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AI in Education Market by Technology (Deep Learning and ML, NLP), Application (Virtual Facilitators and Learning Environments, ITS, CDS, Fraud and Risk Management), Component (Solutions, Services), Deployment, End-User, and Region - Global Forecast to 202

AI in Education Market by Technology (Deep Learning and ML, NLP), Application (Virtual Facilitators and Learning Environments, ITS, CDS, Fraud and Risk Management), Component (Solutions, Services), Deployment, End-User, and Region - Global Forecast to 2023

The Artificial Intelligence (AI) in education market is expected to grow at a CAGR of 47.0% during the forecast period.
MarketsandMarkets forecasts the global AI in education market to grow from USD 537.3 million in 2018 to USD 3,683.5 million by 2023, at a Compound Annual Growth Rate (CAGR) of 47.0% during the forecast period. The increasing adoption of the AI technology for various applications in the education sector and growing need for multilingual translators integrated with the AI technology to enhance teachers’ and students’ experience and improve their knowledge are expected to drive the growth of the AI in education market. Whereas the slow digitization rate is affecting the adoption of the AI technology in the emerging countries. This factor is expected to act as a restraint for the growth of the market.

The machine learning and deep learning technology segment is expected to have the larger market size during the forecast period.
Based on technologies, the AI in education market is divided into machine learning and deep learning, and Natural Language Processing (NLP). The machine learning and deep learning technology segment is expected to have the larger market size during the forecast period.

The machine learning and deep learning technology offers a systematic way to analyze the progress of students from their performance data. This technology is becoming crucial for understanding educational patterns and suggesting changes and reforms to classrooms and teaching methods.

The solutions segment is expected to have the largest market size during the forecast period.
Based on components, the AI in education market is divided into solutions and services. The solutions segment is further divided into software tools and platforms. Whereas the services segment is classified into professional services and managed services. Among solutions, the software tools segment is expected to have the larger market size during the forecast period. Software tools are used in various educational applications to analyze the hidden patterns from students’ data for predicting the outcome of various problems.

North America is expected to have the largest market size during the forecast period.
In terms of regions, North America is expected to have the largest market size in the AI in education market during the forecast period. North America has shown growth potential due to the increasing investments in the region and various initiatives taken by AI solution providers. The region is expected to witness a considerable growth during the forecast period. In the North American region, various universities and schools have started deploying AI-powered solutions to enhance the overall learning experience and meet the changing demands of learners and teachers.

In-depth interviews were conducted with Chief Executive Officers (CEOs), marketing directors, innovation and technology directors, and executives from various key organizations operating in the AI in education market.
By Company Type: Tier I: 24%, Tier II: 40%, and Tier III: 36%
By Designation: C-Level: 28%, Director Level: 34%, and Others: 38%
By Region: North America: 38%, EMEA: 32%, and APAC: 30%

The report includes the study of the key players who offer AI in education solutions and services. These players include IBM (US), Microsoft (US), Bridge-U (UK), DreamBox Learning (US), Fishtree (US), Jellynote (France), Jenzabar (US), Knewton (US), Metacog (US), Querium Corporation (US), Google (US), AWS (US), Cognizant (US), Carnegie Learning (US), Century-Tech (UK), Cognii (US), Elemental Path (US), Liulishuo (China), Nuance Communications (US), Osmo (US), Pearson (UK), Third Space Learning (UK), Quantum Adaptive Learning (US), ALEKS (US), and Blackboard (US). The report also includes the in-depth competitive analysis of these key AI in education market players along with their company profiles that include business overviews, product offerings, recent developments, and market strategies.

Research Coverage
The AI in education market is segmented on the basis of technologies, applications, components (solutions and services), deployment modes, end-users, and regions. The technology segment of the AI in education market includes machine learning and deep learning, and NLP. The application segment includes virtual facilitators and learning environments, Intelligent Tutoring System (ITS), content delivery systems, fraud and risk management, and others (education data management, job recommendation, and training and development). On the basis of components, the solutions segment includes software tools and platforms, while the services segment includes professional services and managed services. The end-user segment comprises educational institutes, educational publishers, and others (Massive Open Online Courses (MOOCs), Virtual Learning Environments (VLEs), computer-based tests, adaptive learning, and immersive learning). On the basis of deployment modes, the AI in education market is divided into cloud and on-premises deployment modes. Based on regions, the AI in education market is segmented into North America, Europe, Asia Pacific (APAC), Middle East and Africa (MEA), and Latin America.

The report would help the market leaders and new entrants in the AI in education market in the following ways:
1. The report segments the market into various subsegments, hence it covers the market comprehensively. The report provides the closest approximations of the revenue numbers for the overall market and its subsegments. The market numbers are further split across various verticals and regions.
2. The report helps in understanding the overall growth of the market. It provides information on the key market drivers, restraints, challenges, and opportunities.
3. The report helps stakeholders in understanding their competitors better and gaining more insights to strengthen their positions in the market. The study also presents the positioning of the key players based on their product offerings and business strategies.


  • INTRODUCTION
    • OBJECTIVES OF THE STUDY
    • MARKET DEFINITION
    • MARKET SCOPE
    • YEARS CONSIDERED FOR THE STUDY
    • CURRENCY
      • Table UNITED STATES DOLLAR EXCHANGE RATE, 2015–2017
    • STAKEHOLDERS
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY DATA
      • PRIMARY DATA
    • MARKET SIZE ESTIMATION
      • BOTTOM-UP APPROACH
      • TOP-DOWN APPROACH
    • RESEARCH ASSUMPTIONS
    • LIMITATIONS
  • EXECUTIVE SUMMARY
    • Table GLOBAL AI IN EDUCATION MARKET SIZE AND GROWTH RATE, 2016–2023
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES IN THE AI IN EDUCATION MARKET
    • AI IN EDUCATION MARKET: TOP 3 APPLICATIONS
    • AI IN EDUCATION MARKET, TOP 3 APPLICATIONS AND REGIONS
    • AI IN EDUCATION MARKET POTENTIAL, BY REGION
    • AI IN EDUCATION MARKET BY DEPLOYMENT
    • AI IN EDUCATION MARKET, BY REGION
  • MARKET OVERVIEW AND INDUSTRY TRENDS
    • INTRODUCTION
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
    • USE CASES AND REGULATORY IMPLICATIONS
      • INTRODUCTION
      • AI IN EDUCATION MARKET: USE CASES
    • REGULATORY IMPLICATIONS
      • INTRODUCTION
      • RIGHT TO EDUCATION
      • NATIONAL SCIENCE EDUCATION STANDARDS
      • INTERNATIONAL STANDARD CLASSIFICATION OF EDUCATION
      • EUROPEAN NETWORK FOR QUALITY ASSURANCE IN HIGHER EDUCATION
      • AUSTRALIAN EDUCATION ACT
      • EDUCATION SERVICES FOR OVERSEAS STUDENTS ACT (ESOS)
      • FUNDAMENTAL LAW OF EDUCATION
      • COMPULSORY EDUCATION LAW OF THE PEOPLE'S REPUBLIC OF CHINA
      • SOUTH AFRICAN SCHOOLS ACT, NO. 84 OF 1996
      • THE EDUCATION ACT 2011
      • EVERY STUDENT SUCCEEDS ACT
  • EDUCATIONAL MODELS
    • INTRODUCTION
    • LEARNER MODEL
    • PEDAGOGICAL MODEL
    • DOMAIN MODEL
  • AI IN EDUCATION MARKET, BY TECHNOLOGY
    • INTRODUCTION
      • Table AI IN EDUCATION MARKET SIZE, BY TECHNOLOGY, 2016–2023 (USD MILLION)
    • MACHINE LEARNING AND DEEP LEARNING
      • Table MACHINE LEARNING AND DEEP LEARNING: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • NATURAL LANGUAGE PROCESSING
      • Table NATURAL LANGUAGE PROCESSING: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
  • AI IN EDUCATION MARKET, BY APPLICATION
    • INTRODUCTION
      • Table AI IN EDUCATION MARKET SIZE, BY APPLICATION, 2016–2023 (USD MILLION)
    • VIRTUAL FACILITATORS AND LEARNING ENVIRONMENTS
      • Table VIRTUAL FACILITATORS AND LEARNING ENVIRONMENTS: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • INTELLIGENT TUTORING SYSTEMS
      • Table INTELLIGENT TUTORING SYSTEMS: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • CONTENT DELIVERY SYSTEMS
      • Table CONTENT DELIVERY SYSTEMS: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • FRAUD AND RISK MANAGEMENT
      • Table FRAUD AND RISK MANAGEMENT: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • OTHERS
      • Table OTHERS: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
  • AI IN EDUCATION MARKET, BY COMPONENT
    • INTRODUCTION
      • Table AI IN EDUCATION MARKET SIZE, BY COMPONENT, 2016–2023 (USD MILLION)
    • SOLUTIONS
      • Table SOLUTIONS: AI IN EDUCATION MARKET SIZE, BY TYPE, 2016–2023 (USD MILLION)
      • SOFTWARE TOOLS
        • Table SOFTWARE TOOLS MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
      • PLATFORMS
        • Table PLATFORMS MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • SERVICES
      • Table SERVICES: AI IN EDUCATION MARKET SIZE, BY TYPE, 2016–2023 (USD MILLION)
      • PROFESSIONAL SERVICES
        • Table PROFESSIONAL SERVICES MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
      • MANAGED SERVICES
        • Table MANAGED SERVICES MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
  • AI IN EDUCATION MARKET, BY DEPLOYMENT MODE
    • INTRODUCTION
      • Table AI IN EDUCATION MARKET SIZE, BY DEPLOYMENT MODE, 2016–2023 (USD MILLION)
    • CLOUD
      • Table CLOUD: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • ON-PREMISES
      • Table ON-PREMISES: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
  • AI IN EDUCATION MARKET, BY END-USER
    • INTRODUCTION
      • Table AI IN EDUCATION MARKET SIZE, BY END-USER, 2016–2023 (USD MILLION)
    • EDUCATIONAL INSTITUTES
      • Table EDUCATIONAL INSTITUTES: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • EDUCATIONAL PUBLISHERS
      • Table EDUCATIONAL PUBLISHERS: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • OTHERS
      • Table OTHERS: AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
  • GEOGRAPHIC ANALYSIS
    • INTRODUCTION
      • Table AI IN EDUCATION MARKET SIZE, BY REGION, 2016–2023 (USD MILLION)
    • NORTH AMERICA
      • UNITED STATES
      • CANADA
        • Table INTERNET USERS IN NORTH AMERICA, 2017–2023 (MILLION)
        • Table MOBILE CONNECTIONS IN NORTH AMERICA, 2017–2023 (MILLION)
        • Table SMARTPHONE USERS IN NORTH AMERICA, 2017–2023 (MILLION)
        • Table NORTH AMERICA: AI IN EDUCATION MARKET SIZE, BY COUNTRY, 2016–2023 (USD MILLION)
        • Table NORTH AMERICA: AI IN EDUCATION MARKET SIZE, BY TECHNOLOGY, 2016–2023 (USD MILLION)
        • Table NORTH AMERICA: AI IN EDUCATION MARKET SIZE, BY APPLICATION, 2016–2023 (USD MILLION)
        • Table NORTH AMERICA: AI IN EDUCATION MARKET SIZE, BY COMPONENT, 2016–2023 (USD MILLION)
        • Table NORTH AMERICA: AI IN EDUCATION MARKET SIZE, BY SOLUTION, 2016–2023 (USD MILLION)
        • Table NORTH AMERICA: AI IN EDUCATION MARKET SIZE, BY SERVICE, 2016–2023 (USD MILLION)
        • Table NORTH AMERICA: AI IN EDUCATION MARKET SIZE, BY DEPLOYMENT MODE, 2016–2023 (USD MILLION)
        • Table NORTH AMERICA: AI IN EDUCATION MARKET SIZE, BY END-USER, 2016–2023 (USD MILLION)
    • EUROPE
      • UNITED KINGDOM
      • GERMANY
      • SWITZERLAND
      • REST OF EUROPE
        • Table INTERNET USERS IN EUROPE REGION, 2017-2022 (MILLION)
        • Table MOBILE CONNECTIONS IN EUROPE REGION, 2017-2022 (MILLION)
        • Table SMARTHPHONE USERS IN EUROPE REGION, 2017-2022 (MILLION)
        • Table EUROPE: AI IN EDUCATION MARKET SIZE, BY COUNTRY, 2016–2023 (USD MILLION)
        • Table EUROPE: AI IN EDUCATION MARKET SIZE, BY TECHNOLOGY, 2016–2023 (USD MILLION)
        • Table EUROPE: AI IN EDUCATION MARKET SIZE, BY APPLICATION, 2016–2023 (USD MILLION)
        • Table EUROPE: AI IN EDUCATION MARKET SIZE, BY COMPONENT, 2016–2023 (USD MILLION)
        • Table EUROPE: AI IN EDUCATION MARKET SIZE, BY SOLUTION, 2016–2023 (USD MILLION)
        • Table EUROPE: AI IN EDUCATION MARKET SIZE, BY SERVICE, 2016–2023 (USD MILLION)
        • Table EUROPE: AI IN EDUCATION MARKET SIZE, BY DEPLOYMENT MODE, 2016–2023 (USD MILLION)
        • Table EUROPE: AI IN EDUCATION MARKET SIZE, BY END-USER, 2016–2023 (USD MILLION)
    • ASIA PACIFIC
      • CHINA
      • JAPAN
      • SINGAPORE
      • REST OF APAC
        • Table INTERNET USERS IN ASIA PACIFIC, 2017–2023 (MILLION)
        • Table MOBILE CONNECTIONS IN ASIA PACIFIC, 2017–2023 (MILLION)
        • Table SMARTPHONE USERS IN ASIA PACIFIC, 2017–2023 (MILLION)
        • Table ASIA PACIFIC: AI IN EDUCATION MARKET SIZE, BY COUNTRY, 2016–2023 (USD MILLION)
        • Table ASIA PACIFIC: AI IN EDUCATION MARKET SIZE, BY TECHNOLOGY, 2016–2023 (USD MILLION)
        • Table ASIA PACIFIC: AI IN EDUCATION MARKET SIZE, BY APPLICATION, 2016–2023 (USD MILLION)
        • Table ASIA PACIFIC: AI IN EDUCATION MARKET SIZE, BY COMPONENT, 2016–2023 (USD MILLION)
        • Table ASIA PACIFIC: AI IN EDUCATION MARKET SIZE, BY SOLUTION, 2016–2023 (USD MILLION)
        • Table ASIA PACIFIC: AI IN EDUCATION MARKET SIZE, BY SERVICE, 2016–2023 (USD MILLION)
        • Table ASIA PACIFIC: AI IN EDUCATION MARKET SIZE, BY DEPLOYMENT MODE, 2016–2023 (USD MILLION)
        • Table ASIA PACIFIC: AI IN EDUCATION MARKET SIZE, BY END-USER, 2016–2023 (USD MILLION)
    • LATIN AMERICA
      • BRAZIL
      • MEXICO
      • REST OF LATIN AMERICA
        • Table INTERNET USERS IN LATIN AMERICA, 2017–2023 (MILLION)
        • Table MOBILE CONNECTIONS IN LATIN AMERICA, 2017–2023 (MILLION)
        • Table SMARTPHONE USERS IN LATIN AMERICA, 2017–2023 (MILLION)
        • Table LATIN AMERICA: AI IN EDUCATION MARKET SIZE, BY COUNTRY, 2016–2023 (USD MILLION)
        • Table LATIN AMERICA: AI IN EDUCATION MARKET SIZE, BY TECHNOLOGY, 2016–2023 (USD MILLION)
        • Table LATIN AMERICA: AI IN EDUCATION MARKET SIZE, BY APPLICATION, 2016–2023 (USD MILLION)
        • Table LATIN AMERICA: AI IN EDUCATION MARKET SIZE, BY COMPONENT, 2016–2023 (USD MILLION)
        • Table LATIN AMERICA: AI IN EDUCATION MARKET SIZE, BY SOLUTION, 2016–2023 (USD MILLION)
        • Table LATIN AMERICA: AI IN EDUCATION MARKET SIZE, BY SERVICE, 2016–2023 (USD MILLION)
        • Table LATIN AMERICA: AI IN EDUCATION MARKET SIZE, BY DEPLOYMENT MODE, 2016–2023 (USD MILLION)
        • Table LATIN AMERICA: AI IN EDUCATION MARKET SIZE, BY END-USER, 2016–2023 (USD MILLION)
    • MIDDLE EAST AND AFRICA
      • UNITED ARAB EMIRATES
      • SOUTH AFRICA
      • QATAR
      • REST OF MEA
        • Table INTERNET USERS IN MIDDLE EAST AND AFRICA, 2017–2023 (MILLION)
        • Table SMARTPHONE USERS IN MIDDLE EAST AND AFRICA, 2017–2023 (MILLION)
        • Table MIDDLE EAST AND AFRICA: AI IN EDUCATION MARKET SIZE, BY COUNTRY, 2016–2023 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: AI IN EDUCATION MARKET SIZE, BY TECHNOLOGY, 2016–2023 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: AI IN EDUCATION MARKET SIZE, BY APPLICATION, 2016–2023 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: AI IN EDUCATION MARKET SIZE, BY COMPONENT, 2016–2023 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: AI IN EDUCATION MARKET SIZE, BY SOLUTION, 2016–2023 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: AI IN EDUCATION MARKET SIZE, BY SERVICE, 2016–2023 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: AI IN EDUCATION MARKET SIZE, BY DEPLOYMENT MODE, 2016–2023 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: AI IN EDUCATION MARKET SIZE, BY END-USER, 2016–2023 (USD MILLION)
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • TOP PLAYERS OPERATING IN THE AI IN EDUCATION MARKET
      • Table MARKET RANKING FOR AI IN EDUCATION MARKET, 2018
    • COMPETITIVE SCENARIO
      • NEW PRODUCT/SERVICE LAUNCHES AND PRODUCT/SERVICE ENHANCEMENTS
        • Table NEW PRODUCT/SERVICE LAUNCHES AND PRODUCT/SERVICE ENHANCEMENTS, 2016–2018
      • AGREEMENTS AND PARTNERSHIPS
        • Table AGREEMENTS AND PARTNERSHIPS, 2016–2018
      • ACQUISITIONS
        • Table ACQUISITIONS, 2016–2018
  • COMPANY PROFILES
    • INTRODUCTION
    • GOOGLE
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
      • SWOT ANALYSIS
      • MNM VIEW
    • IBM
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
      • SWOT ANALYSIS
      • MNM VIEW
    • PEARSON
      • BUSINESS OVERVIEW
      • PRODUCTS AND SERVICES OFFERED
      • RECENT DEVELOPMENTS
      • SWOT ANALYSIS
      • MNM VIEW
    • MICROSOFT
      • BUSINESS OVERVIEW
      • SERVICES OFFERED
      • RECENT DEVELOPMENTS
      • SWOT ANALYSIS
      • MNM VIEW
    • AWS
      • BUSINESS OVERVIEW
      • SERVICES OFFERED
      • RECENT DEVELOPMENTS
      • SWOT ANALYSIS
      • MNM VIEW
    • NUANCE COMMUNICATIONS
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
      • SWOT ANALYSIS
      • MNM VIEW
    • COGNIZANT
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
      • SWOT ANALYSIS
      • MNM VIEW
    • OSMO
      • BUSINESS OVERVIEW
      • PRODUCTS OFFERED
      • RECENT DEVELOPMENTS
    • QUANTUM ADAPTIVE LEARNING
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • QUERIUM CORPORATION
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • THIRD SPACE LEARNING
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • ALEKS
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • BLACKBOARD
      • BUSINESS OVERVIEW
      • PRODUCTS OFFERED
      • RECENT DEVELOPMENTS
    • BRIDGEU
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • CARNEGIE LEARNING
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • CENTURY
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • COGNII
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • DREAMBOX LEARNING
      • BUSINESS OVERVIEW
      • PRODUCTS OFFERED
      • RECENT DEVELOPMENTS
    • ELEMENTAL PATH
      • BUSINESS OVERVIEW
      • PRODUCTS OFFERED
      • RECENT DEVELOPMENTS
    • FISHTREE
      • BUSINESS OVERVIEW
      • PRODUCTS OFFERED
      • RECENT DEVELOPMENTS
    • JELLYNOTE
      • BUSINESS OVERVIEW
      • PRODUCTS OFFERED
    • JENZABAR
      • BUSINESS OVERVIEW
      • PRODUCTS OFFERED
      • RECENT DEVELOPMENTS
    • KNEWTON
      • BUSINESS OVERVIEW
      • PRODUCTS/SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • LUILISHUO
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
    • METACOG
      • BUSINESS OVERVIEW
      • SOLUTIONS OFFERED
      • RECENT DEVELOPMENTS
  • APPENDIX
    • INDUSTRY EXCERPTS
    • DISCUSSION GUIDE
    • KNOWLEDGE STORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
    • AVAILABLE CUSTOMIZATIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

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