NLP in Education Market by Offering (Solutions and Services), Model Type (Rule-based, Statistical, and Hybrid), Application (Sentiment Analysis & Data Extraction, Intelligent Tutoring & Langauge Learning), End User and Region - Global Forecast to 2028
NLP in Education Market Size - Growth, Report & Analysis
The NLP in Education Market size accounted for $99 million in 2023. It is expected to grow at an effective CAGR of 18.1% from 2023 to 2028. The revenue forecast for 2028 is set for the valuation of $228 million. The base year for estimation is 2022 and the historical data available for the years from 2023 to 2028.
The growing evolution of AI and deep learning, digital transformation, cloud-native, and conversational AI will drive the market.
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NLP in Education Market Growth Dynamics
Driver: Rising demand for efficient language learning
NLP is used in language learning applications to provide better pronunciation feedback, enhance the quality of translations, and create conversational bots that allow students to practice speaking with an AI-powered virtual tutor. It is used to analyze student data such as performance history, learning style, and preferences to create personalized learning experiences. By tailoring the learning experience to individual students, NLP can help improve engagement and retention. NLP systems can accommodate different learning styles by delivering content in multiple formats, such as visual, auditory, and kinaesthetic, providing flexible, student-centered teaching. NLP applications can also help educators gather data and insights that can be used to shape instruction and improve student learning outcomes.
Restraints: Limited data availability
The effectiveness of NLP technology relies on large amounts of data. However, data in the education industry can be limited due to privacy regulations and other concerns. The limited data can limit the accuracy and usefulness of NLP technology in the education market. NLP technology can be complex and difficult to use for individuals who are not familiar with the technology. This can limit its adoption and effectiveness in the education market. NLP technology is typically designed to work with one or a few languages, which can create a challenge for educators and students who speak other languages or dialects.
Opportunity: Increasing adoption of learning analytics
NLP can analyze data from student transcripts and other educational documents to provide insights into student performance and learning trends. NLP can help teachers identify areas where students struggle and adjust their teaching methods accordingly. NLP can be used to develop language learning tools that provide personalized learning experiences to students. By analyzing the student’s vocabulary, sentence structure, and pronunciation, NLP algorithms can offer tailored feedback and recommendations to help them improve. NLP can analyze student essays and other written assignments to provide automated grading.
Challenge: Increasing requirement for customization
The NLP in education market often requires customized NLP solutions that meet the specific requirements of teachers, students, and institutions. However, developing and deploying customized solutions can be challenging and time-consuming, especially for smaller organizations with limited resources. The NLP in education market requires NLP models that are accurate and easy for non-technical users, such as teachers and students. Balancing usability and accuracy can be challenging, as more complex models may be more accurate but less user-friendly, and vice versa. Language can vary significantly across different education settings, including schools, grade levels, and subject areas. This variation makes it difficult to develop NLP models that can accurately identify and extract information across different educational domains.
NLP in Education Market Ecosystem
Based on end-user, academic segment to hold highest market share during forecast period
NLP solutions help academic user to enhance the learning experience for students, improve the efficiency of teaching and administrative processes, and provide insights that can inform decision-making. NLP can be used to enhance language learning by analyzing speech patterns, identifying pronunciation errors, and providing feedback to students. NLP can be used to create intelligent content for educational purposes, such as textbooks and online courses. This can help in making the content more interactive, engaging, and relevant to the student’s needs.
Based on model type, statistical NLP model to hold highest market share during forecast period
Statistical NLP can achieve higher accuracy in natural language tasks such as language translation, sentiment analysis, and named entity recognition. This is because statistical models can learn from a large amount of data and generalize better than rule-based systems. Statistical NLP can be easily scaled to handle large volumes of text data, whereas rule-based systems can become unwieldy as the number of rules increases. Statistical NLP can adapt to new domains and languages easily than rule-based systems. It can be trained on new data without requiring manual updates to rules, making it an effective approach for handling complex and dynamic language data.
Based on application, corporate training segment to have highest growth rate during forecast period
NLP solutions help improve the effectiveness, efficiency, and scalability of corporate training programs while reducing costs and improving the learner’s experience. NLP solutions can help to personalize the training experience by analyzing the learner’s language, speech patterns, and behaviors. With this information, the training program can be tailored to meet the specific needs of each learner. NLP solutions can reduce the cost of training by automating repetitive tasks, such as grading and assessment, and by reducing the need for physical training materials and instructors.
North America to account for the highest market share during the forecast period.
Key players:
This research study outlines the market potential, dynamics, and major vendors operating in the NLP in education market. Key and innovative vendors in the NLP in education market include IBM (US), Microsoft (US), Google (US), AWS (US), SAS Institute (US), Inbenta (US), Baidu (China), Welocalize (US), Yellow.ai (US), NICE (US), ABBYY (US), Automated Insights (US), Width.ai (US), Revolve.ai (Islamabad), Primer.ai (US), Carnegie Learning (US), Gecko (US), Ivy.ai (US), Attivio (US), Conversica (US), Avaamo (US), Aylien (Ireland), Haptik (India), Gupshup (US), Sensforth.ai (US), Chivox (China), and Cognii (US). The study includes an in-depth competitive analysis of these key players in the NLP in Education market with their company profiles, recent developments, and key market strategies.
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Scope of the Report
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Report Metrics |
Details |
Market size available for years |
2018-2028 |
Base year considered |
2022 |
Forecast period |
2023-2028 |
Forecast units |
Value (USD Million/USD Billion) |
Segments covered |
Offering, Model Type, Application, End User, and Region |
Regions covered |
North America, Europe, Asia Pacific, the Middle East & Africa, and Latin America |
Companies covered |
IBM (US), Microsoft (US), Google (US), AWS (US), SAS Institute (US), Inbenta (US), Baidu (China), Welocalize (US), Yellow.ai (US), NICE (US), ABBYY (US), Automated Insights (US), Width.ai (US), Revolve.ai (Islamabad), Primer.ai (US), Carnegie Learning (US), Gecko (US), Ivy.ai (US), Attivio (US), Conversica (US), Avaamo (US), Aylien (Ireland), Haptik (India), Gupshup (US), Sensforth.ai (US), Chivox (China), and Cognii (US). |
NLP in Education Market Highlights
This research report categorizes the NLP in Education Market to forecast revenues and analyze trends in each of the following submarkets:
Segment |
Subsegment |
Based Offering |
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Based on Model Type: |
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Based on Application: |
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Based on End Users: |
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Recent Developments:
- In March 2023, Yellow.ai launched Salem, which is a new AI-powered customer service channel available on WhatsApp.
- In February 2023, Microsoft launched Automated ML supports NLP, which allows ML professionals and data scientists to bring text data and build custom models for tasks such as multi-class text classification, multi-label text classification, and named entity recognition (NER).
- In January 2023, IBM announced IBM Partner Plus. This new program reimagines how IBM engages with its business partners through unprecedented access to IBM resources, incentives, and tailored support to deepen its technical expertise and help speed time to market.
- In December 2022, NICE launched ElevateAI, a new AIaaS solution that brings the power of Enlighten AI, its purpose-built CX AI, to the developer community.
- In November 2022, Google announced an ambitious new project to develop a single AI language model that supports the world’s 1,000 most spoken languages.
Frequently Asked Questions (FAQ):
What is the market size of NLP in Education Market?
The global NLP in education market size is projected to grow from $99 million in 2023 to $228 million by 2028 at a CAGR of 18.1% during the forecast period.
Which region has the larhest market share in the NLP in education market?
North America followed is expected to hold the largest market share in the NLP in education market.
By offering, which is expected to witness a higher market share in the coming years?
The solutions segment is expected to hold the highest market share during the forecast period.
Who are the key players in the NLP in Education Market?
Major NLP vendors in education include IBM (US), Microsoft (US), Google (US), AWS (US), SAS Institute (US), Inbenta (US), Baidu (China), Welocalize (US), Yellow.ai (US), NICE (US), ABBYY (US), Automated Insights (US), Width.ai (US), Revolve.ai (Islamabad), Primer.ai (US), Carnegie Learning (US), Gecko (US), Ivy.ai (US), Attivio (US), Conversica (US), Avaamo (US), Aylien (Ireland), Haptik (India), Gupshup (US), Sensforth.ai (US), Chivox (China), and Cognii (US).
Which application is expected to witness a higher market share in the NLP in education market?
The sentiment analysis & data extraction segment is expected to hold the highest market share during the forecast period.
To speak to our analyst for a discussion on the above findings, click Speak to Analyst
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- 5.1 MARKET OVERVIEW
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5.2 MARKET DYNAMICSDRIVERS- Rising demand for efficient language learning- Increasing adoption of predictive analytics to provide targeted support to students at risks- Evolution of AI and deep learningRESTRAINTS- Limited availability of educational data impacts efficiency of NLP models- Risks associated with data breaches and sensitive information leakageOPPORTUNITIES- Growing adoption of NLP to assess student performance- Soaring demand for personalized learning- Significant R&D activities by market vendorsCHALLENGES- Developing customized NLP solutions- Regulatory and privacy concerns over data security
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5.3 INDUSTRY TRENDSCASE STUDY ANALYSIS- Case study 1: NLP legal clause rewriter built by Width.ai improves clause clarity- Case study 2: Observe.ai built NLP-based learning program for Fortune 500 education companySUPPLY CHAIN ANALYSISREGULATORY LANDSCAPE- General Data Protection Regulation- Personal Information Protection and Electronic Documents Act- Cloud Security Alliance Security Trust Assurance and Risk- California Consumer Privacy ActPATENT ANALYSISKEY CONFERENCES & EVENTS, 2023PRICING ANALYSISPORTER’S FIVE FORCES ANALYSIS- Threat of new entrants- Threat of substitutes- Bargaining power of buyers- Bargaining power of suppliers- Intensity of competitive rivalryKEY STAKEHOLDERS & BUYING CRITERIA- Buying criteriaTRENDS AND DISRUPTIONS IMPACTING CUSTOMER BUSINESSECOSYSTEM ANALYSISETHICS AND IMPLICATIONS OF NLP IN EDUCATION- Bias and fairness- Privacy and security- Intellectual property- Accountability and responsibility- Societal and economic impactBRIEF HISTORY OF NLP TECHNOLOGYIMPACT OF NICHE, ADJACENT TECHNOLOGIES ON NLP IN EDUCATION MARKET- Artificial intelligence- Internet of Things (IoT)- Augmented reality (AR)/Virtual reality (VR)- Cloud- CybersecurityTECHNOLOGY ROADMAP FOR NLP IN EDUCATION- Short-term roadmap (2023–2025)- Mid-term roadmap (2026–2028)- Long-term roadmap (2029–2030)NLP IN EDUCATION SOFTWARE APPLICATIONS AND USE CASESBEST PRACTICES IN NLP IN EDUCATION MARKETCURRENT AND EMERGING BUSINESS MODELS- Software as a Service (SaaS) model- Consulting services model- Revenue sharing model- Pay-per-use model
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6.1 INTRODUCTIONOFFERING: NLP IN EDUCATION MARKET DRIVERS
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6.2 SOLUTIONSTEXT-BASED NLP SOLUTION- Language translation tools- Text-to-speech converters- Sentiment analysis tools- Plagiarism checkersAUDIO-BASED NLP SOLUTION- Speech recognition tools- Voice-to-text converters- Audio transcription toolsIMAGE-BASED NLP SOLUTION- Optical character recognition tools- Image captioning tools- Image recognition toolsVIDEO-BASED NLP SOLUTION- Video captioning tools- Video transcription tools- Video summarization tools
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6.3 SERVICESPROFESSIONAL SERVICES- Consulting- Integration and implementation- Training, support, and maintenanceMANAGED SERVICES- Assist in managing and supporting IT infrastructure of NLP providers
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7.1 INTRODUCTIONMODEL TYPE: NLP IN EDUCATION MARKET DRIVERS
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7.2 STATISTICAL NLPSUITABLE APPROACH TO GENERATE RESULTS WITH LARGE DATASETS
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7.3 HYBRID NLPIDEAL IN ABSENCE OF PROPER DATASETS
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7.4 RULE-BASED NLPWIDELY USED FOR TOKENIZATION
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8.1 INTRODUCTIONEND USER: NLP IN EDUCATION MARKET DRIVERS
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8.2 ACADEMIC USERHIGHER EDUCATION- NLP solutions used to identify areas that need improvementK12- Governments worldwide encouraging adoption of NLP solutions to improve quality of education at K12 level
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8.3 EDTECH PROVIDERLEARNING MANAGEMENT SYSTEM PROVIDERS- Improve learning services through NLP-based offeringsVIRTUAL CLASSROOM PROVIDERS- Use NLP to offer customized learning materialsE-LEARNING PLATFORM PROVIDERS- Create and curate content in multiple languages with NLPLEARNING CONTENT PROVIDERS- Use NLP for content analysis and personalizationMOBILE LEARNING PROVIDERS- Use NLP to develop more engaging, personalized, and accessible mobile learning platformsSKILL DEVELOPMENT PLATFORM PROVIDERS- Improve efficiency and effectiveness of learning platforms with NLP
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9.1 INTRODUCTIONAPPLICATION: NLP IN EDUCATION MARKET DRIVERS
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9.2 SENTIMENT ANALYSIS & DATA EXTRACTIONSTUDENT BEHAVIOR AND FEEDBACK ANALYSIS- Need to determine overall emotional tone of contentSOCIAL MEDIA ANALYSIS- Need to leverage social media data to enhance educational experience for studentsCOURSE MATERIAL ANALYSIS- Helps identify areas of potential confusion or difficulty for studentsADMISSIONS SUPPORT & ANALYSIS- Assist in identifying promising candidatesSTUDENT PERFORMANCE ANALYSIS- Data extraction helps analyze student performance dataRESEARCH ANALYSIS- Used to analyze research articles, papers, and publications
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9.3 CONTENT MANAGEMENT & AUTOMATIC SUMMARIZATIONTEXTBOOK SUMMARIZATION- Helps to identify key concepts and summarize content of textbooks or study materialsLECTURE SUMMARIZATION- Helps educators identify areas of weakness and improve teaching methodsRESEARCH PAPER SUMMARIZATION- Helps extract relevant information from lengthy research papersCONTENT/ESSAY SUMMARIZATION- Helps teachers assess content of multiple essaysTEXT MINING- Helps mine relevant information from large sets of educational contentQUESTION ANSWERING- Aids students to get answers to questions in real timeMACHINE TRANSLATION- Makes educational content accessible to students worldwide
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9.4 INTELLIGENT TUTORING & LANGUAGE LEARNINGADAPTIVE LEARNING- Helps analyze learners' performance on tasksDIALOGUE-BASED TUTORING- Supports natural language interactions between learners and systemsINTELLIGENT WRITING ASSISTANCE- Helps learners improve writing skillsLANGUAGE MODELING- Assists teachers in creating customized learning materialsLANGUAGE ASSESSMENT- Used to evaluate language proficiency levels of learnersPERSONALIZED LEARNING- Analyzes student data to identify strengths and weaknesses
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9.5 RISK & THREAT DETECTIONSTUDENT SAFETY- Helps identify potential threats to student safetyCYBERSECURITY- Used to detect potential cyber threats in educational institutionsCAMPUS SECURITY- Helps detect unusual behavior or suspicious activities on campusesADMISSIONS FRAUD DETECTION- Helps detect fraud in admission process
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9.6 CORPORATE TRAININGLANGUAGE TRAINING FOR INTERNATIONAL BUSINESS- Creates customized language training programs for international business professionalsSOFT SKILLS TRAINING- Helps students improve communication, writing, and presentation skillsCOMPLIANCE TRAINING- Compliance training made more engaging and effective with NLPCUSTOMER SERVICE TRAINING- NLP-based training programs help employees improve communication skills
- 9.7 OTHER APPLICATIONS
- 10.1 INTRODUCTION
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10.2 NORTH AMERICARECESSION IMPACT ON NLP IN EDUCATION MARKET IN NORTH AMERICANORTH AMERICA: NLP IN EDUCATION MARKET DRIVERSUS- Presence of key NLP vendors to drive marketCANADA- Competitive AI research capabilities to enhance market growth
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10.3 EUROPERECESSION IMPACT ON NLP IN EDUCATION MARKET IN EUROPEEUROPE: NLP IN EDUCATION MARKET DRIVERSUK- Strong focus on NLP implementation to accelerate market growthGERMANY- Government investments in digital education initiatives to promote market growthFRANCE- High-potential client base to play strong role in NLP technology adoptionITALY- NLP adoption by universities and other educational institutions to catalyze market growthSPAIN- Government’s National AI strategy to favor market growthREST OF EUROPE
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10.4 ASIA PACIFICRECESSION IMPACT ON NLP IN EDUCATION MARKET IN ASIA PACIFICASIA PACIFIC: NLP IN EDUCATION MARKET DRIVERSCHINA- Development of chatbots, virtual assistants, and smart devices to boost NLP penetrationINDIA- National Translation Mission to foster market growthJAPAN- Rapid development of AI to drive marketSOUTH KOREA- Use of NLP-powered speech recognition technology to evaluate pronunciation and fluency of students to fuel market growthSINGAPORE- Adoption of NLP to personalize learning experiences to augment market growthAUSTRALIA & NEW ZEALAND- Growing interest in NLP implementation in education sector to bolster market growthREST OF ASIA PACIFIC
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10.5 MIDDLE EAST & AFRICARECESSION IMPACT ON NLP IN EDUCATION MARKET IN MIDDLE EAST & AFRICAMIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET DRIVERSSAUDI ARABIA- FekraTech initiative to support NLP adoption in KSAUNITED ARAB EMIRATES- UAE’s data-driven infrastructure to support AI experiments to fuel market growthSOUTH AFRICA- National Development Plan to support market growthISRAEL- Use of NLP-based tutoring systems to monitor students' progress to propel market growthREST OF MIDDLE EAST & AFRICA
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10.6 LATIN AMERICARECESSION IMPACT ON NLP IN EDUCATION MARKET IN LATIN AMERICALATIN AMERICA: NLP IN EDUCATION MARKET DRIVERSBRAZIL- Increasing number of tech startups to aid market growthMEXICO- Government initiatives encouraging AI adoption to propel market growthREST OF LATIN AMERICA
- 11.1 OVERVIEW
- 11.2 STRATEGIES ADOPTED BY KEY PLAYERS
- 11.3 MARKET SHARE ANALYSIS OF TOP VENDORS, 2022
- 11.4 HISTORICAL REVENUE ANALYSIS
- 11.5 HISTORICAL REVENUE ANALYSIS OF LEADING PLAYERS
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11.6 COMPANY EVALUATION QUADRANTSTARSEMERGING LEADERSPERVASIVE PLAYERSPARTICIPANTS
- 11.7 COMPETITIVE BENCHMARKING
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11.8 STARTUPS/SMES EVALUATION QUADRANTPROGRESSIVE COMPANIESRESPONSIVE COMPANIESDYNAMIC COMPANIESSTARTING BLOCKS
- 11.9 STARTUPS/SMES COMPETITIVE BENCHMARKING
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11.10 COMPETITIVE SCENARIOS AND TRENDSPRODUCT LAUNCHESDEALS
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12.1 KEY PLAYERSIBM- Business overview- Solutions and services offered- Recent developments- MnM viewMICROSOFT- Business overview- Solutions and services offered- Recent developments- MnM viewGOOGLE- Business overview- Solutions and services offered- Recent developments- MnM viewAMAZON WEB SERVICES (AWS)- Business overview- Solutions and services offered- Recent developments- MnM viewSAS INSTITUTE- Business overview- Solutions and services offered- Recent developments- MnM viewINBENTA- Business overview- Solutions and services offeredBAIDU- Business overview- Solutions and services offered- Recent developmentsWELOCALIZE- Business overview- Solutions and services offeredYELLOW.AI- Business overview- Solutions and services offered- Recent developmentsNICE- Business overview- Solutions and services offered- Recent developmentsABBYYAUTOMATED INSIGHTSWIDTH.AIREVOLVE.AIPRIMER.AICARNEGIE LEARNINGGECKOIVY.AIATTIVIOCONVERSICAAVAAMOAYLIENHAPTIKGUPSHUPSENSFORTH.AICHIVOXCOGNII
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13.1 INTRODUCTIONLIMITATIONS
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13.2 CONVERSATIONAL AI MARKETMARKET DEFINITIONMARKET OVERVIEWCONVERSATIONAL AI MARKET, BY OFFERINGCONVERSATIONAL AI MARKET, BY SERVICECONVERSATIONAL AI MARKET, BY BUSINESS FUNCTIONCONVERSATIONAL AI MARKET, BY CHANNELCONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE
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13.3 NATURAL LANGUAGE PROCESSING (NLP) MARKETMARKET DEFINITIONMARKET OVERVIEWNLP MARKET, BY SOLUTIONNLP MARKET, BY SERVICENLP MARKET, BY MANAGED SERVICENLP MARKET, BY DEPLOYMENT MODENLP MARKET, BY ORGANIZATION SIZE
- 14.1 DISCUSSION GUIDE
- 14.2 KNOWLEDGESTORE: MARKETSANDMARKETS’ SUBSCRIPTION PORTAL
- 14.3 CUSTOMIZATION OPTIONS
- 14.4 RELATED REPORTS
- 14.5 AUTHOR DETAILS
- TABLE 1 USD EXCHANGE RATES, 2019–2022
- TABLE 2 FACTOR ANALYSIS
- TABLE 3 TOP TWENTY PATENTS OWNERS IN US, 2012–2022
- TABLE 4 DETAILED LIST OF CONFERENCES & EVENTS, 2023
- TABLE 5 AVERAGE SELLING PRICE RANGES OF SUBSCRIPTION-BASED/PAY-AS-YOU-GO NLP SERVICES
- TABLE 6 IMPACT OF EACH FORCE ON NLP IN EDUCATION MARKET
- TABLE 7 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE END USERS
- TABLE 8 KEY BUYING CRITERIA FOR TOP THREE END USERS
- TABLE 9 NLP IN EDUCATION MARKET: ECOSYSTEM
- TABLE 10 NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 11 NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 12 NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018–2022 (USD MILLION)
- TABLE 13 NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023–2028 (USD MILLION)
- TABLE 14 SOLUTIONS: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 15 SOLUTIONS: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 16 TEXT-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 17 TEXT-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 18 AUDIO-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 19 AUDIO-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 20 IMAGE-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 21 IMAGE-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 22 VIDEO-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 23 VIDEO-BASED NLP SOLUTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 24 NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 25 NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 26 SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 27 SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 28 SERVICES: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
- TABLE 29 SERVICES: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
- TABLE 30 PROFESSIONAL SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 31 PROFESSIONAL SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 32 CONSULTING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 33 CONSULTING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 34 INTEGRATION AND IMPLEMENTATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 35 INTEGRATION AND IMPLEMENTATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 36 TRAINING, SUPPORT, AND MAINTENANCE: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 37 TRAINING, SUPPORT, AND MAINTENANCE: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 38 MANAGED SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 39 MANAGED SERVICES: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 40 NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 41 NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 42 STATISTICAL NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 43 STATISTICAL NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 44 HYBRID NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 45 HYBRID NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 46 RULE-BASED NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 47 RULE-BASED NLP: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 48 NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 49 NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 50 NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 51 NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 52 ACADEMIC USER: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 53 ACADEMIC USER: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 54 HIGHER EDUCATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 55 HIGHER EDUCATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 56 K12: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 57 K12: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 58 EDTECH PROVIDER: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 59 EDTECH PROVIDER: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 60 NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION)
- TABLE 61 NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION)
- TABLE 62 SENTIMENT ANALYSIS & DATA EXTRACTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 63 SENTIMENT ANALYSIS & DATA EXTRACTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 64 CONTENT MANAGEMENT & AUTOMATIC SUMMARIZATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 65 CONTENT MANAGEMENT & AUTOMATIC SUMMARIZATION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 66 INTELLIGENT TUTORING & LANGUAGE LEARNING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 67 INTELLIGENT TUTORING & LANGUAGE LEARNING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 68 RISK & THREAT DETECTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 69 RISK & THREAT DETECTION: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 70 CORPORATE TRAINING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 71 CORPORATE TRAINING: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 72 OTHER APPLICATIONS: NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 73 OTHER APPLICATIONS: NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 74 NLP IN EDUCATION MARKET SIZE, BY REGION, 2018–2022 (USD MILLION)
- TABLE 75 NLP IN EDUCATION MARKET SIZE, BY REGION, 2023–2028 (USD MILLION)
- TABLE 76 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 77 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 78 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018–2022 (USD MILLION)
- TABLE 79 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023–2028 (USD MILLION)
- TABLE 80 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 81 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 82 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
- TABLE 83 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
- TABLE 84 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 85 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 86 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 87 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 88 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 89 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 90 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION)
- TABLE 91 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION)
- TABLE 92 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION)
- TABLE 93 NORTH AMERICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION)
- TABLE 94 US: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 95 US: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 96 US: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 97 US: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 98 US: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 99 US: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 100 US: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 101 US: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 102 US: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 103 US: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 104 CANADA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 105 CANADA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 106 CANADA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 107 CANADA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 108 CANADA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 109 CANADA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 110 CANADA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 111 CANADA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 112 CANADA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 113 CANADA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 114 EUROPE: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 115 EUROPE: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 116 EUROPE: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018–2022 (USD MILLION)
- TABLE 117 EUROPE: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023–2028 (USD MILLION)
- TABLE 118 EUROPE: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 119 EUROPE: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 120 EUROPE: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
- TABLE 121 EUROPE: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
- TABLE 122 EUROPE: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 123 EUROPE: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 124 EUROPE: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 125 EUROPE: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 126 EUROPE: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 127 EUROPE: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 128 EUROPE: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION)
- TABLE 129 EUROPE: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION)
- TABLE 130 EUROPE: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION)
- TABLE 131 EUROPE: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION)
- TABLE 132 UK: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 133 UK: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 134 UK: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 135 UK: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 136 UK: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 137 UK: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 138 UK: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 139 UK: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 140 UK: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 141 UK: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 142 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 143 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 144 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018–2022 (USD MILLION)
- TABLE 145 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023–2028 (USD MILLION)
- TABLE 146 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 147 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 148 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
- TABLE 149 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
- TABLE 150 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 151 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 152 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 153 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 154 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 155 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 156 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION)
- TABLE 157 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION)
- TABLE 158 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION)
- TABLE 159 ASIA PACIFIC: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION)
- TABLE 160 CHINA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 161 CHINA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 162 CHINA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 163 CHINA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 164 CHINA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 165 CHINA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 166 CHINA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 167 CHINA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 168 CHINA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 169 CHINA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 170 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 171 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 172 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018–2022 (USD MILLION)
- TABLE 173 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023–2028 (USD MILLION)
- TABLE 174 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 175 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 176 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
- TABLE 177 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
- TABLE 178 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 179 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 180 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 181 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 182 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 183 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 184 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION)
- TABLE 185 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION)
- TABLE 186 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION)
- TABLE 187 MIDDLE EAST & AFRICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION)
- TABLE 188 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 189 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 190 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 191 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 192 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 193 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 194 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 195 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 196 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 197 SAUDI ARABIA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 198 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 199 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 200 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2018–2022 (USD MILLION)
- TABLE 201 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY SOLUTION, 2023–2028 (USD MILLION)
- TABLE 202 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 203 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 204 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2018–2022 (USD MILLION)
- TABLE 205 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY PROFESSIONAL SERVICE, 2023–2028 (USD MILLION)
- TABLE 206 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 207 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 208 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 209 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 210 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 211 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 212 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2018–2022 (USD MILLION)
- TABLE 213 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY APPLICATION, 2023–2028 (USD MILLION)
- TABLE 214 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2018–2022 (USD MILLION)
- TABLE 215 LATIN AMERICA: NLP IN EDUCATION MARKET SIZE, BY COUNTRY, 2023–2028 (USD MILLION)
- TABLE 216 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 217 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 218 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 219 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 220 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2018–2022 (USD MILLION)
- TABLE 221 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY MODEL TYPE, 2023–2028 (USD MILLION)
- TABLE 222 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY END USER, 2018–2022 (USD MILLION)
- TABLE 223 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY END USER, 2023–2028 (USD MILLION)
- TABLE 224 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2018–2022 (USD MILLION)
- TABLE 225 BRAZIL: NLP IN EDUCATION MARKET SIZE, BY ACADEMIC USER, 2023–2028 (USD MILLION)
- TABLE 226 OVERVIEW OF STRATEGIES ADOPTED BY KEY PLAYERS IN NLP IN EDUCATION MARKET
- TABLE 227 NLP IN EDUCATION MARKET: DEGREE OF COMPETITION
- TABLE 228 NLP IN EDUCATION MARKET: LIST OF KEY PLAYERS
- TABLE 229 NLP IN EDUCATION MARKET: COMPETITIVE BENCHMARKING OF KEY PLAYERS
- TABLE 230 NLP IN EDUCATION MARKET: LIST OF KEY STARTUPS/SMES
- TABLE 231 NLP IN EDUCATION MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
- TABLE 232 PRODUCT LAUNCHES, 2020–2023
- TABLE 233 DEALS, 2021–2023
- TABLE 234 IBM: BUSINESS OVERVIEW
- TABLE 235 IBM: SOLUTIONS AND SERVICES OFFERED
- TABLE 236 IBM: SOLUTION/SERVICE LAUNCHES
- TABLE 237 MICROSOFT: BUSINESS OVERVIEW
- TABLE 238 MICROSOFT: SOLUTIONS AND SERVICES OFFERED
- TABLE 239 MICROSOFT: SOLUTION/SERVICE LAUNCHES
- TABLE 240 MICROSOFT: DEALS
- TABLE 241 GOOGLE: BUSINESS OVERVIEW
- TABLE 242 GOOGLE: SOLUTIONS AND SERVICES OFFERED
- TABLE 243 GOOGLE: SOLUTION/SERVICE LAUNCHES
- TABLE 244 AWS: BUSINESS OVERVIEW
- TABLE 245 AWS: SOLUTIONS AND SERVICES OFFERED
- TABLE 246 AWS: DEALS
- TABLE 247 SAS INSTITUTE: BUSINESS OVERVIEW
- TABLE 248 SAS INSTITUTE: SOLUTIONS AND SERVICES OFFERED
- TABLE 249 SAS INSTITUTE: SOLUTION/SERVICE LAUNCHES
- TABLE 250 SAS INSTITUTE: DEALS
- TABLE 251 INBENTA: BUSINESS OVERVIEW
- TABLE 252 INBENTA: SOLUTIONS AND SERVICES OFFERED
- TABLE 253 BAIDU: BUSINESS OVERVIEW
- TABLE 254 BAIDU: SOLUTIONS AND SERVICES OFFERED
- TABLE 255 BAIDU: SOLUTION/SERVICE LAUNCHES
- TABLE 256 WELOCALIZE: BUSINESS OVERVIEW
- TABLE 257 WELOCALIZE: SOLUTIONS AND SERVICES OFFERED
- TABLE 258 YELLOW.AI: BUSINESS OVERVIEW
- TABLE 259 YELLOW.AI: SOLUTIONS AND SERVICES OFFERED
- TABLE 260 YELLOW.AI: SOLUTION/SERVICE LAUNCHES
- TABLE 261 NICE: BUSINESS OVERVIEW
- TABLE 262 NICE: SOLUTIONS AND SERVICES OFFERED
- TABLE 263 NICE: SOLUTION/SERVICE LAUNCHES
- TABLE 264 NICE: DEALS
- TABLE 265 CONVERSATIONAL AI MARKET, BY OFFERING, 2018–2022 (USD MILLION)
- TABLE 266 CONVERSATIONAL AI MARKET, BY OFFERING, 2023–2028 (USD MILLION)
- TABLE 267 CONVERSATIONAL AI MARKET, BY SERVICE, 2018–2022 (USD MILLION)
- TABLE 268 CONVERSATIONAL AI MARKET, BY SERVICE, 2023–2028 (USD MILLION)
- TABLE 269 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2018–2022 (USD MILLION)
- TABLE 270 CONVERSATIONAL AI MARKET, BY BUSINESS FUNCTION, 2023–2028 (USD MILLION)
- TABLE 271 CONVERSATIONAL AI MARKET, BY CHANNEL, 2018–2022 (USD MILLION)
- TABLE 272 CONVERSATIONAL AI MARKET, BY CHANNEL, 2023–2028 (USD MILLION)
- TABLE 273 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2018–2022 (USD MILLION)
- TABLE 274 CONVERSATIONAL AI MARKET, BY CONVERSATIONAL INTERFACE, 2023–2028 (USD MILLION)
- TABLE 275 NLP SOLUTIONS MARKET, BY TYPE, 2016–2021 (USD MILLION)
- TABLE 276 NLP SOLUTIONS MARKET, BY TYPE, 2022–2027 (USD MILLION)
- TABLE 277 NLP SERVICES MARKET, BY TYPE, 2016–2021 (USD MILLION)
- TABLE 278 NLP SERVICES MARKET, BY TYPE, 2022–2027 (USD MILLION)
- TABLE 279 MANAGED SERVICES: NLP MARKET, BY REGION, 2016–2021 (USD MILLION)
- TABLE 280 MANAGED SERVICES: NLP MARKET, BY REGION, 2022–2027(USD MILLION)
- TABLE 281 NLP MARKET, BY DEPLOYMENT MODE, 2016–2021 (USD MILLION)
- TABLE 282 NLP MARKET, BY DEPLOYMENT MODE, 2022–2027 (USD MILLION)
- TABLE 283 NLP MARKET, BY ORGANIZATION SIZE, 2016–2021 (USD MILLION)
- TABLE 284 NLP MARKET, BY ORGANIZATION SIZE, 2022–2027 (USD MILLION)
- FIGURE 1 NLP IN EDUCATION MARKET SEGMENTATION
- FIGURE 2 NLP IN EDUCATION MARKET: GEOGRAPHIC SCOPE
- FIGURE 3 NLP IN EDUCATION MARKET: RESEARCH DESIGN
- FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY: APPROACH 1 (SUPPLY SIDE) - REVENUE FROM SOLUTIONS/SERVICES
- FIGURE 5 BOTTOM-UP APPROACH
- FIGURE 6 MARKET SIZE ESTIMATION USING BOTTOM-UP APPROACH (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES
- FIGURE 7 TOP-DOWN APPROACH
- FIGURE 8 MARKET SIZE ESTIMATION METHODOLOGY: DEMAND-SIDE ANALYSIS
- FIGURE 9 DATA TRIANGULATION
- FIGURE 10 NLP IN EDUCATION MARKET SIZE, 2021–2028
- FIGURE 11 KEY MARKET GROWTH SEGMENTS, 2023
- FIGURE 12 ASIA PACIFIC TO GROW AT HIGHEST CAGR FROM 2023 TO 2028
- FIGURE 13 INCREASED ADOPTION OF LEARNING ANALYTICS TO FOSTER MARKET GROWTH
- FIGURE 14 SOLUTIONS SEGMENT AND US TO LEAD NORTH AMERICAN NLP IN EDUCATION MARKET IN 2023
- FIGURE 15 SOLUTIONS SEGMENT AND CHINA TO LEAD ASIA PACIFIC NLP IN EDUCATION MARKET IN 2023
- FIGURE 16 JAPAN TO BE FASTEST-GROWING NLP IN EDUCATION MARKET DURING FORECAST PERIOD
- FIGURE 17 NLP IN EDUCATION MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
- FIGURE 18 NLP IN EDUCATION MARKET: SUPPLY CHAIN ANALYSIS
- FIGURE 19 NUMBER OF PATENTS GRANTED WORLDWIDE, 2013–2022
- FIGURE 20 TOP TEN COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS
- FIGURE 21 NLP IN EDUCATION MARKET: PORTER’S FIVE FORCES ANALYSIS
- FIGURE 22 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE END USERS
- FIGURE 23 KEY BUYING CRITERIA FOR TOP THREE END USERS
- FIGURE 24 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
- FIGURE 25 TEXT-BASED NLP SOLUTION SUBSEGMENT TO COMMAND LARGEST MARKET SHARE IN 2023
- FIGURE 26 MANAGED SERVICES SEGMENT EXPECTED TO GROW AT HIGHER CAGR DURING 2023–2028
- FIGURE 27 TRAINING, SUPPORT, AND MAINTENANCE SERVICES EXPECTED TO REGISTER HIGHEST CAGR DURING 2023–2028
- FIGURE 28 HYBRID NLP SEGMENT EXPECTED TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
- FIGURE 29 ACADEMIC USER SEGMENT TO ACCOUNT FOR LARGER SHARE OF NLP IN EDUCATION MARKET IN 2023
- FIGURE 30 HIGHER EDUCATION SUBSEGMENT TO CAPTURE LARGER SHARE OF MARKET IN 2023
- FIGURE 31 SENTIMENT ANALYSIS & DATA EXTRACTION SEGMENT TO LEAD MARKET IN 2023
- FIGURE 32 NORTH AMERICA EXPECTED TO ACCOUNT FOR LARGEST SIZE OF NLP IN EDUCATION MARKET IN 2023
- FIGURE 33 ASIA PACIFIC NLP IN EDUCATION MARKET EXPECTED TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
- FIGURE 34 NORTH AMERICA: NLP IN EDUCATION MARKET SNAPSHOT
- FIGURE 35 ASIA PACIFIC: NLP IN EDUCATION MARKET SNAPSHOT
- FIGURE 36 NLP IN EDUCATION MARKET: REVENUE ANALYSIS
- FIGURE 37 FIVE YEAR HISTORIC REVENUE ANALYSIS OF KEY MARKET PLAYERS
- FIGURE 38 NLP IN EDUCATION MARKET PLAYERS: COMPANY EVALUATION QUADRANT, 2022
- FIGURE 39 NLP IN EDUCATION MARKET STARTUPS/SMES: COMPANY EVALUATION QUADRANT, 2022
- FIGURE 40 IBM: COMPANY SNAPSHOT
- FIGURE 41 MICROSOFT: COMPANY SNAPSHOT
- FIGURE 42 GOOGLE: COMPANY SNAPSHOT
- FIGURE 43 AWS: COMPANY SNAPSHOT
- FIGURE 44 SAS INSTITUTE: COMPANY SNAPSHOT
- FIGURE 45 BAIDU: COMPANY SNAPSHOT
- FIGURE 46 NICE: COMPANY SNAPSHOT
This research study used extensive secondary sources, directories, and databases, such as D&B Hoovers and Bloomberg Businessweek, to identify and collect information useful for this technical, market-oriented, and commercial study of the global NLP in education market. The primary sources were several industry experts from core and related industries and preferred suppliers, manufacturers, distributors, Service Providers (SPs), technology developers, alliances, and organizations related to all the segments of this industry’s value chain. In-depth interviews were conducted with various primary respondents that included key industry participants, subject-matter experts, C-level executives of key market players, and industry consultants to obtain and verify critical qualitative and quantitative information as well as assess prospects.
Secondary Research
The companies offering NLP in education solutions & services in various mining operations are based on the secondary data available through paid and unpaid sources. They are analyzed by analyzing different solutions and services of major companies in the ecosystem and rating them based on their performance and quality. In the secondary research process, various sources were referred for identifying and collecting information for this study. The secondary sources included annual reports, press releases, companies’ investor presentations, white papers, journals, and articles from recognized authors, directories, and databases.
Primary Research
In the primary research process, various sources from both supply and demand sides were interviewed to obtain qualitative and quantitative information for this report. The primary sources from the supply side included industry experts, such as Chief Executive Officers (CEOs), Chief Technology Officers (CTOs), Chief Operating Officers (COOs), Vice Presidents (VPs), Managing Directors (MDs), Chief Technology Innovation Officers (CTIO), and related key executives from different companies and organizations operating in the NLP in education market.
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Market Size Estimation
Multiple approaches were adopted for the estimation and forecasting of the NLP in education market. The first approach involves estimating the market size by summating companies’ revenue generated through the NLP in education solutions and services.
Both top-down and bottom-up approaches were extensively used to estimate and validate the total size of the NLP in education market. The research methodology used to estimate the market size includes the following:
- Key players in the market have been identified through extensive secondary research.
- The industry’s supply chain and market size, in terms of value, have been determined through primary and secondary research processes.
- All percentage shares, splits, and breakups have been determined using secondary sources and verified through primary sources.
NLP in Education Market Size: Bottom-Up Approach
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NLP in Education Market Size: Top-Down Approach
Data Triangulation
After arriving at the overall market size, the overall NLP in education market was divided into several segments and subsegments with the help of data triangulation procedures to complete the overall market engineering process. The data was triangulated by studying various factors and trends from the demand and supply sides. Along with data triangulation and market breakdown, the market size was validated by the top-down and bottom-up approaches.
Market Definition
IBM defines natural language processing (NLP) as the branch of computer science—specifically, the branch of artificial intelligence or AI—concerned with giving computers the ability to understand the text and spoken words in much the same way human beings can. In education, NLP can perform speech recognition, grammatical tagging, word sense disambiguation, named entity recognition, sentimental analysis, and natural language generation.
Key Stakeholders
- NLP solution providers for the education industry
- Value- added Service Providers
- Cloud Service Providers
- NLP services providers for the education industry
- Government Agencies
- Educational Institutes
- EdTech Providers
Report Objectives
- To determine and forecast the global NLP in education by offering, model type, and end user. Application and region from 2023 to 2028, and analyze the various macroeconomic and microeconomic factors that affect the market growth
- To forecast the size of the market segments with respect to five main regions: North America, Europe, Asia Pacific (APAC), Latin America, and the Middle East & Africa (MEA)
- To provide detailed information about the major factors (drivers, restraints, opportunities, and challenges) influencing the growth of the NLP in education market
- To analyze each submarket with respect to individual growth trends, prospects, and contributions to the overall NLP in education market
- To analyze the opportunities in the market for stakeholders by identifying the high-growth segments of the NLP in education market
- To profile the key market players; provide a comparative analysis based on business overviews, regional presence, product offerings, business strategies, and key financials; and illustrate the competitive landscape of the market
- To track and analyze competitive developments, such as mergers and acquisitions, product launches and enhancements, partnerships and collaborations, and Research and Development (R&D) activities, in the market
Available Customizations
Along with the market data, MarketsandMarkets offers customizations as per the company’s specific needs. The following customization options are available for the report:
Geographic Analysis
- Further breakup of the Asia Pacific market into countries contributing nearly 30% to the regional market size
- Further breakup of the Latin American market into countries contributing nearly 45% to the regional market size
- Further breakup of the MEA market into countries contributing nearly 40% to the regional market size
- Further breakup of the European market into countries contributing nearly 40% to the regional market size
Company Information
- Detailed analysis and profiling of additional market players (Up to 5)
Growth opportunities and latent adjacency in NLP in Education Market