026 (USD MILLION) 121
TABLE 73 NORTH AMERICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 121
TABLE 74 NORTH AMERICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 122
TABLE 75 NORTH AMERICA: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 122
TABLE 76 NORTH AMERICA: DIGITAL MAP MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 122
TABLE 77 NORTH AMERICA: DIGITAL MAP MARKET, BY VERTICAL,
2015–2020 (USD MILLION) 123
TABLE 78 NORTH AMERICA: DIGITAL MAP MARKET, BY VERTICAL,
2021–2026 (USD MILLION) 123
10.2.3 UNITED STATES 123
10.2.3.1 Growing demand for digital maps in municipalities 123
10.2.4 CANADA 124
10.2.4.1 Increasing number of government efforts for the application of
digital map solutions in various projects 124
10.3 EUROPE 124
10.3.1 EUROPE: DIGITAL MAP MARKET DRIVERS 125
10.3.2 EUROPE: COVID-19 IMPACT 125
TABLE 79 EUROPE: PROMINENT PLAYERS 125
TABLE 80 EUROPE: DIGITAL MAP MARKET, BY COUNTRY, 2015–2020 (USD MILLION) 125
TABLE 81 EUROPE: DIGITAL MAP MARKET, BY COUNTRY, 2021–2026 (USD MILLION) 126
TABLE 82 EUROPE: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 126
TABLE 83 EUROPE: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 126
TABLE 84 EUROPE: DIGITAL MAP MARKET, BY SOLUTIONS, 2015–2020 (USD MILLION) 126
TABLE 85 EUROPE: DIGITAL MAP MARKET, BY SOLUTIONS, 2021–2026 (USD MILLION) 127
TABLE 86 EUROPE: DIGITAL MAP MARKET, BY SERVICES, 2015–2020 (USD MILLION) 127
TABLE 87 EUROPE: DIGITAL MAP MARKET, BY SERVICES, 2021–2026 (USD MILLION) 127
TABLE 88 EUROPE: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 127
TABLE 89 EUROPE: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 128
TABLE 90 EUROPE: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 128
TABLE 91 EUROPE: DIGITAL MAP MARKET SIZE, BY APPLICATION,
2021–2026 (USD MILLION) 128
TABLE 92 EUROPE: DIGITAL MAP MARKET, BY VERTICAL, 2015–2020 (USD MILLION) 129
TABLE 93 EUROPE: DIGITAL MAP MARKET, BY VERTICAL, 2021–2026 (USD MILLION) 129
10.3.3 UNITED KINGDOM 129
10.3.3.1 Rapid adoption of digital map solutions to boost the economy 129
10.3.4 GERMANY 130
10.3.4.1 Growing demand for digital maps for self-driving cars in the automobile industry 130
10.3.5 FRANCE 130
10.3.5.1 Continuous efforts of the government to enhance the use
of digital maps 130
10.3.6 REST OF EUROPE 130
10.3.6.1 Businesses to adopt newer technology with the support of government fueling the growth of the market 130
10.4 ASIA PACIFIC 131
10.4.1 ASIA PACIFIC: DIGITAL MAP MARKET DRIVERS 131
10.4.2 ASIA PACIFIC: COVID-19 IMPACT 131
TABLE 94 ASIA PACIFIC: PROMINENT PLAYERS 132
FIGURE 34 ASIA PACIFIC: MARKET SNAPSHOT 132
TABLE 95 ASIA PACIFIC: DIGITAL MAP MARKET, BY COUNTRY,
2015–2020 (USD MILLION) 133
TABLE 96 ASIA PACIFIC: DIGITAL MAP MARKET, BY COUNTRY,
2021–2026 (USD MILLION) 133
TABLE 97 ASIA PACIFIC: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 133
TABLE 98 ASIA PACIFIC: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 133
TABLE 99 ASIA PACIFIC: DIGITAL MAP MARKET, BY SOLUTIONS,
2015–2020 (USD MILLION) 134
TABLE 100 ASIA PACIFIC: DIGITAL MAP MARKET, BY SOLUTIONS,
2021–2026 (USD MILLION) 134
TABLE 101 ASIA PACIFIC: DIGITAL MAP MARKET, BY SERVICES,
2015–2020 (USD MILLION) 134
TABLE 102 ASIA PACIFIC: DIGITAL MAP MARKET, BY SERVICES,
2021–2026 (USD MILLION) 134
TABLE 103 ASIA PACIFIC: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 135
TABLE 104 ASIA PACIFIC: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 135
TABLE 105 ASIA PACIFIC: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 135
TABLE 106 ASIA PACIFIC: DIGITAL MAP MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 135
TABLE 107 ASIA PACIFIC: DIGITAL MAP MARKET, BY VERTICAL,
2015–2020 (USD MILLION) 136
TABLE 108 ASIA PACIFIC: DIGITAL MAP MARKET, BY VERTICAL,
2021–2026 (USD MILLION) 136
10.4.3 AUSTRALIA & NEW ZEALAND 136
10.4.3.1 Adoption of all new technologies of digital map solutions to maintain a competitive edge 136
10.4.4 CHINA 137
10.4.4.1 Usage of new mapping solutions by businesses and
governments to effectively share information, manage resources, and optimize services 137
10.4.5 JAPAN 137
10.4.5.1 Growing demand for digital maps to enhance the effectiveness of administrative work 137
10.4.6 INDIA 137
10.4.6.1 Digital mapping technology plays a critical role in ensuring the long-term viability of regional and urban development 137
10.4.7 REST OF ASIA PACIFIC 138
10.4.7.1 Development of digital maps driven by an increase in the use of digital-based solutions 138
10.5 MIDDLE EAST & AFRICA 138
10.5.1 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET DRIVERS 138
10.5.2 MIDDLE EAST & AFRICA: COVID-19 IMPACT 139
TABLE 109 MIDDLE EAST & AFRICA: PROMINENT PLAYERS 139
TABLE 110 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY COUNTRY,
2015–2020 (USD MILLION) 139
TABLE 111 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY COUNTRY,
2021–2026 (USD MILLION) 139
TABLE 112 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 140
TABLE 113 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 140
TABLE 114 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2015–2020 (USD MILLION) 140
TABLE 115 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2021–2026 (USD MILLION) 140
TABLE 116 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY SERVICES,
2015–2020 (USD MILLION) 141
TABLE 117 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY SERVICES,
2021–2026 (USD MILLION) 141
TABLE 118 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 141
TABLE 119 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 141
TABLE 120 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 142
TABLE 121 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 142
TABLE 122 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY VERTICAL,
2015–2020 (USD MILLION) 142
TABLE 123 MIDDLE EAST & AFRICA: DIGITAL MAP MARKET, BY VERTICAL,
2021–2026 (USD MILLION) 143
10.5.3 UNITED ARAB EMIRATES 143
10.5.3.1 Attempt by the government to use digital maps 143
10.5.4 SOUTH AFRICA 143
10.5.4.1 Changing technologies and related expertise offering potential for adoption of digital map solutions 143
10.5.5 KINGDOM OF SAUDI ARABIA 144
10.5.5.1 Oil & gas industry employing digital map solutions 144
10.5.6 REST OF MIDDLE EAST & AFRICA 144
10.5.6.1 Increased usage of sophisticated technology-based solutions providing possibilities to deliver digital map solutions 144
10.6 LATIN AMERICA 144
10.6.1 LATIN AMERICA: DIGITAL MAP MARKET DRIVERS 145
10.6.2 LATIN AMERICA: COVID-19 IMPACT 145
TABLE 124 LATIN AMERICA: PROMINENT PLAYERS 145
TABLE 125 LATIN AMERICA: DIGITAL MAP MARKET, BY COUNTRY,
2015–2020 (USD MILLION) 145
TABLE 126 LATIN AMERICA: DIGITAL MAP MARKET, BY COUNTRY,
2021–2026 (USD MILLION) 146
TABLE 127 LATIN AMERICA: DIGITAL MAP MARKET, BY COMPONENT,
2015–2020 (USD MILLION) 146
TABLE 128 LATIN AMERICA: DIGITAL MAP MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 146
TABLE 129 LATIN AMERICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2015–2020 (USD MILLION) 146
TABLE 130 LATIN AMERICA: DIGITAL MAP MARKET, BY SOLUTIONS,
2021–2026 (USD MILLION) 147
TABLE 131 LATIN AMERICA: DIGITAL MAP MARKET, BY SERVICES,
2015–2020 (USD MILLION) 147
TABLE 132 LATIN AMERICA: DIGITAL MAP MARKET, BY SERVICES,
2021–2026 (USD MILLION) 147
TABLE 133 LATIN AMERICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2015–2020 (USD MILLION) 147
TABLE 134 LATIN AMERICA: DIGITAL MAP MARKET, BY MAPPING TYPE,
2021–2026 (USD MILLION) 148
TABLE 135 LATIN AMERICA: DIGITAL MAP MARKET, BY APPLICATION,
2015–2020 (USD MILLION) 148
TABLE 136 LATIN AMERICA: DIGITAL MAP MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 148
TABLE 137 LATIN AMERICA: DIGITAL MAP MARKET, BY VERTICAL,
2015–2020 (USD MILLION) 149
TABLE 138 LATIN AMERICA: DIGITAL MAP MARKET, BY VERTICAL,
2021–2026 (USD MILLION) 149
10.6.3 BRAZIL 149
10.6.3.1 Various digital map firms increasing their investments in the country 149
10.6.4 MEXICO 150
10.6.4.1 Mexico's expanding connectivity strengthening the
digital map market 150
10.6.5 REST OF LATIN AMERICA 150
11 COMPETITIVE LANDSCAPE 151
11.1 OVERVIEW 151
11.2 KEY PLAYER STRATEGIES 151
TABLE 139 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN
THE DIGITAL MAP MARKET 151
11.3 REVENUE ANALYSIS 152
FIGURE 35 REVENUE ANALYSIS OF KEY COMPANIES IN THE PAST FOUR YEARS 152
11.4 MARKET SHARE ANALYSIS 153
FIGURE 36 DIGITAL MAP MARKET: MARKET SHARE ANALYSIS 153
11.5 COMPANY EVALUATION QUADRANT 153
11.5.1 STARS 153
11.5.2 EMERGING LEADERS 153
11.5.3 PERVASIVE PLAYERS 154
11.5.4 PARTICIPANTS 154
FIGURE 37 KEY DIGITAL MAP MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2021 154
TABLE 140 DIGITAL MAP MARKET: DEGREE OF COMPETITION 155
11.6 COMPETITIVE BENCHMARKING 155
TABLE 141 COMPANY TOP THREE APPLICATIONS FOOTPRINT 155
TABLE 142 COMPANY REGION FOOTPRINT 156
TABLE 143 DIGITAL MAP MARKET: COMPETITIVE BENCHMARKING OF
MAJOR PLAYERS (PLATFORM/SOLUTIONS AND APPLICATION) 156
TABLE 144 DIGITAL MAP MARKET: COMPETITIVE BENCHMARKING OF
MAJOR PLAYERS (REGION) 157
11.7 STARTUP/SME EVALUATION QUADRANT 158
11.7.1 PROGRESSIVE COMPANIES 158
11.7.2 RESPONSIVE COMPANIES 158
11.7.3 DYNAMIC COMPANIES 159
11.7.4 STARTING BLOCKS 159
FIGURE 38 STARTUP/SME DIGITAL MAP MARKET EVALUATION MATRIX, 2021 159
11.8 COMPETITIVE SCENARIO 160
11.8.1 PRODUCT LAUNCHES 160
TABLE 145 PRODUCT LAUNCHES, 2021-2022 160
11.8.2 DEALS 161
TABLE 146 DEALS, 2021-2022 161
12 COMPANY PROFILES 162
12.1 INTRODUCTION 162
12.2 KEY PLAYERS 162
(Business and Financial Overview, Solutions Offered, Recent Developments, and MnM View)*
12.2.1 GOOGLE 162
TABLE 147 GOOGLE: BUSINESS OVERVIEW 162
FIGURE 39 GOOGLE: COMPANY SNAPSHOT 163
TABLE 148 GOOGLE: SOLUTIONS OFFERED 163
TABLE 149 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 164
TABLE 150 GOOGLE: DEALS 164
12.2.2 APPLE 166
TABLE 151 APPLE: BUSINESS OVERVIEW 166
FIGURE 40 APPLE: COMPANY SNAPSHOT 167
TABLE 152 APPLE: SOLUTIONS OFFERED 167
TABLE 153 APPLE: PRODUCT LAUNCHES AND ENHANCEMENTS 168
TABLE 154 APPLE: DEALS 168
12.2.3 TOMTOM 170
TABLE 155 TOMTOM: BUSINESS OVERVIEW 170
FIGURE 41 TOMTOM: COMPANY SNAPSHOT 171
TABLE 156 TOMTOM: SOLUTIONS OFFERED 171
TABLE 157 TOMTOM: PRODUCT LAUNCHES AND ENHANCEMENTS 172
TABLE 158 TOMTOM: DEALS 172
12.2.4 NEARMAP 174
TABLE 159 NEARMAP: BUSINESS OVERVIEW 174
FIGURE 42 NEARMAP: COMPANY SNAPSHOT 175
TABLE 160 NEARMAP: SOLUTIONS OFFERED 175
TABLE 161 NEARMAP: PRODUCT LAUNCHES AND ENHANCEMENTS 176
TABLE 162 NEARMAP: DEALS 176
12.2.5 ESRI 177
TABLE 163 ESRI: BUSINESS OVERVIEW 177
TABLE 164 ESRI: SOLUTIONS OFFERED 177
TABLE 165 ESRI: PRODUCT LAUNCHES AND ENHANCEMENTS 178
TABLE 166 ESRI: DEALS 178
12.2.6 INRIX 179
TABLE 167 INRIX: BUSINESS OVERVIEW 179
TABLE 168 INRIX: SOLUTIONS OFFERED 179
TABLE 169 INRIX: PRODUCT LAUNCHES AND ENHANCEMENTS 180
TABLE 170 INRIX: DEALS 181
12.2.7 HERE TECHNOLOGIES 182
TABLE 171 HERE TECHNOLOGIES: BUSINESS OVERVIEW 182
TABLE 172 HERE TECHNOLOGIES: SOLUTIONS OFFERED 182
TABLE 173 HERE TECHNOLOGIES: PRODUCT LAUNCHES AND ENHANCEMENTS 183
TABLE 174 HERE TECHNOLOGIES: DEALS 183
12.2.8 MAPQUEST 185
TABLE 175 MAPQUEST: BUSINESS OVERVIEW 185
TABLE 176 MAPQUEST: SOLUTIONS OFFERED 185
TABLE 177 MAPQUEST: DEALS 186
12.2.9 LIGHTBOX 187
TABLE 178 LIGHTBOX: BUSINESS OVERVIEW 187
TABLE 179 LIGHTBOX: SOLUTIONS OFFERED 187
TABLE 180 LIGHTBOX: PRODUCT LAUNCHES AND ENHANCEMENTS 188
TABLE 181 LIGHTBOX: DEALS 188
12.2.10 SERVICENOW 189
TABLE 182 SERVICENOW: BUSINESS OVERVIEW 189
FIGURE 43 SERVICENOW: COMPANY SNAPSHOT 190
TABLE 183 SERVICENOW: SOLUTIONS OFFERED 190
TABLE 184 SERVICENOW: PRODUCT LAUNCHES AND ENHANCEMENTS 191
TABLE 185 SERVICENOW: DEALS 191
12.2.11 ALIBABA GROUP 193
TABLE 186 ALIBABA GROUP: BUSINESS OVERVIEW 193
FIGURE 44 ALIBABA GROUP: COMPANY SNAPSHOT 193
TABLE 187 ALIBABA GROUP: SOLUTIONS OFFERED 194
TABLE 188 ALIBABA GROUP: PRODUCT LAUNCHES AND ENHANCEMENTS 194
TABLE 189 ALIBABA GROUP: DEALS 194
12.2.12 INPIXON 196
TABLE 190 INPIXON: BUSINESS OVERVIEW 196
FIGURE 45 INPIXON: COMPANY SNAPSHOT 197
TABLE 191 INPIXON: SOLUTIONS OFFERED 197
TABLE 192 INPIXON: PRODUCT LAUNCHES AND ENHANCEMENTS 198
TABLE 193 INPIXON: DEALS 199
12.2.13 META 201
TABLE 194 META: BUSINESS OVERVIEW 201
FIGURE 46 META: COMPANY SNAPSHOT 202
TABLE 195 META: SOLUTIONS OFFERED 202
TABLE 196 META: PRODUCT LAUNCHES AND ENHANCEMENTS 203
TABLE 197 META: DEALS 203
12.2.14 INDOORATLAS 204
TABLE 198 INDOORATLAS: BUSINESS OVERVIEW 204
TABLE 199 INDOORATLAS: SOLUTIONS OFFERED 204
TABLE 200 INDOORATLAS: DEALS 205
TABLE 201 INDOORATLAS: OTHERS 205
12.2.15 MAPSTED 206
TABLE 202 MAPSTED: BUSINESS OVERVIEW 206
TABLE 203 MAPSTED: SOLUTIONS OFFERED 206
TABLE 204 MAPSTED: PRODUCT LAUNCHES AND ENHANCEMENTS 207
TABLE 205 MAPSTED: DEALS 207
12.2.16 EMAPA 208
12.2.17 CALIPER CORPORATION 209
12.2.18 MAPMYINDIA 210
12.2.19 MAPIDEA 211
12.2.20 ONEVIEW 211
12.2.21 GEOVERRA 212
12.2.22 ORBITAL INSIGHT 212
12.2.23 URTHECAST 213
12.2.24 GEOCENTO 213
12.2.25 GEOSPIN 214
* Business and Financial Overview, Solutions Offered, Recent Developments, and MnM View might not be captured in case of unlisted companies.
13 APPENDIX 215
13.1 ADJACENT AND RELATED MARKETS 215
13.1.1 GEOGRAPHIC INFORMATION SYSTEM MARKET 215
13.1.1.1 Market definition 215
13.1.1.2 Market overview 215
13.1.1.3 Geographic information system market, by offering 215
TABLE 206 GEOGRAPHIC INFORMATION SYSTEM MARKET, BY OFFERING,
2018–2025 (USD BILLION) 216
13.1.1.4 Geographic information system market, by industry 216
TABLE 207 GEOGRAPHIC INFORMATION SYSTEM MARKET, BY INDUSTRY,
2018–2025 (USD MILLION) 216
13.1.1.5 Geographic information system market, by region 217
TABLE 208 GEOGRAPHIC INFORMATION SYSTEM MARKET, BY REGION,
2018–2025 (USD MILLION) 217
13.1.2 GEOSPATIAL ANALYTICS MARKET 217
13.1.2.1 Market definition 217
13.1.2.2 Market overview 217
13.1.2.3 Geospatial analytics market, by component 218
TABLE 209 GEOSPATIAL ANALYTICS MARKET, BY COMPONENT,
2016–2020 (USD MILLION) 218
TABLE 210 GEOSPATIAL ANALYTICS MARKET, BY COMPONENT,
2021–2026 (USD MILLION) 218
13.1.2.4 Geospatial analytics market, by type 218
TABLE 211 GEOSPATIAL ANALYTICS MARKET, BY TYPE, 2016–2020 (USD MILLION) 219
TABLE 212 GEOSPATIAL ANALYTICS MARKET, BY TYPE, 2021–2026 (USD MILLION) 219
13.1.2.5 Geospatial analytics market, by deployment mode 219
TABLE 213 GEOSPATIAL ANALYTICS MARKET, BY DEPLOYMENT MODE,
2016–2020 (USD MILLION) 219
TABLE 214 GEOSPATIAL ANALYTICS MARKET, BY DEPLOYMENT MODE,
2021–2026 (USD MILLION) 220
13.1.2.6 Geospatial analytics market, by organization size 220
TABLE 215 GEOSPATIAL ANALYTICS MARKET, BY ORGANIZATION SIZE,
2016–2020 (USD MILLION) 220
TABLE 216 GEOSPATIAL ANALYTICS MARKET, BY ORGANIZATION SIZE,
2021–2026 (USD MILLION) 220
13.1.2.7 Geospatial analytics market, by application 221
TABLE 217 GEOSPATIAL ANALYTICS MARKET, BY APPLICATION,
2016–2020 (USD MILLION) 221
TABLE 218 GEOSPATIAL ANALYTICS MARKET, BY APPLICATION,
2021–2026 (USD MILLION) 221
13.1.2.8 Geospatial analytics market, by vertical 221
TABLE 219 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2016–2020 (USD MILLION) 222
TABLE 220 GEOSPATIAL ANALYTICS MARKET, BY VERTICAL, 2021–2026 (USD MILLION) 222
13.1.2.9 Geospatial analytics market, by region 223
TABLE 221 GEOSPATIAL ANALYTICS MARKET BY REGION, 2016–2020 (USD MILLION) 223
TABLE 222 GEOSPATIAL ANALYTICS MARKET, BY REGION, 2021–2026 (USD MILLION) 223
13.2 DISCUSSION GUIDE 224
13.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 227
13.4 AVAILABLE CUSTOMIZATIONS 229
13.5 RELATED REPORTS 229
13.6 AUTHOR DETAILS 230
MarketsandMarkets