Table of Content

1 INTRODUCTION 19
1.1 OBJECTIVES OF THE STUDY 19
1.2 MARKET DEFINITION 19
1.3 MARKET SCOPE 20
1.3.1 MARKET SEGMENTATION 20
1.3.2 REGIONS COVERED 20
1.3.3 YEARS CONSIDERED FOR THE STUDY 21
1.4 CURRENCY 21
1.5 STAKEHOLDERS 21

2 RESEARCH METHODOLOGY 22
2.1 RESEARCH DATA 22
2.1.1 SECONDARY DATA 23
2.1.2 PRIMARY DATA 23
2.1.2.1 Breakup of primary profiles 24
2.1.2.2 Key industry insights 24
2.2 MARKET BREAKUP AND DATA TRIANGULATION 25
2.3 MARKET SIZE ESTIMATION 26
2.3.1 TOP-DOWN APPROACH 28
2.3.2 BOTTOM-UP APPROACH 29
2.4 MARKET FORECAST 29
2.5 COMPETITIVE LEADERSHIP MAPPING METHODOLOGY 30
2.5.1 VENDOR INCLUSION CRITERIA 31
2.6 ASSUMPTIONS FOR THE STUDY 31
2.7 LIMITATIONS OF THE STUDY 32

3 EXECUTIVE SUMMARY 33

4 PREMIUM INSIGHTS 38
4.1 ATTRACTIVE MARKET OPPORTUNITIES IN THE EDUCATION AND LEARNING ANALYTICS MARKET 38
4.2 EDUCATION AND LEARNING ANALYTICS MARKET: TOP 3 APPLICATIONS 38
4.3 EDUCATION AND LEARNING ANALYTICS MARKET: BY REGION 39
4.4 EDUCATION AND LEARNING ANALYTICS MARKET IN NORTH AMERICA, BY COMPONENT AND DEPLOYMENT MODE 39
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5 MARKET OVERVIEW AND INDUSTRY TRENDS 40
5.1 INTRODUCTION 40
5.2 MARKET DYNAMICS 40
5.2.1 DRIVERS 41
5.2.1.1 Rising need for data-driven decisions to improve education quality 41
5.2.1.2 Growing technological investments among education institutes 41
5.2.2 RESTRAINTS 41
5.2.2.1 Lack of awareness and skilled resources to manage education analytics solutions 41
5.2.3 OPPORTUNITIES 42
5.2.3.1 Cloud-based learning analytics solutions 42
5.2.3.2 Advent of machine learning and artificial intelligence 43
5.2.4 CHALLENGES 43
5.2.4.1 Poor institutional infrastructure raising data quality, stewardship, and standardization issues 43
5.2.4.2 Lack of understanding of the learning analytics ecosystem by executives 44
5.3 INDUSTRY TRENDS 44
5.4 EDUCATION AND LEARNING ANALYTICS MARKET: USE CASES 44
5.4.1 USE CASE 1: IMPROVING STUDENT SUCCESS RATE THROUGH EDUCATION ANALYTICS 44
5.4.2 USE CASE 2: IMPROVING STUDENT RETENTION RATE WITH EDUCATION ANALYTICS 45
5.4.3 USE CASE 3: ENHANCING STUDENT RETENTION AND GRADUATION RATES 45
5.4.4 USE CASE 4: REDUCING STUDENT ATTRITION RATE IN ONLINE COURSES 46
5.4.5 USE CASE 5: ENGAGING, DEVELOPING, AND RETAINING TALENT TO SECURE THE WORKFORCE OF TOMORROW 46
5.5 REGULATIONS PERTAINING TO EDUCATION AND DATA PRIVACY 47
5.5.1 RIGHT OF CHILDREN TO FREE AND COMPULSORY EDUCATION ACT 47
5.5.2 AUSTRALIAN EDUCATION ACT 47
5.5.3 EDUCATION SERVICES FOR OVERSEAS STUDENTS ACT 47
5.5.4 FUNDAMENTAL LAW OF EDUCATION 47
5.5.5 COMPULSORY EDUCATION LAW OF THE PEOPLE’S REPUBLIC OF CHINA 47
5.5.6 SOUTH AFRICAN SCHOOLS ACT, NO. 84 OF 1996 47
5.5.7 THE EDUCATION ACT 2011 48
5.5.8 EVERY STUDENT SUCCEEDS ACT 48
5.5.9 EUROPEAN UNION GENERAL DATA PROTECTION REGULATION 48
5.6 EDUCATION AND LEARNING ANALYTICS: ECOSYSTEM 48
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6 EDUCATION AND LEARNING ANALYTICS MARKET, BY COMPONENT 50
6.1 INTRODUCTION 51
6.2 SOFTWARE 52
6.3 SERVICES 53
6.3.1 MANAGED SERVICES 54
6.3.1.1 Growing need for organizations to focus on their core business processes to drive the market 54
6.3.2 PROFESSIONAL SERVICES 55
6.3.2.1 Increase in technicalities in the deployment and implementation of education and learning analytics solutions to drive the demand for professional services 55
6.3.2.2 Support and Maintenance 56
6.3.2.2.1 Growing deployment of education and learning analytics software to fuel the demand for support and maintenance services 56
6.3.2.3 Consulting 57
6.3.2.3.1 Lack of skilled resources in the education industry to drive the adoption of consulting services 57

7 EDUCATION AND LEARNING ANALYTICS MARKET, BY DEPLOYMENT MODE 58
7.1 INTRODUCTION 59
7.2 ON-PREMISES 60
7.2.1 FOCUS ON DATA PRIVACY AND SECURITY TO DRIVE THE ADOPTION OF ON-PREMISES EDUCATION AND LEARNING ANALYTICS SOFTWARE 60
7.3 CLOUD 61
7.3.1 INCREASING BENEFITS OFFERED BY CLOUD-BASED EDUCATION AND LEARNING ANALYTICS SOFTWARE TO DRIVE THE MARKET GROWTH 61

8 EDUCATION AND LEARNING ANALYTICS MARKET, BY END USER 62
8.1 INTRODUCTION 63
8.2 ACADEMIA 64
8.2.1 K-12 65
8.2.1.1 Ability of education and learning analytics software to enable enhanced student performance assessment to drive the growth of the market 65
8.2.2 HIGHER EDUCATION 66
8.2.2.1 Ability of education and learning analytics software to enable seamless student recruitment and retention activities to drive the adoption of these software and services 66
8.3 CORPORATE 66
8.3.1 LARGE ENTERPRISES 68
8.3.1.1 Need to store large volumes of student data generated from multiple sources drive the adoption of software and services in large enterprises 68
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8.3.2 SMALL AND MEDIUM-SIZED ENTERPRISES 69
8.3.2.1 Need to extract maximum value out of student data at minimal costs to drive the adoption of education and learning analytics software and services 69

9 EDUCATION AND LEARNING ANALYTICS MARKET, BY APPLICATION 70
9.1 INTRODUCTION 71
9.2 PEOPLE ACQUISITION AND RETENTION 72
9.2.1 RISING ADOPTION OF DATA-DRIVEN APPROACHES FOR RETENTION STRATEGIES TO DRIVE THE MARKET GROWTH 72
9.3 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT 73
9.3.1 NEED TO ENHANCE LEARNING PROCESSES BY ALLOWING TEACHERS TO PROVIDE FEEDBACK IN MULTIPLE WAYS TO DRIVE THE MARKET GROWTH 73
9.4 BUDGET AND FINANCE MANAGEMENT 74
9.4.1 NEED TO IDENTIFY NEW AVENUES AND OPTIMAL APPROACHES FOR STUDENTS TO RECEIVE FUNDING AND GRANTS TO DRIVE THE ADOPTION 74
9.5 OPERATIONS MANAGEMENT 75
9.5.1 BETTER ALIGNMENT OF EMPLOYEE SKILLS, LEARNING, AND DEVELOPMENT TO DRIVE THE MARKET 75
9.6 PERFORMANCE MANAGEMENT 76
9.6.1 NEED TO ALIGN ENTERPRISE’S OPERATIONAL EFFICIENCY REQUIREMENTS WITH EMPLOYEE PERFORMANCE TO DRIVE THE ADOPTION 76
9.7 OTHERS 77

10 EDUCATION AND LEARNING ANALYTICS MARKET, BY REGION 78
10.1 INTRODUCTION 79
10.2 NORTH AMERICA 80
10.2.1 UNITED STATES 84
10.2.1.1 Trend of data analytics among education institutions to make strategic decisions to drive the adoption of software and services 84
10.2.2 CANADA 86
10.2.2.1 Growing focus on the development of digital learning universities to drive the market 86
10.3 EUROPE 87
10.3.1 GERMANY 90
10.3.1.1 Government focus on technology and analytics integration across educational organizations to drive the adoption of education and learning analytics software and services 90
10.3.2 UNITED KINGDOM 91
10.3.2.1 Government focus to enhance students’ learning experience and boost their performance to drive the growth of the market 91
10.3.3 FRANCE 92
10.3.3.1 Government initiatives to integrate digital technologies in the education sector to boost the adoption of education and learning analytics software and services 92
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10.3.4 ITALY 93
10.3.4.1 Rising need for smart classrooms to drive the market growth 93
10.3.5 REST OF EUROPE 94
10.4 ASIA PACIFIC 94
10.4.1 JAPAN 98
10.4.1.1 Rapid implementation of artificial intelligence and machine learning to drive the adoption of the education and learning analytics market 98
10.4.2 CHINA 99
10.4.2.1 Need for analyzing student data across K-12 schools to boost the adoption of education and learning analytics 99
10.4.3 SINGAPORE 100
10.4.3.1 Growing volume of data across the education sector led to an increase in the demand for education and learning analytics solutions 100
10.4.4 AUSTRALIA AND NEW ZEALAND 101
10.4.4.1 Growing internet penetration and adoption of mobile devices to drive the growth of education and learning analytics solutions 101
10.4.5 REST OF APAC 102
10.5 LATIN AMERICA 103
10.5.1 BRAZIL 106
10.5.1.1 Strong presence of leading education and learning analytics solution providers to bolster the market growth 106
10.5.2 ARGENTINA 107
10.5.2.1 Need for managing rising dropout rates to enhance the adoption of education and learning analytics solutions 107
10.5.3 MEXICO 107
10.5.3.1 Need for reshaping the technological landscape in the education sector to enhance the growth of education and learning analytics solutions 107
10.5.4 REST OF LATIN AMERICA 107
10.6 MIDDLE EAST AND AFRICA 108
10.6.1 MIDDLE EAST 111
10.6.1.1 Favorable government policies for technological adoption in the education sector to drive the growth of education and learning analytics solutions 111
10.6.2 AFRICA 112
10.6.2.1 Need to improve the quality of education and learning outcomes to drive the adoption of education and learning analytics solutions 112

11 COMPETITIVE LANDSCAPE 113
11.1 COMPETITIVE LEADERSHIP MAPPING 113
11.1.1 VISIONARY LEADERS 113
11.1.2 INNOVATORS 113
11.1.3 DYNAMIC DIFFERENTIATORS 113
11.1.4 EMERGING COMPANIES 113

12 COMPANY PROFILES 115
12.1 INTRODUCTION 115
12.2 IBM 115
(Business Overview, Products and Services Offered, Recent Developments, SWOT Analysis, and MNM View)*
12.3 MICROSOFT 119
12.4 ORACLE 123
12.5 SAS INSTITUTE 127
12.6 SAP 130
12.7 MICROSTRATEGY 134
12.8 BLACKBOARD 137
12.9 TABLEAU SOFTWARE 140
12.10 ALTERYX 143
12.11 TIBCO 146
12.12 QLIK 149
12.13 YELLOWFIN 151
12.14 SABA SOFTWARE 153
12.15 SCHOOLOGY (POWERSCHOOL) 155
12.16 LATITUDE CG 157
12.17 D2L 158
12.18 WATERSHED SYSTEMS 160
12.19 INETSOFT 161
12.20 BRIGHTBYTES 162
12.21 ELLUCIAN 163
12.22 CERTICA SOLUTIONS 164
12.23 CIVITAS LEARNING 166
12.24 HOBSONS 167
12.25 ZOGO TECHNOLOGIES 168
*Details on Business Overview, Products and Services Offered, Recent Developments, SWOT Analysis, and MNM View might not be captured in case of unlisted companies.

13 APPENDIX 169
13.1 KEY INSIGHTS OF INDUSTRY EXPERTS 169
13.2 DISCUSSION GUIDE 170
13.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL 173
13.4 AVAILABLE CUSTOMIZATIONS 175
13.5 RELATED REPORTS 175
13.6 AUTHOR DETAILS 176



List of Figures



FIGURE 1 EDUCATION AND LEARNING ANALYTICS MARKET: RESEARCH DESIGN 22
FIGURE 2 MARKET SIZE ESTIMATION METHODOLOGY, APPROACH 1 (SUPPLY SIDE): REVENUE OF PRODUCTS/SOLUTIONS/SERVICES OF THE EDUCATION AND LEARNING ANALYTICS MARKET 26
FIGURE 3 MARKET SIZE ESTIMATION METHODOLOGY, APPROACH 1 – BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL PRODUCTS/SOLUTIONS/SERVICES OF THE EDUCATION AND LEARNING ANALYTICS MARKET 26
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY, APPROACH 2 – BOTTOM-UP (DEMAND SIDE): PRODUCTS/SOLUTIONS/SERVICES SOLD AND THEIR AVERAGE SELLING PRICE 27
FIGURE 5 EDUCATION AND LEARNING ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES 28
FIGURE 6 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY COMPONENT 34
FIGURE 7 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY SERVICE 35
FIGURE 8 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY PROFESSIONAL SERVICE 35
FIGURE 9 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY DEPLOYMENT MODE 36
FIGURE 10 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT BY CORPORATE END USER 36
FIGURE 11 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY APPLICATION 36
FIGURE 12 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY VERTICAL 37
FIGURE 13 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY REGION 37
FIGURE 14 GROWING DEMAND FOR ENHANCED VISUALIZATION OF THE DATA, IDENTIFICATION OF PATTERNS, AND STRENGTHENING THE SYSTEM CAPABILITY TO PROCESS EDUCATION RELATED DATA ARE THE KEY FACTORS DRIVING THE OVERALL GROWTH OF THE EDUCATION AND LEARNING ANALYTICS MARKET 38
FIGURE 15 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 38
FIGURE 16 NORTH AMERICA TO HOLD THE HIGHEST MARKET SHARE IN 2019 39
FIGURE 17 PERFORMANCE MANAGEMENT APPLICATION AND ACADEMIA END USER IN NORTH AMERICA ACCOUNTED FOR THE HIGHEST SHARES IN THE EDUCATION AND LEARNING ANALYTICS MARKET IN 2019 39
FIGURE 18 EDUCATION AND LEARNING ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES 40
FIGURE 19 EDUCATION AND LEARNING ANALYTICS: ARCHITECTURE 49
FIGURE 20 SOFTWARE SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD 51
FIGURE 21 MANAGED SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 53
FIGURE 22 SUPPORT AND MAINTENANCE SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 55
FIGURE 23 ON-PREMISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 59
FIGURE 24 CORPORATE SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 63
FIGURE 25 K-12 SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 64
FIGURE 26 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD 67
FIGURE 27 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD 71
FIGURE 28 NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD 79
FIGURE 29 NORTH AMERICA: MARKET SNAPSHOT 81
FIGURE 30 EDUCATION SPEND PER STUDENT ACROSS THE WORLD, 2017 85
FIGURE 31 ASIA PACIFIC: MARKET SNAPSHOT 95
FIGURE 32 EDUCATION AND LEARNING ANALYTICS MARKET (GLOBAL) COMPETITIVE LEADERSHIP MAPPING, 2019 114
FIGURE 33 IBM: COMPANY SNAPSHOT 116
FIGURE 34 IBM: SWOT ANALYSIS 118
FIGURE 35 MICROSOFT: COMPANY SNAPSHOT 119
FIGURE 36 MICROSOFT: SWOT ANALYSIS 122
FIGURE 37 ORACLE: COMPANY SNAPSHOT 123
FIGURE 38 ORACLE: SWOT ANALYSIS 125
FIGURE 39 SAS: COMPANY SNAPSHOT 127
FIGURE 40 SAS INSTITUTE: SWOT ANALYSIS 129
FIGURE 41 SAP: COMPANY SNAPSHOT 130
FIGURE 42 SAP: SWOT ANALYSIS 133
FIGURE 43 MICROSTRATEGY: COMPANY SNAPSHOT 134
FIGURE 44 TABLEAU SOFTWARE: COMPANY SNAPSHOT 140
FIGURE 45 ALTERYX: COMPANY SNAPSHOT 143

 

List of Tables



TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2015–2018 21
TABLE 2 FACTOR ANALYSIS 29
TABLE 3 EVALUATION CRITERIA 31
TABLE 4 GLOBAL EDUCATION AND LEARNING ANALYTICS MARKET SIZE AND GROWTH RATE, 2017–2024 (USD MILLION, Y-O-Y %) 34
TABLE 5 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT 2017–2024 (USD MILLION) 51
TABLE 6 SOFTWARE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 52
TABLE 7 SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE 2017–2024 (USD MILLION) 53
TABLE 8 SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 54
TABLE 9 MANAGED SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY REGION, 2017–2024 (USD MILLION) 54
TABLE 10 PROFESSIONAL SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION) 55
TABLE 11 PROFESSIONAL SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 56
TABLE 12 SUPPORT AND MAINTENANCE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 56
TABLE 13 CONSULTING: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 57
TABLE 14 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 59
TABLE 15 ON-PREMISES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 60
TABLE 16 CLOUD: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 61
TABLE 17 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER 2017–2024 (USD MILLION) 63
TABLE 18 ACADEMIA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION) 64
TABLE 19 ACADEMIA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 65
TABLE 20 K-12: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 65
TABLE 21 HIGHER EDUCATION: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY REGION, 2017–2024 (USD MILLION) 66
TABLE 22 CORPORATE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION) 67
TABLE 23 CORPORATE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 67
TABLE 24 LARGE ENTERPRISES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY REGION, 2017–2024 (USD MILLION) 68
TABLE 25 SMALL AND MEDIUM-SIZED ENTERPRISES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 69
TABLE 26 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION 2017–2024 (USD MILLION) 71
TABLE 27 PEOPLE ACQUISITION AND RETENTION: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 72
TABLE 28 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 73
TABLE 29 BUDGET AND FINANCE MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 74
TABLE 30 OPERATIONS MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 75
TABLE 31 PERFORMANCE MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 76
TABLE 32 OTHERS: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION) 77
TABLE 33 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION 2017–2024 (USD MILLION) 79
TABLE 34 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY COMPONENT, 2017–2024 (USD MILLION) 81
TABLE 35 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY SERVICE, 2017–2024 (USD MILLION) 82
TABLE 36 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION) 82
TABLE 37 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY APPLICATION, 2017–2024 (USD MILLION) 82
TABLE 38 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 83
TABLE 39 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY END USER, 2017–2024 (USD MILLION) 83
TABLE 40 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY ACADEMIA, 2017–2024 (USD MILLION) 83
TABLE 41 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY CORPORATE, 2017–2024 (USD MILLION) 84
TABLE 42 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY COUNTRY, 2017–2024 (USD MILLION) 84
TABLE 43 UNITED STATES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY COMPONENT, 2017–2024 (USD MILLION) 85
TABLE 44 UNITED STATES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 85
TABLE 45 CANADA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 86
TABLE 46 CANADA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 86
TABLE 47 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 87
TABLE 48 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION) 87
TABLE 49 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION) 88
TABLE 50 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION) 88
TABLE 51 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 88
TABLE 52 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION) 89
TABLE 53 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION) 89
TABLE 54 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION) 89
TABLE 55 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION) 90
TABLE 56 GERMANY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 90
TABLE 57 GERMANY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 91
TABLE 58 UNITED KINGDOM: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY COMPONENT, 2017–2024 (USD MILLION) 91
TABLE 59 UNITED KINGDOM: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 92
TABLE 60 FRANCE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 92
TABLE 61 FRANCE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 93
TABLE 62 ITALY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 93
TABLE 63 ITALY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 93
TABLE 64 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY COMPONENT, 2017–2024 (USD MILLION) 95
TABLE 65 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION) 96
TABLE 66 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION) 96
TABLE 67 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY APPLICATION, 2017–2024 (USD MILLION) 96
TABLE 68 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 97
TABLE 69 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION) 97
TABLE 70 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION) 97
TABLE 71 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY CORPORATE, 2017–2024 (USD MILLION) 98
TABLE 72 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION) 98
TABLE 73 JAPAN: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 99
TABLE 74 JAPAN: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 99
TABLE 75 CHINA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 100
TABLE 76 CHINA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 100
TABLE 77 SINGAPORE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY COMPONENT, 2017–2024 (USD MILLION) 101
TABLE 78 SINGAPORE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 101
TABLE 79 AUSTRALIA AND NEW ZEALAND: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 102
TABLE 80 AUSTRALIA AND NEW ZEALAND: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 102
TABLE 81 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY COMPONENT, 2017–2024 (USD MILLION) 103
TABLE 82 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY SERVICE, 2017–2024 (USD MILLION) 103
TABLE 83 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION) 104
TABLE 84 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY APPLICATION, 2017–2024 (USD MILLION) 104
TABLE 85 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 104
TABLE 86 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY END USER, 2017–2024 (USD MILLION) 105
TABLE 87 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY ACADEMIA, 2017–2024 (USD MILLION) 105
TABLE 88 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY CORPORATE, 2017–2024 (USD MILLION) 105
TABLE 89 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY COUNTRY, 2017–2024 (USD MILLION) 106
TABLE 90 BRAZIL: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 106
TABLE 91 BRAZIL: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 107
TABLE 92 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION) 108
TABLE 93 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION) 108
TABLE 94 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION) 108
TABLE 95 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION) 109
TABLE 96 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 109
TABLE 97 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION) 109
TABLE 98 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION) 110
TABLE 99 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION) 110
TABLE 100 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SUBREGION, 2017–2024 (USD MILLION) 110
TABLE 101 MIDDLE EAST: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY COMPONENT, 2017–2024 (USD MILLION) 111
TABLE 102 MIDDLE EAST: EDUCATION AND LEARNING ANALYTICS MARKET SIZE BY DEPLOYMENT MODE, 2017–2024 (USD MILLION) 111