1 INTRODUCTION 43
1.1 INTRODUCTION TO COVID-19 43
1.2 COVID-19 HEALTH ASSESSMENT 43
FIGURE 1 COVID-19: THE GLOBAL PROPAGATION 43
FIGURE 2 COVID-19 PROPAGATION: SELECT COUNTRIES 44
1.3 COVID-19 ECONOMIC ASSESSMENT 45
FIGURE 3 REVISED GDP FORECASTS FOR SELECT G20 COUNTRIES IN 2020 45
1.3.1 COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT 45
FIGURE 4 CRITERIA IMPACTING THE GLOBAL ECONOMY 46
FIGURE 5 SCENARIOS IN TERMS OF RECOVERY OF THE GLOBAL ECONOMY 47
1.4 OBJECTIVES OF THE STUDY 48
1.5 MARKET DEFINITION 49
1.5.1 INCLUSIONS AND EXCLUSIONS 49
1.6 MARKET SCOPE 50
1.6.1 MARKET SEGMENTATION 50
1.6.2 REGIONS COVERED 50
1.6.3 YEARS CONSIDERED FOR THE STUDY 51
1.7 CURRENCY CONSIDERED 51
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2015–2017 51
1.8 STAKEHOLDERS 51
1.9 SUMMARY OF CHANGES 52
2 RESEARCH METHODOLOGY 53
2.1 RESEARCH DATA 53
FIGURE 6 GLOBAL PREDICTIVE MAINTENANCE MARKET: RESEARCH DESIGN 53
2.1.1 SECONDARY DATA 54
2.1.2 PRIMARY DATA 54
2.1.2.1 Breakup of primary profiles 54
2.1.2.2 Key industry insights 55
2.2 MARKET BREAKUP AND DATA TRIANGULATION 56
2.3 MARKET SIZE ESTIMATION 57
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF THE PREDICTIVE MAINTENANCE MARKET 57
FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY ̶ APPROACH 2 BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF THE PREDICTIVE MAINTENANCE MARKET 57
FIGURE 9 MARKET SIZE ESTIMATION METHODOLOGY ̶ APPROACH 3 TOP-DOWN (DEMAND SIDE): SHARE OF PREDICTIVE MAINTENANCE THROUGH THE OVERALL PREDICTIVE MAINTENANCE SPENDING 58
FIGURE 10 PREDICTIVE MAINTENANCE MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 59
2.3.1 TOP-DOWN APPROACH 59
2.3.2 BOTTOM-UP APPROACH 60
2.4 MARKET FORECAST 60
TABLE 2 FACTOR ANALYSIS 60
2.5 ASSUMPTIONS FOR THE STUDY 61
2.6 LIMITATIONS OF THE STUDY 61
3 EXECUTIVE SUMMARY 62
TABLE 3 PREDICTIVE MAINTENANCE MARKET SIZE AND GROWTH RATE,
2014–2019 (USD MILLION, Y-O-Y %) 64
TABLE 4 PREDICTIVE MAINTENANCE MARKET SIZE AND GROWTH RATE,
2019–2025 (USD MILLION, Y-O-Y %) 64
FIGURE 11 PREDICTIVE MAINTENANCE MARKET, BY COMPONENT 64
FIGURE 12 PREDICTIVE MAINTENANCE MARKET SHARE, BY SOLUTION, 2020 65
FIGURE 13 PREDICTIVE MAINTENANCE MARKET, BY SERVICE 65
FIGURE 14 PREDICTIVE MAINTENANCE MARKET SHARE, BY PROFESSIONAL SERVICE, 2020 65
FIGURE 15 PREDICTIVE MAINTENANCE MARKET SNAPSHOT, BY DEPLOYMENT MODE, 2020 66
FIGURE 16 PREDICTIVE MAINTENANCE MARKET SNAPSHOT, BY CLOUD TYPE, 2020 66
FIGURE 17 PREDICTIVE MAINTENANCE MARKET SHARE, BY ORGANIZATION SIZE, 2020 66
FIGURE 18 PREDICTIVE MAINTENANCE MARKET SNAPSHOT, BY VERTICAL, 2020 67
FIGURE 19 PREDICTIVE MAINTENANCE MARKET SNAPSHOT, BY REGION 67
4 PREMIUM INSIGHTS 68
4.1 ATTRACTIVE MARKET OPPORTUNITIES IN THE PREDICTIVE MAINTENANCE MARKET 68
FIGURE 20 REAL-TIME CONDITIONING MONITORING TO TAKE PROMPT ACTION TO DRIVE THE MARKET DURING THE FORECAST PERIOD 68
4.2 PREDICTIVE MAINTENANCE MARKET: TOP THREE VERTICALS 68
FIGURE 21 ENERGY AND UTILITIES VERTICAL TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 68
4.3 PREDICTIVE MAINTENANCE MARKET: BY REGION 69
FIGURE 22 NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SHARE IN 2019 69
4.4 PREDICTIVE MAINTENANCE MARKET IN NORTH AMERICA, BY COMPONENT AND TOP 3 VERTICAL 69
FIGURE 23 SOLUTIONS COMPONENT AND GOVERNMENT AND DEFENSE VERTICAL TO DOMINATE IN NORTH AMERICA IN 2020 69
5 MARKET OVERVIEW AND INDUSTRY TRENDS 70
5.1 INTRODUCTION 70
5.2 MARKET DYNAMICS 70
FIGURE 24 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: PREDICTIVE MAINTENANCE MARKET 70
5.2.1 DRIVERS 71
5.2.1.1 Increasing use of emerging technologies to gain valuable insights 71
5.2.1.2 Growing need to reduce maintenance cost and downtime 71
5.2.2 RESTRAINTS 71
5.2.2.1 Lack of skilled workforce 71
5.2.3 OPPORTUNITIES 72
5.2.3.1 Real-time condition monitoring to assist in taking prompt actions 72
5.2.3.2 COVID-19 pandemic increasing the need for remote monitoring and management of assets and business processes 72
5.2.4 CHALLENGES 73
5.2.4.1 Companies’ concern over data security and privacy issues 73
5.2.4.2 Frequent maintenance and upgradation requirement to keep systems updated 73
5.2.5 CUMULATIVE GROWTH ANALYSIS 73
5.3 USE CASES 74
5.3.1 USE CASE: SCENARIO 1 74
5.3.2 USE CASE: SCENARIO 2 74
5.3.3 USE CASE: SCENARIO 3 75
5.3.4 USE CASE: SCENARIO 4 75
5.3.5 USE CASE: SCENARIO 5 76
5.4 REGULATORY IMPLICATIONS 76
5.4.1 INTRODUCTION 76
5.4.2 GENERAL DATA PROTECTION REGULATION 76
5.4.3 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT 77
5.4.4 FEDERAL TRADE COMMISSION 77
5.4.5 FEDERAL COMMUNICATIONS COMMISSION 77
5.4.6 ISO/IEC STANDARDS 77
5.4.6.1 ISO 55000 STANDARDS 77
5.4.6.2 ISO 13374 on condition monitoring and diagnostics of machines 78
5.4.6.3 ISO/ICE JTC 1 78
5.4.6.4 ISO/IEC JTC 1/SC 42 78
5.4.6.5 ISO/IEC JTC1/SC3 1 79
5.4.6.6 ISO/IEC JTC1/SC2 7 79
5.4.7 INDUSTRIAL INTERNET CONSORTIUM REFERENCE ARCHITECTURE 79
5.4.8 CEN/ISO 79
5.4.8.1 CEN/CENELEC 79
5.4.9 NATIONAL INSTITUTE OF STANDARDS AND TECHNOLOGY 80
5.4.10 EPRIVACY 80
5.4.11 ANSI TAPPI TIP 0305-34:2008 80
5.4.12 MIMOSA 80
6 PREDICTIVE MAINTENANCE MARKET: COVID-19 IMPACT 81
FIGURE 25 PREDICTIVE MAINTENANCE MARKET TO WITNESS A MINOR DECLINE BETWEEN 2020 AND 2021 81
7 PREDICTIVE MAINTENANCE MARKET, BY COMPONENT 83
7.1 INTRODUCTION 84
7.2 COMPONENT: COVID-19 IMPACT 84
FIGURE 26 SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 84
TABLE 5 PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 85
TABLE 6 PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 85
7.3 SOLUTIONS 85
7.3.1 SOLUTIONS: PREDICTIVE MAINTENANCE MARKET DRIVERS 85
FIGURE 27 STANDALONE SOLUTIONS SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 86
TABLE 7 PREDICTIVE MAINTENANCE SOLUTIONS MARKET SIZE, BY TYPE,
2014–2019 (USD MILLION) 86
TABLE 8 PREDICTIVE MAINTENANCE SOLUTIONS MARKET SIZE, BY TYPE,
2020–2025 (USD MILLION) 86
TABLE 9 PREDICTIVE MAINTENANCE SOLUTIONS MARKET SIZE, BY REGION,
2014–2019 (USD MILLION) 87
TABLE 10 PREDICTIVE MAINTENANCE SOLUTIONS MARKET SIZE, BY REGION,
2020–2025 (USD MILLION) 87
7.3.2 INTEGRATED 87
TABLE 11 PREDICTIVE MAINTENANCE INTEGRATED SOLUTIONS MARKET SIZE,
BY REGION, 2014–2019 (USD MILLION) 88
TABLE 12 PREDICTIVE MAINTENANCE INTEGRATED SOLUTIONS MARKET SIZE,
BY REGION, 2020–2025 (USD MILLION) 88
7.3.3 STANDALONE 88
TABLE 13 PREDICTIVE MAINTENANCE STANDALONE SOLUTIONS MARKET SIZE,
BY REGION, 2014–2019 (USD MILLION) 89
TABLE 14 PREDICTIVE MAINTENANCE STANDALONE SOLUTIONS MARKET SIZE,
BY REGION, 2020–2025 (USD MILLION) 89
7.4 SERVICES 89
7.4.1 SERVICES: PREDICTIVE MAINTENANCE MARKET DRIVERS 89
FIGURE 28 MANAGED SERVICES TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 90
TABLE 15 PREDICTIVE MAINTENANCE SERVICES MARKET SIZE, BY TYPE,
2014–2019 (USD MILLION) 90
TABLE 16 PREDICTIVE MAINTENANCE SERVICES MARKET SIZE, BY TYPE,
2020–2025 (USD MILLION) 90
TABLE 17 PREDICTIVE MAINTENANCE SERVICES MARKET SIZE, BY REGION,
2014–2019 (USD MILLION) 91
TABLE 18 PREDICTIVE MAINTENANCE SERVICES MARKET SIZE, BY REGION,
2020–2025 (USD MILLION) 91
7.4.2 PROFESSIONAL SERVICES 91
FIGURE 29 SUPPORT AND MAINTENANCE TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 92
TABLE 19 PREDICTIVE MAINTENANCE PROFESSIONAL SERVICES MARKET SIZE,
BY TYPE, 2014–2019 (USD MILLION) 92
TABLE 20 PREDICTIVE MAINTENANCE PROFESSIONAL SERVICES MARKET SIZE,
BY TYPE, 2020–2025 (USD MILLION) 92
TABLE 21 PREDICTIVE MAINTENANCE PROFESSIONAL SERVICES MARKET SIZE,
BY REGION, 2014–2019 (USD MILLION) 93
TABLE 22 PREDICTIVE MAINTENANCE PROFESSIONAL SERVICES MARKET SIZE,
BY REGION, 2020–2025 (USD MILLION) 93
7.4.2.1 System Integration 93
TABLE 23 PREDICTIVE MAINTENANCE SYSTEM INTEGRATION SERVICES MARKET SIZE, BY REGION, 2014–2019 (USD MILLION) 94
TABLE 24 PREDICTIVE MAINTENANCE SYSTEM INTEGRATION SERVICES MARKET SIZE, BY REGION, 2020–2025 (USD MILLION) 94
7.4.2.2 Support and Maintenance 94
TABLE 25 PREDICTIVE MAINTENANCE SUPPORT AND MAINTENANCE SERVICES MARKET SIZE, BY REGION, 2014–2019 (USD MILLION) 95
TABLE 26 PREDICTIVE MAINTENANCE SUPPORT AND MAINTENANCE SERVICES MARKET SIZE, BY REGION, 2020–2025 (USD MILLION) 95
7.4.2.3 Consulting 95
TABLE 27 PREDICTIVE MAINTENANCE CONSULTING SERVICES MARKET SIZE,
BY REGION, 2014–2019 (USD MILLION) 96
TABLE 28 PREDICTIVE MAINTENANCE CONSULTING SERVICES MARKET SIZE,
BY REGION, 2020–2025 (USD MILLION) 96
7.4.3 MANAGED SERVICES 96
TABLE 29 PREDICTIVE MAINTENANCE MANAGED SERVICES MARKET SIZE, BY REGION, 2014–2019 (USD MILLION) 97
TABLE 30 PREDICTIVE MAINTENANCE MANAGED SERVICES MARKET SIZE, BY REGION, 2020–2025 (USD MILLION) 97
8 PREDICTIVE MAINTENANCE MARKET, BY DEPLOYMENT MODE 98
8.1 INTRODUCTION 99
8.2 DEPLOYMENT MODE: COVID-19 IMPACT 99
FIGURE 30 CLOUD DEPLOYMENT TO WITNESS A HIGHER CAGR DURING THE FORECAST PERIOD 99
TABLE 31 PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE,
2014–2019 (USD MILLION) 100
TABLE 32 PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE,
2020–2025 (USD MILLION) 100
8.3 CLOUD 100
8.3.1 CLOUD: PREDICTIVE MAINTENANCE MARKET DRIVERS 100
FIGURE 31 HYBRID CLOUD TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 101
TABLE 33 PREDICTIVE MAINTENANCE CLOUD DEPLOYMENT MARKET SIZE, BY TYPE, 2014–2019 (USD MILLION) 101
TABLE 34 PREDICTIVE MAINTENANCE CLOUD DEPLOYMENT MARKET SIZE, BY TYPE, 2020–2025 (USD MILLION) 101
TABLE 35 PREDICTIVE MAINTENANCE CLOUD DEPLOYMENT MARKET SIZE, BY REGION, 2014–2019 (USD MILLION) 102
TABLE 36 PREDICTIVE MAINTENANCE CLOUD DEPLOYMENT MARKET SIZE, BY REGION, 2020–2025 (USD MILLION) 102
8.3.2 PUBLIC CLOUD 102
TABLE 37 PREDICTIVE MAINTENANCE PUBLIC CLOUD DEPLOYMENT MARKET SIZE,
BY REGION, 2014–2019 (USD MILLION) 103
TABLE 38 PREDICTIVE MAINTENANCE PUBLIC CLOUD DEPLOYMENT MARKET SIZE,
BY REGION, 2020–2025 (USD MILLION) 103
8.3.3 PRIVATE CLOUD 103
TABLE 39 PREDICTIVE MAINTENANCE PRIVATE CLOUD DEPLOYMENT MARKET SIZE,
BY REGION, 2014–2019 (USD MILLION) 104
TABLE 40 PREDICTIVE MAINTENANCE PRIVATE CLOUD DEPLOYMENT MARKET SIZE,
BY REGION, 2020–2025 (USD MILLION) 104
8.3.4 HYBRID CLOUD 104
TABLE 41 PREDICTIVE MAINTENANCE HYBRID CLOUD DEPLOYMENT MARKET SIZE,
BY REGION, 2014–2019 (USD MILLION) 105
TABLE 42 PREDICTIVE MAINTENANCE HYBRID CLOUD DEPLOYMENT MARKET SIZE,
BY REGION, 2020–2025 (USD MILLION) 105
8.4 ON-PREMISES 105
8.4.1 ON-PREMISES: PREDICTIVE MAINTENANCE MARKET DRIVERS 106
TABLE 43 PREDICTIVE MAINTENANCE ON-PREMISE DEPLOYMENT MARKET SIZE,
BY REGION, 2014–2019 (USD MILLION) 106
TABLE 44 PREDICTIVE MAINTENANCE ON-PREMISE DEPLOYMENT MARKET SIZE,
BY REGION, 2020–2025 (USD MILLION) 106
9 PREDICTIVE MAINTENANCE MARKET, BY ORGANIZATION SIZE 107
9.1 INTRODUCTION 108
9.2 ORGANIZATION SIZE: COVID-19 IMPACT 108
FIGURE 32 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO REGISTER A HIGHER CAGR DURING THE FORECAST PERIOD 108
TABLE 45 PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE,
2014–2019 (USD MILLION) 108
TABLE 46 PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE MODE, 2020–2025 (USD MILLION) 109
9.3 LARGE ENTERPRISES 109
9.3.1 LARGE ENTERPRISES: PREDICTIVE MAINTENANCE MARKET DRIVERS 109
TABLE 47 PREDICTIVE MAINTENANCE MARKET SIZE IN LARGE ENTERPRISES,
BY REGION, 2014–2019 (USD MILLION) 109
TABLE 48 PREDICTIVE MAINTENANCE MARKET SIZE IN LARGE ENTERPRISES,
BY REGION, 2020–2025 (USD MILLION) 110
9.4 SMALL AND MEDIUM-SIZED ENTERPRISES 110
9.4.1 SMALL AND MEDIUM-SIZED ENTERPRISES: PREDICTIVE MAINTENANCE MARKET DRIVERS 110
TABLE 49 PREDICTIVE MAINTENANCE MARKET SIZE IN SMALL AND MEDIUM-SIZED ENTERPRISES, BY REGION, 2014–2019 (USD MILLION) 110
TABLE 50 PREDICTIVE MAINTENANCE MARKET SIZE IN SMALL AND MEDIUM-SIZED ENTERPRISES, BY REGION, 2020–2025 (USD MILLION) 111
10 PREDICTIVE MAINTENANCE MARKET, BY VERTICAL 112
10.1 INTRODUCTION 113
10.2 VERTICAL: COVID-19 IMPACT 113
FIGURE 33 ENERGY AND UTILITIES VERTICAL TO WITNESS THE HIGHEST CAGR DURING THE FORECAST PERIOD 114
TABLE 51 PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL,
2014–2019 (USD MILLION) 114
TABLE 52 PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL,
2020–2025 (USD MILLION) 114
10.3 GOVERNMENT AND DEFENSE 115
10.3.1 GOVERNMENT AND DEFENSE: PREDICTIVE MAINTENANCE MARKET DRIVERS 115
TABLE 53 PREDICTIVE MAINTENANCE MARKET SIZE IN GOVERNMENT AND DEFENSE VERTICAL, BY REGION, 2014–2019 (USD MILLION) 116
TABLE 54 PREDICTIVE MAINTENANCE MARKET SIZE IN GOVERNMENT AND DEFENSE VERTICAL, BY REGION, 2020–2025 (USD MILLION) 116
10.4 MANUFACTURING 116
10.4.1 MANUFACTURING: PREDICTIVE MAINTENANCE MARKET DRIVERS 117
TABLE 55 PREDICTIVE MAINTENANCE MARKET SIZE IN MANUFACTURING VERTICAL,
BY REGION, 2014–2019 (USD MILLION) 117
TABLE 56 PREDICTIVE MAINTENANCE MARKET SIZE IN MANUFACTURING VERTICAL,
BY REGION, 2020–2025 (USD MILLION) 117
10.5 ENERGY AND UTILITIES 118
10.5.1 ENERGY AND UTILITIES: PREDICTIVE MAINTENANCE MARKET DRIVERS 118
TABLE 57 PREDICTIVE MAINTENANCE MARKET SIZE IN ENERGY AND UTILITIES VERTICAL, BY REGION, 2014–2019 (USD MILLION) 119
TABLE 58 PREDICTIVE MAINTENANCE MARKET SIZE IN ENERGY AND UTILITIES VERTICAL, BY REGION, 2020–2025 (USD MILLION) 119
10.6 TRANSPORTATION AND LOGISTICS 119
10.6.1 TRANSPORTATION AND LOGISTICS: PREDICTIVE MAINTENANCE MARKET DRIVERS 120
TABLE 59 PREDICTIVE MAINTENANCE MARKET SIZE IN TRANSPORTATION AND LOGISTICS VERTICAL, BY REGION, 2014–2019 (USD MILLION) 120
TABLE 60 PREDICTIVE MAINTENANCE MARKET SIZE IN TRANSPORTATION AND LOGISTICS VERTICAL, BY REGION, 2020–2025 (USD MILLION) 120
10.7 HEALTHCARE AND LIFE SCIENCES 121
10.7.1 HEALTHCARE AND LIFE SCIENCES: PREDICTIVE MAINTENANCE MARKET DRIVERS 121
TABLE 61 PREDICTIVE MAINTENANCE MARKET SIZE IN HEALTHCARE AND LIFE SCIENCES VERTICAL, BY REGION, 2014–2019 (USD MILLION) 121
TABLE 62 PREDICTIVE MAINTENANCE MARKET SIZE IN HEALTHCARE AND LIFE SCIENCES VERTICAL, BY REGION, 2020–2025 (USD MILLION) 122
10.8 OTHERS 122
TABLE 63 PREDICTIVE MAINTENANCE MARKET SIZE IN OTHER VERTICALS, BY REGION, 2014–2019 (USD MILLION) 123
TABLE 64 PREDICTIVE MAINTENANCE MARKET SIZE IN OTHER VERTICALS, BY REGION, 2020–2025 (USD MILLION) 123
11 PREDICTIVE MAINTENANCE MARKET, BY REGION 124
11.1 INTRODUCTION 125
FIGURE 34 JAPAN TO WITNESS THE HIGHEST CAGR DURING THE FORECAST PERIOD 125
FIGURE 35 ASIA PACIFIC TO EXPERIENCE THE HIGHEST CAGR DURING THE FORECAST PERIOD 125
TABLE 65 PREDICTIVE MAINTENANCE MARKET SIZE, BY REGION,
2014–2019 (USD MILLION) 126
TABLE 66 PREDICTIVE MAINTENANCE MARKET SIZE, BY REGION,
2020–2025 (USD MILLION) 126
11.2 NORTH AMERICA 127
11.2.1 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET DRIVERS 127
11.2.2 NORTH AMERICA: COVID-19 EFFECT 127
FIGURE 36 NORTH AMERICA: MARKET SNAPSHOT 128
TABLE 67 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2014–2019 (USD MILLION) 129
TABLE 68 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2020–2025 (USD MILLION) 129
TABLE 69 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2014–2019 (USD MILLION) 129
TABLE 70 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTIONS, 2020–2025 (USD MILLION) 130
TABLE 71 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION) 130
TABLE 72 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICE, 2020–2025 (USD MILLION) 130
TABLE 73 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY PROFESSIONAL SERVICES, 2014–2019 (USD MILLION) 131
TABLE 74 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY PROFESSIONAL SERVICES, 2020–2025 (USD MILLION) 131
TABLE 75 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 131
TABLE 76 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 132
TABLE 77 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD TYPE, 2014–2019 (USD MILLION) 132
TABLE 78 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD TYPE, 2020–2025 (USD MILLION) 132
TABLE 79 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 133
TABLE 80 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 133
TABLE 81 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION) 133
TABLE 82 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL, 2020–2025 (USD MILLION) 134
TABLE 83 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION) 134
TABLE 84 NORTH AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2020–2025 (USD MILLION) 134
11.2.3 UNITED STATES 135
TABLE 85 UNITED STATES: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION) 135
TABLE 86 UNITED STATES: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION) 135
TABLE 87 UNITED STATES: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 136
TABLE 88 UNITED STATES: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 136
TABLE 89 UNITED STATES: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 136
TABLE 90 UNITED STATES: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 136
11.2.4 CANADA 137
TABLE 91 CANADA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 137
TABLE 92 CANADA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 137
TABLE 93 CANADA: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 137
TABLE 94 CANADA: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 138
TABLE 95 CANADA: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 138
TABLE 96 CANADA: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 138
11.3 EUROPE 138
11.3.1 EUROPE: PREDICTIVE MAINTENANCE MARKET DRIVERS 139
11.3.2 EUROPE: COVID-19 EFFECT 139
TABLE 97 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 140
TABLE 98 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 140
TABLE 99 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTION,
2014–2019 (USD MILLION) 140
TABLE 100 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTION,
2020–2025 (USD MILLION) 140
TABLE 101 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICE,
2014–2019 (USD MILLION) 141
TABLE 102 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICE,
2020–2025 (USD MILLION) 141
TABLE 103 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION) 141
TABLE 104 EUROPE PREDICTIVE MAINTENANCE MARKET SIZE, BY PROFESSIONAL SERVICE, 2020–2025 (USD MILLION) 142
TABLE 105 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 142
TABLE 106 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 142
TABLE 107 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD TYPE,
2014–2019 (USD MILLION) 143
TABLE 108 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD TYPE,
2020–2025 (USD MILLION) 143
TABLE 109 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 143
TABLE 110 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 144
TABLE 111 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL,
2014–2019 (USD MILLION) 144
TABLE 112 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL,
2020–2025 (USD MILLION) 144
TABLE 113 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY,
2014–2019 (USD MILLION) 145
TABLE 114 EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY,
2020–2025 (USD MILLION) 145
11.3.3 UNITED KINGDOM 146
TABLE 115 UNITED KINGDOM: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2014–2019 (USD MILLION) 146
TABLE 116 UNITED KINGDOM: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2020–2025 (USD MILLION) 146
TABLE 117 UNITED KINGDOM: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 146
TABLE 118 UNITED KINGDOM: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 147
TABLE 119 UNITED KINGDOM: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 147
TABLE 120 UNITED KINGDOM: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 147
11.3.4 GERMANY 147
TABLE 121 GERMANY: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION) 148
TABLE 122 GERMANY: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION) 148
TABLE 123 GERMANY: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 148
TABLE 124 GERMANY: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 148
TABLE 125 GERMANY: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 149
TABLE 126 GERMANY: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 149
11.3.5 FRANCE 149
TABLE 127 FRANCE: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 149
TABLE 128 FRANCE: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 150
TABLE 129 FRANCE: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 150
TABLE 130 FRANCE: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 150
TABLE 131 FRANCE: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 150
TABLE 132 FRANCE: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 151
11.3.6 ITALY 151
TABLE 133 ITALY: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 151
TABLE 134 ITALY: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 151
TABLE 135 ITALY: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 152
TABLE 136 ITALY: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 152
TABLE 137 ITALY: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 152
TABLE 138 ITALY: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 152
11.3.7 REST OF EUROPE 153
TABLE 139 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2014–2019 (USD MILLION) 153
TABLE 140 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2020–2025 (USD MILLION) 153
TABLE 141 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 153
TABLE 142 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 154
TABLE 143 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 154
TABLE 144 REST OF EUROPE: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 154
11.4 ASIA PACIFIC 154
11.4.1 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET DRIVERS 155
11.4.2 ASIA PACIFIC: COVID-19 EFFECT 155
FIGURE 37 ASIA PACIFIC: MARKET SNAPSHOT 156
TABLE 145 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION) 156
TABLE 146 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION) 157
TABLE 147 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTION, 2014–2019 (USD MILLION) 157
TABLE 148 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTION, 2020–2025 (USD MILLION) 157
TABLE 149 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION) 158
TABLE 150 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICE, 2020–2025 (USD MILLION) 158
TABLE 151 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION) 158
TABLE 152 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY PROFESSIONAL SERVICE, 2020–2025 (USD MILLION) 159
TABLE 153 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 159
TABLE 154 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 159
TABLE 155 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD TYPE, 2014–2019 (USD MILLION) 160
TABLE 156 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD TYPE, 2020–2025 (USD MILLION) 160
TABLE 157 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 160
TABLE 158 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 161
TABLE 159 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION) 161
TABLE 160 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL, 2020–2025 (USD MILLION) 162
TABLE 161 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION) 162
TABLE 162 ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2020–2025 (USD MILLION) 163
11.4.3 CHINA 163
TABLE 163 CHINA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 163
TABLE 164 CHINA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 164
TABLE 165 CHINA: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 164
TABLE 166 CHINA: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 164
TABLE 167 CHINA: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 164
TABLE 168 CHINA: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 165
TABLE 169 JAPAN: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 165
TABLE 170 JAPAN: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 166
TABLE 171 JAPAN: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 166
TABLE 172 JAPAN: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 166
TABLE 173 JAPAN: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 166
TABLE 174 JAPAN: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 167
11.4.5 INDIA 167
TABLE 175 INDIA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 167
TABLE 176 INDIA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 168
TABLE 177 INDIA: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 168
TABLE 178 INDIA: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 168
TABLE 179 INDIA: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 168
TABLE 180 INDIA: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 169
11.4.6 REST OF ASIA PACIFIC 169
TABLE 181 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2014–2019 (USD MILLION) 169
TABLE 182 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2020–2025 (USD MILLION) 169
TABLE 183 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 170
TABLE 184 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 170
TABLE 185 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 170
TABLE 186 REST OF ASIA PACIFIC: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 170
11.5 MIDDLE EAST & AFRICA 171
11.5.1 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET DRIVERS 171
11.5.2 MIDDLE EAST AND AFRICA: COVID-19 EFFECT 171
TABLE 187 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2014–2019 (USD MILLION) 172
TABLE 188 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2020–2025 (USD MILLION) 172
TABLE 189 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY SOLUTION, 2014–2019 (USD MILLION) 172
TABLE 190 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY SOLUTION, 2020–2025 (USD MILLION) 173
TABLE 191 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY SERVICE, 2014–2019 (USD MILLION) 173
TABLE 192 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY SERVICE, 2020–2025 (USD MILLION) 173
TABLE 193 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION) 174
TABLE 194 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY PROFESSIONAL SERVICES, 2020–2025 (USD MILLION) 174
TABLE 195 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 174
TABLE 196 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 175
TABLE 197 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY CLOUD TYPE, 2014–2019 (USD MILLION) 175
TABLE 198 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY CLOUD TYPE, 2020–2025 (USD MILLION) 175
TABLE 199 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 176
TABLE 200 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 176
TABLE 201 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY VERTICAL, 2014–2019 (USD MILLION) 176
TABLE 202 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY VERTICAL, 2020–2025 (USD MILLION) 177
TABLE 203 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COUNTRY, 2014–2019 (USD MILLION) 177
TABLE 204 MIDDLE EAST AND AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COUNTRY, 2020–2025 (USD MILLION) 177
11.5.3 ISRAEL 178
TABLE 205 ISRAEL: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 178
TABLE 206 ISRAEL: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 178
TABLE 207 ISRAEL: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 178
TABLE 208 ISRAEL: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 179
TABLE 209 ISRAEL: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 179
TABLE 210 ISRAEL: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 179
11.5.4 UNITED ARAB EMIRATES 179
TABLE 211 UNITED ARAB EMIRATES: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2014–2019 (USD MILLION) 180
TABLE 212 UNITED ARAB EMIRATES: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2020–2025 (USD MILLION) 180
TABLE 213 UNITED ARAB EMIRATES: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 180
TABLE 214 UNITED ARAB EMIRATES: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 180
TABLE 215 UNITED ARAB EMIRATES: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 181
TABLE 216 UNITED ARAB EMIRATES: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 181
11.5.5 REST OF MIDDLE EAST AFRICA 181
TABLE 217 REST OF MIDDLE EAST AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2014–2019 (USD MILLION) 181
TABLE 218 REST OF MIDDLE EAST AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2020–2025 (USD MILLION) 182
TABLE 219 REST OF MIDDLE EAST AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 182
TABLE 220 REST OF MIDDLE EAST AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 182
TABLE 221 REST OF MIDDLE EAST AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 182
TABLE 222 REST OF MIDDLE EAST AFRICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 183
11.6 LATIN AMERICA 183
11.6.1 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET DRIVERS 183
11.6.2 LATIN AMERICA: COVID-19 EFFECT 184
TABLE 223 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2014–2019 (USD MILLION) 184
TABLE 224 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT, 2020–2025 (USD MILLION) 184
TABLE 225 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTION, 2014–2019 (USD MILLION) 185
TABLE 226 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY SOLUTION, 2020–2025 (USD MILLION) 185
TABLE 227 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICE, 2014–2019 (USD MILLION) 185
TABLE 228 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY SERVICE, 2020–2025 (USD MILLION) 185
TABLE 229 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY PROFESSIONAL SERVICE, 2014–2019 (USD MILLION) 186
TABLE 230 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY PROFESSIONAL SERVICE, 2020–2025 (USD MILLION) 186
TABLE 231 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 186
TABLE 232 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 187
TABLE 233 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD TYPE, 2014–2019 (USD MILLION) 187
TABLE 234 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY CLOUD TYPE, 2020–2025 (USD MILLION) 187
TABLE 235 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 188
TABLE 236 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 188
TABLE 237 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL, 2014–2019 (USD MILLION) 188
TABLE 238 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY VERTICAL, 2020–2025 (USD MILLION) 189
TABLE 239 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2014–2019 (USD MILLION) 189
TABLE 240 LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE, BY COUNTRY, 2020–2025 (USD MILLION) 189
11.6.3 BRAZIL 190
TABLE 241 BRAZIL: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 190
TABLE 242 BRAZIL: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 190
TABLE 243 BRAZIL: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 191
TABLE 244 BRAZIL: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 191
TABLE 245 BRAZIL: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 191
TABLE 246 BRAZIL: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 191
11.6.4 MEXICO 192
TABLE 247 MEXICO: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2014–2019 (USD MILLION) 192
TABLE 248 MEXICO: PREDICTIVE MAINTENANCE MARKET SIZE, BY COMPONENT,
2020–2025 (USD MILLION) 192
TABLE 249 MEXICO: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 193
TABLE 250 MEXICO: PREDICTIVE MAINTENANCE MARKET SIZE, BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 193
TABLE 251 MEXICO: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 193
TABLE 252 MEXICO: PREDICTIVE MAINTENANCE MARKET SIZE, BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 193
11.6.5 REST OF LATIN AMERICA 194
TABLE 253 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2014–2019 (USD MILLION) 194
TABLE 254 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY COMPONENT, 2020–2025 (USD MILLION) 194
TABLE 255 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2014–2019 (USD MILLION) 194
TABLE 256 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY DEPLOYMENT MODE, 2020–2025 (USD MILLION) 195
TABLE 257 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2014–2019 (USD MILLION) 195
TABLE 258 REST OF LATIN AMERICA: PREDICTIVE MAINTENANCE MARKET SIZE,
BY ORGANIZATION SIZE, 2020–2025 (USD MILLION) 195
12 COMPETITIVE LANDSCAPE 196
12.1 OVERVIEW 196
12.2 COMPETITIVE LEADERSHIP MAPPING 196
12.2.1 VISIONARIES 196
12.2.2 INNOVATORS 196
12.2.3 DYNAMIC DIFFERENTIATORS 196
12.2.4 EMERGING COMPANIES 196
FIGURE 38 PREDICTIVE MAINTENANCE MARKET (GLOBAL), COMPETITIVE LEADERSHIP MAPPING, 2018 197
12.3 STRENGTH OF PRODUCT PORTFOLIO 198
FIGURE 39 PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS IN PREDICTIVE MAINTENANCE MARKET 198
12.4 BUSINESS STRATEGY EXCELLENCE 199
FIGURE 40 BUSINESS STRATEGY EXCELLENCE OF TOP PLAYERS IN PREDICTIVE MAINTENANCE MARKET 199
FIGURE 41 KEY PLAYERS OF THE PREDICTIVE MAINTENANCE MARKET, 2018 200
12.5 COMPETITIVE LEADERSHIP MAPPING (START-UPS) 200
12.5.1 PROGRESSIVE COMPANIES 200
12.5.2 RESPONSIVE COMPANIES 200
12.5.3 DYNAMIC COMPANIES 200
12.5.4 STARTING BLOCKS 200
FIGURE 42 PREDICTIVE MAINTENANCE MARKET (GLOBAL), COMPETITIVE LEADERSHIP MAPPING, FOR STARTUPS, 2018 201
12.6 STRENGTH OF PRODUCT PORTFOLIO (STARTUPS) 202
FIGURE 43 STRENGTH OF PRODUCT PORTFOLIO (START-UPS) OF TOP PLAYERS IN PREDICTIVE MAINTENANCE MARKET 202
12.7 BUSINESS STRATEGY EXCELLENCE (START-UPS) 203
FIGURE 44 BUSINESS STRATEGY EXCELLENCE (START-UPS) OF TOP PLAYERS IN PREDICTIVE MAINTENANCE MARKET 203
13 COMPANY PROFILES 204
13.1 INTRODUCTION 204
(Business Overview, Products Offered, Recent Developments, SWOT Analysis, and MNM View)*
13.2 IBM 204
FIGURE 45 IBM: COMPANY SNAPSHOT 205
FIGURE 46 SWOT ANALYSIS: IBM 207
13.3 MICROSOFT 208
FIGURE 47 MICROSOFT: COMPANY SNAPSHOT 208
FIGURE 48 SWOT ANALYSIS: MICROSOFT 210
13.4 SAP 211
FIGURE 49 SAP: COMPANY SNAPSHOT 211
FIGURE 50 SWOT ANALYSIS: SAP 213
13.5 GE 214
FIGURE 51 GE: COMPANY SNAPSHOT 214
FIGURE 52 SWOT ANALYSIS: GE 216
13.6 SCHNEIDER ELECTRIC 217
FIGURE 53 SCHNEIDER ELECTRIC: COMPANY SNAPSHOT 217
FIGURE 54 SWOT ANALYSIS: SCHNEIDER ELECTRIC 218
13.7 HITACHI 220
FIGURE 55 HITACHI: COMPANY SNAPSHOT 220
13.8 PTC 222
FIGURE 56 PTC: COMPANY SNAPSHOT 222
13.9 SOFTWARE AG 225
FIGURE 57 SOFTWARE AG: COMPANY SNAPSHOT 225
13.10 SAS INSTITUTE 228
FIGURE 58 SAS INSTITUTE: COMPANY SNAPSHOT 228
13.11 TIBCO SOFTWARE 230
13.12 C3.AI 232
13.13 UPTAKE 232
13.14 SOFTWEB SOLUTIONS 233
13.15 ASYSTOM 233
13.16 ECOLIBRIUM ENERGY 234
13.17 FIIX SOFTWARE 234
13.18 OPEX GROUP 235
13.19 DINGO 235
13.20 SIGMA INDUSTRIAL PRECISION 236
13.21 GOOGLE 237
13.22 ORACLE 238
13.23 HPE 239
13.24 AWS 240
13.25 MICRO FOCUS 241
13.26 SPLUNK 242
13.27 ALTAIR 243
13.28 RAPIDMINER 244
13.29 SEEBO 244
*Details on Business Overview, Products Offered, Recent Developments, SWOT Analysis, and MNM View might not be captured in case of unlisted companies.
14 ADJACENT AND RELATED MARKETS 245
14.1 INTRODUCTION 245
14.2 AI IN IOT MARKET 245
14.2.1 INTRODUCTION 245
TABLE 259 AI IN IOT MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 245
TABLE 260 AI IN IOT MARKET SIZE, BY VERTICAL, 2017–2024 (USD MILLION) 246
TABLE 261 AI IN IOT MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 246
TABLE 262 AI IN IOT MARKET SIZE, TECHNOLOGY, 2017–2024 (USD MILLION) 247
TABLE 263 MANUFACTURING MARKET SIZE, BY APPLICATION,
2017–2024 (USD MILLION) 247
TABLE 264 ENERGY AND UTILITIES MARKET SIZE, BY APPLICATION,
2017–2024 (USD MILLION) 247
TABLE 265 TRANSPORTATION AND MOBILITY MARKET SIZE, BY APPLICATION,
2017–2024 (USD MILLION) 248
TABLE 266 BANKING, FINANCIAL SERVICES, AND INSURANCE MARKET SIZE,
BY APPLICATION, 2017–2024 (USD MILLION) 248
TABLE 267 GOVERNMENT AND DEFENSE MARKET SIZE, BY APPLICATION,
2017–2024 (USD MILLION) 249
TABLE 268 RETAIL MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION) 249
TABLE 269 HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION,
2017–2024 (USD MILLION) 250
TABLE 270 NORTH AMERICA: AI IN IOT MARKET SIZE, BY VERTICAL,
2017–2024 (USD MILLION) 250
TABLE 271 EUROPE: AI IN IOT MARKET SIZE, BY VERTICAL, 2017–2024 (USD MILLION) 251
TABLE 272 ASIA PACIFIC: AI IN IOT MARKET SIZE, BY VERTICAL,
2017–2024 (USD MILLION) 251
TABLE 273 MIDDLE EAST AND AFRICA: AI IN IOT MARKET SIZE, BY VERTICAL,
2017–2024 (USD MILLION) 252
TABLE 274 LATIN AMERICA: AI IN IOT MARKET SIZE, BY VERTICAL,
2017–2024 (USD MILLION) 252
14.3 EDGE AI SOFTWARE MARKET 253
14.3.1 INTRODUCTION 253
TABLE 275 EDGE AI SOFTWARE MARKET SIZE, BY REGION, 2016–2023 (USD MILLION) 253
TABLE 276 EDGE AI SOFTWARE MARKET SIZE, BY VERTICAL, 2016–2023 (USD MILLION) 254
TABLE 277 EDGE AI SOFTWARE MARKET SIZE, BY COMPONENT,
2016–2023 (USD MILLION) 254
TABLE 278 EDGE AI SOFTWARE SOLUTIONS MARKET SIZE, BY TYPE,
2016–2023 (USD MILLION) 254
TABLE 279 EDGE AI SOFTWARE SERVICES MARKET SIZE, BY TYPE,
2016–2023 (USD MILLION) 255
TABLE 280 EDGE AI SOFTWARE MARKET SIZE, BY DATA SOURCE,
2016–2023 (USD MILLION) 255
TABLE 281 EDGE AI SOFTWARE MARKET SIZE, BY APPLICATION,
2016–2023 (USD MILLION) 256
TABLE 282 NORTH AMERICA: EDGE AI SOFTWARE MARKET SIZE, BY VERTICAL,
2016–2023 (USD MILLION) 256
TABLE 283 NORTH AMERICA: EDGE AI SOFTWARE MARKET SIZE, BY APPLICATION, 2016–2023 (USD MILLION) 257
TABLE 284 EUROPE: EDGE AI SOFTWARE MARKET SIZE, BY VERTICAL,
2016–2023 (USD MILLION) 257
TABLE 285 EUROPE: EDGE AI SOFTWARE MARKET SIZE, BY APPLICATION,
2016–2023 (USD MILLION) 258
TABLE 286 ASIA PACIFIC: EDGE AI SOFTWARE MARKET SIZE, BY VERTICAL,
2016–2023 (USD MILLION) 258
TABLE 287 ASIA PACIFIC: EDGE AI SOFTWARE MARKET SIZE, BY APPLICATION,
2016–2023 (USD MILLION) 259
TABLE 288 MIDDLE EAST AND AFRICA: EDGE AI SOFTWARE MARKET SIZE, BY VERTICAL, 2016–2023 (USD MILLION) 259
TABLE 289 MIDDLE EAST AND AFRICA: EDGE AI SOFTWARE MARKET SIZE,
BY APPLICATION, 2016–2023 (USD MILLION) 260
TABLE 290 LATIN AMERICA: EDGE AI SOFTWARE MARKET SIZE, BY VERTICAL,
2016–2023 (USD MILLION) 260
TABLE 291 LATIN AMERICA: EDGE AI SOFTWARE MARKET SIZE, BY APPLICATION,
2016–2023 (USD MILLION) 261
14.4 ENERGY AND UTILITIES ANALYTICS MARKET 261
14.4.1 INTRODUCTION 261
TABLE 292 ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY REGION,
2018–2025 (USD MILLION) 262
TABLE 293 ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY APPLICATION,
2018–2025 (USD MILLION) 262
TABLE 294 ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY COMPONENT,
2018–2025 (USD MILLION) 262
TABLE 295 SOLUTIONS: ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION) 263
TABLE 296 ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY SERVICE,
2018–2025 (USD MILLION) 263
TABLE 297 PROFESSIONAL SERVICE MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION) 264
TABLE 298 ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2018–2025 (USD MILLION) 264
TABLE 299 ENERGY AND UTILITIES CLOUD ANALYTICS MARKET SIZE, BY TYPE,
2018–2025 (USD MILLION) 264
TABLE 300 ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION) 265
TABLE 301 ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY VERTICAL,
2018–2025 (USD MILLION) 265
TABLE 302 ENERGY ANALYTICS MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION) 266
TABLE 303 UTILITIES ANALYTICS MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION) 266
TABLE 304 NORTH AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET SIZE,
BY APPLICATION, 2018–2025 (USD MILLION) 267
TABLE 305 EUROPE: ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY APPLICATION, 2018–2025 (USD MILLION) 267
TABLE 306 ASIA PACIFIC: ENERGY AND UTILITIES ANALYTICS MARKET SIZE,
BY APPLICATION, 2018–2025 (USD MILLION) 267
TABLE 307 MIDDLE EAST AND AFRICA: ENERGY AND UTILITIES ANALYTICS MARKET SIZE, BY APPLICATION, 2018–2025 (USD MILLION) 268
TABLE 308 LATIN AMERICA: ENERGY AND UTILITIES ANALYTICS MARKET SIZE,
BY APPLICATION, 2018–2025 (USD MILLION) 268
14.5 IOT ANALYTICS MARKET 269
14.5.1 INTRODUCTION 269
TABLE 309 IOT ANALYTICS MARKET SIZE, BY REGION, 2015–2022 (USD MILLION) 269
TABLE 310 IOT ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL,
2015–2022 (USD MILLION) 270
TABLE 311 IOT ANALYTICS MARKET SIZE, BY COMPONENT, 2015–2022 (USD MILLION) 270
TABLE 312 IOT ANALYTICS MARKET SIZE, BY SOFTWARE, 2015–2022 (USD MILLION) 271
TABLE 313 SERVICES: IOT ANALYTICS MARKET SIZE, BY TYPE,
2015–2022 (USD MILLION) 271
TABLE 314 PROFESSIONAL SERVICES: IOT ANALYTICS MARKET SIZE, BY TYPE,
2015–2022 (USD MILLION) 271
TABLE 315 IOT ANALYTICS MARKET SIZE, BY ANALYTICS TYPE,
2015–2022 (USD MILLION) 272
TABLE 316 IOT ANALYTICS MARKET SIZE, BY DEPLOYMENT MODEL,
2015–2022 (USD MILLION) 272
TABLE 317 IOT ANALYTICS MARKET SIZE, BY ORGANIZATION SIZE,
2015–2022 (USD MILLION) 272
TABLE 318 IOT ANALYTICS MARKET SIZE, BY APPLICATION, 2015–2022 (USD MILLION) 273
TABLE 319 NORTH AMERICA: IOT ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2015–2022 (USD MILLION) 273
TABLE 320 EUROPE: IOT ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL,
2015–2022 (USD MILLION) 274
TABLE 321 ASIA PACIFIC: IOT ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL,
2015–2022 (USD MILLION) 274
TABLE 322 MIDDLE EAST AND AFRICA: IOT ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2015–2022 (USD MILLION) 275
TABLE 323 LATIN AMERICA: IOT ANALYTICS MARKET SIZE, BY INDUSTRY VERTICAL, 2015–2022 (USD MILLION) 275
15 APPENDIX 276
15.1 INDUSTRY EXCERPTS 276
15.2 DISCUSSION GUIDE 277
15.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 283
15.4 AVAILABLE CUSTOMIZATIONS 285
15.5 RELATED REPORTS 285
15.6 AUTHOR DETAILS 286