Table of Content


"1    INTRODUCTION    41
1.1    INTRODUCTION TO COVID-19    41
1.2    COVID-19 HEALTH ASSESSMENT    41
FIGURE 1    COVID-19: GLOBAL PROPAGATION    41
FIGURE 2    COVID-19 PROPAGATION: SELECT COUNTRIES    42
1.3    COVID-19 ECONOMIC ASSESSMENT    43
FIGURE 3    REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020    43
1.3.1    COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT    44
FIGURE 4    CRITERIA IMPACTING GLOBAL ECONOMY    44
FIGURE 5    SCENARIOS IN TERMS OF RECOVERY OF GLOBAL ECONOMY    45
1.4    OBJECTIVES OF THE STUDY    46
1.5    MARKET DEFINITION    46
1.5.1    INCLUSIONS AND EXCLUSIONS    46
1.6    MARKET SCOPE    48
1.6.1    MARKET SEGMENTATION    48
1.6.2    REGIONS COVERED    49
1.6.3    YEARS CONSIDERED FOR THE STUDY    49
1.7    CURRENCY CONSIDERED    50
TABLE 1    UNITED STATES DOLLAR EXCHANGE RATE, 2018–2020    50
1.8    STAKEHOLDERS    50
1.9    SUMMARY OF CHANGES    50
2    RESEARCH METHODOLOGY    51
2.1    RESEARCH DATA    51
FIGURE 6    PREDICTIVE ANALYTICS MARKET: RESEARCH DESIGN    51
2.1.1    SECONDARY DATA    52
2.1.2    PRIMARY DATA    52
TABLE 2    PRIMARY INTERVIEWS    52
2.1.2.1    Breakup of primary profiles    53
2.1.2.2    Key industry insights    53
2.2    MARKET BREAKUP AND DATA TRIANGULATION    54
FIGURE 7    DATA TRIANGULATION    54
2.3    MARKET SIZE ESTIMATION    55
FIGURE 8    PREDICTIVE ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES    55
2.3.1    TOP-DOWN APPROACH    55
2.3.2    BOTTOM-UP APPROACH    56
FIGURE 9    MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF PREDICTIVE ANALYTICS MARKET    56
FIGURE 10    MARKET SIZE ESTIMATION METHODOLOGY -APPROACH 2 - BOTTOM-UP  (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF THE PREDICTIVE ANALYTICS MARKET    57
FIGURE 11    MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM ALL SOFTWARE/SERVICES OF THE PREDICTIVE ANALYTICS MARKET    58
FIGURE 12    MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF PREDICTIVE ANALYTICS THROUGH OVERALL PREDICTIVE ANALYTICS SPENDING    58
2.4    MARKET FORECAST    59
TABLE 3    FACTOR ANALYSIS    59
TABLE 4    IMPACT OF COVID-19    60
2.5    COMPANY EVALUATION MATRIX    61
FIGURE 13    COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE    61
2.6    START-UP/SME EVALUATION MATRIX METHODOLOGY    62
FIGURE 14    START-UP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE    62
2.7    ASSUMPTIONS FOR THE STUDY    62
2.8    LIMITATIONS OF THE STUDY    64
3    EXECUTIVE SUMMARY    65
TABLE 5    PREDICTIVE ANALYTICS MARKET SIZE AND GROWTH RATE,  
2015–2020 (USD MILLION, Y-O-Y%)    67
TABLE 6    PREDICTIVE ANALYTICS MARKET SIZE AND GROWTH RATE,  
2021–2026 (USD MILLION, Y-O-Y%)    67
FIGURE 15    SOLUTIONS SEGMENT, BY COMPONENT, EXPECTED TO ACHIEVE A LARGER MARKET SIZE IN 2021    68
FIGURE 16    PROFESSIONAL SERVICES SEGMENT TO ACCOUNT FOR A LARGER MARKET SHARE IN 2021    68
FIGURE 17    FINANCIAL ANALYTICS SOLUTIONS TO DOMINATE THE MARKET IN 2021    69
FIGURE 18    ON-PREMISE DEPLOYMENT TO LEAD THE MARKET IN 2021    69
FIGURE 19    LARGE ENTERPRISES SEGMENT EXPECTED TO ACCOUNT FOR A LARGER MARKET SHARE IN 2021    70
FIGURE 20    BFSI VERTICAL TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021    70
FIGURE 21    NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2021    71
4    PREMIUM INSIGHTS    72
4.1    ATTRACTIVE OPPORTUNITIES IN THE PREDICTIVE ANALYTICS MARKET    72
FIGURE 22    INCREASING ADOPTION OF AI AND ML TECHNOLOGIES TO BOOST THE MARKET GROWTH    72
4.2    PREDICTIVE ANALYTICS MARKET, BY VERTICAL    72
FIGURE 23    BFSI SEGMENT EXPECTED TO LEAD THE MARKET BY 2026    72
4.3    PREDICTIVE ANALYTICS MARKET, BY REGION    73
FIGURE 24    NORTH AMERICA ACCOUNTED FOR THE LARGEST MARKET SHARE IN 2020    73
4.4    PREDICTIVE ANALYTICS MARKET, BY SOLUTIONS AND VERTICAL    73
FIGURE 25    CUSTOMER ANALYTICS AND TELECOM AND IT TO ACCOUNT FOR THE LARGEST RESPECTIVE MARKET SHARES IN 2021    73
5    MARKET OVERVIEW AND INDUSTRY TRENDS    74
5.1    INTRODUCTION    74
5.2    MARKET DYNAMICS    74
FIGURE 26    DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES:  PREDICTIVE ANALYTICS MARKET    75
5.2.1    DRIVERS    75
5.2.1.1    Rising adoption of big data and other related technologies    75
5.2.1.2    Advent of machine learning and artificial intelligence    76
5.2.1.3    Cost benefits of cloud-based predictive analytics solutions    76
5.2.2    RESTRAINTS    77
5.2.2.1    Changing regional data regulations leading to a time-consuming restructuring of predictive models    77
5.2.2.2    Data security concerns    77
5.2.3    OPPORTUNITIES    78
5.2.3.1    Rising internet proliferation and growing usage of connected and integrated technologies    78
5.2.3.2    Increasing demand for real-time analytical solutions to track and monitor COVID-19 spread    78
5.2.3.3    Growing role of predictive analytics in achieving manufacturing excellence    79
5.2.4    CHALLENGES    79
5.2.4.1    Integration of data from data silos    79
5.2.4.2    Ownership and privacy of collected data    79
5.3    PREDICTIVE ANALYTICS MARKET: COVID-19 IMPACT    80
5.4    PREDICTIVE ANALYTICS: EVOLUTION    80
FIGURE 27    EVOLUTION OF PREDICTIVE ANALYTICS    81
5.5    PREDICTIVE ANALYTICS: ECOSYSTEM    81
FIGURE 28    PREDICTIVE ANALYTICS: ECOSYSTEM    81
5.6    CASE STUDY ANALYSIS    82
TABLE 7    USE CASES: PROMINENT INDUSTRY-WISE INSTANCES    82
5.6.1    BANKING, FINANCIAL SERVICES, AND INSURANCE    84
5.6.1.1    Case study 1: Streamlining the mortgage appraisal process    84
5.6.2    TELECOMMUNICATION AND IT    85
5.6.2.1    Case study 1: Customer segmentation    85
5.6.3    RETAIL AND ECOMMERCE    85
5.6.3.1    Case study 1: Using weather data to predict sales    85
5.6.4    HEALTHCARE AND LIFE SCIENCES    86
5.6.4.1    Case study 1: Improve healthcare operations through data analysis    86
5.6.5    MANUFACTURING    86
5.6.5.1    Case study 1: Improving customer support in electronic manufacturing    86
5.6.5.2    Case study 2: Improvements in products, services, and customer satisfaction through advanced analytics and AI    87
5.6.6    ENERGY AND UTILITIES    87
5.6.6.1    Case study 1: Increase debt collection    87
5.6.7    TRANSPORTATION AND LOGISTICS    88
5.6.7.1    Case study 1: Visualize and predict the status of the fleet    88
5.6.8    MEDIA AND ENTERTAINMENT    88
5.6.8.1    Case study 1: Scaling a small data team using machine learning    88
5.6.9    GOVERNMENT AND DEFENCE    89
5.6.9.1    Case study 1: HAN University to equip students thrive in a digital future    89
5.6.10    TRAVEL AND HOSPITALITY    89
5.6.10.1    Case study 1: Optimizing customer experience with Teradata Vantage    89
5.7    PATENT ANALYSIS    90
5.7.1    METHODOLOGY    90
5.7.2    DOCUMENT TYPE    90
TABLE 8    PATENTS FILED, 2018–2021    90
5.7.3    INNOVATION AND PATENT APPLICATIONS    90
FIGURE 29    TOTAL NUMBER OF PATENTS GRANTED IN A YEAR, 2018–2021    90
5.7.3.1    Top applicants    91
FIGURE 30    TOP TEN COMPANIES WITH THE HIGHEST NUMBER OF PATENT APPLICATIONS, 2018–2021    91
TABLE 9    TOP TEN PATENT OWNERS (US) IN THE PREDICTIVE ANALYTICS MARKET, 2018–2021    91
5.8    SUPPLY/VALUE CHAIN ANALYSIS    92
FIGURE 31    SUPPLY/VALUE CHAIN ANALYSIS    92
TABLE 10    PREDICTIVE ANALYTICS MARKET: VALUE/SUPPLY CHAIN    93
5.9    PRICING MODEL ANALYSIS    94
5.10    PORTER’S FIVE FORCES ANALYSIS    95
FIGURE 32    PREDICTIVE ANALYTICS MARKET: PORTER’S FIVE FORCES ANALYSIS    95
TABLE 11    PREDICTIVE ANALYTICS MARKET: PORTER’S FIVE FORCES ANALYSIS    95
5.10.1    THREAT OF NEW ENTRANTS    96
5.10.2    THREAT OF SUBSTITUTES    96
5.10.3    BARGAINING POWER OF SUPPLIERS    96
5.10.4    BARGAINING POWER OF BUYERS    96
5.10.5    INTENSITY OF COMPETITIVE RIVALRY    96
5.11    TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS IN THE PREDICTIVE ANALYTICS MARKET    97
FIGURE 33    PREDICTIVE ANALYTICS MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS    97
5.12    TECHNOLOGY ANALYSIS    97
5.12.1    AI AND PREDICTIVE ANALYTICS    97
5.12.2    BLOCKCHAIN AND PREDICTIVE ANALYTICS    98
5.12.3    ML AND PREDICTIVE ANALYTICS    98
5.12.4    IOT AND PREDICTIVE ANALYTICS    98
5.12.5    5G AND PREDICTIVE ANALYTICS    98
5.13    REGULATORY IMPLICATIONS    99
5.13.1    INTRODUCTION    99
5.13.2    SARBANES-OXLEY ACT OF 2002    99
5.13.3    GENERAL DATA PROTECTION REGULATION    99
5.13.4    BASEL    99
5.14    PREDICTIVE ANALYTICS MODELS    100
5.14.1    CLASSIFICATION MODEL    100
5.14.2    CLUSTERING MODEL    100
5.14.3    FORECAST MODEL    100
5.14.4    TIME SERIES MODEL    100
5.14.5    OUTLIERS MODEL    100
6    PREDICTIVE ANALYTICS MARKET, BY COMPONENT    101
6.1    INTRODUCTION    102
6.1.1    COMPONENTS: COVID-19 IMPACT    102
FIGURE 34    SERVICES SEGMENT EXPECTED TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD    102
TABLE 12    PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,
2015–2020 (USD MILLION)    103
TABLE 13    PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,
2021–2026 (USD MILLION)    103
6.2    SOLUTIONS    103
FIGURE 35    SALES ANALYTICS SEGMENT EXPECTED TO REGISTER THE HIGHEST CAGR DURING THE FORECAST PERIOD    104
TABLE 14    PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,
2015–2020 (USD MILLION)    104
TABLE 15    PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,
2021–2026 (USD MILLION)    105
6.2.1    FINANCIAL ANALYTICS    105
TABLE 16    FINANCIAL ANALYTICS MARKET SIZE, BY REGION,
2015–2020 (USD MILLION)    105
TABLE 17    FINANCIAL ANALYTICS MARKET SIZE, BY REGION,
2021–2026 (USD MILLION)    106
TABLE 18    FINANCIAL ANALYTICS MARKET SIZE, BY APPLICATION,
2015–2020 (USD MILLION)    106
TABLE 19    FINANCIAL ANALYTICS MARKET SIZE, BY APPLICATION,
2021–2026 (USD MILLION)    106
6.2.1.1    Fraud detection    107
6.2.1.2    Profitability management    107
6.2.1.3    Governance, risk, and compliance management    107
6.2.1.4    Other financial analytics applications    107
6.2.2    RISK ANALYTICS    108
TABLE 20    RISK ANALYTICS MARKET SIZE, BY REGION, 2015–2020 (USD MILLION)    108
TABLE 21    RISK ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION)    108
TABLE 22    RISK ANALYTICS MARKET SIZE, BY APPLICATION, 2015–2020 (USD MILLION)    109
TABLE 23    RISK ANALYTICS MARKET SIZE, BY APPLICATION, 2021–2026 (USD MILLION)    109
6.2.2.1    Cyber risk management    109
6.2.2.2    Operational risk management    110
6.2.2.3    Credit and market risk management    110
6.2.2.4    Other risk analytics applications    110
6.2.3    MARKETING ANALYTICS    111
TABLE 24    MARKETING ANALYTICS MARKET SIZE, BY REGION,
2015–2020 (USD MILLION)    111
TABLE 25    MARKETING ANALYTICS MARKET SIZE, BY REGION,
2021–2026 (USD MILLION)    111
TABLE 26    MARKETING ANALYTICS MARKET SIZE, BY APPLICATION,
2015–2020 (USD MILLION)    112
TABLE 27    MARKETING ANALYTICS MARKET SIZE, BY APPLICATION,
 2021–2026 (USD MILLION)    112
6.2.3.1    Predictive modeling    112
6.2.3.2    Yield management    112
6.2.3.3    Product and service development strategies    112
6.2.3.4    Other marketing analytics applications    113
6.2.4    SALES ANALYTICS    113
TABLE 28    SALES ANALYTICS MARKET SIZE, BY REGION, 2015–2020 (USD MILLION)    113
TABLE 29    SALES ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION)    114
TABLE 30    SALES ANALYTICS MARKET SIZE, BY APPLICATION,
2015–2020 (USD MILLION)    114
TABLE 31    SALES ANALYTICS MARKET SIZE, BY APPLICATION,
2021–2026 (USD MILLION)    114
6.2.4.1    Sales life cycle management    115
6.2.4.2    Sales rep efficiency management    115
6.2.4.3    Other sales analytics applications    115
6.2.5    CUSTOMER ANALYTICS    115
TABLE 32    CUSTOMER ANALYTICS MARKET SIZE, BY REGION,
2015–2020 (USD MILLION)    115
TABLE 33    CUSTOMER ANALYTICS MARKET SIZE, BY REGION,
2021–2026 (USD MILLION)    116
TABLE 34    CUSTOMER ANALYTICS MARKET SIZE, BY APPLICATION,
2015–2020 (USD MILLION)    116
TABLE 35    CUSTOMER ANALYTICS MARKET SIZE, BY APPLICATION,
2021–2026 (USD MILLION)    116
6.2.5.1    Customer segmentation and clustering    117
6.2.5.2    Customer behavior analysis    117
6.2.5.3    Monitoring customer loyalty and satisfaction    117
6.2.5.4    Other customer analytics applications    117
6.2.6    WEB AND SOCIAL MEDIA ANALYTICS    117
TABLE 36    WEB AND SOCIAL MEDIA ANALYTICS MARKET SIZE, BY REGION,  
2015–2020 (USD MILLION)    118
TABLE 37    WEB AND SOCIAL MEDIA ANALYTICS MARKET SIZE, BY REGION,  
2021–2026 (USD MILLION)    118
TABLE 38    WEB AND SOCIAL MEDIA ANALYTICS MARKET SIZE, BY APPLICATION,
 2015–2020 (USD MILLION)    118
TABLE 39    WEB AND SOCIAL MEDIA ANALYTICS MARKET SIZE, BY APPLICATION,
 2021–2026 (USD MILLION)    119
6.2.6.1    Social media management    119
6.2.6.2    Search engine optimization    119
6.2.6.3    Performance monitoring    119
6.2.6.4    Competitor benchmarking    120
6.2.7    SUPPLY CHAIN ANALYTICS    120
TABLE 40    SUPPLY CHAIN ANALYTICS MARKET SIZE, BY REGION,
2015–2020 (USD MILLION)    120
TABLE 41    SUPPLY CHAIN ANALYTICS MARKET SIZE, BY REGION,
2021–2026 (USD MILLION)    121
TABLE 42    SUPPLY CHAIN ANALYTICS MARKET SIZE, BY APPLICATION,
2015–2020 (USD MILLION)    121
TABLE 43    SUPPLY CHAIN ANALYTICS MARKET SIZE, BY APPLICATION,
2021–2026 (USD MILLION)    121
6.2.7.1    Distribution and logistics optimization    122
6.2.7.2    Inventory management    122
6.2.7.3    Manufacturing analysis    122
6.2.7.4    Other supply chain analytics applications    122
6.2.8    NETWORK ANALYTICS    122
TABLE 44    NETWORK ANALYTICS MARKET SIZE, BY REGION, 2015–2020 (USD MILLION)    123
TABLE 45    NETWORK ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION)    123
TABLE 46    NETWORK ANALYTICS MARKET SIZE, BY APPLICATION,
2015–2020 (USD MILLION)    123
TABLE 47    NETWORK ANALYTICS MARKET SIZE, BY APPLICATION,
2021–2026 (USD MILLION)    124
6.2.8.1    Intelligent network optimization    124
6.2.8.2    Traffic management    124
6.2.8.3    Other Network Analytics Applications    124
6.2.9    OTHER PREDICTIVE ANALYTICS SOLUTIONS    124
TABLE 48    OTHER SOLUTIONS: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2015–2020 (USD MILLION)    125
TABLE 49    OTHER SOLUTIONS: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2021–2026 (USD MILLION)    125
6.3    SERVICES    125
FIGURE 36    MANAGED SERVICES SEGMENT EXPECTED TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD    126
TABLE 50    PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,
2015–2020 (USD MILLION)    126
TABLE 51    PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,
2021–2026 (USD MILLION)    126
6.3.1    MANAGED SERVICES    127
TABLE 52    MANAGED SERVICES: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2015–2020 (USD MILLION)    127
TABLE 53    MANAGED SERVICES: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2021–2026 (USD MILLION)    127
6.3.2    PROFESSIONAL SERVICES    128
FIGURE 37    DEPLOYMENT AND INTEGRATION SEGMENT EXPECTED TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD    128
TABLE 54    PROFESSIONAL SERVICES: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION,  2015–2020 (USD MILLION)    128
TABLE 55    PROFESSIONAL SERVICES: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION,  2021–2026 (USD MILLION)    129
TABLE 56    PROFESSIONAL SERVICE: PREDICTIVE ANALYTICS MARKET SIZE, BY TYPE,  2015–2020 (USD MILLION)    129
TABLE 57    PROFESSIONAL SERVICES: PREDICTIVE ANALYTICS MARKET SIZE, BY TYPE,  2021–2026 (USD MILLION)    129
6.3.2.1    Support and Maintenance    130
TABLE 58    SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION,
2015–2020 (USD MILLION)    130
TABLE 59    SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION,
2021–2026 (USD MILLION)    130
6.3.2.2    Consulting    131
TABLE 60    CONSULTING MARKET SIZE, BY REGION, 2015–2020 (USD MILLION)    131
TABLE 61    CONSULTING MARKET SIZE, BY REGION, 2021–2026 (USD MILLION)    131
6.3.2.3    Deployment and integration    131
TABLE 62    DEPLOYMENT AND INTEGRATION: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION, 2015–2020 (USD MILLION)    132
TABLE 63    DEPLOYMENT AND INTEGRATION: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION,  2021–2026 (USD MILLION)    132
7    PREDICTIVE ANALYTICS MARKET, BY DEPLOYMENT MODE    133
7.1    INTRODUCTION    134
7.1.1    DEPLOYMENT MODES: COVID-19 IMPACT    134
FIGURE 38    CLOUD SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD    134
TABLE 64    PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  
2015–2020 (USD MILLION)    135
TABLE 65    PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  
2021–2026 (USD MILLION)    135
7.2    CLOUD    135
7.2.1    REDUCED OPERATIONAL COST AND HIGHER SCALABILITY TO ENABLE GROWTH IN CLOUD-BASED DEPLOYMENTS    135
TABLE 66    CLOUD: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,
 2015–2020 (USD MILLION)    136
TABLE 67    CLOUD: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,
2021–2026 (USD MILLION)    136
7.3    ON-PREMISES    136
7.3.1    WITH THE GROWING THREAT OF DATA THEFTS, SOME ORGANIZATIONS PREFER PREDICTIVE ANALYTICS SOLUTIONS TO REMAIN ON-PREMISES    136
TABLE 68    ON-PREMISES: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  
2015–2020 (USD MILLION)    137
TABLE 69    ON-PREMISES: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,
 2021–2026 (USD MILLION)    137
8    PREDICTIVE ANALYTICS MARKET, BY ORGANIZATION SIZE    138
8.1    INTRODUCTION    139
8.1.1    ORGANIZATION SIZE: COVID-19 IMPACT    139
FIGURE 39    SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD    140
TABLE 70    PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  
2015–2020 (USD MILLION)    140
TABLE 71    PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,
  2021–2026 (USD MILLION)    140
8.2    LARGE ENTERPRISES    141
8.2.1    EVER-INCREASING ADOPTION OF THE CLOUD AND LATEST TECHNOLOGIES TO DRIVE PREDICTIVE ANALYTICS ACROSS LARGE ENTERPRISES    141
TABLE 72    LARGE ENTERPRISES: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2015–2020 (USD MILLION)    141
TABLE 73    LARGE ENTERPRISES: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2021–2026 (USD MILLION)    141
8.3    SMALL AND MEDIUM-SIZED ENTERPRISES    142
8.3.1    ROBUST CLOUD-BASED DEPLOYMENTS TO LEAD SMALL AND MEDIUM-SIZED ENTERPRISES, RECORDING A HIGHER GROWTH RATE    142
TABLE 74    SMALL AND MEDIUM-SIZED ENTERPRISES: PREDICTIVE ANALYTICS MARKET SIZE,  BY REGION, 2015–2020 (USD MILLION)    142
TABLE 75    SMALL AND MEDIUM-SIZED ENTERPRISES: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION)    142
9    PREDICTIVE ANALYTICS MARKET, BY VERTICAL    143
9.1    INTRODUCTION    144
9.1.1    VERTICALS: COVID-19 IMPACT    144
FIGURE 40    HEALTHCARE AND LIFE SCIENCES VERTICAL TO REGISTER THE HIGHEST CAGR DURING THE FORECAST PERIOD    145
TABLE 76    PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,
2015–2020 (USD MILLION)    146
TABLE 77    PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,
2021–2026 (USD MILLION)    146
9.2    BANKING, FINANCIAL SERVICES, AND INSURANCE    147
9.2.1    PREDICTIVE ANALYTICS SOLUTIONS IMPROVE BUSINESS PERFORMANCE, REDUCE COST, AND CHURNING    147
TABLE 78    BANKING, FINANCIAL SERVICES, AND INSURANCE: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION, 2015–2020 (USD MILLION)    147
TABLE 79    BANKING, FINANCIAL SERVICES, AND INSURANCE: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION, 2021–2026 (USD MILLION)    148
9.3    RETAIL AND ECOMMERCE    148
9.3.1    ADOPTION OF PREDICTIVE ANALYTICS SOLUTIONS BOOSTS BUSINESS DECISION PERFORMANCE AND PROFIT MARGINS    148
TABLE 80    RETAIL AND ECOMMERCE: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2015–2020 (USD MILLION)    149
TABLE 81    RETAIL AND ECOMMERCE: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2021–2026 (USD MILLION)    149
9.4    TELECOM AND IT    149
9.4.1    USAGE OF SMARTPHONES, COMPLEXITY IN THE TELECOM INDUSTRY, AND GROWTH IN SERVICE PROVIDERS RAPIDLY DRIVE THE MARKET    149
TABLE 82    TELECOM AND IT: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,
2015–2020 (USD MILLION)    150
TABLE 83    TELECOM AND IT: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  
2021–2026 (USD MILLION)    150
9.5    TRANSPORTATION AND LOGISTICS    151
9.5.1    BUSINESS TRANSFORMATION AND REDUCED COSTS DRIVE GROWTH OF PREDICTIVE ANALYTICS    151
TABLE 84    TRANSPORTATION AND LOGISTICS: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION, 2015–2020 (USD MILLION)    151
TABLE 85    TRANSPORTATION AND LOGISTICS: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION,  2021–2026 (USD MILLION)    152
9.6    MEDIA AND ENTERTAINMENT    152
9.6.1    RISING CONTENT CONSUMPTION AND DIGITAL ENTERTAINMENT ADOPTION TO GENERATE DEMAND FOR PREDICTIVE ANALYTICS    152
TABLE 86    MEDIA AND ENTERTAINMENT: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION,  2015–2020 (USD MILLION)    152
TABLE 87    MEDIA AND ENTERTAINMENT: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION,  2021–2026 (USD MILLION)    153
9.7    MANUFACTURING    153
9.7.1    ADOPTION OF PREDICTIVE ANALYTICS BOOSTS PERFORMANCE AND IMPROVES DECISION-MAKING    153
TABLE 88    MANUFACTURING: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2015–2020 (USD MILLION)    154
TABLE 89    MANUFACTURING: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2021–2026 (USD MILLION)    154
9.8    HEALTHCARE AND LIFE SCIENCES    154
9.8.1    REAL-TIME DECISION-MAKING TO PROVIDE NEW INNOVATIVE SOLUTIONS AND DELIVER PROPER INSIGHTS FOR PATIENTS    154
TABLE 90    HEALTHCARE AND LIFE SCIENCES: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION, 2015–2020 (USD MILLION)    155
TABLE 91    HEALTHCARE AND LIFE SCIENCES: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION, 2021–2026 (USD MILLION)    155
9.9    TRAVEL AND HOSPITALITY    156
9.9.1    NEED TO DETERMINE NEW PROSPECTS AND OFFER STANDARD SERVICES FOR BETTER CUSTOMER ENGAGEMENT TO DRIVE PREDICTIVE ANALYTICS SOLUTIONS    156
TABLE 92    TRAVEL AND HOSPITALITY: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION, 2015–2020 (USD MILLION)    156
TABLE 93    TRAVEL AND HOSPITALITY: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2021–2026 (USD MILLION)    156
9.10    ENERGY AND UTILITIES    157
9.10.1    DEMAND FOR INTELLIGENT PRODUCTION, DISTRIBUTION, AND CONSUMPTION OF ENERGY AND UTILITIES DRIVE PREDICTIVE ANALYTICS SOLUTIONS    157
TABLE 94    ENERGY AND UTILITIES: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2015–2020 (USD MILLION)    157
TABLE 95    ENERGY AND UTILITIES: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2021–2026 (USD MILLION)    158
9.11    GOVERNMENT AND DEFENSE    158
9.11.1    DEEP ANALYSIS AND FORECASTING OF TRENDS LEAD TO THE GROWTH OF PREDICTIVE ANALYTICS SOLUTIONS    158
TABLE 96    GOVERNMENT AND DEFENSE: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION,  2015–2020 (USD MILLION)    158
TABLE 97    GOVERNMENT AND DEFENSE: PREDICTIVE ANALYTICS MARKET SIZE,
BY REGION,  2021–2026 (USD MILLION)    159
9.12    OTHER VERTICALS    159
TABLE 98    OTHER VERTICALS: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2015–2020 (USD MILLION)    160
TABLE 99    OTHER VERTICALS: PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,  2021–2026 (USD MILLION)    160
10    PREDICTIVE ANALYTICS MARKET, BY REGION    161
10.1    INTRODUCTION    162
FIGURE 41    JAPAN AND AUSTRALIA & NEW ZEALAND TO ACCOUNT FOR HIGHEST CAGRS DURING FORECAST PERIOD    162
FIGURE 42    ASIA PACIFIC TO ACCOUNT FOR THE HIGHEST CAGR DURING FORECAST PERIOD    163
TABLE 100    PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,
2015–2020 (USD MILLION)    163
TABLE 101    PREDICTIVE ANALYTICS MARKET SIZE, BY REGION,
2021–2026 (USD MILLION)    163
10.2    NORTH AMERICA    164
10.2.1    NORTH AMERICA: COVID-19 IMPACT    164
TABLE 102    NORTH AMERICA: PROMINENT PLAYERS    165
10.2.2    NORTH AMERICA: REGULATIONS    165
10.2.2.1    Personal Information Protection and Electronic Documents Act (PIPEDA)    165
10.2.2.2    Gramm-Leach-Bliley (GLB) Act    166
10.2.2.3    Health Insurance Portability and Accountability Act (HIPAA) of 1996    166
10.2.2.4    Federal Information Security Management Act (FISMA)    166
10.2.2.5    Federal Information Processing Standards (FIPS)    166
10.2.2.6    California Consumer Privacy Act (CSPA)    167
FIGURE 43    NORTH AMERICA: MARKET SNAPSHOT    167
TABLE 103    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,  2015–2020 (USD MILLION)    168
TABLE 104    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,  2021–2026 (USD MILLION)    168
TABLE 105    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,  2015–2020 (USD MILLION)    168
TABLE 106    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,  2021–2026 (USD MILLION)    169
TABLE 107    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,  
2015–2020 (USD MILLION)    169
TABLE 108    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,  
2021–2026 (USD MILLION)    169
TABLE 109    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2015–2020 (USD MILLION)    170
TABLE 110    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION)    170
TABLE 111    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2015–2020 (USD MILLION)    170
TABLE 112    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2021–2026 (USD MILLION)    170
TABLE 113    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2015–2020 (USD MILLION)    171
TABLE 114    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2021–2026 (USD MILLION)    171
TABLE 115    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,  2015–2020 (USD MILLION)    171
TABLE 116    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,  2021–2026 (USD MILLION)    172
TABLE 117    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY COUNTRY,  2015–2020 (USD MILLION)    172
TABLE 118    NORTH AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY COUNTRY,  2021–2026 (USD MILLION)    172
10.2.3    UNITED STATES    173
10.2.3.1    Rapid adoption of digitally innovative solutions and presence of tech giants to drive market growth    173
10.2.4    CANADA    173
10.2.4.1    Startup ecosystem and transformation into data-driven organizations to drive the growth of predictive analytics in Canada    173
10.3    EUROPE    174
10.3.1    EUROPE: COVID-19 IMPACT    174
TABLE 119    EUROPE: PROMINENT PLAYERS    175
10.3.2    EUROPE: REGULATIONS    175
10.3.2.1    General Data Protection Regulation (GDPR)    175
10.3.2.2    European Committee for Standardization (CEN)    175
10.3.2.3    EU’s General Court    176
TABLE 120    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,  
2015–2020 (USD MILLION)    176
TABLE 121    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,  
2021–2026 (USD MILLION)    176
TABLE 122    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,  
2015–2020 (USD MILLION)    177
TABLE 123    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,  
2021–2026 (USD MILLION)    177
TABLE 124    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,
2015–2020 (USD MILLION)    178
TABLE 125    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,
2021–2026 (USD MILLION)    178
TABLE 126    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE,  2015–2020 (USD MILLION)    178
TABLE 127    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE,  2021–2026 (USD MILLION)    178
TABLE 128    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2015–2020 (USD MILLION)    179
TABLE 129    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2021–2026 (USD MILLION)    179
TABLE 130    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2015–2020 (USD MILLION)    179
TABLE 131    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2021–2026 (USD MILLION)    179
TABLE 132    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,
 2015–2020 (USD MILLION)    180
TABLE 133    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,  
2021–2026 (USD MILLION)    180
TABLE 134    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY COUNTRY,  
2015–2020 (USD MILLION)    181
TABLE 135    EUROPE: PREDICTIVE ANALYTICS MARKET SIZE, BY COUNTRY,  
2021–2026 (USD MILLION)    181
10.3.3    UNITED KINGDOM    181
10.3.3.1    Advanced IT infrastructure, technologies, and continued transition toward online services to drive growth in the UK    181
10.3.4    GERMANY    182
10.3.4.1    Government initiatives for technological developments in manufacturing to drive the growth of these solutions in Germany    182
10.3.5    FRANCE    182
10.3.5.1    Heavy R&D investments; digitalization; and strong hold of retail, aerospace and defense, and manufacturing verticals to drive the growth in France    182
10.3.6    REST OF EUROPE    183
10.4    ASIA PACIFIC    183
10.4.1    ASIA PACIFIC: COVID-19 IMPACT    184
TABLE 136    ASIA PACIFIC: PROMINENT PLAYERS    184
10.4.2    ASIA PACIFIC: REGULATIONS    185
10.4.2.1    Personal Data Protection Act (PDPA)    185
10.4.2.2    International Organization for Standardization (ISO) 27001    185
FIGURE 44    ASIA PACIFIC: MARKET SNAPSHOT    186
TABLE 137    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,  2015–2020 (USD MILLION)    186
TABLE 138    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,  2021–2026 (USD MILLION)    186
TABLE 139    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,  
2015–2020 (USD MILLION)    187
TABLE 140    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,
 2021–2026 (USD MILLION)    187
TABLE 141    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,
 2015–2020 (USD MILLION)    188
TABLE 142    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,  
2021–2026 (USD MILLION)    188
TABLE 143    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE,  2015–2020 (USD MILLION)    188
TABLE 144    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE,  2021–2026 (USD MILLION)    188
TABLE 145    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2015–2020 (USD MILLION)    189
TABLE 146    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2021–2026 (USD MILLION)    189
TABLE 147    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2015–2020 (USD MILLION)    189
TABLE 148    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2021–2026 (USD MILLION)    189
TABLE 149    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,  
2015–2020 (USD MILLION)    190
TABLE 150    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,  
2021–2026 (USD MILLION)    190
TABLE 151    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY COUNTRY/REGION,  2015–2020 (USD MILLION)    191
TABLE 152    ASIA PACIFIC: PREDICTIVE ANALYTICS MARKET SIZE, BY COUNTRY/REGION,  2021–2026 (USD MILLION)    191
10.4.3    CHINA    191
10.4.3.1    The use of predictive analytics services for driving policy support and technological investments to fuel its adoption in China    191
10.4.4    JAPAN    192
10.4.4.1    Rise of innovative technologies and collaboration between governments and businesses for digital transformation in Japan    192
10.4.5    INDIA    192
10.4.5.1    Local entrepreneurs with a shift in technologies to provide support to Indian companies in the predictive analytics market    192
10.4.6    AUSTRALIA & NEW ZEALAND    193
10.4.6.1    Adoption of advanced technologies and increase in young startups to increase the demand for predictive analytics    193
10.4.7    REST OF ASIA PACIFIC    193
10.5    MIDDLE EAST AND AFRICA    194
10.5.1    MIDDLE EAST AND AFRICA: COVID-19 IMPACT    194
TABLE 153    MIDDLE EAST AND AFRICA: PROMINENT PLAYERS    195
10.5.2    MIDDLE EAST AND AFRICA: REGULATIONS    195
10.5.2.1    Israeli Privacy Protection Regulations (Data Security),  5777-2017    195
10.5.2.2    GDPR Applicability in KSA    195
10.5.2.3    Protection of Personal Information Act (POPIA)    196
TABLE 154    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY COMPONENT, 2015–2020 (USD MILLION)    196
TABLE 155    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY COMPONENT, 2021–2026 (USD MILLION)    196
TABLE 156    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY SOLUTION,  2015–2020 (USD MILLION)    197
TABLE 157    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY SOLUTION,  2021–2026 (USD MILLION)    197
TABLE 158    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY SERVICE,  2015–2020 (USD MILLION)    198
TABLE 159    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY SERVICE,  2021–2026 (USD MILLION)    198
TABLE 160    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY PROFESSIONAL SERVICE, 2015–2020 (USD MILLION)    198
TABLE 161    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION)    198
TABLE 162    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY DEPLOYMENT MODE, 2015–2020 (USD MILLION)    199
TABLE 163    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY DEPLOYMENT MODE, 2021–2026 (USD MILLION)    199
TABLE 164    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY ORGANIZATION SIZE, 2015–2020 (USD MILLION)    199
TABLE 165    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY ORGANIZATION SIZE, 2021–2026 (USD MILLION)    199
TABLE 166    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY VERTICAL,  2015–2020 (USD MILLION)    200
TABLE 167    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY VERTICAL,  2021–2026 (USD MILLION)    200
TABLE 168    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY COUNTRY,  2015–2020 (USD MILLION)    201
TABLE 169    MIDDLE EAST AND AFRICA: PREDICTIVE ANALYTICS MARKET SIZE,
BY COUNTRY,  2021–2026 (USD MILLION)    201
10.5.3    UAE    201
10.5.3.1    New investments, strategies, and products to drive the adoption of predictive analytics solutions in the region    201
10.5.4    SOUTH AFRICA    202
10.5.4.1    Growing digitalization to offer opportunities for deploying predictive analytics solutions in South Africa    202
10.5.5    REST OF THE MIDDLE EAST AND AFRICA    202"
"10.6    LATIN AMERICA    203
10.6.1    LATIN AMERICA: COVID-19 IMPACT    203
TABLE 170    LATIN AMERICA:PROMINENT PLAYERS    204
10.6.2    LATIN AMERICA: REGULATIONS    204
10.6.2.1    Brazil Data Protection Law    204
10.6.2.2    Argentina Personal Data Protection Law No. 25.326    204
TABLE 171    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,  2015–2020 (USD MILLION)    205
TABLE 172    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY COMPONENT,  2021–2026 (USD MILLION)    205
TABLE 173    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,  2015–2020 (USD MILLION)    205
TABLE 174    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY SOLUTION,  2021–2026 (USD MILLION)    206
TABLE 175    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,  
2015–2020 (USD MILLION)    206
TABLE 176    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY SERVICE,  
2021–2026 (USD MILLION)    206
TABLE 177    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2015–2020 (USD MILLION)    207
TABLE 178    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2021–2026 (USD MILLION)    207
TABLE 179    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2015–2020 (USD MILLION)    207
TABLE 180    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2021–2026 (USD MILLION)    207
TABLE 181    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2015–2020 (USD MILLION)    208
TABLE 182    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2021–2026 (USD MILLION)    208
TABLE 183    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,
 2015–2020 (USD MILLION)    208
TABLE 184    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY VERTICAL,  
2021–2026 (USD MILLION)    209
TABLE 185    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY COUNTRY,  
2015–2020 (USD MILLION)    209
TABLE 186    LATIN AMERICA: PREDICTIVE ANALYTICS MARKET SIZE, BY COUNTRY,  
2021–2026 (USD MILLION)    210
10.6.3    BRAZIL    210
10.6.3.1    Increased use of the internet, technologies, and government organizations to increase the demand in Brazil    210
10.6.4    MEXICO    210
10.6.4.1    Growth in trade, customer base, and government initiatives to fuel the growth of predictive analytics    210
10.6.5    REST OF LATIN AMERICA    211
11    COMPETITIVE LANDSCAPE    212
11.1    OVERVIEW    212
11.2    KEY PLAYER STRATEGIES    212
TABLE 187    OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN THE PREDICTIVE ANALYTICS MARKET    212
11.3    REVENUE ANALYSIS    213
FIGURE 45    REVENUE ANALYSIS FOR KEY COMPANIES IN THE PAST FIVE YEARS    213
11.4    MARKET SHARE ANALYSIS    214
FIGURE 46    PREDICTIVE ANALYTICS MARKET SHARE ANALYSIS    214
TABLE 188    PREDICTIVE ANALYTICS MARKET: DEGREE OF COMPETITION    215
11.5    COMPANY EVALUATION QUADRANT    215
11.5.1    STARS    215
11.5.2    EMERGING LEADERS    215
11.5.3    PERVASIVE PLAYERS    215
11.5.4    PARTICIPANTS    215
FIGURE 47    KEY PREDICTIVE ANALYTICS MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2021    216
11.6    COMPETITIVE BENCHMARKING    216
TABLE 189    COMPANY SOLUTION FOOTPRINT (TOP 3)    216
TABLE 190    COMPANY REGION FOOTPRINT    218
11.7    STARTUP/SME EVALUATION QUADRANT    219
11.7.1    PROGRESSIVE COMPANIES    219
11.7.2    RESPONSIVE COMPANIES    219
11.7.3    DYNAMIC COMPANIES    219
11.7.4    STARTING BLOCKS    219
FIGURE 48    STARTUP/SME PREDICTIVE ANALYTICS MARKET EVALUATION MATRIX, 2021    220
11.8    COMPETITIVE SCENARIO    220
11.8.1    PRODUCT LAUNCHES    220
TABLE 191    PRODUCT LAUNCHES, JANUARY 2018–MAY 2021    221
11.8.2    DEALS    222
TABLE 192    DEALS, JANUARY 2018–MAY 2021    222
11.8.3    OTHERS    223
TABLE 193    OTHERS, 2018–2021    223
12    COMPANY PROFILES    224
12.1    INTRODUCTION    224
12.2    KEY PLAYERS    224
(Business and financial overview, Solutions offered, Recent developments, MNM view, Key strengths/right to win, Strategic choices made, and Weaknesses and competitive threats)*
12.2.1    MICROSOFT    224
TABLE 194    MICROSOFT: BUSINESS OVERVIEW    224
FIGURE 49    MICROSOFT: COMPANY SNAPSHOT    225
TABLE 195    MICROSOFT: SOLUTIONS OFFERED    226
TABLE 196    MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS    226
TABLE 197    MICROSOFT: DEALS    227
12.2.2    IBM    229
TABLE 198    IBM: BUSINESS OVERVIEW    229
FIGURE 50    IBM: COMPANY SNAPSHOT    230
TABLE 199    IBM: SOLUTIONS OFFERED    230
TABLE 200    IBM: PRODUCT LAUNCHES AND ENHANCEMENTS    231
TABLE 201    IBM: DEALS    231
TABLE 202    IBM: OTHERS    232
12.2.3    SAP    233
TABLE 203    SAP: BUSINESS OVERVIEW    233
FIGURE 51    SAP: COMPANY SNAPSHOT    234
TABLE 204    SAP: SOLUTIONS OFFERED    234
TABLE 205    SAP: PRODUCT LAUNCHES AND ENHANCEMENTS    235
TABLE 206    SAP: DEALS    235
TABLE 207    SAP: OTHERS    236
12.2.4    ORACLE    237
TABLE 208    ORACLE: BUSINESS OVERVIEW    237
FIGURE 52    ORACLE: COMPANY SNAPSHOT    238
TABLE 209    ORACLE: SOLUTIONS OFFERED    238
TABLE 210    ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS    239
TABLE 211    ORACLE: DEALS    239
TABLE 212    ORACLE: OTHERS    239
12.2.5    SAS INSTITUTE    241
TABLE 213    SAS INSTITUTE: BUSINESS OVERVIEW    241
FIGURE 53    SAS INSTITUTE: COMPANY SNAPSHOT    241
TABLE 214    SAS INSTITUTE: SOLUTIONS OFFERED    242
TABLE 215    SAS INSTITUTE: PRODUCT LAUNCHES AND ENHANCEMENTS    242
TABLE 216    SAS INSTITUTE: DEALS    243
TABLE 217    SAS INSTITUTE: OTHERS    243
12.2.6    GOOGLE    245
TABLE 218    GOOGLE: BUSINESS OVERVIEW    245
FIGURE 54    GOOGLE: COMPANY SNAPSHOT    246
TABLE 219    GOOGLE: SOLUTIONS OFFERED    246
TABLE 220    GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS    247
TABLE 221    GOOGLE: DEALS    247
12.2.7    SALESFORCE    249
TABLE 222    SALESFORCE: BUSINESS OVERVIEW    249
FIGURE 55    SALESFORCE: COMPANY SNAPSHOT    250
TABLE 223    SALESFORCE: SOLUTIONS OFFERED    250
TABLE 224    SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS    251
TABLE 225    SALESFORCE: DEALS    252
TABLE 226    SALESFORCE: OTHERS    252
12.2.8    AWS    253
TABLE 227    AWS: BUSINESS OVERVIEW    253
FIGURE 56    AWS: COMPANY SNAPSHOT    254
TABLE 228    AWS: SOLUTIONS OFFERED    254
TABLE 229    AWS: PRODUCT LAUNCHES AND ENHANCEMENTS    254
TABLE 230    AWS: DEALS    255
TABLE 231    AWS: OTHERS    255
12.2.9    HPE    256
TABLE 232    HPE: BUSINESS OVERVIEW    256
FIGURE 57    HPE: COMPANY SNAPSHOT    257
TABLE 233    HPE: SOLUTIONS OFFERED    257
TABLE 234    HPE: PRODUCT LAUNCHES AND ENHANCEMENTS    258
TABLE 235    HPE: DEALS    258
TABLE 236    HPE: OTHERS    259
12.2.10    TERADATA    260
TABLE 237    TERADATA: BUSINESS OVERVIEW    260
FIGURE 58    TERADATA: COMPANY SNAPSHOT    261
TABLE 238    TERADATA: SOLUTIONS OFFERED    261
TABLE 239    TERADATA: PRODUCT LAUNCHES AND ENHANCEMENTS    262
TABLE 240    TERADATA: DEALS    262
12.2.11    ALTERYX    263
TABLE 241    ALTERYX: BUSINESS OVERVIEW    263
FIGURE 59    ALTERYX: COMPANY SNAPSHOT    264
TABLE 242    ALTERYX: SOLUTIONS OFFERED    264
TABLE 243    ALTERYX: PRODUCT LAUNCHES AND ENHANCEMENTS    265
TABLE 244    ALTERYX: DEALS    266
TABLE 245    ALTERYX: OTHERS    266
12.2.12    FICO    267
TABLE 246    FICO: BUSINESS OVERVIEW    267
FIGURE 60    FICO: COMPANY SNAPSHOT    268
TABLE 247    FICO: SOLUTIONS OFFERED    268
TABLE 248    FICO: PRODUCT LAUNCHES AND ENHANCEMENTS    269
TABLE 249    FICO: DEALS    269
12.2.13    ALTAIR    270
TABLE 250    ALTAIR: BUSINESS OVERVIEW    270
FIGURE 61    ALTAIR: COMPANY SNAPSHOT    271
TABLE 251    ALTAIR: SOLUTIONS OFFERED    271
TABLE 252    ALTAIR: PRODUCT LAUNCHES AND ENHANCEMENTS    272
TABLE 253    ALTAIR: DEALS    272
12.2.14    DOMO    273
TABLE 254    DOMO: BUSINESS OVERVIEW    273
FIGURE 62    DOMO: COMPANY SNAPSHOT    274
TABLE 255    DOMO: SOLUTIONS OFFERED    274
TABLE 256    DOMO: PRODUCT LAUNCHES AND ENHANCEMENTS    275
TABLE 257    DOMO: DEALS    275
12.2.15    CLOUDERA    276
TABLE 258    CLOUDERA: BUSINESS OVERVIEW    276
TABLE 259    CLOUDERA: SOLUTIONS OFFERED    277
TABLE 260    CLOUDERA: PRODUCT LAUNCHES AND ENHANCEMENTS    278
TABLE 261    CLOUDERA: DEALS    278
TABLE 262    CLOUDERA: OTHERS    278
12.2.16    BOARD INTERNATIONAL    279
TABLE 263    BOARD INTERNATIONAL: BUSINESS OVERVIEW    279
TABLE 264    BOARD INTERNATIONAL: SOLUTIONS OFFERED    279
TABLE 265    BOARD INTERNATIONAL: PRODUCT LAUNCHES AND ENHANCEMENTS    280
TABLE 266    BOARD INTERNATIONAL: DEALS    280
12.2.17    TIBCO SOFTWARE    282
TABLE 267    TIBCO SOFTWARE: BUSINESS OVERVIEW    282
TABLE 268    TIBCO SOFTWARE: SOLUTIONS OFFERED    282
TABLE 269    TIBCO SOFTWARE: PRODUCT LAUNCHES AND ENHANCEMENTS    283
TABLE 270    TIBCO SOFTWARE: DEALS    284
12.2.18    HITACHI VANTARA    285
12.2.19    HAPPIEST MINDS    286
12.2.20    DATAIKU    287
12.2.21    RAPIDMINER    288
12.2.22    QLIK    289
12.3    STARTUPS/SMES    290
12.3.1    BIOFOURMIS    290
12.3.2    IN-MED PROGNOSTICS    291
12.3.3    AITO.AI    291
12.3.4    SYMEND    292
12.3.5    ONWARD HEALTH    292
12.3.6    UNIONCRATE    293
12.3.7    CYBERLABS    293
12.3.8    ACTIFY DATA LABS    294
12.3.9    AMLGO LABS    294
12.3.10    VERIMOS    295
*Details on Business and financial overview, Solutions offered, Recent 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.
13    APPENDIX    296
13.1    ADJACENT AND RELATED MARKETS    296
13.1.1    INTRODUCTION    296
13.1.2    CUSTOMER JOURNEY ANALYTICS MARKET—GLOBAL FORECAST TO 2026    296
13.1.2.1    Market definition    296
13.1.2.2    Market overview    296
13.1.2.2.1    Customer journey analytics market, by component    296
TABLE 271    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY COMPONENT,  
2015–2019 (USD MILLION)    297
TABLE 272    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY COMPONENT,
 2020–2026 (USD MILLION)    297
13.1.2.2.2    Customer journey analytics market, by application    297
TABLE 273    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY APPLICATION,  
2015–2019 (USD MILLION)    298
TABLE 274    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY APPLICATION,  
2020–2026 (USD MILLION)    298
13.1.2.2.3    Customer journey analytics market, by deployment mode    299
TABLE 275    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2015–2019 (USD MILLION)    299
TABLE 276    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE,  2020–2026 (USD MILLION)    299
13.1.2.2.4    Customer journey analytics market, by organization size    299
TABLE 277    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2015–2019 (USD MILLION)    300
TABLE 278    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,  2020–2026 (USD MILLION)    300
13.1.2.2.5    Customer journey analytics market, by industry vertical    300
TABLE 279    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY VERTICAL,
2015–2019 (USD MILLION)    301
TABLE 280    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY VERTICAL,
2020–2026 (USD MILLION)    301
13.1.2.2.6    Customer journey analytics market, by region    302
TABLE 281    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY REGION,
2015–2019 (USD MILLION)    302
TABLE 282    CUSTOMER JOURNEY ANALYTICS MARKET SIZE, BY REGION,
2020–2026 (USD MILLION)    302
13.1.3    BIG DATA MARKET - GLOBAL FORECAST TO 2025    303
13.1.3.1    Market definition    303
13.1.3.2    Market overview    303
13.1.3.2.1    Big data market, by component    303
TABLE 283    BIG DATA MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)    304
TABLE 284    SOLUTIONS: BIG DATA MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION)    304
TABLE 285    BIG DATA MARKET SIZE, BY SERVICE, 2018–2025 (USD MILLION)    304
TABLE 286    PROFESSIONAL SERVICES MARKET SIZE, BY TYPE,
2018–2025 (USD MILLION)    304
13.1.3.2.2    Big data market, by deployment mode    305
TABLE 287    BIG DATA MARKET SIZE, BY DEPLOYMENT MODE,
2018–2025 (USD MILLION)    305
TABLE 288    CLOUD: BIG DATA MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION)    305
13.1.3.2.3    Big data market, by organization size    305
TABLE 289    BIG DATA MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)    306
13.1.3.2.4    Big data market, by business function    306
TABLE 290    BIG DATA MARKET SIZE, BY BUSINESS FUNCTION,
 2018–2025 (USD MILLION)    306
13.1.3.2.5    Big data market, by industry vertical    306
TABLE 291    BIG DATA MARKET SIZE, BY INDUSTRY VERTICAL, 2018–2025 (USD MILLION)    307
13.1.3.2.6    Big data market, by region    307
TABLE 292    BIG DATA MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)    307
13.2    DISCUSSION GUIDE    308
13.3    KNOWLEDGE STORE: MARKETSANDMARKETS’  SUBSCRIPTION PORTAL    312
13.4    AVAILABLE CUSTOMIZATIONS    314
13.5    RELATED REPORTS    314
13.6    AUTHOR DETAILS    315"