Data Annotation and Labeling Market Component, Data Type, Application (Dataset Management, Sentiment Analysis), Annotation Type, Vertical (BFSI, IT and ITES, Healthcare and Life Sciences) and Region - Global Forecast to 2027

Data Annotation and Labeling Market Component, Data Type, Application (Dataset Management, Sentiment Analysis), Annotation Type, Vertical (BFSI, IT and ITES, Healthcare and Life Sciences) and Region - Global Forecast to 2027

The global data annotation and labeling market is projected to grow from USD 0.8 billion in 2022 to USD 3.6 billion by 2027, at a CAGR of 33.2% during the forecast period. Any model or system that relies on a computer-driven decision-making system must annotate and label the data in order to guarantee that the decisions are accurate and pertinent. Businesses use massive amounts of datasets when building an ML model, carefully customizing them according to the model training needs. As a result, machines can detect data that has been annotated in a variety of comprehensible formats, including images, texts, and videos. This explains why AI and ML firms seek out this type of annotated data to put into their ML algorithm, training it to learn and detect recurrent patterns, and ultimately employing the same to create accurate estimates and predictions.

The major market players, such as Google, Appen, IBM, Oracle, TELUS International, Adobe, AWS have adopted numerous growth strategies, which include acquisitions, new product launches, product enhancements, and business expansions, to enhance their market shares.

By organization size, SMEs are anticipated to grow at a highest CAGR during forecast period

The increased competitive market scenario is expected to prompt SMEs to invest in cutting edge technologies and adopt go-to-market strategies for making informed business decisions. SMEs are more open to adopting new technology to improve and streamline business operations as well as to expand their market presence in the global economy. During the forecast period, SMEs are anticipated to grow at highest CAGR.

By application, catalogue amangement segment to register the highest CAGR during forecast period

The catalogue management tool helps businesses handle enormous amounts of unstructured data across many AI and ML projects. Teams that work on data annotation need strong tools that can gather all different kinds of data and information from various sources into a single, searchable database. Companies such as LabelBox developed a data annotation tool powered by catalogue management with the intent to filter out unstructured data based on metadata properties. Among applications, catalogue management is projected to register the highest CAGR during the forecast period.

Asia Pacific market to register highest CAGR during forecast period

The data annotation and labeling market is projected to register the highest CAGR in the Asia Pacific region during the forecast period. The rapid industrialization of the countries across the Asia Pacific and the increasing digitalization trend is leading to the production of the bulk of unstructured data. Since the Asia Pacific region has shown untapped potential in the increased adoption of data annotation and labeling solutions, most organisations are moving there to extend their market reach. Due to the expanding corporate productivity awareness and the competently designed data annotation and labeling solutions offered by the vendors in this market, the Asia Pacific has emerged as a very promising region.

Breakdown of Primaries

In-depth interviews were conducted with Chief Executive Officers (CEOs), innovation and technology directors, system integrators, and executives from various key organizations operating in the data annotation and labeling market.

By Company: Tier I: 35%, Tier II: 45%, and Tier III: 20%

By Designation: C-Level Executives: 35%, D-Level Executives: 25%, and Others: 40%

By Region: North America: 45%, Asia Pacific: 30%, Europe: 20%, Row: 5%

The report includes the study of key players offering data annotation and labeling. It profiles major vendors in the data annotation and labeling market. The major players in this market include Google (US), Appen (Australia), IBM (US), Oracle (US), TELUS International (Canada), Adobe (US), AWS (US), Alegion (US), Cogito Tech (US), Anolytics (US), AI Data Innovation (US), Clickworker (Germany), CloudFactory (UK), CapeStart (US), DataPure (US), LXT (Canada), Precise BPO Solution (India), Sigma (US), Segment.ai (US), Defined.ai (US), Dataloop (Israel), Labelbox (US), V7 (UK), LightTag (Germany), SuperAnnotate (US), Scale (US), Datasur (US), Kili Technology (France), Understand.ai (Germany), Keylabs (Israel), and Label Your Data (US)

Research Coverage

This study covers the data annotation and labeling market across segments. It aims at estimating the market size and the growth potential of this market across different segments, such as component, application, deployment mode, vertical, and region. It includes an in-depth competitive analysis of the key players in the market, along with their company profiles, key observations related to product and business offerings, recent developments, and key market strategies.

Key Benefits of Buying the Report

The report would provide the market leaders/new entrants in this market with information on the closest approximations of the revenue numbers for the overall data annotation and labeling market and its subsegments. It would help stakeholders understand the competitive landscape and gain more insights better to position their business and plan suitable go-to-market strategies. It also helps stakeholders understand the pulse of the market and provides them with information on key market drivers, restraints, challenges, and opportunities.


  • INTRODUCTION
    • STUDY OBJECTIVES
    • MARKET DEFINITION
      • INCLUSIONS AND EXCLUSIONS
    • MARKET SCOPE
      • MARKET SEGMENTATION
      • REGIONS COVERED
      • YEARS CONSIDERED
    • CURRENCY CONSIDERED
    • STAKEHOLDERS
  • RESEARCH METHODOLOGY
    • RESEARCH DATA
      • SECONDARY DATA
      • PRIMARY DATA
        • Table PRIMARY INTERVIEWS
    • MARKET BREAKUP AND DATA TRIANGULATION
    • MARKET SIZE ESTIMATION
      • TOP-DOWN APPROACH
      • BOTTOM-UP APPROACH
    • MARKET FORECAST
      • Table FACTOR ANALYSIS
    • ASSUMPTIONS
    • LIMITATIONS
    • RECESSION IMPACT ON DATA ANNOTATION AND LABELING MARKET
  • EXECUTIVE SUMMARY
    • Table GLOBAL DATA ANNOTATION AND LABELING MARKET SIZE AND GROWTH RATE, 2019-2021 (USD MILLION, Y-O-Y %)
    • Table GLOBAL DATA ANNOTATION AND LABELING MARKET SIZE AND GROWTH RATE, 2022-2027 (USD MILLION, Y-O-Y %)
  • PREMIUM INSIGHTS
    • ATTRACTIVE OPPORTUNITIES IN DATA ANNOTATION AND LABELING MARKET
    • DATA ANNOTATION AND LABELING MARKET: TOP THREE APPLICATIONS
    • NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT AND TOP THREE VERTICALS
    • DATA ANNOTATION AND LABELING MARKET: BY REGION
  • MARKET OVERVIEW AND INDUSTRY TRENDS
    • INTRODUCTION
    • DATA ANNOTATION AND LABELING: ARCHITECTURE
    • MARKET DYNAMICS
      • DRIVERS
      • RESTRAINTS
      • OPPORTUNITIES
      • CHALLENGES
    • DATA ANNOTATION AND LABELING: EVOLUTION
    • DATA ANNOTATION AND LABELING MARKET: ECOSYSTEM
      • Table DATA ANNOTATION AND LABELING MARKET: ECOSYSTEM
    • SUPPLY CHAIN ANALYSIS
    • CASE STUDY ANALYSIS
      • HEALTHCARE AND LIFE SCIENCES
      • RETAIL AND E-COMMERCE
      • AGRICULTURE
      • AUTOMOTIVE
      • MEDIA AND ENTERTAINMENT
      • IT AND ITES
    • TECHNOLOGY ANALYSIS
      • DATA ANNOTATION AND ARTIFICIAL INTELLIGENCE
      • DATA ANNOTATION AND NATURAL LANGUAGE PROCESSING
      • DATA ANNOTATION AND CLOUD COMPUTING
      • DATA ANNOTATION AND INTERNET OF THINGS (IOT)
    • PORTER'S FIVE FORCES ANALYSIS
      • Table DATA ANNOTATION AND LABELING MARKET: PORTER'S FIVE FORCES ANALYSIS
      • THREAT OF NEW ENTRANTS
      • THREAT OF SUBSTITUTES
      • BARGAINING POWER OF SUPPLIERS
      • BARGAINING POWER OF BUYERS
      • INTENSITY OF COMPETITIVE RIVALRY
    • REGULATORY LANDSCAPE
      • HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT (HIPAA)
      • GENERAL DATA PROTECTION REGULATION (GDPR)
      • PERSONAL INFORMATION PROTECTION AND ELECTRONIC DOCUMENTS ACT
      • INFORMATION SECURITY TECHNOLOGY- PERSONAL INFORMATION SECURITY SPECIFICATION GB/T 35273-2017
      • SECURE INDIA NATIONAL DIGITAL COMMUNICATIONS POLICY 2018
      • GENERAL DATA PROTECTION LAW (LGPD)
      • LAW NO 13 OF 2016 ON PROTECTING PERSONAL DATA
      • NIST SPECIAL PUBLICATION 800-144 - GUIDELINES ON SECURITY AND PRIVACY IN PUBLIC CLOUD COMPUTING
    • PRICING MODEL ANALYSIS
      • Table AVERAGE SELLING PRICING ANALYSIS, 2022
    • PATENT ANALYSIS
      • METHODOLOGY
      • DOCUMENT TYPE
        • Table PATENTS FILED, 2013-2022
      • INNOVATION AND PATENT APPLICATIONS
        • Table TOP 10 PATENT OWNERS (US) IN DATA ANNOTATION AND LABELING MARKET, 2013-2022
    • KEY CONFERENCES AND EVENTS, 2022-2023
      • Table DATA ANNOTATION AND LABELING MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023
    • TARIFF AND REGULATORY LANDSCAPE
      • REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
        • Table LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF DATA ANNOTATION AND LABELING MARKET
    • KEY STAKEHOLDERS & BUYING CRITERIA
      • KEY STAKEHOLDERS IN BUYING PROCESS
        • Table INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
      • BUYING CRITERIA
        • Table KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
  • DATA ANNOTATION AND LABELING MARKET, BY COMPONENT
    • INTRODUCTION
      • COMPONENT: DATA ANNOTATION AND LABELING MARKET DRIVERS
        • Table DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
        • Table DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
    • SOLUTIONS
      • GROWING ADOPTION OF DATA ANNOTATION AND LABELING SOLUTIONS TO ENHANCE PRODUCTIVITY
        • Table SOLUTIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table SOLUTIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • SERVICES
      • RISING NEED FOR CLOUD-BASED SOLUTIONS TO DRIVE MARKET GROWTH
        • Table DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
        • Table DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
      • PROFESSIONAL SERVICES
        • Table DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
        • Table DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
        • Table PROFESSIONAL SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table PROFESSIONAL SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
        • Table TRAINING AND CONSULTING: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table TRAINING AND CONSULTING: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
        • Table SYSTEM INTEGRATION AND IMPLEMENTATION: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table SYSTEM INTEGRATION AND IMPLEMENTATION: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
        • Table SUPPORT AND MAINTENANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table SUPPORT AND MAINTENANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
      • MANAGED SERVICES
        • Table MANAGED SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table MANAGED SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE
    • INTRODUCTION
      • DATA TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS
        • Table DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
        • Table DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
    • TEXT
      • GROWING RELIANCE ON TEXT-BASED DATA TO DRIVE DEMAND FOR DATA ANNOTATION AND LABELING SOLUTIONS
        • Table TEXT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table TEXT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • IMAGE
      • GROWING APPLICATION OF FACIAL RECOGNITION AND ROBOTIC VISION TO BOOST DEMAND FOR IMAGE ANNOTATION AND LABELING
        • Table IMAGE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table IMAGE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • VIDEO
      • GROWING APPLICATION OF DATA ANNOTATION AND LABELING TO FUEL MARKET GROWTH
        • Table VIDEO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table VIDEO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • AUDIO
      • RISING DEMAND FOR AUDIO ANNOTATION TO ENHANCE SEARCHABILITY
        • Table AUDIO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table AUDIO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE
    • INTRODUCTION
      • DEPLOYMENT TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS
        • Table DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2019-2021 (USD MILLION)
        • Table DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2022-2027 (USD MILLION)
    • ON-PREMISES
      • ABILITY TO PROVIDE CONTROL AND SECURITY TO BOOST DEMAND FOR ON-PREMISES DEPLOYMENT MODE
        • Table ON-PREMISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table ON-PREMISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • CLOUD
      • EASY UPGRADEABILITY AND ACCESSIBILITY TO BOOST ADOPTION OF CLOUD-BASED SOLUTIONS
        • Table CLOUD: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table CLOUD: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE
    • INTRODUCTION
      • ORGANIZATION SIZE: DATA ANNOTATION AND LABELING MARKET DRIVERS
        • Table DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
        • Table DATA ANNOTATION AND LABELING MARKET SIZE, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
    • SMALL AND MEDIUM-SIZED ENTERPRISES
      • GROWING COMPETITIVE MARKET ENVIRONMENT TO DRIVE SMES TO ADOPT GO-TO-MARKET STRATEGIES
        • Table SMALL AND MEDIUM-SIZED ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table SMALL AND MEDIUM-SIZED ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • LARGE ENTERPRISES
      • RISING INCLINATION TOWARD CUTTING EDGE TECHNOLOGIES TO DRIVE DEMAND
        • Table LARGE ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table LARGE ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE
    • INTRODUCTION
      • ANNOTATION TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS
        • Table DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
        • Table DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
    • MANUAL
      • CURRENT FAST-PACED DIGITAL ENVIRONMENT TO SHIFT DEMAND FROM MANUAL LABELING TO AUTOMATIC LABELING
        • Table MANUAL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table MANUAL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • AUTOMATIC
      • ABILITY TO SELF-TRAIN MACHINE LEARNING MODELS TO RECOGNIZE DEMAND FOR AUTOMATIC LABELING
        • Table AUTOMATIC: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table AUTOMATIC: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • SEMI-SUPERVISED
      • INTEGRATION OF AUTOMATIC AND MANUAL DATA LABELING TO ENHANCE OUTCOMES COST-EFFECTIVELY
        • Table SEMI-SUPERVISED: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table SEMI-SUPERVISED: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • DATA ANNOTATION AND LABELING MARKET, BY APPLICATION
    • INTRODUCTION
      • APPLICATION: DATA ANNOTATION AND LABELING MARKET DRIVERS
        • Table DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
        • Table DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
    • DATASET MANAGEMENT
      • BIG DATA HANDLING CAPABILITIES TO DELIVER LARGE VOLUMES OF DATA WITH EASE
        • Table DATASET MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table DATASET MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • SECURITY AND COMPLIANCE
      • STRINGENT DATA PRIVACY FEATURES IN DATA ANNOTATION TOOLS TO ENSURE REGULATORY COMPLIANCE
        • Table SECURITY AND COMPLIANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table SECURITY AND COMPLIANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • DATA QUALITY CONTROL
      • DATA QUALITY CONTROL EMBEDDED IN DATA ANNOTATION TOOLS TO DELIVER ACCURATE MACHINE LEARNING MODELS
        • Table DATA QUALITY CONTROL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table DATA QUALITY CONTROL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • WORKFORCE MANAGEMENT
      • WORKFORCE MANAGEMENT TO ESTABLISH AND OPERATE FULLY TRANSPARENT DATA ANNOTATION WORKFLOWS
        • Table WORKFORCE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table WORKFORCE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • CONTENT MANAGEMENT
      • CONTENT MANAGEMENT TO BRIDGE INFORMATION SILOS AND ALLOW FOR EASIER SHARING OF WEB CONTENT
        • Table CONTENT MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table CONTENT MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • CATALOGUE MANAGEMENT
      • CATALOGUE MANAGEMENT APPLICATION TO ASSIST ENTERPRISES IN UNSTRUCTURED DATA MANAGEMENT
        • Table CATALOGUE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table CATALOGUE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • SENTIMENT ANALYSIS
      • SENTIMENT ANALYSIS APPLICATION TO IMPROVE BRAND REPUTATION
        • Table SENTIMENT ANALYSIS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table SENTIMENT ANALYSIS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • OTHER APPLICATIONS
      • Table OTHER APPLICATIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
      • Table OTHER APPLICATIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • DATA ANNOTATION AND LABELING MARKET, BY VERTICAL
    • INTRODUCTION
      • VERTICAL: DATA ANNOTATION AND LABELING MARKET DRIVERS
      • DATA ANNOTATION AND LABELING: ENTERPRISE USE CASES
        • Table DATA ANNOTATION AND LABELING MARKET BY VERTICAL, 2019-2021 (USD MILLION)
        • Table DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
    • BFSI
      • DATA LABELING SOLUTIONS TO DETECT FINANCIAL FRAUD AND IMPROVE CUSTOMER EXPERIENCE
        • Table BFSI: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table BFSI: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • HEALTHCARE AND LIFE SCIENCES
      • HEALTHCARE INSTITUTIONS TO DEPLOY DATA ANNOTATION FOR AUTOMATED DIAGNOSIS AND CLINICAL RESEARCH
        • Table HEALTHCARE AND LIFE SCIENCES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table HEALTHCARE AND LIFE SCIENCES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • TELECOM
      • DATA ANNOTATION SOLUTIONS TO MONITOR VALUABLE TELECOM ASSETS
        • Table TELECOM:DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table TELECOM: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • GOVERNMENT, DEFENSE, AND PUBLIC AGENCIES
      • RISING NEED TO CURB NATIONAL SECURITY RISKS AND BOOST PRECISION AGRICULTURE
        • Table GOVERNMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table GOVERNMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • IT AND ITES
      • DATA ANNOTATION TO DEVISE PRODUCT LAUNCH STRATEGIES AND REDUCE EMPLOYEE ATTRITION
        • Table IT AND ITES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table IT AND ITES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • RETAIL AND CONSUMER GOODS
      • RISING NEED TO IMPROVE SHELF MANAGEMENT AND REDUCE INVENTORY SHRINKAGE TO BOOST MARKET GROWTH
        • Table RETAIL AND CONSUMER GOODS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table RETAIL AND CONSUMER GOODS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • AUTOMOTIVE
      • DATA ANNOTATION POWERED COMPUTER VISION TO IMPROVE SELFDRIVING TECHNOLOGIES AND REDUCE DRIVER FATIGUE
        • Table AUTOMOTIVE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table AUTOMOTIVE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • OTHER VERTICALS
      • Table OTHER VERTICALS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
      • Table OTHER VERTICALS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • DATA ANNOTATION AND LABELING MARKET, BY REGION
    • INTRODUCTION
      • Table DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
      • Table DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • NORTH AMERICA
      • NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET DRIVERS
      • NORTH AMERICA: RECESSION IMPACT
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019-2021 (USD MILLION)
        • Table NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • US
      • CANADA
    • EUROPE
      • EUROPE: DATA ANNOTATION AND LABELING MARKET DRIVERS
      • EUROPE: RECESSION IMPACT
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019-2021 (USD MILLION)
        • Table EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • UK
      • GERMANY
      • FRANCE
      • REST OF EUROPE
    • ASIA PACIFIC
      • ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET DRIVERS
      • ASIA PACIFIC: IMPACT OF RECESSION
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019-2021 (USD MILLION)
        • Table ASIA PACIFIC: DATA ANNOTATION AND LABELING, BY COUNTRY, 2022-2027 (USD MILLION)
      • INDIA
      • JAPAN
      • CHINA
      • REST OF ASIA PACIFIC
    • MIDDLE EAST AND AFRICA
      • MIDDLE EAST AND AFRICA: DATA ANNOTATION AND MARKET DRIVERS
      • MIDDLE EAST AND AFRICA: IMPACT OF RECESSION
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST & AFRICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE,2022-2027 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
        • Table MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING, BY REGION, 2022-2027 (USD MILLION)
      • SAUDI ARABIA
      • UAE
      • SOUTH AFRICA
      • REST OF MIDDLE EAST AND AFRICA
    • LATIN AMERICA
      • LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET DRIVERS
      • LATIN AMERICA: IMPACT OF RECESSION
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING, BY SERVICE, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019-2021 (USD MILLION)
        • Table LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
      • BRAZIL
      • MEXICO
      • REST OF LATIN AMERICA
  • COMPETITIVE LANDSCAPE
    • OVERVIEW
    • KEY PLAYER STRATEGIES
      • Table OVERVIEW OF STRATEGIES ADOPTED BY KEY DATA ANNOTATION AND LABELING VENDORS
    • REVENUE ANALYSIS
      • HISTORICAL REVENUE ANALYSIS
    • MARKET SHARE ANALYSIS
      • Table DATA ANNOTATION AND LABELING MARKET: DEGREE OF COMPETITION
    • COMPANY EVALUATION QUADRANT
      • STARS
      • EMERGING LEADERS
      • PERVASIVE PLAYERS
      • PARTICIPANTS
      • COMPETITIVE BENCHMARKING
        • Table DATA ANNOTATION AND LABELING MARKET: PRODUCT FOOTPRINT ANALYSIS OF KEY PLAYERS, 2022
        • Table DATA ANNOTATION AND LABELING MARKET: PRODUCT FOOTPRINT ANALYSIS OF OTHER KEY PLAYERS, 2022
    • STARTUP/SME EVALUATION QUADRANT
      • PROGRESSIVE COMPANIES
      • RESPONSIVE COMPANIES
      • DYNAMIC COMPANIES
      • STARTING BLOCKS
      • STARTUPS/SMES COMPETITIVE BENCHMARKING
        • Table DATA ANNOTATION AND LABELING MARKET: DETAILED LIST OF KEY STARTUPS/SMES
        • Table DATA ANNOTATION AND LABELING MARKET: PRODUCT FOOTPRINT ANALYSIS OF STARTUPS/ SMES PLAYERS, 2022
    • COMPETITIVE SCENARIO AND TRENDS
      • PRODUCT LAUNCHES
        • Table SERVICE/PRODUCT LAUNCHES, 2019-2022
      • DEALS
        • Table DEALS, 2019-2022
  • COMPANY PROFILES
    • INTRODUCTION
    • MAJOR PLAYERS
      • GOOGLE
        • Table GOOGLE: BUSINESS OVERVIEW
        • Table GOOGLE: PRODUCTS OFFERED
        • Table GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table GOOGLE: DEALS
      • APPEN
        • Table APPEN: BUSINESS OVERVIEW
        • Table APPEN: PRODUCTS OFFERED
        • Table APPEN: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table APPEN: DEALS
      • IBM
        • Table IBM: BUSINESS OVERVIEW
        • Table IBM: PRODUCTS OFFERED
        • Table IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table IBM: DEALS
      • ORACLE
        • Table ORACLE: BUSINESS OVERVIEW
        • Table ORACLE: PRODUCTS OFFERED
        • Table ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table ORACLE: DEALS
      • TELUS INTERNATIONAL
        • Table TELUS INTERNATIONAL: BUSINESS OVERVIEW
        • Table TELUS INTERNATIONAL: PRODUCTS OFFERED
        • Table TELUS INTERNATIONAL: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table TELUS INTERNATIONAL: DEALS
        • Table TELUS INTERNATIONAL: OTHERS
      • ADOBE
        • Table ADOBE: BUSINESS OVERVIEW
        • Table ADOBE: PRODUCTS OFFERED
        • Table ADOBE: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table ADOBE: DEALS
      • AWS
        • Table AWS: BUSINESS OVERVIEW
        • Table AWS: PRODUCTS OFFERED
        • Table AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table AWS: DEALS
      • ALEGION
        • Table ALEGION: BUSINESS OVERVIEW
        • Table ALEGION: PRODUCTS OFFERED
        • Table ALEGION: PRODUCT LAUNCHES AND ENHANCEMENTS
        • Table ALEGION: DEALS
        • Table ALEGION: OTHERS
      • COGITO TECH
        • Table COGITO TECH: BUSINESS OVERVIEW
        • Table COGITO TECH: PRODUCTS OFFERED
        • Table COGITO TECH: PRODUCT LAUNCHES AND ENHANCEMENTS
      • ANOLYTICS
        • Table ANOLYTICS: BUSINESS OVERVIEW
        • Table ANOLYTICS: PRODUCTS OFFERED
    • OTHER KEY PLAYERS
      • AI DATA INNOVATION
      • CLICKWORKER
      • CLOUDFACTORY
      • CAPESTART
      • DATAPURE
      • LXT
      • PRECISE BPO SOLUTION
      • SIGMA
      • SEGMENTS.AI
      • DEFINED AI
    • SMES AND STARTUPS
      • DATALOOP
      • LABEL BOX
      • V7
      • LIGHTTAG
      • SUPERANNOTATE
      • SCALE AI
      • DATASAUR
      • KILI TECHNOLOGY
      • UNDERSTAND.AI
      • KEYLABS
      • LABEL YOUR DATA
  • ADJACENT AND RELATED MARKETS
    • INTRODUCTION
    • NLP MARKET - GLOBAL FORECAST TO 2027
      • MARKET DEFINITION
      • MARKET OVERVIEW
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2016-2021 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2016-2021 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2022-2027 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2022-2027USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2016-2021 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2016-2021 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2022-2027 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2016-2021 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2016-2021 (USD MILLION)
        • Table NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • ARTIFICIAL INTELLIGENCE MARKET - GLOBAL FORECAST TO 2027
      • MARKET DEFINITION
      • MARKET OVERVIEW
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION)
        • Table ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION)
  • APPENDIX
    • DISCUSSION GUIDE
    • KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
    • CUSTOMIZATION OPTIONS
    • RELATED REPORTS
    • AUTHOR DETAILS

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