1	INTRODUCTION	45
1.1	STUDY OBJECTIVES	45
1.2	MARKET DEFINITION	45
1.2.1	INCLUSIONS AND EXCLUSIONS	46
1.3	MARKET SCOPE	46
1.3.1	MARKET SEGMENTATION	47
1.3.2	REGIONS COVERED	47
1.3.3	YEARS CONSIDERED	48
1.4	CURRENCY CONSIDERED	48
TABLE 1	USD EXCHANGE RATES, 2020–2022	48
1.5	STAKEHOLDERS	48
1.6	SUMMARY OF CHANGES	49
2	RESEARCH METHODOLOGY	50
2.1	RESEARCH DATA	50
FIGURE 1	DIGITAL TRANSFORMATION MARKET: RESEARCH DESIGN	50
2.1.1	SECONDARY DATA	51
2.1.2	PRIMARY DATA	51
TABLE 2	LIST OF PRIMARY INTERVIEWS	51
2.1.2.1	Breakup of primary sources	52
2.1.2.2	Key industry insights	52
2.2	DATA TRIANGULATION	53
FIGURE 2	DATA TRIANGULATION	53
2.3	MARKET SIZE ESTIMATION	54
FIGURE 3	DIGITAL TRANSFORMATION MARKET: TOP-DOWN AND  BOTTOM-UP APPROACHES	54
2.3.1	TOP-DOWN APPROACH	54
2.3.2	BOTTOM-UP APPROACH	55
FIGURE 4	MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF DIGITAL TRANSFORMATION MARKET	55
FIGURE 5	MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 2 – BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF SOLUTIONS/SERVICES OF DIGITAL TRANSFORMATION MARKET	56
FIGURE 6	MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOFTWARE/SERVICES OF DIGITAL TRANSFORMATION MARKET	57
FIGURE 7	MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF DIGITAL TRANSFORMATION THROUGH OVERALL DIGITAL TRANSFORMATION SPENDING	57
2.4	MARKET FORECAST	58
TABLE 3	FACTOR ANALYSIS	58
2.5	ASSUMPTIONS	59
2.6	LIMITATIONS	60
2.7	IMPLICATIONS OF RECESSION ON DIGITAL TRANSFORMATION MARKET	61
3	EXECUTIVE SUMMARY	62
TABLE 4	DIGITAL TRANSFORMATION MARKET AND GROWTH RATE,  2018–2022 (USD MILLION, Y-O-Y %)	63
TABLE 5	DIGITAL TRANSFORMATION MARKET AND GROWTH RATE,  2023–2030 (USD MILLION, Y-O-Y %)	63
FIGURE 8	SOLUTIONS SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2023	63
FIGURE 9	CONSULTING SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023	64
FIGURE 10	CLOUD COMPUTING SEGMENT TO DOMINATE MARKET IN 2023	64
FIGURE 11	CLOUD SEGMENT TO ACCOUNT FOR LARGER MARKET SHARE IN 2023	64
FIGURE 12	BFSI SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023	64
FIGURE 13	MARKETING & SALES SEGMENT TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023	65
FIGURE 14	NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023	66
4	PREMIUM INSIGHTS	67
4.1	ATTRACTIVE OPPORTUNITIES FOR PLAYERS IN DIGITAL TRANSFORMATION MARKET	67
FIGURE 15	DEMAND FOR PERSONALIZED DIGITAL TRANSFORMATION TO DRIVE MARKET GROWTH DURING FORECAST PERIOD	67
4.2	OVERVIEW OF RECESSION IN GLOBAL DIGITAL TRANSFORMATION MARKET	67
FIGURE 16	DIGITAL TRANSFORMATION MARKET TO WITNESS MINOR DECLINE IN Y-O-Y GROWTH IN 2023	67
4.3	DIGITAL TRANSFORMATION MARKET: BY REGION	68
FIGURE 17	NORTH AMERICA TO ACCOUNT FOR LARGEST MARKET SHARE IN 2023	68
4.4	DIGITAL TRANSFORMATION MARKET: TOP THREE VERTICALS	68
FIGURE 18	BFSI TO ACCOUNT FOR LARGEST MARKET SHARE DURING FORECAST PERIOD	68
4.5	DIGITAL TRANSFORMATION MARKET,  BY TECHNOLOGY AND VERTICAL	69
FIGURE 19	CLOUD COMPUTING AND BFSI SEGMENTS TO ACCOUNT FOR LARGEST SHARES IN 2023	69
5	MARKET OVERVIEW AND INDUSTRY TRENDS	70
5.1	INTRODUCTION	70
5.2	MARKET DYNAMICS	70
FIGURE 20	DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES:  DIGITAL TRANSFORMATION MARKET	70
5.2.1	DRIVERS	71
5.2.1.1	Rising adoption of big data and other related technologies	71
5.2.1.2	Advent of ML and digital transformation	71
5.2.1.3	Cost benefits of cloud-based digital transformation solutions	72
5.2.1.4	Rapid proliferation of mobile devices and apps	72
5.2.1.5	Adoption and scaling of digital initiatives	72
5.2.2	RESTRAINTS	73
5.2.2.1	Changing regional data regulations to lead to time-consuming restructuring of predictive models	73
5.2.2.2	Data security concerns	73
5.2.2.3	Issues about privacy and security of information	74
5.2.3	OPPORTUNITIES	74
5.2.3.1	Rising internet proliferation and growing usage of connected and integrated technologies	74
5.2.3.2	Demand for personalized digital transformation	74
5.2.3.3	Increasing willingness of organizations to use digital technology	75
5.2.4	CHALLENGES	75
5.2.4.1	Integration of data from data silos	75
5.2.4.2	Issues related to IT modernization	75
5.2.4.3	Ownership and privacy of collected data	76
5.3	DIGITAL TRANSFORMATION: EVOLUTION	76
FIGURE 21	EVOLUTION OF DIGITAL TRANSFORMATION	76
5.4	ECOSYSTEM	77
FIGURE 22	DIGITAL TRANSFORMATION MARKET: ECOSYSTEM	77
TABLE 6	DIGITAL TRANSFORMATION MARKET: ECOSYSTEM	77
5.5	CASE STUDY ANALYSIS	79
5.5.1	BFSI	79
5.5.1.1	Case study 1: Cognizant’s AI and automation solution helped insurance company improve insurance claims process	79
5.5.1.2	Case study 2: Microsoft Azure platform enabled Milliman Consulting to improve its business models	79
5.5.1.3	Case study 3: BSE made real-time decisions and reduced operational costs with Cloudera solutions	80
5.5.2	TELECOMMUNICATION	80
5.5.2.1	Case study 1: American telecommunication service provider (TSP) collaborated with HCL to refine its digital journey	80
5.5.2.2	Case study 2: A1 Srbija accelerated 5G, revolutionizing digital services with HPE solutions	81
5.5.3	RETAIL & ECOMMERCE	81
5.5.3.1	Case study 1: ASOS used Microsoft Azure ML service to reduce time-to-market for recommendation model	81
5.5.3.2	Case study 2: Walmart optimized shopping experience by applying data mining	82
5.5.3.3	Case study 3: DOCOMO Digital categorized user behavior and improved campaign targeting by deploying Cloudera solutions	82
5.5.4	ENERGY & UTILITIES	82
5.5.4.1	Case study 1: Searcher Seismic made easy access in oil & gas industry with Cloudera solutions	82
5.5.4.2	Case study 2: TechnipFMC created data centralization by deploying Cloudera solutions	83
5.5.5	HEALTHCARE & LIFE SCIENCES	83
5.5.5.1	Case study 1: Leading healthcare company adopted Cognizant’s AI-driven solution to identify drug-seeking behavior	83
5.5.5.2	Case study 2: Inspire used ML to connect millions of patients and caregivers on AWS	84
5.5.6	MANUFACTURING	84
5.5.6.1	Case Study 1: IBM helped SHENZHEN CSOT boost production quality and output	84
5.5.6.2	Case study 2: Dell built 360-degree customer view with Cloudera	85
5.5.7	MEDIA & ENTERTAINMENT	85
5.5.7.1	Case study 1: Leading media conglomerate adopted HCL’s digital transformation solution to redefine user experience through human-centric design	85
5.5.7.2	Case study 2: Gaia boosted subscriber engagement and data-driven decision-making	86
5.5.8	GOVERNMENT & DEFENSE	86
5.5.8.1	Case study 1: OANDA provided real-time access to foreign exchange trading market by moving to Equinix’s TY3 facility	86
5.5.8.2	Case study 2: Dubai government monetized and harnessed real-time data for community benefit with Cloudera	87
5.6	TECHNOLOGY ANALYSIS	87
5.6.1	KEY TECHNOLOGIES	87
5.6.1.1	Cloud computing	87
5.6.1.2	Artificial intelligence and machine learning	88
5.6.1.3	Internet of things	88
5.6.1.4	Big data analytics	89
5.6.1.5	Blockchain	89
5.6.2	ADJACENT TECHNOLOGIES	89
5.6.2.1	Edge computing	89
5.6.2.2	5G networks	90
5.6.2.3	API management	90
5.6.2.4	DevOps	90
5.6.2.5	Digital twin	91
5.6.2.6	AR/VR	91
5.7	MARKET ANALYSIS, BY APPLICATION	92
5.7.1	CUSTOMER TRANSFORMATION	92
5.7.2	WORKFORCE TRANSFORMATION	92
5.7.3	OPERATIONAL TRANSFORMATION	92
5.7.4	PRODUCT TRANSFORMATION	93
5.8	SUPPLY/VALUE CHAIN ANALYSIS	93
FIGURE 23	SUPPLY/VALUE CHAIN ANALYSIS	93
5.9	PORTER’S FIVE FORCES ANALYSIS	94
FIGURE 24	DIGITAL TRANSFORMATION MARKET: PORTER’S FIVE FORCES ANALYSIS	94
TABLE 7	DIGITAL TRANSFORMATION MARKET: PORTER’S FIVE FORCES ANALYSIS	95
5.9.1	THREAT OF NEW ENTRANTS	95
5.9.2	THREAT OF SUBSTITUTES	95
5.9.3	BARGAINING POWER OF SUPPLIERS	95
5.9.4	BARGAINING POWER OF BUYERS	96
5.9.5	INTENSITY OF COMPETITIVE RIVALRY	96
5.10	PRICING MODEL ANALYSIS	96
5.10.1	INDICATIVE PRICING OF KEY OFFERINGS	97
TABLE 8	PRICING ANALYSIS	97
5.11	PATENT ANALYSIS	98
5.11.1	METHODOLOGY	98
5.11.2	DOCUMENT TYPE	98
TABLE 9	PATENTS FILED, 2013–2023	98
5.11.3	INNOVATION AND PATENT APPLICATIONS	98
FIGURE 25	TOTAL NUMBER OF PATENTS GRANTED ANNUALLY, 2013–2023	98
5.11.3.1	Top applicants	99
FIGURE 26	TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS,  2013–2023	99
TABLE 10	TOP 20 PATENT OWNERS IN DIGITAL TRANSFORMATION MARKET, 2013–2023	99
5.12	KEY CONFERENCES & EVENTS IN 2023-2024	100
TABLE 11	DIGITAL TRANSFORMATION MARKET: LIST OF CONFERENCES & EVENTS	100
5.13	TARIFF AND REGULATORY LANDSCAPE	102
5.13.1	REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS	102
TABLE 12	NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS	102
TABLE 13	EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS	102
TABLE 14	ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS	103
TABLE 15	MIDDLE EAST & AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS	103
TABLE 16	LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS	104
5.14	TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS IN DIGITAL TRANSFORMATION MARKET	104
FIGURE 27	DIGITAL TRANSFORMATION MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS	104
5.15	KEY STAKEHOLDERS AND BUYING CRITERIA	105
5.15.1	KEY STAKEHOLDERS IN BUYING PROCESS	105
FIGURE 28	INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE VERTICALS	105
TABLE 17	INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE VERTICALS (%)	105
5.15.2	BUYING CRITERIA	106
FIGURE 29	KEY BUYING CRITERIA FOR TOP THREE VERTICALS	106
TABLE 18	KEY BUYING CRITERIA FOR TOP THREE VERTICALS	106
5.16	BEST PRACTISES IN DIGITAL TRANSFORMATION MARKET	106
5.16.1	SYNCHRONIZING EFFORTS	106
5.16.2	ALIGNING STAFFS	107
5.16.3	LOOKING THROUGH PERSPECTIVE OF CUSTOMERS	107
5.16.4	LEVERAGING LATEST TECHNOLOGY	107
5.17	VALUE PROPOSITION – BY INDUSTRY	107
TABLE 19	VALUE PROPOSITION	107
5.18	TECHNOLOGY ROADMAP OF DIGITAL TRANSFORMATION MARKET	108
TABLE 20	TECHNOLOGY ROADMAP OF DIGITAL TRANSFORMATION MARKET, 2023–2030	108
5.19	BUSINESS MODELS OF DIGITAL TRANSFORMATION MARKET	110
FIGURE 30	BUSINESS MODELS OF DIGITAL TRANSFORMATION MARKET	110
5.20	MATURITY MODELS OF DIGITAL TRANSFORMATION MARKET	111
FIGURE 31	MATURITY MODELS OF DIGITAL TRANSFORMATION MARKET	111
6	DIGITAL TRANSFORMATION MARKET, BY OFFERING	112
6.1	INTRODUCTION	113
6.1.1	OFFERING: DIGITAL TRANSFORMATION MARKET DRIVERS	113
FIGURE 32	SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD	113
TABLE 21	DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2018–2022 (USD MILLION)	114
TABLE 22	DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2023–2030 (USD MILLION)	114
6.2	SOLUTIONS	114
6.2.1	DIGITAL TRANSFORMATION SOLUTIONS TO BE USED ACROSS ALL SECTORS TO DIGITALIZE PROCESS	114
TABLE 23	SOLUTIONS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	114
TABLE 24	SOLUTIONS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	115
6.2.2	BY DEPLOYMENT MODE	115
TABLE 25	DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION)	115
TABLE 26	DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE,  2023–2030 (USD MILLION)	115
6.2.2.1	Cloud	116
6.2.2.1.1	Availability of subscription-based cloud solutions to offer flexibility and ease of adoption to end users	116
TABLE 27	CLOUD: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	116
TABLE 28	CLOUD: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	117
6.2.2.2	On-Premises	117
6.2.2.2.1	Security concerns over sensitive data to drive adoption of on-premises solutions	117
TABLE 29	ON-PREMISES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	117
TABLE 30	ON-PREMISES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	118
6.3	SERVICES	118
6.3.1	COMPLEX ALGORITHMS OF ADVANCED TECHNOLOGIES TO PROVIDE ONLINE AND OFFLINE SUPPORT SERVICES TO AI VENDORS	118
TABLE 31	DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2018–2022 (USD MILLION)	118
TABLE 32	DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2023–2030 (USD MILLION)	119
TABLE 33	SERVICES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	119
TABLE 34	SERVICES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	119
6.3.2	CONSULTING SERVICES	120
TABLE 35	CONSULTING SERVICES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	120
TABLE 36	CONSULTING SERVICES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	120
6.3.3	SUPPORT & MAINTENANCE	120
TABLE 37	SUPPORT & MAINTENANCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	121
TABLE 38	SUPPORT & MAINTENANCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	121
6.3.4	PLANNING & DESIGNING	121
TABLE 39	PLANNING & DESIGNING: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	121
TABLE 40	PLANNING & DESIGNING: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	122
6.3.5	ENGINEERING & RE-ENGINEERING SERVICES	122
TABLE 41	ENGINEERING & RE-ENGINEERING SERVICES: DIGITAL TRANSFORMATION MARKET, BY REGION, 2018–2022 (USD MILLION)	122
TABLE 42	ENGINEERING & RE-ENGINEERING SERVICES: DIGITAL TRANSFORMATION MARKET,  BY REGION, 2023–2030 (USD MILLION)	123
6.3.6	NETWORK & INFRASTRUCTURE MANAGEMENT	123
TABLE 43	NETWORK & INFRASTRUCTURE MANAGEMENT: DIGITAL TRANSFORMATION MARKET,  BY REGION, 2018–2022 (USD MILLION)	123
TABLE 44	NETWORK & INFRASTRUCTURE MANAGEMENT: DIGITAL TRANSFORMATION MARKET,  BY REGION, 2023–2030 (USD MILLION)	124
6.3.7	APPLICATION DEVELOPMENT	124
TABLE 45	APPLICATION DEVELOPMENT: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	124
TABLE 46	APPLICATION DEVELOPMENT: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	124
7	DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY	125
7.1	INTRODUCTION	126
7.1.1	TECHNOLOGY: DIGITAL TRANSFORMATION MARKET DRIVERS	126
FIGURE 33	ARTIFICIAL INTELLIGENCE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD	127
TABLE 47	DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)	127
TABLE 48	DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)	127
7.2	CLOUD COMPUTING	128
7.2.1	NEED FOR DATA SECURITY, FASTER DISASTER RECOVERY, AND MEETING COMPLIANCE REQUIREMENTS TO DRIVE GROWTH	128
TABLE 49	CLOUD COMPUTING: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	128
TABLE 50	CLOUD COMPUTING: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	129
7.3	ARTIFICIAL INTELLIGENCE	129
7.3.1	CUSTOMER SATISFACTION ENHANCEMENT AND INCREASED PRODUCTIVITY TO DRIVE GROWTH	129
TABLE 51	ARTIFICIAL INTELLIGENCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	130
TABLE 52	ARTIFICIAL INTELLIGENCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	130
7.4	BIG DATA & ANALYTICS	130
7.4.1	RISING UNSTRUCTURED DATA AND NEED TO OPTIMIZE LARGE DATA WORKLOADS TO DRIVE DEMAND	130
TABLE 53	BIG DATA & ANALYTICS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	131
TABLE 54	BIG DATA & ANALYTICS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	131
7.5	BLOCKCHAIN	131
7.5.1	ADOPTION OF BLOCKCHAIN TECHNOLOGY TO CATALYZE DIGITAL TRANSFORMATION BY REVOLUTIONIZING PROCESSES	131
TABLE 55	BLOCKCHAIN: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	132
TABLE 56	BLOCKCHAIN: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	132
7.6	CYBERSECURITY	132
7.6.1	GROWING CYBERATTACKS, DATA BREACHES, AND IDENTITY THEFTS TO INCREASE DEMAND FOR CYBERSECURITY	132
TABLE 57	CYBERSECURITY: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	133
TABLE 58	CYBERSECURITY: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	133
7.7	INTERNET OF THINGS	134
7.7.1	INTERNET OF THINGS TO HELP ORGANIZATIONS INCREASE OPERATIONAL EFFICIENCY AND PROVIDE PROFICIENT CUSTOMER SERVICE	134
TABLE 59	INTERNET OF THINGS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	134
TABLE 60	INTERNET OF THINGS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	134
8	DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION	135
8.1	INTRODUCTION	136
8.1.1	BUSINESS FUNCTION: DIGITAL TRANSFORMATION MARKET DRIVERS	136
FIGURE 34	HUMAN RESOURCE SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD	136
TABLE 61	DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION,  2018–2022 (USD MILLION)	137
TABLE 62	DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION,  2023–2030 (USD MILLION)	137
8.2	DIGITAL TRANSFORMATION: ENTERPRISE USE CASES	137
8.3	ACCOUNTING & FINANCE	138
8.3.1	ADVANCED TECHNOLOGIES TO GENERATE NEW POSSIBILITIES AND ACCELERATE REVOLUTION OF FINANCE ACROSS BUSINESSES	138
TABLE 63	ACCOUNTING & FINANCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	138
TABLE 64	ACCOUNTING & FINANCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	138
8.4	IT & OPERATIONS	139
8.4.1	RAPID ADOPTION OF DIGITAL TRANSFORMATION SOLUTIONS TO HELP MAINTAIN DATA CONFIDENTIALITY AND INTEGRITY	139
TABLE 65	IT & OPERATIONS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	139
TABLE 66	IT & OPERATIONS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	140
8.5	HUMAN RESOURCES	140
8.5.1	DIGITAL TRANSFORMATION IN HUMAN RESOURCES TO PROVIDE ENHANCED DATA-DRIVEN JUDGMENT AND IMPROVED STAFF ENGAGEMENT	140
TABLE 67	HUMAN RESOURCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	140
TABLE 68	HUMAN RESOURCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	141
8.6	MARKETING & SALES	141
8.6.1	DIGITAL TRANSFORMATION IN SALES & MARKETING TO PROVIDE WIDER MARKETING INSIGHTS AND CUSTOMER DATA	141
TABLE 69	MARKETING & SALES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	142
TABLE 70	MARKETING & SALES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	142
9	DIGITAL TRANSFORMATION MARKET, BY VERTICAL	143
9.1	INTRODUCTION	144
9.1.1	VERTICAL: DIGITAL TRANSFORMATION MARKET DRIVERS	144
FIGURE 35	BFSI TO ACCOUNT FOR LARGEST MARKET SIZE DURING FORECAST PERIOD	145
TABLE 71	DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2018–2022 (USD MILLION)	145
TABLE 72	DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2023–2030 (USD MILLION)	146
9.2	BFSI	146
9.2.1	IMPROVED BUSINESS PERFORMANCE AND REDUCED COST TO BOOST DEMAND FOR DIGITAL TRANSFORMATION SOLUTIONS	146
TABLE 73	BFSI: USE CASES	147
TABLE 74	BFSI: DIGITAL TRANSFORMATION MARKET, BY REGION, 2018–2022 (USD MILLION)	148
TABLE 75	BFSI: DIGITAL TRANSFORMATION MARKET, BY REGION, 2023–2030 (USD MILLION)	148
9.2.2	FRAUD DETECTION AND PREVENTION	148
9.2.3	ASSET AND INVESTMENT MANAGEMENT	148
9.2.4	CUSTOMER SERVICE AUTOMATION (CHATBOTS)	148
9.2.5	PERSONALIZED FINANCIAL RECOMMENDATIONS	149
9.2.6	REGULATORY COMPLIANCE MONITORING	149
9.2.7	OTHERS	149
9.3	RETAIL & E-COMMERCE	149
9.3.1	ADOPTION OF DIGITAL TRANSFORMATION SOLUTIONS TO BOOST BUSINESS DECISION PERFORMANCE AND PROFIT MARGINS	149
TABLE 76	RETAIL & E-COMMERCE: USE CASES	150
TABLE 77	RETAIL & E-COMMERCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	151
TABLE 78	RETAIL & E-COMMERCE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	151
9.3.2	PERSONALIZED PRODUCT RECOMMENDATIONS	152
9.3.3	CUSTOMER RELATIONSHIP MANAGEMENT	152
9.3.4	PAYMENT SERVICES MANAGEMENT	152
9.3.5	VIRTUAL CUSTOMER SUPPORT	152
9.3.6	CONTACTLESS PAYMENTS AND MOBILE WALLETS	152
9.3.7	OTHERS	153
9.4	INFORMATION TECHNOLOGY/INFORMATION TECHNOLOGY-ENABLED SERVICES	153
9.4.1	DIGITALIZING BUSINESS PROCESSES TO MEET GROWING CUSTOMER DEMANDS TO DRIVE MARKET	153
TABLE 79	INFORMATION TECHNOLOGY/INFORMATION TECHNOLOGY-ENABLED SERVICES: USE CASES	153
TABLE 80	INFORMATION TECHNOLOGY/INFORMATION TECHNOLOGY-ENABLED SERVICES: DIGITAL TRANSFORMATION MARKET, BY REGION, 2018–2022 (USD MILLION)	154
TABLE 81	INFORMATION TECHNOLOGY/INFORMATION TECHNOLOGY-ENABLED SERVICES: DIGITAL TRANSFORMATION MARKET, BY REGION, 2023–2030 (USD MILLION)	154
9.4.2	AUTOMATED CODE GENERATION AND OPTIMIZATION	154
9.4.3	AUTOMATED IT ASSET MANAGEMENT	154
9.4.4	IT TICKETING AND SUPPORT AUTOMATION	155
9.4.5	INTELLIGENT DATA BACKUP AND RECOVERY	155
9.4.6	AUTOMATED SOFTWARE TESTING AND QUALITY ASSURANCE	155
9.4.7	OTHERS	156
9.5	MEDIA & ENTERTAINMENT	156
9.5.1	RISING CONTENT CONSUMPTION, DIGITAL ENTERTAINMENT, AND CLOUD ADOPTION TO GENERATE DEMAND FOR DIGITAL TRANSFORMATION	156
TABLE 82	MEDIA & ENTERTAINMENT: USE CASES	156
TABLE 83	MEDIA & ENTERTAINMENT: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	157
TABLE 84	MEDIA & ENTERTAINMENT: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	157
9.5.2	CONTENT RECOMMENDATION SYSTEMS	158
9.5.3	CONTENT CREATION AND GENERATION	158
9.5.4	CONTENT COPYRIGHT PROTECTION	158
9.5.5	AUDIENCE ENGAGEMENT AND PERSONALIZATION	158
9.5.6	PERSONALIZED ADVERTISING	158
9.5.7	OTHERS	159
9.6	MANUFACTURING	159
9.6.1	ADOPTION OF DIGITAL TRANSFORMATION WITH NEW TECHNOLOGIES TO BOOST PERFORMANCE AND IMPROVE DECISION-MAKING	159
TABLE 85	MANUFACTURING: USE CASES	160
TABLE 86	MANUFACTURING: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	160
TABLE 87	MANUFACTURING: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	161
9.6.2	PREDICTIVE MAINTENANCE AND MACHINERY INSPECTION	161
9.6.3	PRODUCTION PLANNING	161
9.6.4	DEFECT DETECTION AND PREVENTION	161
9.6.5	QUALITY CONTROL	162
9.6.6	PRODUCTION LINE OPTIMIZATION	162
9.6.7	INTELLIGENT INVENTORY MANAGEMENT	162
9.6.8	OTHERS	162
9.7	HEALTHCARE, LIFE SCIENCES & PHARMACEUTICALS	162
9.7.1	REAL-TIME DECISION-MAKING TO DELIVER PROPER INSIGHTS FOR PATIENTS TO BOOST NEED FOR DIGITAL TRANSFORMATION SOLUTIONS	162
TABLE 88	HEALTHCARE, LIFE SCIENCES & PHARMACEUTICALS: USE CASES	163
TABLE 89	HEALTHCARE, LIFE SCIENCES & PHARMACEUTICALS: DIGITAL TRANSFORMATION MARKET, BY REGION, 2018–2022 (USD MILLION)	164
TABLE 90	HEALTHCARE, LIFE SCIENCES & PHARMACEUTICALS: DIGITAL TRANSFORMATION MARKET, BY REGION, 2023–2030 (USD MILLION)	164
9.7.2	ELECTRONIC HEALTH RECORDS AND ELECTRONIC MEDICAL RECORDS (E-HR & E-MR)	164
9.7.3	TELEMEDICINE AND REMOTE PATIENT MONITORING	165
9.7.4	HEALTH INFORMATION EXCHANGE	165
9.7.5	MEDICAL IMAGING AND DIAGNOSTICS	165
9.7.6	HEALTH APPLICATIONS	165
9.7.7	OTHERS	165
9.8	ENERGY & UTILITIES	166
9.8.1	RISING NEED TO MANAGE MASSIVE AMOUNT OF MISSION-CRITICAL MATERIAL IN REAL TIME TO DRIVE MARKET	166
TABLE 91	ENERGY & UTILITIES: USE CASES	166
TABLE 92	ENERGY & UTILITIES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	167
TABLE 93	ENERGY & UTILITIES: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	167
9.8.2	ENERGY DEMAND FORECASTING	167
9.8.3	GRID OPTIMIZATION AND MANAGEMENT	167
9.8.4	ENERGY CONSUMPTION ANALYTICS	168
9.8.5	SMART METERING AND ENERGY DATA MANAGEMENT	168
9.8.6	REAL-TIME ENERGY MONITORING AND CONTROL	168
9.8.7	OTHERS	168
9.9	GOVERNMENT & DEFENSE	168
9.9.1	TAX COLLECTION, SAFETY, PUBLIC INTEREST, AND CRITICAL INTERNATIONAL DATA SHARING TO BOOST GROWTH	168
TABLE 94	GOVERNMENT & DEFENSE: USE CASES	169
TABLE 95	GOVERNMENT & DEFENSE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	170
TABLE 96	GOVERNMENT & DEFENSE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	170
9.9.2	INTELLIGENCE ANALYSIS AND DATA PROCESSING	170
9.9.3	E-GOVERNANCE AND DIGITAL CITY SERVICES	170
9.9.4	BORDER SECURITY AND SURVEILLANCE	170
9.9.5	DIGITAL IDENTITY AND AUTHENTICATION	171
9.9.6	COMMAND AND CONTROL SYSTEMS	171
9.9.7	TAX AND REVENUE MANAGEMENT	171
9.9.8	OTHERS	171
9.10	TELECOMMUNICATIONS	171
9.10.1	INCREASING USE OF CONNECTED DEVICES, IOT, AND 5G TO HELP ADOPTION OF DIGITAL TRANSFORMATION SOLUTIONS	171
TABLE 97	TELECOMMUNICATIONS: USE CASES	172
TABLE 98	TELECOMMUNICATIONS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	173
TABLE 99	TELECOMMUNICATIONS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	173
9.10.2	NETWORK OPTIMIZATION	173
9.10.3	NETWORK SECURITY	173
9.10.4	CUSTOMER SERVICE AND SUPPORT	173
9.10.5	NETWORK PLANNING AND OPTIMIZATION	174
9.10.6	VOICE AND SPEECH RECOGNITION	174
9.10.7	OTHERS	174
9.11	EDUCATION	174
9.11.1	NEED FOR INNOVATIVE AND FLEXIBLE LEARNING SOLUTIONS IN DIGITAL AGE TO DRIVE MARKET	174
TABLE 100	EDUCATION: USE CASES	175
TABLE 101	EDUCATION: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	175
TABLE 102	EDUCATION: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	175
9.11.2	MOBILE LEARNING	176
9.11.3	LEARNING MANAGEMENT SYSTEMS	176
9.11.4	ADAPTIVE LEARNING AND ASSESSMENT	176
9.11.5	DIGITAL TEXTBOOKS AND E-BOOKS	176
9.11.6	E-LEARNING	176
9.11.7	ADMINISTRATIVE AUTOMATION	177
9.11.8	OTHERS	177
9.12	AGRICULTURE	177
9.12.1	NEED FOR INCREASED FOOD PRODUCTION TO DRIVE MARKET	177
TABLE 103	AGRICULTURE: USE CASES	177
TABLE 104	AGRICULTURE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	178
TABLE 105	AGRICULTURE: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	178
9.12.2	CROP MONITORING	178
9.12.3	YIELD MONITORING AND PREDICTION	178
9.12.4	IRRIGATION AND WATER MANAGEMENT	178
9.12.5	FEEDING MANAGEMENT	179
9.12.6	WEATHER AND CLIMATE MONITORING	179
9.12.7	FARM MANAGEMENT SYSTEMS	179
9.12.8	OTHERS	179
9.13	AUTOMOTIVE, TRANSPORTATION & LOGISTICS	179
9.13.1	INCREASING DEMAND FOR SEAMLESS CONNECTIVITY, AUTONOMOUS VEHICLES, AND EFFICIENT LOGISTICS TO DRIVE MARKET	179
TABLE 106	AUTOMOTIVE, TRANSPORTATION & LOGISTICS: USE CASES	180
TABLE 107	AUTOMOTIVE, TRANSPORTATION & LOGISTICS: DIGITAL TRANSFORMATION MARKET,  BY REGION, 2018–2022 (USD MILLION)	180
TABLE 108	AUTOMOTIVE, TRANSPORTATION & LOGISTICS: DIGITAL TRANSFORMATION MARKET,  BY REGION, 2023–2030 (USD MILLION)	180
9.13.2	ROUTE OPTIMIZATION	181
9.13.3	TRAFFIC MANAGEMENT	181
9.13.4	DRIVER ASSISTANCE SYSTEMS	181
9.13.5	FLEET MANAGEMENT	181
9.13.6	INTELLIGENT PARKING SYSTEMS	181
9.13.7	OTHERS	182
9.14	OTHER VERTICALS	182
TABLE 109	OTHER VERTICALS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2018–2022 (USD MILLION)	182
TABLE 110	OTHER VERTICALS: DIGITAL TRANSFORMATION MARKET, BY REGION,  2023–2030 (USD MILLION)	183
10	DIGITAL TRANSFORMATION MARKET, BY REGION	184
10.1	INTRODUCTION	185
FIGURE 36	ASIA PACIFIC TO ACCOUNT FOR HIGHEST CAGR DURING FORECAST PERIOD	185
TABLE 111	DIGITAL TRANSFORMATION MARKET, BY REGION, 2018–2022 (USD MILLION)	185
TABLE 112	DIGITAL TRANSFORMATION MARKET, BY REGION, 2023–2030 (USD MILLION)	186
10.2	NORTH AMERICA	186
10.2.1	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET DRIVERS	186
10.2.2	NORTH AMERICA: RECESSION IMPACT	187
TABLE 113	NORTH AMERICA: PROMINENT PLAYERS	187
FIGURE 37	NORTH AMERICA: MARKET SNAPSHOT	188
TABLE 114	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY OFFERING,  2018–2022 (USD MILLION)	188
TABLE 115	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY OFFERING,  2023–2030 (USD MILLION)	189
TABLE 116	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE,  2018–2022 (USD MILLION)	189
TABLE 117	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE,  2023–2030 (USD MILLION)	189
TABLE 118	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY SERVICE,  2018–2022 (USD MILLION)	189
TABLE 119	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY SERVICE,  2023–2030 (USD MILLION)	190
TABLE 120	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY,  2018–2022 (USD MILLION)	190
TABLE 121	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY,  2023–2030 (USD MILLION)	190
TABLE 122	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION,  2018–2022 (USD MILLION)	191
TABLE 123	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION,  2023–2030 (USD MILLION)	191
TABLE 124	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY VERTICAL,  2018–2022 (USD MILLION)	191
TABLE 125	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY VERTICAL,  2023–2030 (USD MILLION)	192
TABLE 126	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY COUNTRY,  2018–2022 (USD MILLION)	192
TABLE 127	NORTH AMERICA: DIGITAL TRANSFORMATION MARKET, BY COUNTRY,  2023–2030 (USD MILLION)	192
10.2.3	US	193
10.2.3.1	Increase in digitalization in various verticals to drive growth	193
TABLE 128	US: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2018–2022 (USD MILLION)	193
TABLE 129	US: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2023–2030 (USD MILLION)	193
TABLE 130	US: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE,  2018–2022 (USD MILLION)	194
TABLE 131	US: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE,  2023–2030 (USD MILLION)	194
TABLE 132	US: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION)	194
TABLE 133	US: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION)	194
10.2.4	CANADA	195
10.2.4.1	Huge investments and growing availability of advanced technologies to drive growth	195
10.3	EUROPE	195
10.3.1	EUROPE: DIGITAL TRANSFORMATION MARKET DRIVERS	196
10.3.2	EUROPE: RECESSION IMPACT	196
TABLE 134	EUROPE: PROMINENT PLAYERS	197
TABLE 135	EUROPE: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2018–2022 (USD MILLION)	197
TABLE 136	EUROPE: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2023–2030 (USD MILLION)	197
TABLE 137	EUROPE: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE,  2018–2022 (USD MILLION)	197
TABLE 138	EUROPE: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE,  2023–2030 (USD MILLION)	198
TABLE 139	EUROPE: DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2018–2022 (USD MILLION)	198
TABLE 140	EUROPE: DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2023–2030 (USD MILLION)	198
TABLE 141	EUROPE: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY,  2018–2022 (USD MILLION)	199
TABLE 142	EUROPE: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY,  2023–2030 (USD MILLION)	199
TABLE 143	EUROPE: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION,  2018–2022 (USD MILLION)	199
TABLE 144	EUROPE: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION,  2023–2030 (USD MILLION)	200
TABLE 145	EUROPE: DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2018–2022 (USD MILLION)	200
TABLE 146	EUROPE: DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2023–2030 (USD MILLION)	201
TABLE 147	EUROPE: DIGITAL TRANSFORMATION MARKET, BY COUNTRY,  2018–2022 (USD MILLION)	201
TABLE 148	EUROPE: DIGITAL TRANSFORMATION MARKET, BY COUNTRY,  2023–2030 (USD MILLION)	202
10.3.3	UK	202
10.3.3.1	Advanced IT infrastructure and initiatives boosting digital transformation to drive demand	202
TABLE 149	UK: DIGITAL TRANSFORMATION MARKET, BY OFFERING,  2018–2022 (USD MILLION)	203
TABLE 150	UK: DIGITAL TRANSFORMATION MARKET, BY OFFERING,  2023–2030 (USD MILLION)	203
TABLE 151	UK: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE,  2018–2022 (USD MILLION)	203
TABLE 152	UK: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE,  2023–2030 (USD MILLION)	203
TABLE 153	UK: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY,  2018–2022 (USD MILLION)	204
TABLE 154	UK: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY,  2023–2030 (USD MILLION)	204
10.3.4	GERMANY	204
10.3.4.1	Huge investments in technological developments and government initiatives to drive demand	204
10.3.5	FRANCE	205
10.3.5.1	Heavy demand for digitalization along with huge investments in R&D to drive growth	205
10.3.6	POLAND	205
10.3.6.1	Private and public sectors to rapidly adopt digital transformation solutions	205
10.3.7	SPAIN	205
10.3.7.1	Initiatives taken by government to promote widespread adoption of AI	205
10.3.8	ITALY	206
10.3.8.1	Rising adoption of cutting-edge technologies to drive growth	206
10.3.9	REST OF EUROPE	206
10.4.1 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET DRIVERS 207
10.4.2 ASIA PACIFIC: IMPACT OF RECESSION 207
TABLE 155 ASIA PACIFIC: PROMINENT PLAYERS 208
FIGURE 38 ASIA PACIFIC: MARKET SNAPSHOT 208
TABLE 156 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 209
TABLE 157 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2023–2030 (USD MILLION) 209
TABLE 158 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 209
TABLE 159 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE, 2023–2030 (USD MILLION) 209
TABLE 160 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 210
TABLE 161 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2023–2030 (USD MILLION) 210
TABLE 162 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 210
TABLE 163 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION) 211
TABLE 164 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 211
TABLE 165 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION) 211
TABLE 166 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 212
TABLE 167 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2023–2030 (USD MILLION) 212
TABLE 168 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 213
TABLE 169 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY COUNTRY, 2023–2030 (USD MILLION) 213
TABLE 170 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY ASEAN COUNTRY, 2018–2022 (USD MILLION) 213
TABLE 171 ASIA PACIFIC: DIGITAL TRANSFORMATION MARKET, BY ASEAN COUNTRY, 2023–2030 (USD MILLION) 214
10.4.3 CHINA 214
10.4.3.1 Investments in infrastructure and advanced technologies to fuel adoption of digital transformation 214
TABLE 172 CHINA: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 214
TABLE 173 CHINA: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2023–2030 (USD MILLION) 215
TABLE 174 CHINA: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 215
TABLE 175 CHINA: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE, 2023–2030 (USD MILLION) 215
TABLE 176 CHINA: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 215
TABLE 177 CHINA: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION) 216
10.4.4 JAPAN 216
10.4.4.1 Investments in private and government sector to increase competitiveness 216
10.4.5 INDIA 217
10.4.5.1 Rapid adoption of modern technologies and investments by global players to drive growth 217
10.4.6 AUSTRALIA & NEW ZEALAND 217
10.4.6.1 Government initiatives to drive growth 217
10.4.7 SOUTH KOREA 217
10.4.7.1 Rapid adoption and government investments to enable growth 217
10.4.8 ASEAN COUNTRIES 218
10.4.8.1.1 Singapore 218
10.4.8.1.2 Malaysia 218
10.4.8.1.3 Indonesia 219
10.4.9 REST OF ASIA PACIFIC 219
10.5 MIDDLE EAST & AFRICA 219
10.5.1 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET DRIVERS 220
10.5.2 MIDDLE EAST & AFRICA: IMPACT OF RECESSION 220
TABLE 178 MIDDLE EAST & AFRICA: PROMINENT PLAYERS 220
TABLE 179 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 221
TABLE 180 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2023–2030 (USD MILLION) 221
TABLE 181 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 221
TABLE 182 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE, 2023–2030 (USD MILLION) 221
TABLE 183 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 222
TABLE 184 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2023–2030 (USD MILLION) 222
TABLE 185 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 222
TABLE 186 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION) 223
TABLE 187 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 223
TABLE 188 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION) 223
TABLE 189 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 224
TABLE 190 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2023–2030 (USD MILLION) 224
TABLE 191 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 225
TABLE 192 MIDDLE EAST & AFRICA: DIGITAL TRANSFORMATION MARKET, BY COUNTRY, 2023–2030 (USD MILLION) 225
10.5.3 UAE 225
10.5.3.1 Investments by global players to drive adoption of digital transformation solutions 225
10.5.4 SOUTH AFRICA 226
10.5.4.1 Various government initiatives to encourage growth of digital transformation solutions 226
10.5.5 ISRAEL 227
10.5.5.1 Government support to propel growth of digital transformation 227
10.5.6 SAUDI ARABIA 227
10.5.6.1 Growing application of technologies across various industry verticals to drive growth 227
10.5.7 TURKEY 227
10.5.7.1 Initiatives by government to foster innovation and drive economic growth 227
10.5.8 REST OF MIDDLE EAST & AFRICA 228
10.5.8.1 Growing adoption of cloud technologies to boost digital transformation solutions 228
10.6 LATIN AMERICA 228
10.6.1 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET DRIVERS 228
10.6.2 LATIN AMERICA: IMPACT OF RECESSION 229
TABLE 193 LATIN AMERICA: PROMINENT PLAYERS 229
TABLE 194 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2018–2022 (USD MILLION) 229
TABLE 195 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY OFFERING, 2023–2030 (USD MILLION) 229
TABLE 196 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE, 2018–2022 (USD MILLION) 230
TABLE 197 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY DEPLOYMENT MODE, 2023–2030 (USD MILLION) 230
TABLE 198 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2018–2022 (USD MILLION) 230
TABLE 199 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY SERVICE, 2023–2030 (USD MILLION) 231
TABLE 200 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2018–2022 (USD MILLION) 231
TABLE 201 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY TECHNOLOGY, 2023–2030 (USD MILLION) 231
TABLE 202 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION) 232
TABLE 203 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY BUSINESS FUNCTION, 2023–2030 (USD MILLION) 232
TABLE 204 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2018–2022 (USD MILLION) 232
TABLE 205 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY VERTICAL, 2023–2030 (USD MILLION) 233
TABLE 206 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY COUNTRY, 2018–2022 (USD MILLION) 233
TABLE 207 LATIN AMERICA: DIGITAL TRANSFORMATION MARKET, BY COUNTRY, 2023–2030 (USD MILLION) 234
10.6.3 BRAZIL 234
10.6.3.1 Enhanced customer experience and customized products and services to drive market 234
10.6.4 MEXICO 235
10.6.4.1 Various government investments and initiatives to boost demand for digital transformation 235
10.6.5 ARGENTINA 235
10.6.5.1 Rising adoption of artificial intelligence to improve decision-making and boost market growth 235
10.6.6 CHILE 236
10.6.6.1 Leveraging digital technologies to enhance its economic competitiveness 236
10.6.7 REST OF LATIN AMERICA 236
11 COMPETITIVE LANDSCAPE 237
11.1 OVERVIEW 237
11.2 STRATEGIES ADOPTED BY KEY PLAYERS 237
TABLE 208 OVERVIEW OF STRATEGIES DEPLOYED BY KEY PLAYERS IN DIGITAL TRANSFORMATION MARKET 237
11.3 HISTORICAL REVENUE ANALYSIS OF KEY PLAYERS 239
FIGURE 39 HISTORICAL REVENUE ANALYSIS OF TOP PLAYERS, 2020–2022 (USD MILLION) 239
11.4 MARKET SHARE ANALYSIS 239
FIGURE 40 DIGITAL TRANSFORMATION MARKET: MARKET SHARE ANALYSIS 240
TABLE 209 DIGITAL TRANSFORMATION MARKET: DEGREE OF COMPETITION 240
11.5 COMPANY EVALUATION MATRIX 240
11.5.1 STARS 240
11.5.2 EMERGING LEADERS 240
11.5.3 PERVASIVE PLAYERS 241
11.5.4 PARTICIPANTS 241
FIGURE 41 KEY DIGITAL TRANSFORMATION MARKET PLAYERS, COMPANY EVALUATION MATRIX, 2022 241
11.6 STARTUPS AND SMES EVALUATION MATRIX 242
11.6.1 PROGRESSIVE COMPANIES 242
11.6.2 RESPONSIVE COMPANIES 242
11.6.3 DYNAMIC COMPANIES 242
11.6.4 STARTING BLOCKS 242
FIGURE 42 DIGITAL TRANSFORMATION MARKET EVALUATION MATRIX FOR STARTUPS AND SMES, 2022 243
11.7 COMPETITIVE BENCHMARKING 243
TABLE 210 DIGITAL TRANSFORMATION MARKET: DETAILED LIST OF KEY STARTUPS/SMES 243
TABLE 211 DIGITAL TRANSFORMATION MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS 244
TABLE 212 DIGITAL TRANSFORMATION MARKET: COMPETITIVE BENCHMARKING OF STARTUPS/SMES 245
11.8 COMPETITIVE SCENARIO 246
11.8.1 PRODUCT LAUNCHES 246
TABLE 213 PRODUCT LAUNCHES, 2018–2023 246
11.8.2 DEALS 249
TABLE 214 DEALS, 2018–2023 249
11.8.3 OTHERS 252
TABLE 215 OTHERS, 2018–2022 252
12 COMPANY PROFILES 253
12.1 INTRODUCTION 253
12.2 KEY PLAYERS 253
(Business overview, Products/Solutions/Services offered, Recent developments, MnM view, Key strengths, Strategic choices, and Weaknesses and competitive threats)*
12.2.1 MICROSOFT 253
TABLE 216 MICROSOFT: BUSINESS OVERVIEW 253
FIGURE 43 MICROSOFT: COMPANY SNAPSHOT 254
TABLE 217 MICROSOFT: SOLUTIONS OFFERED 254
TABLE 218 MICROSOFT: SERVICES OFFERED 255
TABLE 219 MICROSOFT: PRODUCT LAUNCHES AND ENHANCEMENTS 255
TABLE 220 MICROSOFT: DEALS 256
12.2.2 IBM 259
TABLE 221 IBM: BUSINESS OVERVIEW 259
FIGURE 44 IBM: COMPANY SNAPSHOT 260
TABLE 222 IBM: SOLUTIONS OFFERED 260
TABLE 223 IBM: SERVICES OFFERED 261
TABLE 224 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS 261
TABLE 225 IBM: DEALS 262
TABLE 226 IBM: OTHERS 265
12.2.3 SAP 266
TABLE 227 SAP: BUSINESS OVERVIEW 266
FIGURE 45 SAP: COMPANY SNAPSHOT 267
TABLE 228 SAP: SOLUTIONS OFFERED 267
TABLE 229 SAP: SERVICES OFFERED 268
TABLE 230 SAP: PRODUCT LAUNCHES AND ENHANCEMENTS 268
TABLE 231 SAP: DEALS 269
TABLE 232 SAP: OTHERS 271
12.2.4 ORACLE 273
TABLE 233 ORACLE: BUSINESS OVERVIEW 273
FIGURE 46 ORACLE: COMPANY SNAPSHOT 274
TABLE 234 ORACLE: SOLUTIONS OFFERED 274
TABLE 235 ORACLE: SERVICES OFFERED 275
TABLE 236 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS 275
TABLE 237 ORACLE: DEALS 276
TABLE 238 ORACLE: OTHERS 277
12.2.5 GOOGLE 279
TABLE 239 GOOGLE: BUSINESS OVERVIEW 279
FIGURE 47 GOOGLE: COMPANY SNAPSHOT 280
TABLE 240 GOOGLE: SOLUTIONS OFFERED 280
TABLE 241 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS 281
TABLE 242 GOOGLE: DEALS 282
12.2.6 SALESFORCE 284
TABLE 243 SALESFORCE: BUSINESS OVERVIEW 284
FIGURE 48 SALESFORCE: COMPANY SNAPSHOT 285
TABLE 244 SALESFORCE: SOLUTIONS OFFERED 285
TABLE 245 SALESFORCE: SERVICES OFFERED 286
TABLE 246 SALESFORCE: PRODUCT LAUNCHES AND ENHANCEMENTS 286
TABLE 247 SALESFORCE: DEALS 289
12.2.7 HPE 291
TABLE 248 HPE: BUSINESS OVERVIEW 291
FIGURE 49 HPE: COMPANY SNAPSHOT 292
TABLE 249 HPE: SOLUTIONS OFFERED 292
TABLE 250 HPE: PRODUCT LAUNCHES AND ENHANCEMENTS 293
TABLE 251 HPE: DEALS 294
TABLE 252 HPE: OTHERS 295
12.2.8 ADOBE 296
TABLE 253 ADOBE: BUSINESS OVERVIEW 296
FIGURE 50 ADOBE: COMPANY SNAPSHOT 297
TABLE 254 ADOBE: SOLUTIONS OFFERED 297
TABLE 255 ADOBE: PRODUCT LAUNCHES AND ENHANCEMENTS 298
TABLE 256 ADOBE: DEALS 298
12.2.9 BAIDU 301
TABLE 257 BAIDU: BUSINESS OVERVIEW 301
FIGURE 51 BAIDU: COMPANY SNAPSHOT 301
TABLE 258 BAIDU: SOLUTIONS OFFERED 302
TABLE 259 BAIDU: PRODUCT LAUNCHES AND ENHANCEMENTS 302
TABLE 260 BAIDU: DEALS 303
12.2.10 HCL TECHNOLOGIES 305
TABLE 261 HCL TECHNOLOGIES: BUSINESS OVERVIEW 305
FIGURE 52 HCL TECHNOLOGIES: COMPANY SNAPSHOT 306
TABLE 262 HCL TECHNOLOGIES: SOLUTIONS OFFERED 306
TABLE 263 HCL TECHNOLOGIES: PRODUCT LAUNCHES AND ENHANCEMENTS 307
TABLE 264 HCL TECHNOLOGIES: DEALS 308
12.2.11 EY 310
TABLE 265 EY: BUSINESS OVERVIEW 310
FIGURE 53 EY: COMPANY SNAPSHOT 311
TABLE 266 EY: SERVICES OFFERED 311
TABLE 267 EY: DEALS 312
12.2.12 COGNIZANT 313
TABLE 268 COGNIZANT: BUSINESS OVERVIEW 313
FIGURE 54 COGNIZANT: COMPANY SNAPSHOT 314
TABLE 269 COGNIZANT: SERVICES OFFERED 314
TABLE 270 COGNIZANT: DEALS 315
12.2.13 ACCENTURE 316
TABLE 271 ACCENTURE: BUSINESS OVERVIEW 316
FIGURE 55 ACCENTURE: COMPANY SNAPSHOT 317
TABLE 272 ACCENTURE: SERVICES OFFERED 317
TABLE 273 ACCENTURE: DEALS 318
12.2.14 BROADCOM 319
TABLE 274 BROADCOM: BUSINESS OVERVIEW 319
FIGURE 56 BROADCOM: COMPANY SNAPSHOT 320
TABLE 275 BROADCOM: SOLUTIONS OFFERED 320
TABLE 276 BROADCOM: PRODUCT LAUNCHES AND ENHANCEMENTS 321
TABLE 277 BROADCOM: DEALS 321
12.2.15 EQUINIX 323
TABLE 278 EQUINIX: BUSINESS OVERVIEW 323
FIGURE 57 EQUINIX: COMPANY SNAPSHOT 323
TABLE 279 EQUINIX: SOLUTIONS OFFERED 324
TABLE 280 EQUINIX: PRODUCT LAUNCHES AND ENHANCEMENTS 324
TABLE 281 EQUINIX: DEALS 324
TABLE 282 EQUINIX: OTHERS 326
12.2.16 ALIBABA 327
TABLE 283 ALIBABA: BUSINESS OVERVIEW 327
TABLE 284 ALIBABA: SOLUTIONS OFFERED 327
TABLE 285 ALIBABA: PRODUCT LAUNCHES AND ENHANCEMENTS 328
TABLE 286 ALIBABA: DEALS 329
TABLE 287 ALIBABA: OTHERS 330
12.2.17 TIBCO SOFTWARE 331
TABLE 288 TIBCO SOFTWARE: BUSINESS OVERVIEW 331
TABLE 289 TIBCO SOFTWARE: SOLUTIONS OFFERED 331
TABLE 290 TIBCO SOFTWARE: PRODUCT LAUNCHES AND ENHANCEMENTS 332
TABLE 291 TIBCO SOFTWARE: DEALS 333
12.2.18 MARLABS 334
TABLE 292 MARLABS: BUSINESS OVERVIEW 334
TABLE 293 MARLABS: SOLUTIONS OFFERED 334
TABLE 294 MARLABS: PRODUCT LAUNCHES AND ENHANCEMENTS 334
TABLE 295 MARLABS: DEALS 335
TABLE 296 MARLABS: OTHERS 336
12.3 SMES AND STARTUPS 337
12.3.1 ALCOR SOLUTIONS 337
12.3.2 SMARTSTREAM 337
12.3.3 YASH TECHNOLOGIES 338
12.3.4 INTERFACING 338
12.3.5 DEMPTON CONSULTING GROUP 339
12.3.6 KISSFLOW 339
12.3.7 EMUDHRA 340
12.3.8 PROCESSMAKER 340
12.3.9 PROCESS STREET 341
12.3.10 HAPPIEST MINDS 341
12.3.11 SCORO 342
12.3.12 BRILLIO 342
12.3.13 AEXONIC TECHNOLOGIES 343
12.3.14 CLOUD ANGLES 343
12.3.15 MAGNETAR IT 344
12.3.16 SCITARA 344
12.3.17 INTRINSIC 345
12.3.18 SOUNDFUL 345
*Details on Business overview, Products/Solutions/Services offered, Recent developments, MnM view, Key strengths, Strategic choices, and Weaknesses and competitive threats might not be captured in case of unlisted companies.
13 APPENDIX 346
13.1 ADJACENT AND RELATED MARKETS 346
13.1.1 INTRODUCTION 346
13.1.2 CLOUD COMPUTING MARKET—GLOBAL FORECAST TO 2027 346
13.1.2.1 Market definition 346
13.1.2.2 Market overview 346
13.1.2.2.1 Cloud computing market, by service model 347
TABLE 297 CLOUD COMPUTING MARKET, BY SERVICE MODEL, 2017–2021 (USD BILLION) 347
TABLE 298 CLOUD COMPUTING MARKET, BY SERVICE MODEL, 2022–2027 (USD BILLION) 347
13.1.2.2.2 Cloud computing market, by deployment model 347
TABLE 299 CLOUD COMPUTING MARKET, BY DEPLOYMENT MODEL, 2017–2021 (USD BILLION) 348
TABLE 300 CLOUD COMPUTING MARKET, BY DEPLOYMENT MODEL, 2022–2027 (USD BILLION) 348
13.1.2.2.3 Cloud computing market, by organization size 348
TABLE 301 CLOUD COMPUTING MARKET, BY ORGANIZATION SIZE, 2017–2021 (USD BILLION) 349
TABLE 302 CLOUD COMPUTING MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 349
13.1.2.2.4 Cloud computing market, by industry vertical 349
TABLE 303 CLOUD COMPUTING MARKET, BY VERTICAL, 2017–2021 (USD BILLION) 350
TABLE 304 CLOUD COMPUTING MARKET, BY VERTICAL, 2022–2027 (USD BILLION) 350
13.1.2.2.5 Cloud computing market, by region 351
TABLE 305 CLOUD COMPUTING MARKET, BY REGION, 2017–2021 (USD BILLION) 351
TABLE 306 CLOUD COMPUTING MARKET, BY REGION, 2022–2027 (USD BILLION) 351
13.1.3 ARTIFICIAL INTELLIGENCE MARKET—GLOBAL FORECAST TO 2027 352
13.1.3.1 Market definition 352
13.1.3.2 Market overview 352
13.1.3.2.1 Artificial intelligence market, by offering 352
TABLE 307 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016–2021 (USD BILLION) 352
TABLE 308 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022–2027 (USD BILLION) 353
13.1.3.2.2 Artificial intelligence market, by deployment type 353
TABLE 309 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT TYPE, 2016–2021 (USD BILLION) 353
TABLE 310 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT TYPE, 2022–2027 (USD BILLION) 353
13.1.3.2.3 Artificial intelligence market, by organization size 354
TABLE 311 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD BILLION) 354
TABLE 312 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD BILLION) 354
13.1.3.2.4 Artificial intelligence market, by technology 354
TABLE 313 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016–2021 (USD BILLION) 355
TABLE 314 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022–2027 (USD BILLION) 355
13.1.3.2.5 Artificial intelligence market, by industry vertical 355
TABLE 315 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016–2021 (USD BILLION) 356
TABLE 316 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022–2027 (USD BILLION) 356
13.1.3.2.6 Artificial intelligence market, by region 357
TABLE 317 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016–2021 (USD BILLION) 357
TABLE 318 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022–2027 (USD BILLION) 357
13.2 DISCUSSION GUIDE 358
13.3 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 362
13.4 CUSTOMIZATION OPTIONS 364
13.5 RELATED REPORTS 364
13.6 AUTHOR DETAILS 365


 
			 
					
							
			 
					
							
			 
					
							
			 
					
							
			 
					
							
			 
					
							
			 
					
							
			 
					
							
			