Table of Content


"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    31
FIGURE 3    REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020    32
1.3.1    COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT    32
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    37
1.6.2    REGIONS COVERED    37
1.6.3    YEARS CONSIDERED FOR THE STUDY    38
1.7    CURRENCY CONSIDERED    38
TABLE 1    USD EXCHANGE RATE, 2018–2021    38
1.8    STAKEHOLDERS    39
1.9    SUMMARY OF CHANGES    39
2    RESEARCH METHODOLOGY    40
2.1    RESEARCH DATA    40
FIGURE 6    GLOBAL DATA SCIENCE PLATFORM 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 DATA SCIENCE PLATFORM MARKET    44
FIGURE 8    MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 2 BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF
THE DATA SCIENCE PLATFORM MARKET    44
FIGURE 9    MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOLUTIONS/SERVICES OF THE DATA SCIENCE PLATFORM MARKET    45
FIGURE 10    MARKET SIZE ESTIMATION METHODOLOGY ? APPROACH 3 TOP-DOWN (DEMAND SIDE): SHARE OF DATA SCIENCE PLATFORM THROUGH THE OVERALL DATA SCIENCE PLATFORM SPENDING    46
FIGURE 11    DATA SCIENCE PLATFORM 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 12    COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE    48
2.5    STARTUP/SME EVALUATION MATRIX METHODOLOGY    49
FIGURE 13    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    GLOBAL DATA SCIENCE PLATFORM MARKET SIZE AND GROWTH RATE, 2016–2020 (USD MILLION, Y-O-Y%)    53
TABLE 3    GLOBAL DATA SCIENCE PLATFORM MARKET SIZE AND GROWTH RATE, 2021–2026 (USD MILLION, Y-O-Y%)    53
FIGURE 14    DATA SCIENCE PLATFORM COMPONENT SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE IN 2021    54
FIGURE 15    PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2021    54
FIGURE 16    DEPLOYMENT AND INTEGRATION SEGMENT TO HOLD THE LARGEST MARKET SIZE IN 2021    55
FIGURE 17    LARGE ENTERPRISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2021    55
FIGURE 18    ON-PREMISES SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE IN 2021    56
FIGURE 19    MARKETING SEGMENT TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021    56
FIGURE 20    HEALTHCARE AND LIFE SCIENCES INDUSTRY VERTICAL CONTRIBUTES TO THE HIGHEST MARKET REVENUE IN 2021    57
FIGURE 21    NORTH AMERICA TO BE AN EMERGING DOMINANT REGION IN TERMS OF MARKET SIZE IN 2021    57
4    PREMIUM INSIGHTS    58
4.1    ATTRACTIVE OPPORTUNITIES IN THE DATA SCIENCE PLATFORM MARKET    58
FIGURE 22    INCREASED DIGITALIZATION AND EMERGING TECHNOLOGIES, SUCH AS BIG DATA, ML, ANALYTICS, IOT, AND AI, TO DRIVE THE MARKET GROWTH    58
4.2    DATA SCIENCE PLATFORM MARKET: TOP THREE INDUSTRY VERTICALS    58
FIGURE 23    BFSI VERTICAL TO ACCOUNT FOR THE LARGEST MARKET SHARE DURING THE FORECAST PERIOD    58
4.3    DATA SCIENCE PLATFORM MARKET, BY REGION    59
FIGURE 24    NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021    59
4.4    NORTH AMERICA: DATA SCIENCE PLATFORM MARKET, BY BUSINESS FUNCTION AND INDUSTRY VERTICAL    60
FIGURE 25    MARKETING BUSINESS FUNCTION AND BFSI INDUSTRY VERTICAL TO ACCOUNT FOR THE LARGEST SHARES IN THE DATA SCIENCE PLATFORM MARKET IN 2021    60
5    MARKET OVERVIEW AND INDUSTRY TRENDS    61
5.1    INTRODUCTION    61
5.2    MARKET DYNAMICS    61
FIGURE 26    DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA SCIENCE PLATFORM MARKET    61
5.2.1    DRIVERS    62
5.2.1.1    Astonishing growth of big data    62
5.2.1.2    Rising adoption of cloud-based solutions    62
5.2.1.3    Rising application of the data science platform in various industries    63
5.2.1.4    Growing need to extract in-depth insights from voluminous data to gain competitive advantage    63
5.2.2    RESTRAINTS    63
5.2.2.1    Lack of clarity on business problem    63
5.2.2.2    Stringent government rules and regulations    63
5.2.3    OPPORTUNITIES    64
5.2.3.1    Higher inclination of enterprises toward data-intensive business strategies    64
5.2.3.2    Rising adoption of advanced technologies    64
5.2.4    CHALLENGES    65
5.2.4.1    Lack of adequately skilled workforce    65
5.2.4.2    Data privacy, security, and reliability concerns    65
5.3    USE CASES    65
5.3.1    BANKING, FINANCIAL SERVICES AND INSURANCE    65
5.3.1.1    Use Case 1: CBA uses H2O AI Cloud capabilities to generate better customer and community outcomes at a greater pace and scale    65
5.3.2    TELECOMMUNICATION AND INFORMATION TECHNOLOGY    66
5.3.2.1    Use Case 2: AT&T uses H2O.AI to address a broad range of use cases, from marketing and sales to network availability and maintenance    66
5.3.3    RETAIL AND CONSUMER GOODS    67
5.3.3.1    Use Case 3: Azure Databricks offers a Unified Data Analytics Platform for Reckitt to improve cost optimization    67
5.3.4    GOVERNMENT AND DEFENSE    68
5.3.4.1    Use Case 4: Project Odyssey uses SAS software for data integration and intelligent data mining of large sets of ballistics and crime information data    68
5.3.5    MEDIA AND ENTERTAINMENT    68
5.3.5.1    Use Case 5: Comcast uses H2O AI CLOUD to enhance customer experience    68

5.3.6    MANUFACTURING    69
5.3.6.1    Use Case 6: ENGIE Digital uses Amazon SageMaker for predictive maintenance at power plants    69
5.3.7    HEALTHCARE AND LIFE SCIENCES    69
5.3.7.1    Use Case 7: Department of Nursing uses TIBCO Data Science Software to strengthen the training process    69
5.3.8    TRANSPORT AND LOGISTICS    70
5.3.8.1    Use Case 8: Transport for London uses RapidMiner to aid the performance of the road network    70
5.3.9    ENERGY AND UTILITIES    71
5.3.9.1    Use Case 9: Blue River Analytics uses TIBCO Data Science to save time, reduce costs, and increase productivity    71
5.4    PATENT ANALYSIS    71
5.4.1    METHODOLOGY    71
5.4.2    DOCUMENT TYPE    71
TABLE 4    PATENTS FILED, 2019–2022    71
5.4.3    INNOVATION AND PATENT APPLICATIONS    72
FIGURE 27    ANNUAL NUMBER OF PATENTS GRANTED, 2018–2021    72
5.4.3.1    Top applicants    72
FIGURE 28    TOP TEN COMPANIES WITH THE HIGHEST NUMBER OF PATENT APPLICATIONS, 2019–2022    72
5.5    KEY COMPONENTS AND CHARACTERISTICS OF THE DATA SCIENCE PLATFORM    73
FIGURE 29    DATA SCIENCE PLATFORM    73
5.6    DATA SCIENCE PLATFORM ECOSYSTEM    73
TABLE 5    DATA SCIENCE PLATFORM MARKET: ECOSYSTEM    73
5.7    SUPPLY CHAIN ANALYSIS    75
FIGURE 30    SUPPLY CHAIN ANALYSIS    75
5.8    PRICING MODEL ANALYSIS    76
TABLE 6    PRICING MODEL    76
5.9    TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS IN THE DATA SCIENCE PLATFORM MARKET    77
FIGURE 31    DATA SCIENCE PLATFORM MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS    77
5.10    PORTER’S FIVE FORCES ANALYSIS    78
FIGURE 32    DATA SCIENCE PLATFORM MARKET: PORTER’S FIVE FORCES ANALYSIS    78
TABLE 7    DATA SCIENCE PLATFORM MARKET: PORTER’S FIVE FORCES ANALYSIS    78
5.10.1    THREAT OF NEW ENTRANTS    79
5.10.2    THREAT OF SUBSTITUTES    79
5.10.3    BARGAINING POWER OF SUPPLIERS    79
5.10.4    BARGAINING POWER OF BUYERS    79
5.10.5    INTENSITY OF COMPETITIVE RIVALRY    80

5.11    TECHNOLOGICAL ANALYSIS    80
5.11.1    ARTIFICIAL INTELLIGENCE    80
5.11.2    MACHINE LEARNING    80
5.11.3    DEEP LEARNING    81
5.11.4    NATURAL LANGUAGE PROCESSING    81
5.11.5    INTERNET OF THINGS    81
5.11.6    CLOUD COMPUTING    81
5.12    REGULATORY IMPLICATIONS    82
5.12.1    GENERAL DATA PROTECTION REGULATION    82
5.12.2    HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT    82
5.12.3    PAYMENT CARD INDUSTRY DATA SECURITY STANDARD    82
5.12.4    SARBANES-OXLEY ACT OF 2002    82
5.12.5    SOC 2 TYPE II COMPLIANCE    83
5.12.6    ISO/IEC 27001    83
5.12.7    THE GRAMM–LEACH–BLILEY ACT    83
5.13    DATA SCIENCE PLATFORM MARKET: COVID-19 IMPACT    83
6    DATA SCIENCE PLATFORM MARKET, BY COMPONENT    84
6.1    INTRODUCTION    85
6.1.1    COVID-19 IMPACT ON THE DATA SCIENCE PLATFORM MARKET, BY COMPONENT    85
FIGURE 33    SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD    86
TABLE 8    DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    86
TABLE 9    DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    86
6.1.2    COMPONENTS: DATA SCIENCE PLATFORM MARKET DRIVERS    86
6.2    PLATFORM    87
TABLE 10    PLATFORM: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    87
TABLE 11    PLATFORM: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    88
6.3    SERVICES    88
FIGURE 34    MANAGED SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD    89
TABLE 12    DATA SCIENCE PLATFORM MARKET, BY SERVICE, 2016–2020 (USD MILLION)    89
TABLE 13    DATA SCIENCE PLATFORM MARKET, BY SERVICE, 2021–2026 (USD MILLION)    89
TABLE 14    SERVICES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    90
TABLE 15    SERVICES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    90

6.3.1    MANAGED SERVICES    90
TABLE 16    MANAGED SERVICES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    91
TABLE 17    MANAGED SERVICES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    91
6.3.2    PROFESSIONAL SERVICES    91
TABLE 18    PROFESSIONAL SERVICES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    92
TABLE 19    PROFESSIONAL SERVICES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    92
FIGURE 35    SUPPORT AND MAINTENANCE SERVICES SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD    92
TABLE 20    PROFESSIONAL SERVICES: DATA SCIENCE PLATFORM MARKET, BY TYPE, 2016–2020 (USD MILLION)    93
TABLE 21    PROFESSIONAL SERVICES: DATA SCIENCE PLATFORM MARKET, BY TYPE, 2021–2026 (USD MILLION)    93
6.3.3    CONSULTING    93
TABLE 22    CONSULTING DATA SCIENCE PLATFORM SERVICES MARKET, BY REGION, 2016–2020 (USD MILLION)    93
TABLE 23    CONSULTING DATA SCIENCE PLATFORM SERVICES MARKET, BY REGION, 2021–2026 (USD MILLION)    94
6.3.4    DEPLOYMENT AND INTEGRATION    94
TABLE 24    DEPLOYMENT AND INTEGRATION: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    94
TABLE 25    DEPLOYMENT AND INTEGRATION: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    95
6.3.5    SUPPORT AND MAINTENANCE    95
TABLE 26    SUPPORT AND MAINTENANCE: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    95
TABLE 27    SUPPORT AND MAINTENANCE: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    96
7    DATA SCIENCE PLATFORM MARKET, BY BUSINESS FUNCTION    97
7.1    INTRODUCTION    98
7.1.1    COVID-19 IMPACT ON THE DATA SCIENCE PLATFORM MARKET, BY BUSINESS FUNCTION    98
FIGURE 36    FINANCE AND ACCOUNTING SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD    98
TABLE 28    DATA SCIENCE PLATFORM MARKET, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION)    99
TABLE 29    DATA SCIENCE PLATFORM MARKET, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION)    99
7.1.2    BUSINESS FUNCTIONS: DATA SCIENCE PLATFORM MARKET DRIVERS    99
7.2    MARKETING    100
TABLE 30    MARKETING: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    100
TABLE 31    MARKETING: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    101
7.3    SALES    101
TABLE 32    SALES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    101
TABLE 33    SALES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    102
7.4    LOGISTICS    102
TABLE 34    LOGISTICS: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    103
TABLE 35    LOGISTICS: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    103
7.5    FINANCE AND ACCOUNTING    103
TABLE 36    FINANCE AND ACCOUNTING: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    104
TABLE 37    FINANCE AND ACCOUNTING: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    104
7.6    CUSTOMER SUPPORT    104
TABLE 38    CUSTOMER SUPPORT: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    105
TABLE 39    CUSTOMER SUPPORT: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    105
7.7    OTHER BUSINESS FUNCTIONS    105
TABLE 40    OTHER BUSINESS FUNCTIONS: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    106
TABLE 41    OTHER BUSINESS FUNCTIONS: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    106
8    DATA SCIENCE PLATFORM MARKET, BY DEPLOYMENT MODE    107
8.1    INTRODUCTION    108
8.1.1    COVID-19 IMPACT ON THE DATA SCIENCE PLATFORM MARKET, BY DEPLOYMENT MODE    108
FIGURE 37    CLOUD SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD    109
TABLE 42    DATA SCIENCE PLATFORM MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION)    109
TABLE 43    DATA SCIENCE PLATFORM MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)    109
8.1.2    DEPLOYMENT MODES: DATA SCIENCE PLATFORM MARKET DRIVERS    109
8.2    ON-PREMISES    110
TABLE 44    ON-PREMISES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    110
TABLE 45    ON-PREMISES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    111
8.3    CLOUD    111
TABLE 46    CLOUD: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    111
TABLE 47    CLOUD: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    112
9    DATA SCIENCE PLATFORM MARKET, BY ORGANIZATION SIZE    113
9.1    INTRODUCTION    114
9.1.1    COVID-19 IMPACT ON THE DATA SCIENCE PLATFORM MARKET, BY ORGANIZATION SIZE    114
FIGURE 38    SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD    115
TABLE 48    DATA SCIENCE PLATFORM MARKET, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION)    115
TABLE 49    DATA SCIENCE PLATFORM MARKET, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION)    115
9.1.2    ORGANIZATION SIZE: DATA SCIENCE PLATFORM MARKET DRIVERS    116
9.2    SMALL AND MEDIUM-SIZED ENTERPRISES    116
TABLE 50    SMALL AND MEDIUM-SIZED ENTERPRISES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    117
TABLE 51    SMALL AND MEDIUM-SIZED ENTERPRISES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    117
9.3    LARGE ENTERPRISES    117
TABLE 52    LARGE ENTERPRISES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    118
TABLE 53    LARGE ENTERPRISES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    118
10    DATA SCIENCE PLATFORM MARKET, BY INDUSTRY VERTICAL    119
10.1    INTRODUCTION    120
10.1.1    COVID-19 IMPACT ON THE DATA SCIENCE PLATFORM MARKET, BY INDUSTRY VERTICAL    120
FIGURE 39    HEALTHCARE AND LIFE SCIENCES INDUSTRY VERTICAL TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD    121
TABLE 54    DATA SCIENCE PLATFORM MARKET, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION)    122
TABLE 55    DATA SCIENCE PLATFORM MARKET, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION)    122
10.1.2    INDUSTRY VERTICALS: DATA SCIENCE PLATFORM MARKET DRIVERS    123
10.2    BANKING, FINANCIAL SERVICES, AND INSURANCE    124
TABLE 56    BANKING, FINANCIAL SERVICES, AND INSURANCE: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    124
TABLE 57    BANKING, FINANCIAL SERVICES, AND INSURANCE: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    124
10.3    TELECOMMUNICATIONS AND IT    125
TABLE 58    TELECOMMUNICATIONS AND IT: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    126
TABLE 59    TELECOMMUNICATIONS AND IT: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    126
10.4    RETAIL AND ECOMMERCE    126
TABLE 60    RETAIL AND ECOMMERCE: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    127
TABLE 61    RETAIL AND ECOMMERCE: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    127
10.5    HEALTHCARE AND LIFE SCIENCES    127
TABLE 62    HEALTHCARE AND LIFE SCIENCES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    128
TABLE 63    HEALTHCARE AND LIFE SCIENCES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    128
10.6    GOVERNMENT AND DEFENSE    129
TABLE 64    GOVERNMENT AND DEFENSE: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    129
TABLE 65    GOVERNMENT AND DEFENSE: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    130
10.7    MEDIA AND ENTERTAINMENT    130
TABLE 66    MEDIA AND ENTERTAINMENT: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    131
TABLE 67    MEDIA AND ENTERTAINMENT: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    131
10.8    MANUFACTURING    131
TABLE 68    MANUFACTURING: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    132
TABLE 69    MANUFACTURING: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    132
10.9    TRANSPORTATION AND LOGISTICS    132
TABLE 70    TRANSPORTATION AND LOGISTICS: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    133
TABLE 71    TRANSPORTATION AND LOGISTICS: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    133
10.10    ENERGY AND UTILITIES    134
TABLE 72    ENERGY AND UTILITIES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    134
TABLE 73    ENERGY AND UTILITIES: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    134
10.11    OTHER INDUSTRY VERTICALS    135
TABLE 74    OTHER INDUSTRY VERTICALS: DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    135
TABLE 75    OTHER INDUSTRY VERTICALS: DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    135
11    DATA SCIENCE PLATFORM MARKET, BY REGION    136
11.1    INTRODUCTION    137
FIGURE 40    ASIA PACIFIC TO ACHIEVE THE HIGHEST GROWTH IN THE DATA SCIENCE PLATFORM MARKET DURING THE FORECAST PERIOD    137
FIGURE 41    INDIA TO ACHIEVE THE HIGHEST GROWTH IN THE DATA SCIENCE PLATFORM MARKET DURING THE FORECAST PERIOD    138
TABLE 76    DATA SCIENCE PLATFORM MARKET, BY REGION, 2016–2020 (USD MILLION)    138
TABLE 77    DATA SCIENCE PLATFORM MARKET, BY REGION, 2021–2026 (USD MILLION)    138

11.2    NORTH AMERICA    139
11.2.1    NORTH AMERICA: DATA SCIENCE PLATFORM MARKET DRIVERS    139
11.2.2    NORTH AMERICA: COVID-19 IMPACT    140
11.2.3    NORTH AMERICA: REGULATIONS    140
11.2.3.1    Personal Information Protection and Electronic Documents Act (PIPEDA)    140
11.2.3.2    Gramm-Leach-Bliley (GLB) Act    141
11.2.3.3    Health Insurance Portability and Accountability Act (HIPAA) of 1996    141
11.2.3.4    Federal Information Security Management Act (FISMA)    141
11.2.3.5    Federal Information Processing Standards (FIPS)    141
11.2.3.6    California Consumer Privacy Act (CSPA)    142
FIGURE 42    NORTH AMERICA: MARKET SNAPSHOT    143
TABLE 78    NORTH AMERICA: DATA SCIENCE PLATFORM, BY COMPONENT, 2016–2020 (USD MILLION)    143
TABLE 79    NORTH AMERICA: DATA SCIENCE PLATFORM, BY COMPONENT, 2021–2026 (USD MILLION)    144
TABLE 80    NORTH AMERICA: DATA SCIENCE PLATFORM, BY SERVICE, 2016–2020 (USD MILLION)    144
TABLE 81    NORTH AMERICA: DATA SCIENCE PLATFORM, BY SERVICE, 2021–2026 (USD MILLION)    144
TABLE 82    NORTH AMERICA: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION)    144
TABLE 83    NORTH AMERICA: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION)    145
TABLE 84    NORTH AMERICA: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION)    145
TABLE 85    NORTH AMERICA: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)    145
TABLE 86    NORTH AMERICA: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION)    145
TABLE 87    NORTH AMERICA: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION)    146
TABLE 88    NORTH AMERICA: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION)    146
TABLE 89    NORTH AMERICA: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION)    146
TABLE 90    NORTH AMERICA: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION)    147
TABLE 91    NORTH AMERICA: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION)    147
TABLE 92    NORTH AMERICA: DATA SCIENCE PLATFORM, BY COUNTRY, 2016–2020 (USD MILLION)    148
TABLE 93    NORTH AMERICA: DATA SCIENCE PLATFORM, BY COUNTRY, 2021–2026 (USD MILLION)    148

11.2.4    UNITED STATES    148
TABLE 94    UNITED STATES: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    148
TABLE 95    UNITED STATES: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    149
TABLE 96    UNITED STATES: DATA SCIENCE PLATFORM MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION)    149
TABLE 97    UNITED STATES: DATA SCIENCE PLATFORM MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)    149
11.2.5    CANADA    149
TABLE 98    CANADA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    150
TABLE 99    CANADA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    150
TABLE 100    CANADA: DATA SCIENCE PLATFORM MARKET, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION)    150
TABLE 101    CANADA: DATA SCIENCE PLATFORM MARKET, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)    151
11.3    EUROPE    151
11.3.1    EUROPE: DATA SCIENCE PLATFORM MARKET DRIVERS    152
11.3.2    EUROPE: COVID-19 IMPACT    152
11.3.3    EUROPE: TARIFFS AND REGULATIONS    153
11.3.3.1    GDPR 2016/679 is a regulation in the EU    153
11.3.3.2    General Data Protection Regulation    153
11.3.3.3    European Committee for Standardization    153
11.3.3.4    European Technical Standards Institute    153
TABLE 102    EUROPE: DATA SCIENCE PLATFORM, BY COMPONENT, 2016–2020 (USD MILLION)    154
TABLE 103    EUROPE: DATA SCIENCE PLATFORM, BY COMPONENT, 2021–2026 (USD MILLION)    154
TABLE 104    EUROPE: DATA SCIENCE PLATFORM, BY SERVICE, 2016–2020 (USD MILLION)    154
TABLE 105    EUROPE: DATA SCIENCE PLATFORM, BY SERVICE, 2021–2026 (USD MILLION)    154
TABLE 106    EUROPE: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION)    155
TABLE 107    EUROPE: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION)    155
TABLE 108    EUROPE: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION)    155
TABLE 109    EUROPE: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)    155
TABLE 110    EUROPE: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION)    156
TABLE 111    EUROPE: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION)    156
TABLE 112    EUROPE: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION)    156
TABLE 113    EUROPE: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION)    157
TABLE 114    EUROPE: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION)    157
TABLE 115    EUROPE: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION)    158
TABLE 116    EUROPE: DATA SCIENCE PLATFORM MARKET, BY COUNTRY, 2016–2020 (USD MILLION)    158
TABLE 117    EUROPE: DATA SCIENCE PLATFORM MARKET, BY COUNTRY, 2021–2026 (USD MILLION)    158
11.3.4    UNITED KINGDOM    159
TABLE 118    UNITED KINGDOM: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    159
TABLE 119    UNITED KINGDOM: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    159
11.3.5    GERMANY    160
TABLE 120    GERMANY: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    160
TABLE 121    GERMANY: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    160
11.3.6    FRANCE    161
TABLE 122    FRANCE: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    161
TABLE 123    FRANCE: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    161
11.3.7    REST OF EUROPE    162
TABLE 124    REST OF EUROPE: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    162
TABLE 125    REST OF EUROPE: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    162
11.4    ASIA PACIFIC    163
11.4.1    ASIA PACIFIC: DATA SCIENCE PLATFORM MARKET DRIVERS    163
11.4.2    ASIA PACIFIC: COVID-19 IMPACT    164
11.4.3    ASIA PACIFIC: REGULATIONS    165
11.4.3.1    Privacy Commissioner for Personal Data    165
11.4.3.2    Act on the Protection of Personal Information    165
11.4.3.3    Critical Information Infrastructure    165
11.4.3.4    International Organization for Standardization 27001    166
11.4.3.5    Personal Data Protection Act    166
FIGURE 43    ASIA PACIFIC: MARKET SNAPSHOT    167
TABLE 126    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY COMPONENT, 2016–2020 (USD MILLION)    167
TABLE 127    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY COMPONENT, 2021–2026 (USD MILLION)    168
TABLE 128    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY SERVICE, 2016–2020 (USD MILLION)    168
TABLE 129    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY SERVICE, 2021–2026 (USD MILLION)    168
TABLE 130    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION)    168
TABLE 131    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION)    169
TABLE 132    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION)    169
TABLE 133    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)    169
TABLE 134    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION)    169
TABLE 135    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION)    170
TABLE 136    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION)    170
TABLE 137    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION)    170
TABLE 138    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION)    171
TABLE 139    ASIA PACIFIC: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION)    171
TABLE 140    ASIA PACIFIC: DATA SCIENCE PLATFORM MARKET, BY COUNTRY/REGION, 2016–2020 (USD MILLION)    172
TABLE 141    ASIA PACIFIC: DATA SCIENCE PLATFORM MARKET, BY COUNTRY/REGION, 2021–2026 (USD MILLION)    172
11.4.4    CHINA    172
TABLE 142    CHINA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    173
TABLE 143    CHINA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    173
11.4.5    JAPAN    173
TABLE 144    JAPAN: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    174
TABLE 145    JAPAN: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    174
11.4.6    INDIA    174
TABLE 146    INDIA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    175
TABLE 147    INDIA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    175
11.4.7    REST OF ASIA PACIFIC    175
TABLE 148    REST OF ASIA PACIFIC: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    176
TABLE 149    REST OF ASIA PACIFIC: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    176

11.5    MIDDLE EAST AND AFRICA    176
11.5.1    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM MARKET DRIVERS    177
11.5.2    MIDDLE EAST AND AFRICA: COVID-19 IMPACT    177
11.5.3    MIDDLE EAST AND AFRICA: REGULATIONS    178
11.5.3.1    Israeli Privacy Protection Regulations (Data Security), 5777-2017    178
11.5.3.2    GDPR Applicability in KSA    178
11.5.3.3    Protection of Personal Information Act (POPIA)    178
TABLE 150    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY COMPONENT, 2016–2020 (USD MILLION)    179
TABLE 151    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY COMPONENT, 2021–2026 (USD MILLION)    179
TABLE 152    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY SERVICE, 2016–2020 (USD MILLION)    179
TABLE 153    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY SERVICE, 2021–2026 (USD MILLION)    179
TABLE 154    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION)    180
TABLE 155    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION)    180
TABLE 156    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION)    180
TABLE 157    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)    180
TABLE 158    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION)    181
TABLE 159    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION)    181
TABLE 160    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION)    181
TABLE 161    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION)    182
TABLE 162    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION)    182
TABLE 163    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION)    183
TABLE 164    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM MARKET, BY COUNTRY/REGION, 2016–2020 (USD MILLION)    183
TABLE 165    MIDDLE EAST AND AFRICA: DATA SCIENCE PLATFORM MARKET, BY COUNTRY/REGION, 2021–2026 (USD MILLION)    183
11.5.4    MIDDLE EAST    184
TABLE 166    MIDDLE EAST: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    184
TABLE 167    MIDDLE EAST: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    184
11.5.5    AFRICA    185
TABLE 168    AFRICA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    185
TABLE 169    AFRICA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    185
11.5.6    REST OF THE MIDDLE EAST AND AFRICA    186
11.6    LATIN AMERICA    186
11.6.1    LATIN AMERICA: DATA SCIENCE PLATFORM MARKET DRIVERS    187
11.6.2    LATIN AMERICA: COVID-19 IMPACT    187
11.6.3    LATIN AMERICA: REGULATIONS    188
11.6.3.1    Brazil Data Protection Law    188
11.6.3.2    Argentina Personal Data Protection Law No. 25.326    188
TABLE 170    LATIN AMERICA: DATA SCIENCE PLATFORM, BY COMPONENT, 2016–2020 (USD MILLION)    189
TABLE 171    LATIN AMERICA: DATA SCIENCE PLATFORM, BY COMPONENT, 2021–2026 (USD MILLION)    189
TABLE 172    LATIN AMERICA: DATA SCIENCE PLATFORM, BY SERVICE, 2016–2020 (USD MILLION)    189
TABLE 173    LATIN AMERICA: DATA SCIENCE PLATFORM, BY SERVICE, 2021–2026 (USD MILLION)    189
TABLE 174    LATIN AMERICA: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2016–2020 (USD MILLION)    190
TABLE 175    LATIN AMERICA: DATA SCIENCE PLATFORM, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION)    190
TABLE 176    LATIN AMERICA: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2016–2020 (USD MILLION)    190
TABLE 177    LATIN AMERICA: DATA SCIENCE PLATFORM, BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)    190
TABLE 178    LATIN AMERICA: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2016–2020 (USD MILLION)    191
TABLE 179    LATIN AMERICA: DATA SCIENCE PLATFORM, BY ORGANIZATION SIZE, 2021–2026 (USD MILLION)    191
TABLE 180    LATIN AMERICA: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2016–2020 (USD MILLION)    191
TABLE 181    LATIN AMERICA: DATA SCIENCE PLATFORM, BY BUSINESS FUNCTION, 2021–2026 (USD MILLION)    192
TABLE 182    LATIN AMERICA: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2016–2020 (USD MILLION)    192
TABLE 183    LATIN AMERICA: DATA SCIENCE PLATFORM, BY INDUSTRY VERTICAL, 2021–2026 (USD MILLION)    193
TABLE 184    LATIN AMERICA: DATA SCIENCE PLATFORM MARKET, BY COUNTRY/REGION, 2016–2020 (USD MILLION)    193
TABLE 185    LATIN AMERICA: DATA SCIENCE PLATFORM MARKET, BY COUNTRY/REGION, 2021–2026 (USD MILLION)    193
11.6.4    BRAZIL    194
TABLE 186    BRAZIL: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    194
TABLE 187    BRAZIL: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    194

11.6.5    MEXICO    195
TABLE 188    MEXICO: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    195
TABLE 189    MEXICO: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    195
11.6.6    REST OF LATIN AMERICA    196
TABLE 190    REST OF LATIN AMERICA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2016–2020 (USD MILLION)    196
TABLE 191    REST OF LATIN AMERICA: DATA SCIENCE PLATFORM MARKET, BY COMPONENT, 2021–2026 (USD MILLION)    196
12    COMPETITIVE LANDSCAPE    197
12.1    OVERVIEW    197
12.2    KEY PLAYER STRATEGIES    197
12.3    REVENUE ANALYSIS    199
FIGURE 44    REVENUE ANALYSIS FOR KEY COMPANIES IN THE PAST FIVE YEARS    199
12.4    MARKET SHARE ANALYSIS    199
FIGURE 45    MARKET SHARE ANALYSIS FOR KEY COMPANIES    200
TABLE 192    DATA SCIENCE PLATFORM MARKET: DEGREE OF COMPETITION    200
12.5    COMPANY EVALUATION QUADRANT    201
12.5.1    STARS    201
12.5.2    EMERGING LEADERS    201
12.5.3    PERVASIVE    201
12.5.4    PARTICIPANT    201
FIGURE 46    KEY DATA SCIENCE PLATFORM MARKET PLAYERS, COMPANY EVALUATION QUADRANT, 2021    202
12.6    COMPETITIVE BENCHMARKING    203
12.6.1    COMPANY PRODUCT FOOTPRINT    203
TABLE 193    COMPANY PRODUCT FOOTPRINT    203
12.6.2    COMPANY REGION FOOTPRINT    204
TABLE 194    COMPANY REGION FOOTPRINT    204
TABLE 195    DATA SCIENCE PLATFORM MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS    205
TABLE 196    DATA SCIENCE PLATFORM MARKET: DETAILED LIST OF KEY PLAYERS    206
12.7    STARTUP/SME EVALUATION QUADRANT    207
12.7.1    PROGRESSIVE COMPANIES    207
12.7.2    RESPONSIVE COMPANIES    207
12.7.3    DYNAMIC COMPANIES    207
12.7.4    STARTING BLOCKS    208
FIGURE 47    STARTUP/SME DATA SCIENCE PLATFORM MARKET EVALUATION QUADRANT, 2021    208

12.8    STARTUP/SME COMPETITIVE BENCHMARKING    209
12.8.1    COMPANY PRODUCT FOOTPRINT    209
TABLE 197    STARTUP/SME COMPANY OFFERING FOOTPRINT    209
12.8.2    COMPANY REGION FOOTPRINT    209
TABLE 198    STARTUP/SME COMPANY REGION FOOTPRINT    209
TABLE 199    DATA SCIENCE PLATFORM MARKET: DETAILED LIST OF KEYS STARTUP/SMES    210
TABLE 200    DATA SCIENCE PLATFORM MARKET COMPETITIVE BENCHMARKING OF KEY STARTUP/SMES    211
12.9    COMPETITIVE SCENARIO AND TRENDS    211
12.9.1    PRODUCT LAUNCHES    211
TABLE 201    DATA SCIENCE PLATFORM MARKET: PRODUCT LAUNCHES, APRIL 2020– FEBRUARY 2022    212
12.9.2    DEALS    223
TABLE 202    DATA SCIENCE PLATFORM MARKET: DEALS, FEBRUARY 2019–FEBRUARY 2022    223"
"13    COMPANY PROFILES    242
13.1    INTRODUCTION    242
13.2    MAJOR PLAYERS    242
(Business Overview, Products & Services, Key Insights, Recent Developments, COVID-19 Related Developmets, MnM View)*
13.2.1    IBM    242
TABLE 203    IBM: BUSINESS OVERVIEW    242
FIGURE 48    IBM: COMPANY SNAPSHOT    243
TABLE 204    IBM: PRODUCTS OFFERED    243
TABLE 205    IBM: SERVICES OFFERED    244
TABLE 206    IBM: PRODUCT LAUNCHES AND ENHANCEMENTS    244
TABLE 207    IBM: DEALS    245
13.2.2    GOOGLE    249
TABLE 208    GOOGLE: BUSINESS OVERVIEW    249
FIGURE 49    GOOGLE: COMPANY SNAPSHOT    250
TABLE 209    GOOGLE: PRODUCTS OFFERED    250
TABLE 210    GOOGLE: SERVICES OFFERED    251
TABLE 211    GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS    251
TABLE 212    GOOGLE: DEALS    251
13.2.3    MICROSOFT    254
TABLE 213    MICROSOFT: BUSINESS OVERVIEW    254
FIGURE 50    MICROSOFT: COMPANY SNAPSHOT    255
TABLE 214    MICROSOFT: PRODUCTS OFFERED    255
TABLE 215    MICROSOFT: SERVICES OFFERED    257
TABLE 216    MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS    257
TABLE 217    MICROSOFT: DEALS    259
13.2.4    MATHWORKS    262
TABLE 218    MATHWORKS: BUSINESS OVERVIEW    262
TABLE 219    MATHWORKS: PRODUCTS OFFERED    263
TABLE 220    MATHWORKS: SERVICES OFFERED    265
TABLE 221    MATHWORKS: PRODUCT LAUNCHES AND ENHANCEMENTS    265
TABLE 222    MATHWORKS: DEALS    266
13.2.5    SAS    268
TABLE 223    SAS: BUSINESS OVERVIEW    268
FIGURE 51    SAS: COMPANY SNAPSHOT    269
TABLE 224    SAS: PRODUCTS OFFERED    269
TABLE 225    SAS: SERVICES OFFERED    270
TABLE 226    SAS: PRODUCT LAUNCHES AND ENHANCEMENTS    270
TABLE 227    SAS: DEALS    271
13.2.6    CLOUDERA    273
TABLE 228    CLOUDERA: BUSINESS OVERVIEW    273
FIGURE 52    CLOUDERA: COMPANY SNAPSHOT    274
TABLE 229    CLOUDERA: PRODUCTS OFFERED    274
TABLE 230    CLOUDERA: SERVICES OFFERED    275
TABLE 231    CLOUDERA: PRODUCT LAUNCHES AND ENHANCEMENTS    275
TABLE 232    CLOUDERA: DEALS    276
13.2.7    TERADATA    277
TABLE 233    TERADATA: BUSINESS OVERVIEW    277
FIGURE 53    TERADATA: COMPANY SNAPSHOT    278
TABLE 234    TERADATA: PRODUCTS OFFERED    278
TABLE 235    TERADATA: SERVICES OFFERED    278
TABLE 236    TERADATA: PRODUCT LAUNCHES AND ENHANCEMENTS    279
TABLE 237    TERADATA: DEALS    279
13.2.8    TIBCO    282
TABLE 238    TIBCO: BUSINESS OVERVIEW    282
TABLE 239    TIBCO: PRODUCTS OFFERED    282
TABLE 240    TIBCO: SERVICES OFFERED    283
TABLE 241    TIBCO: PRODUCT LAUNCHES AND ENHANCEMENTS    283
TABLE 242    TIBCO: DEALS    284
13.2.9    AWS    286
TABLE 243    AWS: BUSINESS OVERVIEW    286
FIGURE 54    AWS: COMPANY SNAPSHOT    286
TABLE 244    AWS: PRODUCTS OFFERED    287
TABLE 245    AWS: SERVICES OFFERED    287
TABLE 246    AWS: PRODUCT LAUNCHES AND ENHANCEMENTS    287
TABLE 247    AWS: DEALS    288
13.2.10    ALTERYX    291
TABLE 248    ALTERYX: BUSINESS OVERVIEW    291
FIGURE 55    ALTERYX: COMPANY SNAPSHOT    292
TABLE 249    ALTERYX: PRODUCTS OFFERED    292
TABLE 250    ALTERYX: SERVICES OFFERED    293
TABLE 251    ALTERYX: PRODUCT LAUNCHES AND ENHANCEMENTS    293
TABLE 252    ALTERYX: DEALS    293
13.2.11    RAPIDMINER    295
TABLE 253    RAPIDMINER: BUSINESS OVERVIEW    295
TABLE 254    RAPIDMINER: PRODUCTS OFFERED    295
TABLE 255    RAPIDMINER: SERVICES OFFERED    296
TABLE 256    RAPIDMINER: PRODUCT LAUNCHES AND ENHANCEMENTS    296
TABLE 257    RAPIDMINER: DEALS    296
13.2.12    DATABRICKS    297
TABLE 258    DATABRICKS: BUSINESS OVERVIEW    297
TABLE 259    DATABRICKS: PRODUCTS OFFERED    297
TABLE 260    DATABRICKS: PRODUCT LAUNCHES AND ENHANCEMENTS    298
TABLE 261    DATABRICKS: DEALS    299
13.2.13    SNOWFLAKE    300
TABLE 262    SNOWFLAKE: BUSINESS OVERVIEW    300
FIGURE 56    SNOWFLAKE: COMPANY SNAPSHOT    300
TABLE 263    SNOWFLAKE: SOLUTIONS OFFERED    301
TABLE 264    SNOWFLAKE: SERVICES OFFERED    301
TABLE 265    SNOWFLAKE: PRODUCT LAUNCHES AND ENHANCEMENTS    301
TABLE 266    SNOWFLAKE: DEALS    302
13.2.14    H2O.AI    303
TABLE 267    H2O.AI: BUSINESS OVERVIEW    303
TABLE 268    H2O.AI: PRODUCTS OFFERED    303
TABLE 269    H2O.AI: PRODUCT LAUNCHES AND ENHANCEMENTS    304
TABLE 270    H2O.AI: DEALS    304
13.2.15    ANACONDA    306
TABLE 271    ANACONDA: BUSINESS OVERVIEW    306
TABLE 272    ANACONDA: PRODUCTS OFFERED    306
TABLE 273    ANACONDA: PRODUCT LAUNCHES AND ENHANCEMENTS    307
TABLE 274    ANACONDA: DEALS    308
13.2.16    ALTAIR    309
TABLE 275    ALTAIR: BUSINESS OVERVIEW    309
FIGURE 57    ALTAIR: COMPANY SNAPSHOT    310
TABLE 276    ALTAIR: PRODUCTS OFFERED    310
TABLE 277    ALTAIR: PRODUCT LAUNCHES AND ENHANCEMENTS    311
TABLE 278    ALTAIR: DEALS    311
*Details on Business Overview, Products & Services, Recent Developments, COVID-19 Related Developments, MnM View might not be captured in case of unlisted companies.
13.3    SMES/START-UPS    313
13.3.1    SAP    313
13.3.2    DOMINO DATA LAB    314
13.3.3    DATAIKU    315
13.3.4    DATAROBOT    316
13.3.5    APHERIS    317
13.3.6    COMET    318
13.3.7    DATABAND    319
13.3.8    DOTDATA    320
13.3.9    EXPLORIUM    320
13.3.10    NOOGATA    321
13.3.11    TECTON    321
13.3.12    SPELL    322
13.3.13    ARRIKTO    322
13.3.14    ITERATIVE    323
14    ADJACENT AND RELATED MARKETS    324
14.1    DATA GOVERNANCE MARKET—GLOBAL FORECAST TO 2025    324
14.1.1    MARKET DEFINITION    324
14.1.2    MARKETS OVERVIEW    324
14.1.2.1    Data governance market, by application    324
TABLE 279    DATA GOVERNANCE MARKET SIZE, BY APPLICATION,
2014–2019 (USD MILLION)    324
TABLE 280    DATA GOVERNANCE MARKET SIZE, BY APPLICATION,
2019–2025 (USD MILLION)    325
14.1.2.2    Data governance market, by component    325
TABLE 281    DATA GOVERNANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION)    325
TABLE 282    DATA GOVERNANCE MARKET SIZE, BY COMPONENT,
2019–2025 (USD MILLION)    326
14.1.2.3    Data governance market, by deployment model    326
TABLE 283    DATA GOVERNANCE MARKET SIZE, BY DEPLOYMENT MODEL,
2014–2019 (USD MILLION)    326
TABLE 284    DATA GOVERNANCE MARKET SIZE, BY DEPLOYMENT MODEL,
2019–2025 (USD MILLION)    326
14.1.2.4    Data governance market, by organization size    326
TABLE 285    DATA GOVERNANCE MARKET SIZE, BY ORGANIZATION SIZE,
2014–2019 (USD MILLION)    327
TABLE 286    DATA GOVERNANCE MARKET SIZE, BY ORGANIZATION SIZE,
2019–2025 (USD MILLION)    327
14.1.2.5    Data governance market, by vertical    327
TABLE 287    DATA GOVERNANCE MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION)    328
TABLE 288    DATA GOVERNANCE MARKET SIZE, BY VERTICAL, 2019–2025 (USD MILLION)    328
14.1.2.6    Data governance market, by region    329
TABLE 289    DATA GOVERNANCE MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)    329
TABLE 290    DATA GOVERNANCE MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)    329

14.1.3    DATA DISCOVERY MARKET—GLOBAL FORECAST TO 2025    330
14.1.3.1    Market definition    330
14.1.3.2    Market overview    330
14.1.3.3    Data discovery market, by component    330
TABLE 291    DATA DISCOVERY MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION)    330
TABLE 292    DATA DISCOVERY MARKET SIZE, BY COMPONENT, 2019–2025 (USD MILLION)    331
TABLE 293    DATA DISCOVERY MARKET SIZE, BY SERVICE,2014–2019 (USD MILLION)    331
TABLE 294    DATA DISCOVERY MARKET SIZE, BY SERVICE, 2019–2025 (USD MILLION)    331
TABLE 295    PROFESSIONAL SERVICES: DATA DISCOVERY MARKET SIZE, BY TYPE, 2014–2019 (USD MILLION)    331
TABLE 296    PROFESSIONAL SERVICES: DATA DISCOVERY MARKET SIZE, BY TYPE, 2019–2025 (USD MILLION)    332
14.1.3.4    Data discovery market, by organization size    332
TABLE 297    DATA DISCOVERY MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION)    332
TABLE 298    DATA DISCOVERY MARKET SIZE, BY ORGANIZATION SIZE, 2019–2025 (USD MILLION)    333
14.1.3.5    Data discovery market, by deployment mode    333
TABLE 299    DATA DISCOVERY MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION)    333
TABLE 300    DATA DISCOVERY MARKET SIZE, BY DEPLOYMENT MODE, 2019–2025 (USD MILLION)    333
TABLE 301    CLOUD: DATA DISCOVERY MARKET SIZE, BY TYPE, 2014–2019 (USD MILLION)    334
TABLE 302    CLOUD: DATA DISCOVERY MARKET SIZE, BY TYPE, 2019–2025 (USD MILLION)    334
14.1.3.6    Data discovery market, by functionality    334
TABLE 303    DATA DISCOVERY MARKET SIZE, BY FUNCTIONALITY, 2014–2019 (USD MILLION)    335
TABLE 304    DATA DISCOVERY MARKET SIZE, BY FUNCTIONALITY, 2019–2025 (USD MILLION)    335
14.1.3.7    Data discovery market, by application    335
TABLE 305    DATA DISCOVERY MARKET SIZE, BY APPLICATION, 2014–2019 (USD MILLION)    336
TABLE 306    DATA DISCOVERY MARKET SIZE, BY APPLICATION, 2019–2025 (USD MILLION)    336
14.1.3.8    Data discovery market, by vertical    336
TABLE 307    DATA DISCOVERY MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION)    337
TABLE 308    DATA DISCOVERY MARKET SIZE, BY VERTICAL, 2019–2025 (USD MILLION)    337
14.1.3.9    Data discovery market, by region    338
TABLE 309    DATA DISCOVERY MARKET SIZE, BY REGION, 2014–2019 (USD MILLION)    338
TABLE 310    DATA DISCOVERY MARKET SIZE, BY REGION, 2019–2025 (USD MILLION)    338

15    APPENDIX    339
15.1    DISCUSSION GUIDE    339
15.2    KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL    346
15.3    AVAILABLE CUSTOMIZATIONS    348
15.4    RELATED REPORTS    348
15.5    AUTHOR DETAILS    349"