Education and Learning Analytics Market by Application (Performance Management, Curriculum Development and Intervention Management, and People Acquisition and Retention), Component, Deployment, End User, and Region - Global Forecast to 2024
Rising need for data-driven decisions for improving the quality of education to drive the growth of the market
MarketsandMarkets estimates the global education and learning analytics market size to grow from USD 3.1 billion in 2019 to USD 8.2 billion by 2024, at a Compound Annual Growth Rate (CAGR) of 21.5% during the forecast period. The education and learning analytics industry is multiplying with the rising need for data-driven decisions for improving the quality of education and the growing adoption of advanced technologies across the education sector. However, the lack of awareness and expertise required to manage education analytics solutions is projected to limit the growth of the market.
The curriculum development and intervention management segment to grow at the highest CAGR during the forecast period
Education and learning analytics enable educators and instructors to apply analytical outcomes for formulating the curriculum and teaching strategies to support a student according to his/her requirements, effectively. Analytical tools enable the visualization of the current student performance and their correlation with various factors affecting a student’s performance, thus providing educators with insights to better shape their teaching styles and study materials.
Academic end users to be the largest adopter of education and learning analytics solutions in 2019
Academic end users refer to educators, tutors, and academic institutions that have data and analytics requirements across areas, including student acquisition and retention, curriculum development and intervention management, performance assessment, and budgeting and finance management. The academic end user segment is bifurcated into K-12 and higher education, with higher education emerging as a larger adopter of education and learning analytics solutions. The higher education segment observes a wider adoption of data and analytics tools to improve learning, recruitment, fundraising, planning, and other operational areas to maximize productivity and stay ahead in the competition in the academic end user.
Education and learning analytics market in APAC to grow at the highest CAGR during the forecast period
The high growth of the market in Asia Pacific (APAC) can be attributed to globalization, rapid economic developments, favorable government policies, and increasing digitalization in the region with the increasing interest of businesses toward technologies, such as Business Intelligence (BI), big data, and Internet of Things (IoT). Furthermore, the low teacher-student ratio across several developing countries in the region remains the biggest hurdle in the development of personalized learning experiences for students. The technology-based learning tools present an optimal solution for these countries along with decreasing of technology costs, increasing awareness, availability of tech talent, and favorable economic conditions.
In-depth interviews were conducted with the Chief Executive Officers (CEOs), marketing directors, other innovation and technology directors, and executives from various key organizations operating in the education and learning analytics market.
Research Coverage
The education and learning analytics market revenue is classified primarily into revenues from software and services. Software revenue is associated with software and platform offerings while services’ revenue is associated with managed and professional services. The professional services comprise support and maintenance and consulting. The market is further segmented based on application, end user, deployment model, and region.
Key benefits of the report
The report would help the market leaders/new entrants with the information on the closest approximations of the revenue numbers for the overall education and learning analytics market and its subsegments. This report would help stakeholders understand the competitive landscape and gain insights to better position their businesses and plan suitable go-to-market strategies. The report further helps stakeholders understand the pulse of the market and provides them with information on the key market drivers, restraints, challenges, and opportunities.
MarketsandMarkets estimates the global education and learning analytics market size to grow from USD 3.1 billion in 2019 to USD 8.2 billion by 2024, at a Compound Annual Growth Rate (CAGR) of 21.5% during the forecast period. The education and learning analytics industry is multiplying with the rising need for data-driven decisions for improving the quality of education and the growing adoption of advanced technologies across the education sector. However, the lack of awareness and expertise required to manage education analytics solutions is projected to limit the growth of the market.
The curriculum development and intervention management segment to grow at the highest CAGR during the forecast period
Education and learning analytics enable educators and instructors to apply analytical outcomes for formulating the curriculum and teaching strategies to support a student according to his/her requirements, effectively. Analytical tools enable the visualization of the current student performance and their correlation with various factors affecting a student’s performance, thus providing educators with insights to better shape their teaching styles and study materials.
Academic end users to be the largest adopter of education and learning analytics solutions in 2019
Academic end users refer to educators, tutors, and academic institutions that have data and analytics requirements across areas, including student acquisition and retention, curriculum development and intervention management, performance assessment, and budgeting and finance management. The academic end user segment is bifurcated into K-12 and higher education, with higher education emerging as a larger adopter of education and learning analytics solutions. The higher education segment observes a wider adoption of data and analytics tools to improve learning, recruitment, fundraising, planning, and other operational areas to maximize productivity and stay ahead in the competition in the academic end user.
Education and learning analytics market in APAC to grow at the highest CAGR during the forecast period
The high growth of the market in Asia Pacific (APAC) can be attributed to globalization, rapid economic developments, favorable government policies, and increasing digitalization in the region with the increasing interest of businesses toward technologies, such as Business Intelligence (BI), big data, and Internet of Things (IoT). Furthermore, the low teacher-student ratio across several developing countries in the region remains the biggest hurdle in the development of personalized learning experiences for students. The technology-based learning tools present an optimal solution for these countries along with decreasing of technology costs, increasing awareness, availability of tech talent, and favorable economic conditions.
In-depth interviews were conducted with the Chief Executive Officers (CEOs), marketing directors, other innovation and technology directors, and executives from various key organizations operating in the education and learning analytics market.
- By Company – Tier 1–22%, Tier 2–30%, and Tier 3–48%
- By Designation – C-Level Executives–30%, Director Level–45%, and Others–25%
- By Region – North America–15%, Europe–20%, APAC–40%, and RoW–25%
Research Coverage
The education and learning analytics market revenue is classified primarily into revenues from software and services. Software revenue is associated with software and platform offerings while services’ revenue is associated with managed and professional services. The professional services comprise support and maintenance and consulting. The market is further segmented based on application, end user, deployment model, and region.
Key benefits of the report
The report would help the market leaders/new entrants with the information on the closest approximations of the revenue numbers for the overall education and learning analytics market and its subsegments. This report would help stakeholders understand the competitive landscape and gain insights to better position their businesses and plan suitable go-to-market strategies. The report further helps stakeholders understand the pulse of the market and provides them with information on the key market drivers, restraints, challenges, and opportunities.
1 INTRODUCTION
1.1 OBJECTIVES OF THE STUDY
1.2 MARKET DEFINITION
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
1.3.2 REGIONS COVERED
1.3.3 YEARS CONSIDERED FOR THE STUDY
1.4 CURRENCY
1.5 STAKEHOLDERS
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
2.1.2.1 Breakup of primary profiles
2.1.2.2 Key industry insights
2.2 MARKET BREAKUP AND DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
2.4 MARKET FORECAST
2.5 COMPETITIVE LEADERSHIP MAPPING METHODOLOGY
2.5.1 VENDOR INCLUSION CRITERIA
2.6 ASSUMPTIONS FOR THE STUDY
2.7 LIMITATIONS OF THE STUDY
3 EXECUTIVE SUMMARY
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE MARKET OPPORTUNITIES IN THE EDUCATION AND LEARNING ANALYTICS MARKET
4.2 EDUCATION AND LEARNING ANALYTICS MARKET: TOP 3 APPLICATIONS
4.3 EDUCATION AND LEARNING ANALYTICS MARKET: BY REGION
4.4 EDUCATION AND LEARNING ANALYTICS MARKET IN NORTH AMERICA, BY COMPONENT AND DEPLOYMENT MODE
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
5.2.1 DRIVERS
5.2.1.1 Rising need for data-driven decisions to improve education quality
5.2.1.2 Growing technological investments among education institutes
5.2.2 RESTRAINTS
5.2.2.1 Lack of awareness and skilled resources to manage education analytics solutions
5.2.3 OPPORTUNITIES
5.2.3.1 Cloud-based learning analytics solutions
5.2.3.2 Advent of machine learning and artificial intelligence
5.2.4 CHALLENGES
5.2.4.1 Poor institutional infrastructure raising data quality, stewardship, and standardization issues
5.2.4.2 Lack of understanding of the learning analytics ecosystem by executives
5.3 INDUSTRY TRENDS
5.4 EDUCATION AND LEARNING ANALYTICS MARKET: USE CASES
5.4.1 USE CASE 1: IMPROVING STUDENT SUCCESS RATE THROUGH EDUCATION ANALYTICS
5.4.2 USE CASE 2: IMPROVING STUDENT RETENTION RATE WITH EDUCATION ANALYTICS
5.4.3 USE CASE 3: ENHANCING STUDENT RETENTION AND GRADUATION RATES
5.4.4 USE CASE 4: REDUCING STUDENT ATTRITION RATE IN ONLINE COURSES
5.4.5 USE CASE 5: ENGAGING, DEVELOPING, AND RETAINING TALENT TO SECURE THE WORKFORCE OF TOMORROW
5.5 REGULATIONS PERTAINING TO EDUCATION AND DATA PRIVACY
5.5.1 RIGHT OF CHILDREN TO FREE AND COMPULSORY EDUCATION ACT
5.5.2 AUSTRALIAN EDUCATION ACT
5.5.3 EDUCATION SERVICES FOR OVERSEAS STUDENTS ACT
5.5.4 FUNDAMENTAL LAW OF EDUCATION
5.5.5 COMPULSORY EDUCATION LAW OF THE PEOPLE'S REPUBLIC OF CHINA
5.5.6 SOUTH AFRICAN SCHOOLS ACT, NO. 84 OF 1996
5.5.7 THE EDUCATION ACT 2011
5.5.8 EVERY STUDENT SUCCEEDS ACT
5.5.9 EUROPEAN UNION GENERAL DATA PROTECTION REGULATION
5.6 EDUCATION AND LEARNING ANALYTICS: ECOSYSTEM
6 EDUCATION AND LEARNING ANALYTICS MARKET, BY COMPONENT
6.1 INTRODUCTION
6.2 SOFTWARE
6.3 SERVICES
6.3.1 MANAGED SERVICES
6.3.1.1 Growing need for organizations to focus on their core business processes to drive the market
6.3.2 PROFESSIONAL SERVICES
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
6.3.2.2 Support and Maintenance
6.3.2.2.1 Growing deployment of education and learning analytics software to fuel the demand for support and maintenance services
6.3.2.3 Consulting
6.3.2.3.1 Lack of skilled resources in the education industry to drive the adoption of consulting services
7 EDUCATION AND LEARNING ANALYTICS MARKET, BY DEPLOYMENT MODE
7.1 INTRODUCTION
7.2 ON-PREMISES
7.2.1 FOCUS ON DATA PRIVACY AND SECURITY TO DRIVE THE ADOPTION OF ON-PREMISES EDUCATION AND LEARNING ANALYTICS SOFTWARE
7.3 CLOUD
7.3.1 INCREASING BENEFITS OFFERED BY CLOUD-BASED EDUCATION AND LEARNING ANALYTICS SOFTWARE TO DRIVE THE MARKET GROWTH
8 EDUCATION AND LEARNING ANALYTICS MARKET, BY END USER
8.1 INTRODUCTION
8.2 ACADEMIA
8.2.1 K-12
8.2.1.1 Ability of education and learning analytics software to enable enhanced student performance assessment to drive the growth of the market
8.2.2 HIGHER EDUCATION
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
8.3 CORPORATE
8.3.1 LARGE ENTERPRISES
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
8.3.2 SMALL AND MEDIUM-SIZED ENTERPRISES
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
9 EDUCATION AND LEARNING ANALYTICS MARKET, BY APPLICATION
9.1 INTRODUCTION
9.2 PEOPLE ACQUISITION AND RETENTION
9.2.1 RISING ADOPTION OF DATA-DRIVEN APPROACHES FOR RETENTION STRATEGIES TO DRIVE THE MARKET GROWTH
9.3 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT
9.3.1 NEED TO ENHANCE LEARNING PROCESSES BY ALLOWING TEACHERS TO PROVIDE FEEDBACK IN MULTIPLE WAYS TO DRIVE THE MARKET GROWTH
9.4 BUDGET AND FINANCE MANAGEMENT
9.4.1 NEED TO IDENTIFY NEW AVENUES AND OPTIMAL APPROACHES FOR STUDENTS TO RECEIVE FUNDING AND GRANTS TO DRIVE THE ADOPTION
9.5 OPERATIONS MANAGEMENT
9.5.1 BETTER ALIGNMENT OF EMPLOYEE SKILLS, LEARNING, AND DEVELOPMENT TO DRIVE THE MARKET
9.6 PERFORMANCE MANAGEMENT
9.6.1 NEED TO ALIGN ENTERPRISE’S OPERATIONAL EFFICIENCY REQUIREMENTS WITH EMPLOYEE PERFORMANCE TO DRIVE THE ADOPTION
9.7 OTHERS
10 EDUCATION AND LEARNING ANALYTICS MARKET, BY REGION
10.1 INTRODUCTION
10.2 NORTH AMERICA
10.2.1 UNITED STATES
10.2.1.1 Trend of data analytics among education institutions to make strategic decisions to drive the adoption of software and services
10.2.2 CANADA
10.2.2.1 Growing focus on the development of digital learning universities to drive the market
10.3 EUROPE
10.3.1 GERMANY
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
10.3.2 UNITED KINGDOM
10.3.2.1 Government focus to enhance students’ learning experience and boost their performance to drive the growth of the market
10.3.3 FRANCE
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
10.3.4 ITALY
10.3.4.1 Rising need for smart classrooms to drive the market growth
10.3.5 REST OF EUROPE
10.4 ASIA PACIFIC
10.4.1 JAPAN
10.4.1.1 Rapid implementation of artificial intelligence and machine learning to drive the adoption of the education and learning analytics market
10.4.2 CHINA
10.4.2.1 Need for analyzing student data across K-12 schools to boost the adoption of education and learning analytics
10.4.3 SINGAPORE
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
10.4.4 AUSTRALIA AND NEW ZEALAND
10.4.4.1 Growing internet penetration and adoption of mobile devices to drive the growth of education and learning analytics solutions
10.4.5 REST OF APAC
10.5 LATIN AMERICA
10.5.1 BRAZIL
10.5.1.1 Strong presence of leading education and learning analytics solution providers to bolster the market growth
10.5.2 ARGENTINA
10.5.2.1 Need for managing rising dropout rates to enhance the adoption of education and learning analytics solutions
10.5.3 MEXICO
10.5.3.1 Need for reshaping the technological landscape in the education sector to enhance the growth of education and learning analytics solutions
10.5.4 REST OF LATIN AMERICA
10.6 MIDDLE EAST AND AFRICA
10.6.1 MIDDLE EAST
10.6.1.1 Favorable government policies for technological adoption in the education sector to drive the growth of education and learning analytics solutions
10.6.2 AFRICA
10.6.2.1 Need to improve the quality of education and learning outcomes to drive the adoption of education and learning analytics solutions
11 COMPETITIVE LANDSCAPE
11.1 COMPETITIVE LEADERSHIP MAPPING
11.1.1 VISIONARY LEADERS
11.1.2 INNOVATORS
11.1.3 DYNAMIC DIFFERENTIATORS
11.1.4 EMERGING COMPANIES
12 COMPANY PROFILES
12.1 INTRODUCTION
12.2 IBM
(Business Overview, Products and Services Offered, Recent Developments, SWOT Analysis, and MNM View)*
12.3 MICROSOFT
12.4 ORACLE
12.5 SAS INSTITUTE
12.6 SAP
12.7 MICROSTRATEGY
12.8 BLACKBOARD
12.9 TABLEAU SOFTWARE
12.10 ALTERYX
12.11 TIBCO
12.12 QLIK
12.13 YELLOWFIN
12.14 SABA SOFTWARE
12.15 SCHOOLOGY (POWERSCHOOL)
12.16 LATITUDE CG
12.17 D2L
12.18 WATERSHED SYSTEMS
12.19 INETSOFT
12.20 BRIGHTBYTES
12.21 ELLUCIAN
12.22 CERTICA SOLUTIONS
12.23 CIVITAS LEARNING
12.24 HOBSONS
12.25 ZOGO TECHNOLOGIES
*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
13.1 KEY INSIGHTS OF INDUSTRY EXPERTS
13.2 DISCUSSION GUIDE
13.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
13.4 AVAILABLE CUSTOMIZATIONS
13.5 RELATED REPORTS
13.6 AUTHOR DETAILS
1.1 OBJECTIVES OF THE STUDY
1.2 MARKET DEFINITION
1.3 MARKET SCOPE
1.3.1 MARKET SEGMENTATION
1.3.2 REGIONS COVERED
1.3.3 YEARS CONSIDERED FOR THE STUDY
1.4 CURRENCY
1.5 STAKEHOLDERS
2 RESEARCH METHODOLOGY
2.1 RESEARCH DATA
2.1.1 SECONDARY DATA
2.1.2 PRIMARY DATA
2.1.2.1 Breakup of primary profiles
2.1.2.2 Key industry insights
2.2 MARKET BREAKUP AND DATA TRIANGULATION
2.3 MARKET SIZE ESTIMATION
2.3.1 TOP-DOWN APPROACH
2.3.2 BOTTOM-UP APPROACH
2.4 MARKET FORECAST
2.5 COMPETITIVE LEADERSHIP MAPPING METHODOLOGY
2.5.1 VENDOR INCLUSION CRITERIA
2.6 ASSUMPTIONS FOR THE STUDY
2.7 LIMITATIONS OF THE STUDY
3 EXECUTIVE SUMMARY
4 PREMIUM INSIGHTS
4.1 ATTRACTIVE MARKET OPPORTUNITIES IN THE EDUCATION AND LEARNING ANALYTICS MARKET
4.2 EDUCATION AND LEARNING ANALYTICS MARKET: TOP 3 APPLICATIONS
4.3 EDUCATION AND LEARNING ANALYTICS MARKET: BY REGION
4.4 EDUCATION AND LEARNING ANALYTICS MARKET IN NORTH AMERICA, BY COMPONENT AND DEPLOYMENT MODE
5 MARKET OVERVIEW AND INDUSTRY TRENDS
5.1 INTRODUCTION
5.2 MARKET DYNAMICS
5.2.1 DRIVERS
5.2.1.1 Rising need for data-driven decisions to improve education quality
5.2.1.2 Growing technological investments among education institutes
5.2.2 RESTRAINTS
5.2.2.1 Lack of awareness and skilled resources to manage education analytics solutions
5.2.3 OPPORTUNITIES
5.2.3.1 Cloud-based learning analytics solutions
5.2.3.2 Advent of machine learning and artificial intelligence
5.2.4 CHALLENGES
5.2.4.1 Poor institutional infrastructure raising data quality, stewardship, and standardization issues
5.2.4.2 Lack of understanding of the learning analytics ecosystem by executives
5.3 INDUSTRY TRENDS
5.4 EDUCATION AND LEARNING ANALYTICS MARKET: USE CASES
5.4.1 USE CASE 1: IMPROVING STUDENT SUCCESS RATE THROUGH EDUCATION ANALYTICS
5.4.2 USE CASE 2: IMPROVING STUDENT RETENTION RATE WITH EDUCATION ANALYTICS
5.4.3 USE CASE 3: ENHANCING STUDENT RETENTION AND GRADUATION RATES
5.4.4 USE CASE 4: REDUCING STUDENT ATTRITION RATE IN ONLINE COURSES
5.4.5 USE CASE 5: ENGAGING, DEVELOPING, AND RETAINING TALENT TO SECURE THE WORKFORCE OF TOMORROW
5.5 REGULATIONS PERTAINING TO EDUCATION AND DATA PRIVACY
5.5.1 RIGHT OF CHILDREN TO FREE AND COMPULSORY EDUCATION ACT
5.5.2 AUSTRALIAN EDUCATION ACT
5.5.3 EDUCATION SERVICES FOR OVERSEAS STUDENTS ACT
5.5.4 FUNDAMENTAL LAW OF EDUCATION
5.5.5 COMPULSORY EDUCATION LAW OF THE PEOPLE'S REPUBLIC OF CHINA
5.5.6 SOUTH AFRICAN SCHOOLS ACT, NO. 84 OF 1996
5.5.7 THE EDUCATION ACT 2011
5.5.8 EVERY STUDENT SUCCEEDS ACT
5.5.9 EUROPEAN UNION GENERAL DATA PROTECTION REGULATION
5.6 EDUCATION AND LEARNING ANALYTICS: ECOSYSTEM
6 EDUCATION AND LEARNING ANALYTICS MARKET, BY COMPONENT
6.1 INTRODUCTION
6.2 SOFTWARE
6.3 SERVICES
6.3.1 MANAGED SERVICES
6.3.1.1 Growing need for organizations to focus on their core business processes to drive the market
6.3.2 PROFESSIONAL SERVICES
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
6.3.2.2 Support and Maintenance
6.3.2.2.1 Growing deployment of education and learning analytics software to fuel the demand for support and maintenance services
6.3.2.3 Consulting
6.3.2.3.1 Lack of skilled resources in the education industry to drive the adoption of consulting services
7 EDUCATION AND LEARNING ANALYTICS MARKET, BY DEPLOYMENT MODE
7.1 INTRODUCTION
7.2 ON-PREMISES
7.2.1 FOCUS ON DATA PRIVACY AND SECURITY TO DRIVE THE ADOPTION OF ON-PREMISES EDUCATION AND LEARNING ANALYTICS SOFTWARE
7.3 CLOUD
7.3.1 INCREASING BENEFITS OFFERED BY CLOUD-BASED EDUCATION AND LEARNING ANALYTICS SOFTWARE TO DRIVE THE MARKET GROWTH
8 EDUCATION AND LEARNING ANALYTICS MARKET, BY END USER
8.1 INTRODUCTION
8.2 ACADEMIA
8.2.1 K-12
8.2.1.1 Ability of education and learning analytics software to enable enhanced student performance assessment to drive the growth of the market
8.2.2 HIGHER EDUCATION
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
8.3 CORPORATE
8.3.1 LARGE ENTERPRISES
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
8.3.2 SMALL AND MEDIUM-SIZED ENTERPRISES
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
9 EDUCATION AND LEARNING ANALYTICS MARKET, BY APPLICATION
9.1 INTRODUCTION
9.2 PEOPLE ACQUISITION AND RETENTION
9.2.1 RISING ADOPTION OF DATA-DRIVEN APPROACHES FOR RETENTION STRATEGIES TO DRIVE THE MARKET GROWTH
9.3 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT
9.3.1 NEED TO ENHANCE LEARNING PROCESSES BY ALLOWING TEACHERS TO PROVIDE FEEDBACK IN MULTIPLE WAYS TO DRIVE THE MARKET GROWTH
9.4 BUDGET AND FINANCE MANAGEMENT
9.4.1 NEED TO IDENTIFY NEW AVENUES AND OPTIMAL APPROACHES FOR STUDENTS TO RECEIVE FUNDING AND GRANTS TO DRIVE THE ADOPTION
9.5 OPERATIONS MANAGEMENT
9.5.1 BETTER ALIGNMENT OF EMPLOYEE SKILLS, LEARNING, AND DEVELOPMENT TO DRIVE THE MARKET
9.6 PERFORMANCE MANAGEMENT
9.6.1 NEED TO ALIGN ENTERPRISE’S OPERATIONAL EFFICIENCY REQUIREMENTS WITH EMPLOYEE PERFORMANCE TO DRIVE THE ADOPTION
9.7 OTHERS
10 EDUCATION AND LEARNING ANALYTICS MARKET, BY REGION
10.1 INTRODUCTION
10.2 NORTH AMERICA
10.2.1 UNITED STATES
10.2.1.1 Trend of data analytics among education institutions to make strategic decisions to drive the adoption of software and services
10.2.2 CANADA
10.2.2.1 Growing focus on the development of digital learning universities to drive the market
10.3 EUROPE
10.3.1 GERMANY
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
10.3.2 UNITED KINGDOM
10.3.2.1 Government focus to enhance students’ learning experience and boost their performance to drive the growth of the market
10.3.3 FRANCE
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
10.3.4 ITALY
10.3.4.1 Rising need for smart classrooms to drive the market growth
10.3.5 REST OF EUROPE
10.4 ASIA PACIFIC
10.4.1 JAPAN
10.4.1.1 Rapid implementation of artificial intelligence and machine learning to drive the adoption of the education and learning analytics market
10.4.2 CHINA
10.4.2.1 Need for analyzing student data across K-12 schools to boost the adoption of education and learning analytics
10.4.3 SINGAPORE
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
10.4.4 AUSTRALIA AND NEW ZEALAND
10.4.4.1 Growing internet penetration and adoption of mobile devices to drive the growth of education and learning analytics solutions
10.4.5 REST OF APAC
10.5 LATIN AMERICA
10.5.1 BRAZIL
10.5.1.1 Strong presence of leading education and learning analytics solution providers to bolster the market growth
10.5.2 ARGENTINA
10.5.2.1 Need for managing rising dropout rates to enhance the adoption of education and learning analytics solutions
10.5.3 MEXICO
10.5.3.1 Need for reshaping the technological landscape in the education sector to enhance the growth of education and learning analytics solutions
10.5.4 REST OF LATIN AMERICA
10.6 MIDDLE EAST AND AFRICA
10.6.1 MIDDLE EAST
10.6.1.1 Favorable government policies for technological adoption in the education sector to drive the growth of education and learning analytics solutions
10.6.2 AFRICA
10.6.2.1 Need to improve the quality of education and learning outcomes to drive the adoption of education and learning analytics solutions
11 COMPETITIVE LANDSCAPE
11.1 COMPETITIVE LEADERSHIP MAPPING
11.1.1 VISIONARY LEADERS
11.1.2 INNOVATORS
11.1.3 DYNAMIC DIFFERENTIATORS
11.1.4 EMERGING COMPANIES
12 COMPANY PROFILES
12.1 INTRODUCTION
12.2 IBM
(Business Overview, Products and Services Offered, Recent Developments, SWOT Analysis, and MNM View)*
12.3 MICROSOFT
12.4 ORACLE
12.5 SAS INSTITUTE
12.6 SAP
12.7 MICROSTRATEGY
12.8 BLACKBOARD
12.9 TABLEAU SOFTWARE
12.10 ALTERYX
12.11 TIBCO
12.12 QLIK
12.13 YELLOWFIN
12.14 SABA SOFTWARE
12.15 SCHOOLOGY (POWERSCHOOL)
12.16 LATITUDE CG
12.17 D2L
12.18 WATERSHED SYSTEMS
12.19 INETSOFT
12.20 BRIGHTBYTES
12.21 ELLUCIAN
12.22 CERTICA SOLUTIONS
12.23 CIVITAS LEARNING
12.24 HOBSONS
12.25 ZOGO TECHNOLOGIES
*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
13.1 KEY INSIGHTS OF INDUSTRY EXPERTS
13.2 DISCUSSION GUIDE
13.3 KNOWLEDGE STORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
13.4 AVAILABLE CUSTOMIZATIONS
13.5 RELATED REPORTS
13.6 AUTHOR DETAILS
LIST OF TABLES
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2015–2018
TABLE 2 FACTOR ANALYSIS
TABLE 3 EVALUATION CRITERIA
TABLE 4 GLOBAL EDUCATION AND LEARNING ANALYTICS MARKET SIZE AND GROWTH RATE, 2017–2024 (USD MILLION, Y-O-Y %)
TABLE 5 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT,
2017–2024 (USD MILLION)
TABLE 6 SOFTWARE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 7 SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE,
2017–2024 (USD MILLION)
TABLE 8 SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 9 MANAGED SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 10 PROFESSIONAL SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION)
TABLE 11 PROFESSIONAL SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 12 SUPPORT AND MAINTENANCE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 13 CONSULTING: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 14 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 15 ON-PREMISES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 16 CLOUD: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION,
2017–2024 (USD MILLION)
TABLE 17 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER,
2017–2024 (USD MILLION)
TABLE 18 ACADEMIA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION)
TABLE 19 ACADEMIA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 20 K-12: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION,
2017–2024 (USD MILLION)
TABLE 21 HIGHER EDUCATION: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 22 CORPORATE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION)
TABLE 23 CORPORATE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 24 LARGE ENTERPRISES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 25 SMALL AND MEDIUM-SIZED ENTERPRISES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 26 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION,
2017–2024 (USD MILLION)
TABLE 27 PEOPLE ACQUISITION AND RETENTION: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 28 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 29 BUDGET AND FINANCE MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 30 OPERATIONS MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 31 PERFORMANCE MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 32 OTHERS: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 33 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION,
2017–2024 (USD MILLION)
TABLE 34 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 35 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 36 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 37 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 38 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 39 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 40 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 41 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 42 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION)
TABLE 43 UNITED STATES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 44 UNITED STATES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 45 CANADA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 46 CANADA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 47 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 48 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 49 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 50 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 51 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 52 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 53 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 54 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 55 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION)
TABLE 56 GERMANY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 57 GERMANY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 58 UNITED KINGDOM: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 59 UNITED KINGDOM: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 60 FRANCE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 61 FRANCE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 62 ITALY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 63 ITALY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 64 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 65 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 66 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 67 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 68 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 69 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 70 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 71 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 72 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION)
TABLE 73 JAPAN: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 74 JAPAN: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 75 CHINA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 76 CHINA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 77 SINGAPORE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 78 SINGAPORE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 79 AUSTRALIA AND NEW ZEALAND: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 80 AUSTRALIA AND NEW ZEALAND: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 81 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 82 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 83 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 84 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 85 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 86 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 87 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 88 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 89 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION)
TABLE 90 BRAZIL: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 91 BRAZIL: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 92 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 93 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 94 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 95 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 96 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 97 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 98 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 99 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 100 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SUBREGION, 2017–2024 (USD MILLION)
TABLE 101 MIDDLE EAST: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 102 MIDDLE EAST: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 1 UNITED STATES DOLLAR EXCHANGE RATE, 2015–2018
TABLE 2 FACTOR ANALYSIS
TABLE 3 EVALUATION CRITERIA
TABLE 4 GLOBAL EDUCATION AND LEARNING ANALYTICS MARKET SIZE AND GROWTH RATE, 2017–2024 (USD MILLION, Y-O-Y %)
TABLE 5 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT,
2017–2024 (USD MILLION)
TABLE 6 SOFTWARE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 7 SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE,
2017–2024 (USD MILLION)
TABLE 8 SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 9 MANAGED SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 10 PROFESSIONAL SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION)
TABLE 11 PROFESSIONAL SERVICES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 12 SUPPORT AND MAINTENANCE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 13 CONSULTING: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 14 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 15 ON-PREMISES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 16 CLOUD: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION,
2017–2024 (USD MILLION)
TABLE 17 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER,
2017–2024 (USD MILLION)
TABLE 18 ACADEMIA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION)
TABLE 19 ACADEMIA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 20 K-12: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION,
2017–2024 (USD MILLION)
TABLE 21 HIGHER EDUCATION: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 22 CORPORATE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY TYPE, 2017–2024 (USD MILLION)
TABLE 23 CORPORATE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 24 LARGE ENTERPRISES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 25 SMALL AND MEDIUM-SIZED ENTERPRISES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 26 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION,
2017–2024 (USD MILLION)
TABLE 27 PEOPLE ACQUISITION AND RETENTION: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 28 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 29 BUDGET AND FINANCE MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 30 OPERATIONS MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 31 PERFORMANCE MANAGEMENT: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 32 OTHERS: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION, 2017–2024 (USD MILLION)
TABLE 33 EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY REGION,
2017–2024 (USD MILLION)
TABLE 34 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 35 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 36 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 37 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 38 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 39 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 40 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 41 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 42 NORTH AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION)
TABLE 43 UNITED STATES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 44 UNITED STATES: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 45 CANADA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 46 CANADA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 47 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 48 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 49 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 50 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 51 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 52 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 53 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 54 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 55 EUROPE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION)
TABLE 56 GERMANY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 57 GERMANY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 58 UNITED KINGDOM: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 59 UNITED KINGDOM: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 60 FRANCE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 61 FRANCE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 62 ITALY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 63 ITALY: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 64 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 65 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 66 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 67 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 68 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 69 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 70 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 71 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 72 ASIA PACIFIC: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION)
TABLE 73 JAPAN: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 74 JAPAN: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 75 CHINA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 76 CHINA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 77 SINGAPORE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 78 SINGAPORE: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 79 AUSTRALIA AND NEW ZEALAND: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 80 AUSTRALIA AND NEW ZEALAND: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 81 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 82 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 83 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE,
BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 84 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 85 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 86 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 87 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 88 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 89 LATIN AMERICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COUNTRY, 2017–2024 (USD MILLION)
TABLE 90 BRAZIL: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 91 BRAZIL: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 92 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 93 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SERVICE, 2017–2024 (USD MILLION)
TABLE 94 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY PROFESSIONAL SERVICE, 2017–2024 (USD MILLION)
TABLE 95 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY APPLICATION, 2017–2024 (USD MILLION)
TABLE 96 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
TABLE 97 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY END USER, 2017–2024 (USD MILLION)
TABLE 98 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY ACADEMIA, 2017–2024 (USD MILLION)
TABLE 99 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY CORPORATE, 2017–2024 (USD MILLION)
TABLE 100 MIDDLE EAST AND AFRICA: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY SUBREGION, 2017–2024 (USD MILLION)
TABLE 101 MIDDLE EAST: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY COMPONENT, 2017–2024 (USD MILLION)
TABLE 102 MIDDLE EAST: EDUCATION AND LEARNING ANALYTICS MARKET SIZE, BY DEPLOYMENT MODE, 2017–2024 (USD MILLION)
LIST OF FIGURES
FIGURE 1 EDUCATION AND LEARNING ANALYTICS MARKET: RESEARCH DESIGN
FIGURE 2 MARKET SIZE ESTIMATION METHODOLOGY, APPROACH 1 (SUPPLY SIDE): REVENUE OF PRODUCTS/SOLUTIONS/SERVICES OF THE EDUCATION AND LEARNING ANALYTICS MARKET
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
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY, APPROACH 2 – BOTTOM-UP (DEMAND SIDE): PRODUCTS/SOLUTIONS/SERVICES SOLD AND THEIR AVERAGE SELLING PRICE
FIGURE 5 EDUCATION AND LEARNING ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
FIGURE 6 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY COMPONENT
FIGURE 7 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY SERVICE
FIGURE 8 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY PROFESSIONAL SERVICE
FIGURE 9 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY DEPLOYMENT MODE
FIGURE 10 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT,
BY CORPORATE END USER
FIGURE 11 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY APPLICATION
FIGURE 12 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY VERTICAL
FIGURE 13 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY REGION
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
FIGURE 15 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD
FIGURE 16 NORTH AMERICA TO HOLD THE HIGHEST MARKET SHARE IN 2019
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
FIGURE 18 EDUCATION AND LEARNING ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
FIGURE 19 EDUCATION AND LEARNING ANALYTICS: ARCHITECTURE
FIGURE 20 SOFTWARE SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD
FIGURE 21 MANAGED SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 22 SUPPORT AND MAINTENANCE SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 23 ON-PREMISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 24 CORPORATE SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 25 K-12 SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 26 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 27 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD
FIGURE 28 NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD
FIGURE 29 NORTH AMERICA: MARKET SNAPSHOT
FIGURE 30 EDUCATION SPEND PER STUDENT ACROSS THE WORLD, 2017
FIGURE 31 ASIA PACIFIC: MARKET SNAPSHOT
FIGURE 32 EDUCATION AND LEARNING ANALYTICS MARKET (GLOBAL) COMPETITIVE LEADERSHIP MAPPING, 2019
FIGURE 33 IBM: COMPANY SNAPSHOT
FIGURE 34 IBM: SWOT ANALYSIS
FIGURE 35 MICROSOFT: COMPANY SNAPSHOT
FIGURE 36 MICROSOFT: SWOT ANALYSIS
FIGURE 37 ORACLE: COMPANY SNAPSHOT
FIGURE 38 ORACLE: SWOT ANALYSIS
FIGURE 39 SAS: COMPANY SNAPSHOT
FIGURE 40 SAS INSTITUTE: SWOT ANALYSIS
FIGURE 41 SAP: COMPANY SNAPSHOT
FIGURE 42 SAP: SWOT ANALYSIS
FIGURE 43 MICROSTRATEGY: COMPANY SNAPSHOT
FIGURE 44 TABLEAU SOFTWARE: COMPANY SNAPSHOT
FIGURE 45 ALTERYX: COMPANY SNAPSHOT
FIGURE 1 EDUCATION AND LEARNING ANALYTICS MARKET: RESEARCH DESIGN
FIGURE 2 MARKET SIZE ESTIMATION METHODOLOGY, APPROACH 1 (SUPPLY SIDE): REVENUE OF PRODUCTS/SOLUTIONS/SERVICES OF THE EDUCATION AND LEARNING ANALYTICS MARKET
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
FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY, APPROACH 2 – BOTTOM-UP (DEMAND SIDE): PRODUCTS/SOLUTIONS/SERVICES SOLD AND THEIR AVERAGE SELLING PRICE
FIGURE 5 EDUCATION AND LEARNING ANALYTICS MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
FIGURE 6 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY COMPONENT
FIGURE 7 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY SERVICE
FIGURE 8 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY PROFESSIONAL SERVICE
FIGURE 9 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY DEPLOYMENT MODE
FIGURE 10 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT,
BY CORPORATE END USER
FIGURE 11 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY APPLICATION
FIGURE 12 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY VERTICAL
FIGURE 13 EDUCATION AND LEARNING ANALYTICS MARKET SNAPSHOT, BY REGION
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
FIGURE 15 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD
FIGURE 16 NORTH AMERICA TO HOLD THE HIGHEST MARKET SHARE IN 2019
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
FIGURE 18 EDUCATION AND LEARNING ANALYTICS MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
FIGURE 19 EDUCATION AND LEARNING ANALYTICS: ARCHITECTURE
FIGURE 20 SOFTWARE SEGMENT TO ACCOUNT FOR A LARGER MARKET SIZE DURING THE FORECAST PERIOD
FIGURE 21 MANAGED SERVICES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 22 SUPPORT AND MAINTENANCE SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 23 ON-PREMISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 24 CORPORATE SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 25 K-12 SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 26 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT A HIGHER CAGR DURING THE FORECAST PERIOD
FIGURE 27 CURRICULUM DEVELOPMENT AND INTERVENTION MANAGEMENT SEGMENT TO GROW AT THE HIGHEST CAGR DURING THE FORECAST PERIOD
FIGURE 28 NORTH AMERICA TO ACCOUNT FOR THE LARGEST MARKET SIZE DURING THE FORECAST PERIOD
FIGURE 29 NORTH AMERICA: MARKET SNAPSHOT
FIGURE 30 EDUCATION SPEND PER STUDENT ACROSS THE WORLD, 2017
FIGURE 31 ASIA PACIFIC: MARKET SNAPSHOT
FIGURE 32 EDUCATION AND LEARNING ANALYTICS MARKET (GLOBAL) COMPETITIVE LEADERSHIP MAPPING, 2019
FIGURE 33 IBM: COMPANY SNAPSHOT
FIGURE 34 IBM: SWOT ANALYSIS
FIGURE 35 MICROSOFT: COMPANY SNAPSHOT
FIGURE 36 MICROSOFT: SWOT ANALYSIS
FIGURE 37 ORACLE: COMPANY SNAPSHOT
FIGURE 38 ORACLE: SWOT ANALYSIS
FIGURE 39 SAS: COMPANY SNAPSHOT
FIGURE 40 SAS INSTITUTE: SWOT ANALYSIS
FIGURE 41 SAP: COMPANY SNAPSHOT
FIGURE 42 SAP: SWOT ANALYSIS
FIGURE 43 MICROSTRATEGY: COMPANY SNAPSHOT
FIGURE 44 TABLEAU SOFTWARE: COMPANY SNAPSHOT
FIGURE 45 ALTERYX: COMPANY SNAPSHOT