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自然言語処理(NLP)の世界市場:2026年に至るタイプ別、用途別予測

Natural Language Processing Market by Component, Type (Statistical, Hybrid), Application (Automatic Summarization, Sentiment Analysis, Risk & Threat Detection), Deployment Mode, Organization Size, Vertical, and Region - Global Forecast to 2026

出版元:MarketsandMarketsLinkIcon出版元について
発行年:2021年2月
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【レポート紹介】
自然言語処理(NLP)市場はこの先急成長が期待され、その世界市場規模は2026年に351億ドルに達すると予測されます。2020年の同市場規模は116億ドルと推計されます。 レポートは自然言語処理(NLP)の世界市場について2026年までの市場予測データ(金額US$)を掲載しています。また市場をさまざまな切り口で細分化し、そのセグメント市場ごとの市場予測を中心に構成されています。当レポートでの各種セグメント市場の区分および項目は、コンポーネント別市場(ソリューション各種、サービス各種)、展開モード別市場(オンプレミス、クラウド)、企業規模別市場(中小企業、大企業)、タイプ別市場(ルールベース自然言語処理、統計的自然言語処理、ハイブリッド)、用途別市場(感情分析、データ抽出、リスク/脅威検出、自動要約、コンテンツ管理、言語スコアリング、その他)、業界別市場(銀行/金融サービス/保険、IT/テレコム、小売/eコマース、ヘルスケア/ライフサイエンス、輸送/物流、政府/公共部門、エネルギー/ユーティリティ、製造業、その他)および主要国地域別市場、などとなっています。また競合状況、主要企業情報(27社)、事例研究、COVID-19による影響などの分析情報も加味し、NLP市場の今後成長性および動向を詳細にレポートしています。

【レポート構成概要】
◆自然言語処理(NLP)の世界市場予測2015-2026年
・市場規模(US$)

◆コンポーネント別、市場-2026年
ソリューション
・プラットフォーム
・ソフトウェアツール

サービス
・専門サービス
-コンサルティング
-システム統合/実装
-サポート/メンテナンス
・マネージドサービス
※(市場規模US$) 

◆展開モード別、市場-2026年
・オンプレミス
・クラウド
※(市場規模US$)

◆企業規模別、市場-2026年
・中小企業
・大企業
※(市場規模US$)

◆タイプ別、市場-2026年
・ルールベース自然言語処理
・統計的自然言語処理
・ハイブリッド
※(市場規模US$)

◆用途別、市場-2026年
・感情分析
・データ抽出
・リスク/脅威検出
・自動要約
・コンテンツ管理
・言語スコアリング
・その他
※(市場規模US$)

◆業界別、市場-2026年
・銀行/金融サービス/保険
・IT/テレコム
・小売/eコマース
・ヘルスケア/ライフサイエンス
・輸送/物流
・政府/公共部門
・エネルギー/ユーティリティ
・製造業
・その他
※(市場規模US$)

◆主要国地域別市場-2026年
北米
・米国、カナダ
欧州
・英国、ドイツ、フランス
・その他欧州
アジア太平洋
・日本、中国、インド
・その他アジア太平洋
中東アフリカ
・サウジアラビア、UAE、南アフリカ
・その他中東アフリカ
中南米
・ブラジル、メキシコ
・その他中南米
※地域別に全セグメント別の細分化データ掲載、詳細は目次参照

◆市場分析
・市場ダイナミクス(ドライバー、障壁、機会、課題)
・事例研究
・COVID-19による影響
・サプライチェーン分析
・バリューチェーン分析
・ファイブフォース分析
・市場シェア分析(2020)
・競合状況

◆NLPの主要企業プロフィール動向
・IBM  
・MICROSOFT 
・GOOGLE       
・AMAZON WEB SERVICES       
・FACEBOOK   
・APPLE           
・3M    
・INTEL            
・BAIDU           
・SAS INSTITUTE          
・LINGUAMATICS        
・INBENTA       
・HEALTH FIDELITY    
・VERITONE    
・DOLBEY        
・NARRATIVE SCIENCE
・BITEXT          
・CONVERSICA
・SPARKCOGNITION   
・AUTOMATED INSIGHTS        
・GNANI.AI      
・NIKI.AI           
・MIHUP           
・OBSERVE.AI  
・HYRO             
・JUST AI          
・RAGAVERA

(全273頁)



【レポート詳細目次、データ項目一覧は当ページ下を参照ください】

英文詳細目次(table of contents)

【原文詳細目次】

Natural Language Processing Market by Component, Type (Statistical, Hybrid), Application (Automatic Summarization, Sentiment Analysis, Risk & Threat Detection), Deployment Mode, Organization Size, Vertical, and Region - Global Forecast to 2026

Table of Contents

1.... INTRODUCTION

1.1             INTRODUCTION TO COVID-19
1.2             COVID-19 HEALTH ASSESSMENT
・        FIGURE 1............................. COVID-19: GLOBAL PROPAGATION
・        FIGURE 2............... COVID-19 PROPAGATION: SELECT COUNTRIES
1.3             COVID-19 ECONOMIC ASSESSMENT
・        FIGURE 3... REVISED GROSS DOMESTIC PRODUCT FORECASTS FOR SELECT G20 COUNTRIES IN 2020
1.3.1              COVID-19 ECONOMIC IMPACT—SCENARIO ASSESSMENT
・        FIGURE 4..................... FACTORS IMPACTING GLOBAL ECONOMY
・        FIGURE 5............ SCENARIOS IN TERMS OF RECOVERY OF GLOBAL ECONOMY
1.4             OBJECTIVES OF THE STUDY
1.5             MARKET DEFINITION
1.5.1              INCLUSIONS AND EXCLUSIONS
1.6             MARKET SCOPE
1.6.1              MARKET SEGMENTATION
1.6.2              REGIONS COVERED.. 33
1.6.3              YEARS CONSIDERED FOR THE STUDY
1.7             CURRENCY CONSIDERED
・        TABLE 1..... UNITED STATES DOLLAR EXCHANGE RATE, 2017–2019
1.8             STAKEHOLDERS
1.9             SUMMARY OF CHANGES

2.... RESEARCH METHODOLOGY

2.1             RESEARCH DATA
・        FIGURE 6.. NATURAL LANGUAGE PROCESSING MARKET: RESEARCH DESIGN
2.1.1              SECONDARY DATA
2.1.2              PRIMARY DATA
・        TABLE 2............................................... PRIMARY INTERVIEWS
2.1.2.1            BREAKUP OF PRIMARY PROFILES
2.1.2.2            KEY INDUSTRY INSIGHTS
2.2             MARKET BREAKUP AND DATA TRIANGULATION
・        FIGURE 7............................................. DATA TRIANGULATION
2.3             MARKET SIZE ESTIMATION
・        FIGURE 8. NATURAL LANGUAGE PROCESSING MARKET: TOP-DOWN AND
BOTTOM-UP APPROACHES
2.3.1              TOP-DOWN APPROACH.. 40
2.3.2              BOTTOM-UP APPROACH
・        FIGURE 9. MARKET SIZE ESTIMATION METHODOLOGY ̶ APPROACH 1 (SUPPLY SIDE): REVENUE OF SOLUTIONS/SERVICES OF NATURAL LANGUAGE PROCESSING MARKET. 41
・        FIGURE 10.. MARKET SIZE ESTIMATION METHODOLOGY ̶ APPROACH 2– BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE OF ALL SOLUTIONS/SERVICES OF NATURAL LANGUAGE PROCESSING MARKET
・        FIGURE 11. MARKET SIZE ESTIMATION METHODOLOGY—APPROACH 3—BOTTOM-UP (DEMAND SIDE): SHARE OF NATURAL LANGUAGE PROCESSING THROUGH OVERALL NATURAL LANGUAGE PROCESSING SPENDING
2.4             MARKET FORECAST
・        TABLE 3.................................................... FACTOR ANALYSIS.. 44
2.5             COMPANY EVALUATION MATRIX METHODOLOGY
・        FIGURE 12.. COMPANY EVALUATION MATRIX: CRITERIA WEIGHTAGE
2.6             STARTUP/SME EVALUATION MATRIX METHODOLOGY
・        FIGURE 13............ STARTUP/SME EVALUATION MATRIX: CRITERIA WEIGHTAGE
2.7             ASSUMPTIONS FOR THE STUDY
2.8             LIMITATIONS OF THE STUDY
2.9             IMPLICATIONS OF COVID-19 ON NATURAL LANGUAGE PROCESSING MARKET

3.... EXECUTIVE SUMMARY

・        TABLE 4.. GLOBAL NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE,  2015–2019 (USD MILLION, Y-O-Y %)
・        TABLE 5.. GLOBAL NATURAL LANGUAGE PROCESSING MARKET SIZE AND GROWTH RATE,  2019–2026 (USD MILLION, Y-O-Y %)
・        FIGURE 14 SOLUTIONS SEGMENT TO HOLD LARGER MARKET SIZE IN 2020
・        FIGURE 15. SOFTWARE TOOLS SEGMENT TO HOLD HIGHER MARKET SHARE IN 2020
・        FIGURE 16.. PROFESSIONAL SERVICES SEGMENT TO HOLD LARGER MARKET SIZE IN 2020
・        FIGURE 17 SYSTEM INTEGRATION AND IMPLEMENTATION SEGMENT TO HOLD HIGHEST MARKET SHARE IN 2020
・        FIGURE 18. STATISTICAL SEGMENT TO HOLD LARGEST MARKET SIZE IN 2020
・        FIGURE 19......... AUTOMATIC SUMMARIZATION SEGMENT TO HOLD HIGHEST MARKET  SHARE IN 2020
・        FIGURE 20... CLOUD SEGMENT TO HOLD HIGHER MARKET SHARE IN 2020
・        FIGURE 21........ LARGE ENTERPRISES SEGMENT TO HOLD LARGER MARKET SIZE IN 2020
・        FIGURE 22........ BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO HOLD HIGHEST MARKET SHARE IN 2020.. 57
・        FIGURE 23 NORTH AMERICA TO HOLD HIGHEST MARKET SHARE AND ASIA PACIFIC TO GROW AT HIGHEST CAGR IN 2020

4.... PREMIUM INSIGHTS

4.1             ATTRACTIVE OPPORTUNITIES IN NATURAL LANGUAGE PROCESSING MARKET
・        FIGURE 24 GROWING DEMAND FOR CLOUD-BASED NLP SOLUTIONS TO REDUCE OVERALL COSTS AND BETTER SCALABILITY TO DRIVE NATURAL LANGUAGE PROCESSING MARKET GROWTH

4.2             NATURAL LANGUAGE PROCESSING MARKET: TOP THREE APPLICATIONS
・        FIGURE 25.. SENTIMENT ANALYSIS SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
4.3             NATURAL LANGUAGE PROCESSING MARKET: BY COMPONENT AND TOP THREE VERTICALS.. 60
・        FIGURE 26......... SOLUTIONS SEGMENT AND BANKING, FINANCIAL SERVICES, AND INSURANCE VERTICAL TO HOLD HIGHEST MARKET SHARES IN 2020
4.4             NATURAL LANGUAGE PROCESSING MARKET, BY REGION
・        FIGURE 27.. NORTH AMERICA TO HOLD HIGHEST MARKET SHARE IN 2020

5.... MARKET OVERVIEW

5.1             INTRODUCTION
5.2             NATURAL LANGUAGE PROCESSING: EVOLUTION
・        FIGURE 28........ EVOLUTION OF NATURAL LANGUAGE PROCESSING MARKET
5.3             NATURAL LANGUAGE PROCESSING: ARCHITECTURE
・        FIGURE 29............... NATURAL LANGUAGE PROCESSING MARKET ARCHITECTURE
5.4             MARKET DYNAMICS
・        FIGURE 30............. DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: NATURAL LANGUAGE PROCESSING MARKET
5.4.1              DRIVERS
5.4.1.1            INCREASING USAGE OF SMART DEVICES TO FACILITATE SMART ENVIRONMENTS.. 65
・        FIGURE 31.. BRAND-WISE SMART SPEAKER USER PENETRATION IN THE UNITED STATES (2018 VS 2019)
5.4.1.2            GROWING DEMAND FOR CLOUD-BASED NLP SOLUTIONS TO REDUCE OVERALL COSTS AND BETTER SCALABILITY
5.4.1.3            RISING URGE OF PREDICTIVE ANALYTICS TO REDUCE RISKS AND IDENTIFY GROWTH OPPORTUNITIES
5.4.2              RESTRAINTS
5.4.2.1            COMPLEXITIES DUE TO THE USAGE OF CODE-MIXED LANGUAGE WHILE IMPLEMENTING NLP SOLUTIONS
5.4.2.2            LIMITATIONS IN THE DEVELOPMENT OF NLP TECHNOLOGY USING NEURAL NETWORKS RESTRICTING THE USAGE OF CLOUD-BASED SERVICES
5.4.3              OPPORTUNITIES
5.4.3.1            INCREASE IN INVESTMENTS IN THE HEALTHCARE VERTICAL
5.4.3.2            RISE IN THE ADOPTION OF NLP-BASED APPLICATIONS ACROSS VERTICALS TO ENHANCE CUSTOMER EXPERIENCE
5.4.4              CHALLENGES
5.4.4.1            REGULATORY AND PRIVACY CONCERNS OVER DATA SECURITY
5.4.4.2            INTEROPERABILITY AND RELIABILITY ISSUES WHILE DEPLOYING NLP ALGORITHMS
5.4.5              CUMULATIVE GROWTH ANALYSIS
5.5             CASE STUDY ANALYSIS
5.5.1              INTRODUCTION
5.5.1.1            USE CASE: SCENARIO 1
5.5.1.2            USE CASE: SCENARIO 2
5.5.1.3            USE CASE: SCENARIO 3
5.5.1.4            USE CASE: SCENARIO 4
5.5.1.5            USE CASE: SCENARIO 5
5.5.1.6            USE CASE: SCENARIO 6
5.6             NATURAL LANGUAGE PROCESSING MARKET: COVID-19 IMPACT
・        FIGURE 32 NATURAL LANGUAGE PROCESSING MARKET TO WITNESS SLOWDOWN IN GROWTH IN 2020
5.7             PATENT ANALYSIS
5.8             SUPPLY CHAIN ANALYSIS
・        FIGURE 33........................................ SUPPLY CHAIN ANALYSIS
5.9             VALUE CHAIN ANALYSIS
・        FIGURE 34.......................................... VALUE CHAIN ANALYSIS
5.10          REGULATORY LANDSCAPE
5.10.1            GENERAL DATA PROTECTION REGULATION
5.10.2            HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT OF 1996
5.10.3            GOVERNANCE, RISK, AND COMPLIANCE
5.10.4            EUROPEAN UNION DATA PROTECTION REGULATION
5.10.5            CAN-SPAM ACT
5.10.6            SARBANES-OXLEY ACT OF 2002
5.11          PRICING MODEL ANALYSIS
5.12          PORTER’S FIVE FORCES ANALYSIS
・        FIGURE 35............................ PORTER’S FIVE FORCES ANALYSIS
5.12.1            THREAT OF NEW ENTRANTS
5.12.2            THREAT OF SUBSTITUTES
5.12.3            BARGAINING POWER OF SUPPLIERS
5.12.4            BARGAINING POWER OF BUYERS
5.12.5            INTENSITY OF COMPETITIVE RIVALRY
5.13          TECHNOLOGY ANALYSIS
5.13.1            ARTIFICIAL INTELLIGENCE AND NATURAL LANGUAGE PROCESSING
5.13.2            DEEP LEARNING AND NATURAL LANGUAGE PROCESSING
5.13.3            BIG DATA AND NATURAL LANGUAGE PROCESSING

6.... NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT

6.1             INTRODUCTION
6.1.1              COMPONENTS: COVID-19 IMPACT
6.1.2              COMPONENTS: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・        FIGURE 36 SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
・        TABLE 6........ NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT,
2015–2019 (USD MILLION)
・        TABLE 7........ NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT,
2019–2026 (USD MILLION)
6.2             SOLUTIONS
・        TABLE 8... SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2015–2019 (USD MILLION)
・        TABLE 9... SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2019–2026 (USD MILLION)
・        TABLE 10. SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 11. SOLUTIONS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
6.2.1              PLATFORM
・        TABLE 12.. PLATFORM: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 13.. PLATFORM: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
6.2.2              SOFTWARE TOOLS
・        TABLE 14.... SOFTWARE TOOLS: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 15.... SOFTWARE TOOLS: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)
6.3             SERVICES
・        FIGURE 37.... MANAGED SERVICES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
・        TABLE 16... SERVICES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2015–2019 (USD MILLION)
・        TABLE 17... SERVICES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2019–2026 (USD MILLION)
6.3.1              PROFESSIONAL SERVICES
・        FIGURE 38..... CONSULTING SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
・        TABLE 18........... PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2015–2019 (USD MILLION). 91
・        TABLE 19........... PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2019–2026 (USD MILLION). 92
・        TABLE 20........... PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 21........... PROFESSIONAL SERVICES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
6.3.1.1            CONSULTING
・        TABLE 22...... CONSULTING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 23...... CONSULTING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
6.3.1.2            SYSTEM INTEGRATION AND IMPLEMENTATION
・        TABLE 24... SYSTEM INTEGRATION AND IMPLEMENTATION: MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 25... SYSTEM INTEGRATION AND IMPLEMENTATION: MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
6.3.1.3            SUPPORT AND MAINTENANCE
・        TABLE 26. SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION,
2015–2019 (USD MILLION)
・        TABLE 27. SUPPORT AND MAINTENANCE MARKET SIZE, BY REGION,
2019–2026 (USD MILLION)
6.3.2              MANAGED SERVICES.. 95
・        TABLE 28... MANAGED SERVICES MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 29... MANAGED SERVICES MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)

7.... NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE

7.1             INTRODUCTION
7.1.1              DEPLOYMENT MODES: COVID-19 IMPACT
7.1.2              DEPLOYMENT MODES: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・        FIGURE 39..... ON-PREMISES SEGMENT TO WITNESS HIGHER CAGR DURING FORECAST PERIOD
・        TABLE 30...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2015–2019 (USD MILLION)
・        TABLE 31...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2019–2026 (USD MILLION)
7.2             ON-PREMISES
・        TABLE 32......... ON-PREMISES: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 33......... ON-PREMISES: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)
7.3             CLOUD
・        TABLE 34 CLOUD: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 35 CLOUD: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)

8.... NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE

8.1             INTRODUCTION
8.1.1              ORGANIZATION SIZE: COVID-19 IMPACT
8.1.2              ORGANIZATION SIZE: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・        FIGURE 40 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
・        TABLE 36...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2015–2019 (USD MILLION)
・        TABLE 37...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2019–2026 (USD MILLION)
8.2             SMALL AND MEDIUM-SIZED ENTERPRISES
・        TABLE 38...... SMALL AND MEDIUM-SIZED ENTERPRISES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 39...... SMALL AND MEDIUM-SIZED ENTERPRISES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
8.3             LARGE ENTERPRISES
・        TABLE 40 LARGE ENTERPRISES: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 41 LARGE ENTERPRISES: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)

9.... NATURAL LANGUAGE PROCESSING MARKET, BY TYPE

9.1             INTRODUCTION
9.1.1              TYPES: COVID-19 IMPACT
9.1.2              TYPES: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・        FIGURE 41. HYBRID SEGMENT TO WITNESS HIGHEST CAGR DURING FORECAST PERIOD
・        TABLE 42...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE,
2015–2019 (USD MILLION)
・        TABLE 43...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE,
2019–2026 (USD MILLION)
9.2             RULE-BASED
・        TABLE 44........ RULED-BASED: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 45........ RULED-BASED: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)
9.3             STATISTICAL
・        TABLE 46 STATISTICAL: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 47 STATISTICAL: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
9.4             HYBRID
・        TABLE 48 HYBRID: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 49 HYBRID: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)

10.. NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION

10.1          INTRODUCTION
10.1.1            APPLICATIONS: COVID-19 IMPACT
10.1.2            APPLICATIONS: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・        FIGURE 42. SENTIMENT ANALYSIS SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
・        TABLE 50...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION,
2015–2019 (USD MILLION)
・        TABLE 51...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION,
2019–2026 (USD MILLION)
10.2          SENTIMENT ANALYSIS
・        TABLE 52 SENTIMENT ANALYSIS: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 53 SENTIMENT ANALYSIS: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)
10.3          DATA EXTRACTION
・        TABLE 54.... DATA EXTRACTION: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 55.... DATA EXTRACTION: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)
10.4          RISK AND THREAT DETECTION
・        TABLE 56....... RISK AND THREAT DETECTION: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 57....... RISK AND THREAT DETECTION: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
10.5          AUTOMATIC SUMMARIZATION
・        TABLE 58....... AUTOMATIC SUMMARIZATION: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 59....... AUTOMATIC SUMMARIZATION: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
10.6          CONTENT MANAGEMENT
・        TABLE 60.............. CONTENT MANAGEMENT: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 61.............. CONTENT MANAGEMENT: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
10.7          LANGUAGE SCORING
・        TABLE 62 LANGUAGE SCORING: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 63 LANGUAGE SCORING: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)
10.8          OTHERS
・        TABLE 64 OTHERS APPLICATION: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 65 OTHERS APPLICATION: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)

11.. NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL

11.1          INTRODUCTION
11.1.1            VERTICALS: COVID-19 IMPACT
11.1.2            VERTICALS: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
・        FIGURE 43............ HEALTHCARE AND LIFE SCIENCES VERTICAL TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
・        TABLE 66...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL,
2015–2019 (USD MILLION)
・        TABLE 67...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL,
2019–2026 (USD MILLION)
11.2          BANKING, FINANCIAL SERVICES, AND INSURANCE
・        TABLE 68......... BANKING, FINANCIAL SERVICES AND INSURANCE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 69 BFSI: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION,
2019–2026 (USD MILLION)
11.3          IT AND TELECOM
・        TABLE 70...... IT AND TELECOM: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 71...... IT AND TELECOM: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)
11.4          RETAIL AND ECOMMERCE
・        TABLE 72............ RETAIL AND ECOMMERCE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 73............ RETAIL AND ECOMMERCE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
11.5          HEALTHCARE AND LIFE SCIENCES
・        TABLE 74.. HEALTHCARE AND LIFE SCIENCES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 75.. HEALTHCARE AND LIFE SCIENCES: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
11.6          TRANSPORTATION AND LOGISTICS
・        TABLE 76. TRANSPORTATION AND LOGISTICS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 77. TRANSPORTATION AND LOGISTICS: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
11.7          GOVERNMENT AND PUBLIC SECTOR
・        TABLE 78 GOVERNMENT AND PUBLIC SECTOR: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2015–2019 (USD MILLION)
・        TABLE 79 GOVERNMENT AND PUBLIC SECTOR: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION, 2019–2026 (USD MILLION)
11.8          ENERGY AND UTILITIES
・        TABLE 80................ ENERGY AND UTILITIES: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 81................ ENERGY AND UTILITIES: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)
11.9          MANUFACTURING
・        TABLE 82.... MANUFACTURING: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 83.... MANUFACTURING: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)
11.10        OTHERS
・        TABLE 84.... OTHERS VERTICAL: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2015–2019 (USD MILLION)
・        TABLE 85.... OTHERS VERTICAL: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY REGION, 2019–2026 (USD MILLION)

12.. NATURAL LANGUAGE PROCESSING MARKET, BY REGION

12.1          INTRODUCTION
・        FIGURE 44 INDIA TO ACCOUNT FOR THE HIGHEST CAGR DURING THE FORECAST PERIOD
・        FIGURE 45...... ASIA PACIFIC TO ACCOUNT FOR THE HIGHEST CAGR DURING
THE FORECAST PERIOD
・        TABLE 86...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION,
2015–2019 (USD MILLION)
・        TABLE 87...... NATURAL LANGUAGE PROCESSING MARKET SIZE, BY REGION,
2019–2026 (USD MILLION)
12.2          NORTH AMERICA
12.2.1            NORTH AMERICA: COVID-19 IMPACT
12.2.2            NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
12.2.3            NORTH AMERICA: REGULATIONS
12.2.3.1          GRAMM–LEACH–BLILEY ACT
12.2.3.2          FEDERAL INFORMATION SECURITY MANAGEMENT ACT
12.2.3.3          FEDERAL INFORMATION PROCESSING STANDARDS
・        FIGURE 46....................... NORTH AMERICA: MARKET SNAPSHOT
・        TABLE 88..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COMPONENT, 2015–2019 (USD MILLION)
・        TABLE 89..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COMPONENT, 2019–2026 (USD MILLION)
・        TABLE 90..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SOLUTION, 2015–2019 (USD MILLION)
・        TABLE 91..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SOLUTION, 2019–2026 (USD MILLION)
・        TABLE 92..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SERVICE, 2015–2019 (USD MILLION)
・        TABLE 93..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SERVICE, 2019–2026 (USD MILLION)
・        TABLE 94..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY DEPLOYMENT MODE, 2015–2019 (USD MILLION)
・        TABLE 95..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY DEPLOYMENT MODE, 2019–2026 (USD MILLION)
・        TABLE 96..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY ORGANIZATION SIZE, 2015–2019 (USD MILLION)
・        TABLE 97..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY ORGANIZATION SIZE, 2019–2026 (USD MILLION)
・        TABLE 98..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2015–2019 (USD MILLION). 148
・        TABLE 99..... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2019–2026 (USD MILLION). 148
・        TABLE 100.... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY APPLICATION, 2015–2019 (USD MILLION)
・        TABLE 101.... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY APPLICATION, 2019–2026 (USD MILLION)
・        TABLE 102.... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY VERTICAL, 2015–2019 (USD MILLION)
・        TABLE 103.... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY VERTICAL, 2019–2026 (USD MILLION)
・        TABLE 104.... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2015–2019 (USD MILLION)
・        TABLE 105.... NORTH AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2019–2026 (USD MILLION)
12.2.4            UNITED STATES
12.2.5            CANADA
12.3          EUROPE
12.3.1            EUROPE: COVID-19 IMPACT
12.3.2            EUROPE: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
12.3.3            EUROPE: REGULATIONS
12.3.3.1          EUROPEAN MARKET INFRASTRUCTURE REGULATION
12.3.3.2          GENERAL DATA PROTECTION REGULATION
12.3.3.3          EUROPEAN COMMITTEE FOR STANDARDIZATION
12.3.3.4          EUROPEAN TECHNICAL STANDARDS INSTITUTE
・        TABLE 106... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT, 2015–2019 (USD MILLION)
・        TABLE 107... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT, 2019–2026 (USD MILLION)
・        TABLE 108... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SOLUTION, 2015–2019 (USD MILLION)
・        TABLE 109... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SOLUTION, 2019–2026 (USD MILLION)
・        TABLE 110... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SERVICE, 2015–2019 (USD MILLION)
・        TABLE 111... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SERVICE, 2019–2026 (USD MILLION)
・        TABLE 112... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2015–2019 (USD MILLION)
・        TABLE 113... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2019–2026 (USD MILLION)
・        TABLE 114... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY ORGANIZATION SIZE, 2015–2019 (USD MILLION)
・        TABLE 115... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY ORGANIZATION SIZE, 2019–2026 (USD MILLION)
・        TABLE 116... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE,
2015–2019 (USD MILLION)
・        TABLE 117... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE,
2019–2026 (USD MILLION)
・        TABLE 118... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION, 2015–2019 (USD MILLION)
・        TABLE 119... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION, 2019–2026 (USD MILLION)
・        TABLE 120... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL, 2015–2019 (USD MILLION)
・        TABLE 121... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL, 2019–2026 (USD MILLION)
・        TABLE 122... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2015–2019 (USD MILLION)
・        TABLE 123... EUROPE: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2019–2026 (USD MILLION)
12.3.4            UNITED KINGDOM
12.3.5            GERMANY
12.3.6            FRANCE
12.3.7            REST OF EUROPE
12.4          ASIA PACIFIC
12.4.1            ASIA PACIFIC: COVID-19 IMPACT
12.4.2            ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
12.4.3            ASIA PACIFIC: REGULATIONS
12.4.3.1          PRIVACY COMMISSIONER FOR PERSONAL DATA
12.4.3.2          ACT ON THE PROTECTION OF PERSONAL INFORMATION
12.4.3.3          CRITICAL INFORMATION INFRASTRUCTURE
12.4.3.4          INTERNATIONAL ORGANIZATION FOR STANDARDIZATION 27001
12.4.3.5          PERSONAL DATA PROTECTION ACT
・        FIGURE 47............................ ASIA PACIFIC: MARKET SNAPSHOT
・        TABLE 124........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COMPONENT, 2015–2019 (USD MILLION)
・        TABLE 125........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COMPONENT, 2019–2026 (USD MILLION)
・        TABLE 126........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SOLUTION, 2015–2019 (USD MILLION)
・        TABLE 127........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SOLUTION, 2019–2026 (USD MILLION)
・        TABLE 128........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SERVICE, 2015–2019 (USD MILLION)
・        TABLE 129........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SERVICE, 2019–2026 (USD MILLION)
・        TABLE 130........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY DEPLOYMENT MODE, 2015–2019 (USD MILLION)
・        TABLE 131........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY DEPLOYMENT MODE, 2019–2026 (USD MILLION)
・        TABLE 132........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY ORGANIZATION SIZE, 2015–2019 (USD MILLION)
・        TABLE 133........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY ORGANIZATION SIZE, 2019–2026 (USD MILLION)
・        TABLE 134........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2015–2019 (USD MILLION). 168
・        TABLE 135........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2019–2026 (USD MILLION). 168
・        TABLE 136........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY APPLICATION, 2015–2019 (USD MILLION)
・        TABLE 137........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY APPLICATION, 2019–2026 (USD MILLION)
・        TABLE 138........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY VERTICAL, 2015–2019 (USD MILLION)
・        TABLE 139........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY VERTICAL, 2019–2026 (USD MILLION)
・        TABLE 140........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2015–2019 (USD MILLION)
・        TABLE 141........ ASIA PACIFIC: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2019–2026 (USD MILLION)
12.4.4            CHINA
12.4.5            INDIA
12.4.6            JAPAN
12.4.7            REST OF ASIA PACIFIC
12.5          MIDDLE EAST AND AFRICA
12.5.1            MIDDLE EAST AND AFRICA: COVID-19 IMPACT
12.5.2            MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
12.5.3            MIDDLE EAST AND AFRICA: REGULATIONS
12.5.3.1          ISRAELI PRIVACY PROTECTION REGULATIONS (DATA SECURITY), 5777-2017
12.5.3.2          CLOUD COMPUTING FRAMEWORK
12.5.3.3          GDPR APPLICABILITY IN THE KINGDOM OF SAUDI ARABIA (KSA)
12.5.3.4          PROTECTION OF PERSONAL INFORMATION ACT
12.5.3.5          PROTECTION OF PERSONAL INFORMATION (POPI) ACT
・        TABLE 142.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT, 2015–2019 (USD MILLION)
・        TABLE 143.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COMPONENT, 2019–2026 (USD MILLION)
・        TABLE 144.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SOLUTION, 2015–2019 (USD MILLION)
・        TABLE 145.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SOLUTION, 2019–2026 (USD MILLION)
・        TABLE 146.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SERVICE, 2015–2019 (USD MILLION)
・        TABLE 147.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY SERVICE, 2019–2026 (USD MILLION)
・        TABLE 148.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2015–2019 (USD MILLION)
・        TABLE 149.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY DEPLOYMENT MODE, 2019–2026 (USD MILLION)
・        TABLE 150.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2015–2019 (USD MILLION)
・        TABLE 151.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY ORGANIZATION SIZE, 2019–2026 (USD MILLION)
・        TABLE 152.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2015–2019 (USD MILLION). 177
・        TABLE 153.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY TYPE, 2019–2026 (USD MILLION). 178
・        TABLE 154.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION, 2015–2019 (USD MILLION)
・        TABLE 155.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY APPLICATION, 2019–2026 (USD MILLION)
・        TABLE 156.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL, 2015–2019 (USD MILLION)
・        TABLE 157.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY VERTICAL, 2019–2026 (USD MILLION)
・        TABLE 158.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2015–2019 (USD MILLION)
・        TABLE 159.......... MIDDLE EAST AND AFRICA: NATURAL LANGUAGE PROCESSING MARKET SIZE, BY COUNTRY, 2019–2026 (USD MILLION)
12.5.4            KINGDOM OF SAUDI ARABIA
12.5.5            UNITED ARAB EMIRATES
12.5.6            SOUTH AFRICA
12.5.7            REST OF MIDDLE EAST AND AFRICA
12.6          LATIN AMERICA
12.6.1            LATIN AMERICA: COVID-19 IMPACT
12.6.2            LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET DRIVERS
12.6.3            LATIN AMERICA: REGULATIONS
12.6.3.1          BRAZIL DATA PROTECTION LAW
・        TABLE 160..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COMPONENT, 2015–2019 (USD MILLION)
・        TABLE 161..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COMPONENT, 2019–2026 (USD MILLION)
・        TABLE 162..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SOLUTION, 2015–2019 (USD MILLION)
・        TABLE 163..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SOLUTION, 2019–2026 (USD MILLION)
・        TABLE 164..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SERVICE, 2015–2019 (USD MILLION)
・        TABLE 165..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY SERVICE, 2019–2026 (USD MILLION)
・        TABLE 166..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY DEPLOYMENT MODE, 2015–2019 (USD MILLION)
・        TABLE 167..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY DEPLOYMENT MODE, 2019–2026 (USD MILLION)
・        TABLE 168..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY ORGANIZATION SIZE, 2015–2019 (USD MILLION)
・        TABLE 169..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY ORGANIZATION SIZE, 2019–2026 (USD MILLION)
・        TABLE 170..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY TYPE, 2015–2019 (USD MILLION)
・        TABLE 171..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY TYPE, 2019–2026 (USD MILLION)
・        TABLE 172..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY APPLICATION, 2015–2019 (USD MILLION)
・        TABLE 173..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY APPLICATION, 2019–2026 (USD MILLION)
・        TABLE 174..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY VERTICAL, 2015–2019 (USD MILLION)
・        TABLE 175..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY VERTICAL, 2019–2026 (USD MILLION)
・        TABLE 176..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2015–2019 (USD MILLION)
・        TABLE 177..... LATIN AMERICA: NATURAL LANGUAGE PROCESSING MARKET SIZE,
BY COUNTRY, 2019–2026 (USD MILLION)
12.6.4            BRAZIL
12.6.5            MEXICO
12.6.6            REST OF LATIN AMERICA

13.. COMPETITIVE LANDSCAPE

13.1          OVERVIEW
13.2          MARKET EVALUATION FRAMEWORK
・        FIGURE 48..... MARKET EVALUATION FRAMEWORK: PARTNERSHIPS AND EXPANSIONS FROM 2018 TO 2020
13.3          MARKET SHARE, 2020
・        FIGURE 49. IBM LED NATURAL LANGUAGE PROCESSING MARKET IN 2020
13.4          HISTORIC REVENUE ANALYSIS OF KEY MARKET PLAYERS
・        FIGURE 50............. REVENUE ANALYSIS OF KEY MARKET PLAYERS
13.5          KEY MARKET DEVELOPMENTS
13.5.1            NEW PRODUCT LAUNCHES AND PRODUCT ENHANCEMENTS
・        TABLE 178.................. NEW PRODUCT LAUNCHES AND PRODUCT ENHANCEMENTS, 2018–2020
13.5.2            BUSINESS EXPANSIONS
・        TABLE 179........................ BUSINESS EXPANSIONS, 2019-2020
13.5.3            MERGERS AND ACQUISITIONS
・        TABLE 180................ MERGERS AND ACQUISITIONS, 2018–2020
13.5.4            PARTNERSHIPS, AGREEMENTS, CONTRACTS, AND COLLABORATIONS
・        TABLE 181........ PARTNERSHIPS, AGREEMENTS, CONTRACTS, AND COLLABORATIONS,
2018–2020
13.6          COMPANY EVALUATION MATRIX DEFINITIONS AND METHODOLOGY
・        FIGURE 51.............................. RANKING OF KEY PLAYERS, 2020
13.7          COMPANY EVALUATION MATRIX, 2020
13.7.1            STAR
13.7.2            EMERGING LEADERS
13.7.3            PERVASIVE
13.7.4            PARTICIPANTS
・        FIGURE 52.. NATURAL LANGUAGE PROCESSING MARKET (GLOBAL),
COMPANY EVALUATION MATRIX, 2020
13.7.5            STRENGTH OF PRODUCT PORTFOLIO
・        FIGURE 53...... PRODUCT PORTFOLIO ANALYSIS OF TOP PLAYERS IN NATURAL LANGUAGE PROCESSING MARKET
13.7.6            BUSINESS STRATEGY EXCELLENCE
・        FIGURE 54... BUSINESS STRATEGY EXCELLENCE OF TOP PLAYERS IN NATURAL LANGUAGE PROCESSING MARKET
13.8          STARTUP/SME EVALUATION MATRIX, 2020
13.8.1            PROGRESSIVE COMPANIES
13.8.2            RESPONSIVE COMPANIES
13.8.3            DYNAMIC COMPANIES
13.8.4            STARTING BLOCKS
・        FIGURE 55.. NATURAL LANGUAGE PROCESSING MARKET (GLOBAL), STARTUP/SME EVALUATION MATRIX, 2020
13.8.5            STRENGTH OF PRODUCT PORTFOLIO
・        FIGURE 56.... PRODUCT PORTFOLIO ANALYSIS OF TOP STARTUPS IN NATURAL LANGUAGE PROCESSING MARKET
13.8.6            BUSINESS STRATEGY EXCELLENCE
・        FIGURE 57 BUSINESS STRATEGY EXCELLENCE OF TOP STARTUPS IN NATURAL LANGUAGE PROCESSING MARKET

14.. COMPANY PROFILES

14.1          INTRODUCTION
(BUSINESS OVERVIEW, SOLUTIONS & SERVICES, KEY INSIGHTS, RECENT DEVELOPMENTS, MNM VIEW)*
14.2          IBM
・        FIGURE 58..................................... IBM: COMPANY SNAPSHOT
14.3          MICROSOFT
・        FIGURE 59........................... MICROSOFT: COMPANY SNAPSHOT
14.4          GOOGLE
・        FIGURE 60............................... GOOGLE: COMPANY SNAPSHOT
14.5          AMAZON WEB SERVICES
・        FIGURE 61........... AMAZON WEB SERVICES: COMPANY SNAPSHOT
14.6          FACEBOOK
・        FIGURE 62............................ FACEBOOK: COMPANY SNAPSHOT
14.7          APPLE
・        FIGURE 63.................................. APPLE: COMPANY SNAPSHOT
14.8          3M
・        FIGURE 64...................................... 3M: COMPANY SNAPSHOT
14.9          INTEL
・        FIGURE 65................................... INTEL: COMPANY SNAPSHOT
14.10        BAIDU
・        FIGURE 66.................................. BAIDU: COMPANY SNAPSHOT
14.11        SAS INSTITUTE
・        FIGURE 67....................... SAS INSTITUTE: COMPANY SNAPSHOT
14.12        LINGUAMATICS
14.13        INBENTA
14.14        HEALTH FIDELITY
14.15        VERITONE
14.16        DOLBEY
14.17        NARRATIVE SCIENCE
14.18        BITEXT
14.19        CONVERSICA
14.20        SPARKCOGNITION
14.21        AUTOMATED INSIGHTS
14.22        GNANI.AI
14.23        NIKI.AI
14.24        MIHUP
14.25        OBSERVE.AI
14.26        HYRO
14.27        JUST AI
14.28        RAGAVERA
*DETAILS ON BUSINESS OVERVIEW, SOLUTIONS & SERVICES, KEY INSIGHTS, RECENT DEVELOPMENTS, MNM VIEW MIGHT NOT BE CAPTURED IN CASE OF UNLISTED COMPANIES.

15.. ADJACENT AND RELATED MARKETS

15.1          INTRODUCTION
15.2          NLP IN HEALTHCARE AND LIFE SCIENCES MARKET - GLOBAL FORECAST TO 2025
15.2.1            MARKET DEFINITION.. 248
15.2.2            MARKET OVERVIEW... 248
15.2.2.1          NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT. 249
・        TABLE 182. NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY COMPONENT, 2018–2025 (USD MILLION)
15.2.2.2          NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY TYPE
・        TABLE 183. NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY TYPE, 2018–2025 (USD MILLION)
15.2.2.3          NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE
・        TABLE 184. NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY DEPLOYMENT MODE, 2018–2025 (USD MILLION)
15.2.2.4          NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE
・        TABLE 185. NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY ORGANIZATION SIZE, 2018–2025 (USD MILLION)
15.2.2.5          NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION.. 251
・        TABLE 186. NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY APPLICATION, 2018–2025 (USD MILLION)
15.2.2.6          NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER
・        TABLE 187. NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY END USER, 2018–2025 (USD MILLION)
15.2.2.7          NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION
・        TABLE 188. NLP IN HEALTHCARE AND LIFE SCIENCES MARKET SIZE, BY REGION, 2018–2025 (USD MILLION)
15.3          CONVERSATIONAL AI MARKET- GLOBAL FORECAST TO 2025
15.3.1            MARKET DEFINITION.. 253
15.3.2            MARKET OVERVIEW... 253
15.3.2.1          CONVERSATIONAL AI MARKET, BY COMPONENT
・        TABLE 189.... CONVERSATIONAL AI MARKET SIZE, BY COMPONENT,
2016–2019 (USD MILLION)
・        TABLE 190.... CONVERSATIONAL AI MARKET SIZE, BY COMPONENT,
2019–2025 (USD MILLION)
15.3.2.2          CONVERSATIONAL AI MARKET, BY TYPE
・        TABLE 191...... CONVERSATIONAL AI MARKET SIZE, BY TYPE, 2016–2019 (USD MILLION)
・        TABLE 192...... CONVERSATIONAL AI MARKET SIZE, BY TYPE, 2019–2025 (USD MILLION)
15.3.2.3          CONVERSATIONAL AI MARKET, BY TECHNOLOGY
・        TABLE 193.... CONVERSATIONAL AI MARKET SIZE, BY TECHNOLOGY,
2016–2019 (USD MILLION)
・        TABLE 194.... CONVERSATIONAL AI MARKET SIZE, BY TECHNOLOGY,
2019–2025 (USD MILLION)
15.3.2.4          CONVERSATIONAL AI MARKET, BY DEPLOYMENT MODE
・        TABLE 195.... CONVERSATIONAL AI MARKET SIZE, BY DEPLOYMENT MODE,
2016–2019 (USD MILLION)
・        TABLE 196.... CONVERSATIONAL AI MARKET SIZE, BY DEPLOYMENT MODE,
2019–2025 (USD MILLION)
15.3.2.5          CONVERSATIONAL AI MARKET, BY APPLICATION
・        TABLE 197.... CONVERSATIONAL AI MARKET SIZE, BY APPLICATION,
2016–2019 (USD MILLION)
・        TABLE 198.... CONVERSATIONAL AI MARKET SIZE, BY APPLICATION,
2019–2025 (USD MILLION)
15.3.2.6          CONVERSATIONAL AI MARKET, BY VERTICAL
・        TABLE 199......... CONVERSATIONAL AI MARKET SIZE, BY VERTICAL,
2016–2019 (USD MILLION)
・        TABLE 200......... CONVERSATIONAL AI MARKET SIZE, BY VERTICAL,
2019–2025 (USD MILLION)
15.3.2.7          CONVERSATIONAL AI MARKET, BY REGION
・        TABLE 201.. CONVERSATIONAL AI MARKET SIZE, BY REGION, 2016–2019 (USD MILLION)
・        TABLE 202.. CONVERSATIONAL AI MARKET SIZE, BY REGION, 2019–2025(USD MILLION)

16.. APPENDIX



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