Picture

Questions?

+1-866-353-3335

SEARCH
What are you looking for?
Need help finding what you are looking for? Contact Us
Compare
Free Samples
Big Data

PUBLISHER: MarketsandMarkets | PRODUCT CODE: 1228207

Cover Image

PUBLISHER: MarketsandMarkets | PRODUCT CODE: 1228207

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

PUBLISHED:
PAGES: 293 Pages
DELIVERY TIME: 1-2 business days
REQUEST FREE SAMPLE
REQUEST CUSTOMIZATION
SELECT AN OPTION
PDF (Single User License)
USD 4950
PDF (5-user License)
USD 6650
PDF (Corporate License)
USD 8150
PDF (Global License)
USD 10000

Add to Cart

Description

Table of Contents

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.

Show more
Product Code: TC 8571

TABLE OF CONTENTS

1 INTRODUCTION

  • 1.1 STUDY OBJECTIVES
  • 1.2 MARKET DEFINITION
    • 1.2.1 INCLUSIONS AND EXCLUSIONS
  • 1.3 MARKET SCOPE
    • 1.3.1 MARKET SEGMENTATION
    • 1.3.2 REGIONS COVERED
    • 1.3.3 YEARS CONSIDERED
  • 1.4 CURRENCY CONSIDERED
  • 1.5 STAKEHOLDERS

2 RESEARCH METHODOLOGY

  • 2.1 RESEARCH DATA
    • FIGURE 1 DATA ANNOTATION AND LABELING MARKET: RESEARCH DESIGN
    • 2.1.1 SECONDARY DATA
    • 2.1.2 PRIMARY DATA
    • TABLE 1 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 2 DATA TRIANGULATION
  • 2.3 MARKET SIZE ESTIMATION
    • FIGURE 3 DATA ANNOTATION AND LABELING MARKET: TOP-DOWN AND BOTTOM-UP APPROACHES
    • 2.3.1 TOP-DOWN APPROACH
    • 2.3.2 BOTTOM-UP APPROACH
    • FIGURE 4 MARKET SIZE ESTIMATION METHODOLOGY - APPROACH 1 (SUPPLY SIDE): REVENUE FROM SOLUTIONS/SERVICES OF DATA ANNOTATION AND LABELING MARKET
    • FIGURE 5 MARKET SIZE ESTIMATION METHODOLOGY- APPROACH 2, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF DATA ANNOTATION AND LABELING MARKET
    • FIGURE 6 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 3, BOTTOM-UP (SUPPLY SIDE): COLLECTIVE REVENUE FROM SOLUTIONS/SERVICES OF DATA ANNOTATION AND LABELING MARKET
    • FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY-APPROACH 4, BOTTOM-UP (DEMAND SIDE): SHARE OF DATA ANNOTATION AND LABELING THROUGH OVERALL DATA ANNOTATION AND LABELING SPENDING
  • 2.4 MARKET FORECAST
    • TABLE 2 FACTOR ANALYSIS
  • 2.5 ASSUMPTIONS
  • 2.6 LIMITATIONS
  • 2.7 RECESSION IMPACT ON DATA ANNOTATION AND LABELING MARKET

3 EXECUTIVE SUMMARY

    • TABLE 3 GLOBAL DATA ANNOTATION AND LABELING MARKET SIZE AND GROWTH RATE, 2019-2021 (USD MILLION, Y-O-Y %)
    • TABLE 4 GLOBAL DATA ANNOTATION AND LABELING MARKET SIZE AND GROWTH RATE, 2022-2027 (USD MILLION, Y-O-Y %)
    • FIGURE 8 SOLUTIONS SEGMENT DOMINATED IN 2022
    • FIGURE 9 PROFESSIONAL SERVICES HELD LARGER MARKET SHARE IN 2022
    • FIGURE 10 TRAINING AND CONSULTING DOMINATED MARKET IN 2022
    • FIGURE 11 TEXT DATA TYPE SEGMENT LED MARKET IN 2022
    • FIGURE 12 DATASET MANAGEMENT SEGMENT HELD LARGEST MARKET SHARE IN 2022
    • FIGURE 13 MANUAL ANNOTATION TYPE HELD LARGEST SEGMENT IN 2022
    • FIGURE 14 LARGE ENTERPRISES DOMINATED DATA ANNOTATION AND LABELING MARKET IN 2022
    • FIGURE 15 CLOUD SEGMENT HELD LARGER MARKET IN 2022
    • FIGURE 16 HEALTHCARE AND LIFE SCIENCES SEGMENT GREW AT HIGHEST CAGR IN 2022
    • FIGURE 17 NORTH AMERICA HELD LARGEST MARKET SHARE AND ASIA PACIFIC GREW AT HIGHEST CAGR IN 2022

4 PREMIUM INSIGHTS

  • 4.1 ATTRACTIVE OPPORTUNITIES IN DATA ANNOTATION AND LABELING MARKET
    • FIGURE 18 INCREASING NEED TO IMPROVE MACHINE LEARNING MODELS TO DRIVE MARKET GROWTH
  • 4.2 DATA ANNOTATION AND LABELING MARKET: TOP THREE APPLICATIONS
    • FIGURE 19 CATALOGUE MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
  • 4.3 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT AND TOP THREE VERTICALS
    • FIGURE 20 SOLUTIONS SEGMENT AND BFSI SEGMENT HELD LARGEST MARKET SHARES IN 2022
  • 4.4 DATA ANNOTATION AND LABELING MARKET: BY REGION
    • FIGURE 21 NORTH AMERICA HELD LARGEST MARKET SHARE IN 2022

5 MARKET OVERVIEW AND INDUSTRY TRENDS

  • 5.1 INTRODUCTION
  • 5.2 DATA ANNOTATION AND LABELING: ARCHITECTURE
    • FIGURE 22 ARCHITECTURE: DATA ANNOTATION AND LABELING MARKET
  • 5.3 MARKET DYNAMICS
    • FIGURE 23 DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES: DATA ANNOTATION AND LABELING MARKET
    • 5.3.1 DRIVERS
      • 5.3.1.1 Increasing need to improve machine learning models and train AI algorithms
    • FIGURE 24 PERCENTAGE OF TIME ALLOCATED TO MACHINE LEARNING PROJECT TASKS
      • 5.3.1.2 Growing demand for annotated datasets in autonomous mobility technologies
    • FIGURE 25 AUTONOMOUS DRIVING DISCLOSED DEALS AND EQUITY FUNDING
      • 5.3.1.3 Rising popularity of labeled data in medical imaging
    • FIGURE 26 AI IN DRUG DISCOVERY PAPERS PUBLISHED PER YEAR
    • 5.3.2 RESTRAINTS
      • 5.3.2.1 High costs associated with manual data annotation
      • 5.3.2.2 Issues associated with poor quality of training data
      • 5.3.2.3 Failure regarding data security regulations and compliance
    • 5.3.3 OPPORTUNITIES
      • 5.3.3.1 Rising efficiency of AI-assisted automated data annotation
      • 5.3.3.2 Rapid adoption of computer vision technologies in novel applications
      • 5.3.3.3 Increasing traction of crowdsourced data annotation for improved RoI
    • 5.3.4 CHALLENGES
      • 5.3.4.1 Complexity in handling vast datasets leads to human bias
      • 5.3.4.2 Dearth of skilled data annotators
  • 5.4 DATA ANNOTATION AND LABELING: EVOLUTION
    • FIGURE 27 EVOLUTION: DATA ANNOTATION AND LABELING MARKET
  • 5.5 DATA ANNOTATION AND LABELING MARKET: ECOSYSTEM
    • TABLE 5 DATA ANNOTATION AND LABELING MARKET: ECOSYSTEM
  • 5.6 SUPPLY CHAIN ANALYSIS
    • FIGURE 28 SUPPLY CHAIN ANALYSIS: DATA ANNOTATION AND LABELING MARKET
  • 5.7 CASE STUDY ANALYSIS
    • 5.7.1 HEALTHCARE AND LIFE SCIENCES
      • 5.7.1.1 iMerit to offer AI-driven remote patient monitoring capabilities to cancer centers
      • 5.7.1.2 Mindy Support enables a US medtech firm to automate inventory keeping of all surgical equipment
    • 5.7.2 RETAIL AND E-COMMERCE
      • 5.7.2.1 CogitoTech helps US-based brick and mortar store to combat growing presence of eCommerce stores
      • 5.7.2.2 DataLoop enables Standard AI to enable autonomous checkout at retail stores
    • 5.7.3 AGRICULTURE
      • 5.7.3.1 Cropin helps 2scale to transform and create traceable rice value chain digitally
    • 5.7.4 AUTOMOTIVE
      • 5.7.4.1 Scale AI helps Toyota to create large volumes of training data for autonomous mobility
    • 5.7.5 MEDIA AND ENTERTAINMENT
      • 5.7.5.1 DataLoop assists LinkedIn in content moderation
    • 5.7.6 IT AND ITES
      • 5.7.6.1 Appen helps Adobe to improve search relevance for its massive stock image library
  • 5.8 TECHNOLOGY ANALYSIS
    • 5.8.1 DATA ANNOTATION AND ARTIFICIAL INTELLIGENCE
    • 5.8.2 DATA ANNOTATION AND NATURAL LANGUAGE PROCESSING
    • 5.8.3 DATA ANNOTATION AND CLOUD COMPUTING
    • 5.8.4 DATA ANNOTATION AND INTERNET OF THINGS (IOT)
  • 5.9 PORTER'S FIVE FORCES ANALYSIS
    • FIGURE 29 DATA ANNOTATION AND LABELING: PORTER'S FIVE FORCES ANALYSIS
    • TABLE 6 DATA ANNOTATION AND LABELING MARKET: PORTER'S FIVE FORCES ANALYSIS
    • 5.9.1 THREAT OF NEW ENTRANTS
    • 5.9.2 THREAT OF SUBSTITUTES
    • 5.9.3 BARGAINING POWER OF SUPPLIERS
    • 5.9.4 BARGAINING POWER OF BUYERS
    • 5.9.5 INTENSITY OF COMPETITIVE RIVALRY
  • 5.10 REGULATORY LANDSCAPE
    • 5.10.1 HEALTH INSURANCE PORTABILITY AND ACCOUNTABILITY ACT (HIPAA)
    • 5.10.2 GENERAL DATA PROTECTION REGULATION (GDPR)
    • 5.10.3 PERSONAL INFORMATION PROTECTION AND ELECTRONIC DOCUMENTS ACT
    • 5.10.4 INFORMATION SECURITY TECHNOLOGY- PERSONAL INFORMATION SECURITY SPECIFICATION GB/T 35273-2017
    • 5.10.5 SECURE INDIA NATIONAL DIGITAL COMMUNICATIONS POLICY 2018
    • 5.10.6 GENERAL DATA PROTECTION LAW (LGPD)
    • 5.10.7 LAW NO 13 OF 2016 ON PROTECTING PERSONAL DATA
    • 5.10.8 NIST SPECIAL PUBLICATION 800-144 - GUIDELINES ON SECURITY AND PRIVACY IN PUBLIC CLOUD COMPUTING
  • 5.11 PRICING MODEL ANALYSIS
    • TABLE 7 AVERAGE SELLING PRICING ANALYSIS, 2022
  • 5.12 PATENT ANALYSIS
    • 5.12.1 METHODOLOGY
    • 5.12.2 DOCUMENT TYPE
    • TABLE 8 PATENTS FILED, 2013-2022
    • 5.12.3 INNOVATION AND PATENT APPLICATIONS
    • FIGURE 30 TOTAL NUMBER OF PATENTS GRANTED, 2013-2022
      • 5.12.3.1 Top applicants
    • FIGURE 31 TOP 10 COMPANIES WITH HIGHEST NUMBER OF PATENT APPLICATIONS IN LAST 10 YEARS, 2013-2022
    • TABLE 9 TOP 10 PATENT OWNERS (US) IN DATA ANNOTATION AND LABELING MARKET, 2013-2022
  • 5.13 KEY CONFERENCES AND EVENTS, 2022-2023
    • TABLE 10 DATA ANNOTATION AND LABELING MARKET: DETAILED LIST OF CONFERENCES AND EVENTS, 2023
  • 5.14 TARIFF AND REGULATORY LANDSCAPE
    • 5.14.1 REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 11 NORTH AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 12 EUROPE: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 13 ASIA PACIFIC: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 14 MIDDLE EAST AND AFRICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
    • TABLE 15 LATIN AMERICA: LIST OF REGULATORY BODIES, GOVERNMENT AGENCIES, AND OTHER ORGANIZATIONS
  • 5.15 TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS OF DATA ANNOTATION AND LABELING MARKET
    • FIGURE 32 DATA ANNOTATION AND LABELING MARKET: TRENDS/DISRUPTIONS IMPACTING BUYERS/CLIENTS
  • 5.16 KEY STAKEHOLDERS & BUYING CRITERIA
    • 5.16.1 KEY STAKEHOLDERS IN BUYING PROCESS
    • FIGURE 33 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
    • TABLE 16 INFLUENCE OF STAKEHOLDERS ON BUYING PROCESS FOR TOP THREE APPLICATIONS
    • 5.16.2 BUYING CRITERIA
    • FIGURE 34 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS
    • TABLE 17 KEY BUYING CRITERIA FOR TOP THREE APPLICATIONS

6 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT

  • 6.1 INTRODUCTION
    • 6.1.1 COMPONENT: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • FIGURE 35 SERVICES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 18 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
    • TABLE 19 DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
  • 6.2 SOLUTIONS
    • 6.2.1 GROWING ADOPTION OF DATA ANNOTATION AND LABELING SOLUTIONS TO ENHANCE PRODUCTIVITY
    • TABLE 20 SOLUTIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 21 SOLUTIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 6.3 SERVICES
    • 6.3.1 RISING NEED FOR CLOUD-BASED SOLUTIONS TO DRIVE MARKET GROWTH
    • FIGURE 36 MANAGED SERVICES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 22 DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
    • TABLE 23 DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
    • TABLE 24 SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 25 SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • 6.3.2 PROFESSIONAL SERVICES
    • FIGURE 37 SYSTEM INTEGRATION AND IMPLEMENTATION TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 26 DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
    • TABLE 27 DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
    • TABLE 28 PROFESSIONAL SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 29 PROFESSIONAL SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
      • 6.3.2.1 Training and Consulting
        • 6.3.2.1.1 Consulting services to enable companies to address specific requirements
    • TABLE 30 TRAINING AND CONSULTING: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 31 TRAINING AND CONSULTING: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
      • 6.3.2.2 System Integration and Implementation
        • 6.3.2.2.1 System integration and implementation enable businesses to reduce complexities and increase RoI
    • TABLE 32 SYSTEM INTEGRATION AND IMPLEMENTATION: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 33 SYSTEM INTEGRATION AND IMPLEMENTATION: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
      • 6.3.2.3 Support and Maintenance
        • 6.3.2.3.1 Support and maintenance services to facilitate 24/7 assistance
    • TABLE 34 SUPPORT AND MAINTENANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 35 SUPPORT AND MAINTENANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
    • 6.3.3 MANAGED SERVICES
      • 6.3.3.1 Need to redefine customer experience to fuel adoption of managed services
    • TABLE 36 MANAGED SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 37 MANAGED SERVICES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)

7 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE

  • 7.1 INTRODUCTION
    • 7.1.1 DATA TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • FIGURE 38 TEXT SEGMENT TO REGISTER LARGEST MARKET SIZE DURING FORECAST PERIOD
    • TABLE 38 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
    • TABLE 39 DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
  • 7.2 TEXT
    • 7.2.1 GROWING RELIANCE ON TEXT-BASED DATA TO DRIVE DEMAND FOR DATA ANNOTATION AND LABELING SOLUTIONS
    • TABLE 40 TEXT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 41 TEXT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 7.3 IMAGE
    • 7.3.1 GROWING APPLICATION OF FACIAL RECOGNITION AND ROBOTIC VISION TO BOOST DEMAND FOR IMAGE ANNOTATION AND LABELING
    • TABLE 42 IMAGE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 43 IMAGE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 7.4 VIDEO
    • 7.4.1 GROWING APPLICATION OF DATA ANNOTATION AND LABELING TO FUEL MARKET GROWTH
    • TABLE 44 VIDEO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 45 VIDEO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 7.5 AUDIO
    • 7.5.1 RISING DEMAND FOR AUDIO ANNOTATION TO ENHANCE SEARCHABILITY
    • TABLE 46 AUDIO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 47 AUDIO: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)

8 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE

  • 8.1 INTRODUCTION
    • 8.1.1 DEPLOYMENT TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • FIGURE 39 ON-PREMISES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 48 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2019-2021 (USD MILLION)
    • TABLE 49 DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT TYPE, 2022-2027 (USD MILLION)
  • 8.2 ON-PREMISES
    • 8.2.1 ABILITY TO PROVIDE CONTROL AND SECURITY TO BOOST DEMAND FOR ON-PREMISES DEPLOYMENT MODE
    • TABLE 50 ON-PREMISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 51 ON-PREMISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 8.3 CLOUD
    • 8.3.1 EASY UPGRADEABILITY AND ACCESSIBILITY TO BOOST ADOPTION OF CLOUD-BASED SOLUTIONS
    • TABLE 52 CLOUD: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 53 CLOUD: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)

9 DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE

  • 9.1 INTRODUCTION
    • 9.1.1 ORGANIZATION SIZE: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • FIGURE 40 SMALL AND MEDIUM-SIZED ENTERPRISES SEGMENT TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
    • TABLE 54 DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
    • TABLE 55 DATA ANNOTATION AND LABELING MARKET SIZE, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
  • 9.2 SMALL AND MEDIUM-SIZED ENTERPRISES
    • 9.2.1 GROWING COMPETITIVE MARKET ENVIRONMENT TO DRIVE SMES TO ADOPT GO-TO-MARKET STRATEGIES
    • TABLE 56 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 57 SMALL AND MEDIUM-SIZED ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 9.3 LARGE ENTERPRISES
    • 9.3.1 RISING INCLINATION TOWARD CUTTING EDGE TECHNOLOGIES TO DRIVE DEMAND
    • TABLE 58 LARGE ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 59 LARGE ENTERPRISES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)

10 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE

  • 10.1 INTRODUCTION
    • 10.1.1 ANNOTATION TYPE: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • FIGURE 41 MANUAL ANNOTATION TYPE TO HOLD LARGEST MARKET SIZE DURING FORECAST PERIOD
    • TABLE 60 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
    • TABLE 61 DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
  • 10.2 MANUAL
    • 10.2.1 CURRENT FAST-PACED DIGITAL ENVIRONMENT TO SHIFT DEMAND FROM MANUAL LABELING TO AUTOMATIC LABELING
    • TABLE 62 MANUAL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 63 MANUAL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 10.3 AUTOMATIC
    • 10.3.1 ABILITY TO SELF-TRAIN MACHINE LEARNING MODELS TO RECOGNIZE DEMAND FOR AUTOMATIC LABELING
    • TABLE 64 AUTOMATIC: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 65 AUTOMATIC: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 10.4 SEMI-SUPERVISED
    • 10.4.1 INTEGRATION OF AUTOMATIC AND MANUAL DATA LABELING TO ENHANCE OUTCOMES COST-EFFECTIVELY
    • TABLE 66 SEMI-SUPERVISED: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 67 SEMI-SUPERVISED: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)

11 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION

  • 11.1 INTRODUCTION
    • 11.1.1 APPLICATION: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • FIGURE 42 CATALOGUE MANAGEMENT SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 68 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
    • TABLE 69 DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
  • 11.2 DATASET MANAGEMENT
    • 11.2.1 BIG DATA HANDLING CAPABILITIES TO DELIVER LARGE VOLUMES OF DATA WITH EASE
    • TABLE 70 DATASET MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 71 DATASET MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 11.3 SECURITY AND COMPLIANCE
    • 11.3.1 STRINGENT DATA PRIVACY FEATURES IN DATA ANNOTATION TOOLS TO ENSURE REGULATORY COMPLIANCE
    • TABLE 72 SECURITY AND COMPLIANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 73 SECURITY AND COMPLIANCE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 11.4 DATA QUALITY CONTROL
    • 11.4.1 DATA QUALITY CONTROL EMBEDDED IN DATA ANNOTATION TOOLS TO DELIVER ACCURATE MACHINE LEARNING MODELS
    • TABLE 74 DATA QUALITY CONTROL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 75 DATA QUALITY CONTROL: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 11.5 WORKFORCE MANAGEMENT
    • 11.5.1 WORKFORCE MANAGEMENT TO ESTABLISH AND OPERATE FULLY TRANSPARENT DATA ANNOTATION WORKFLOWS
    • TABLE 76 WORKFORCE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 77 WORKFORCE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 11.6 CONTENT MANAGEMENT
    • 11.6.1 CONTENT MANAGEMENT TO BRIDGE INFORMATION SILOS AND ALLOW FOR EASIER SHARING OF WEB CONTENT
    • TABLE 78 CONTENT MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 79 CONTENT MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 11.7 CATALOGUE MANAGEMENT
    • 11.7.1 CATALOGUE MANAGEMENT APPLICATION TO ASSIST ENTERPRISES IN UNSTRUCTURED DATA MANAGEMENT
    • TABLE 80 CATALOGUE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 81 CATALOGUE MANAGEMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 11.8 SENTIMENT ANALYSIS
    • 11.8.1 SENTIMENT ANALYSIS APPLICATION TO IMPROVE BRAND REPUTATION
    • TABLE 82 SENTIMENT ANALYSIS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 83 SENTIMENT ANALYSIS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 11.9 OTHER APPLICATIONS
    • TABLE 84 OTHER APPLICATIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 85 OTHER APPLICATIONS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)

12 DATA ANNOTATION AND LABELING MARKET, BY VERTICAL

  • 12.1 INTRODUCTION
    • 12.1.1 VERTICAL: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • 12.1.2 DATA ANNOTATION AND LABELING: ENTERPRISE USE CASES
    • FIGURE 43 HEALTHCARE AND LIFE SCIENCES SEGMENT TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 86 DATA ANNOTATION AND LABELING MARKET BY VERTICAL, 2019-2021 (USD MILLION)
    • TABLE 87 DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
  • 12.2 BFSI
    • 12.2.1 DATA LABELING SOLUTIONS TO DETECT FINANCIAL FRAUD AND IMPROVE CUSTOMER EXPERIENCE
    • TABLE 88 BFSI: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 89 BFSI: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 12.3 HEALTHCARE AND LIFE SCIENCES
    • 12.3.1 HEALTHCARE INSTITUTIONS TO DEPLOY DATA ANNOTATION FOR AUTOMATED DIAGNOSIS AND CLINICAL RESEARCH
    • TABLE 90 HEALTHCARE AND LIFE SCIENCES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 91 HEALTHCARE AND LIFE SCIENCES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 12.4 TELECOM
    • 12.4.1 DATA ANNOTATION SOLUTIONS TO MONITOR VALUABLE TELECOM ASSETS
    • TABLE 92 TELECOM:DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 93 TELECOM: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 12.5 GOVERNMENT, DEFENSE, AND PUBLIC AGENCIES
    • 12.5.1 RISING NEED TO CURB NATIONAL SECURITY RISKS AND BOOST PRECISION AGRICULTURE
    • TABLE 94 GOVERNMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 95 GOVERNMENT: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 12.6 IT AND ITES
    • 12.6.1 DATA ANNOTATION TO DEVISE PRODUCT LAUNCH STRATEGIES AND REDUCE EMPLOYEE ATTRITION
    • TABLE 96 IT AND ITES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 97 IT AND ITES: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 12.7 RETAIL AND CONSUMER GOODS
    • 12.7.1 RISING NEED TO IMPROVE SHELF MANAGEMENT AND REDUCE INVENTORY SHRINKAGE TO BOOST MARKET GROWTH
    • TABLE 98 RETAIL AND CONSUMER GOODS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 99 RETAIL AND CONSUMER GOODS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 12.8 AUTOMOTIVE
    • 12.8.1 DATA ANNOTATION POWERED COMPUTER VISION TO IMPROVE SELF-DRIVING TECHNOLOGIES AND REDUCE DRIVER FATIGUE
    • TABLE 100 AUTOMOTIVE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 101 AUTOMOTIVE: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 12.9 OTHER VERTICALS
    • TABLE 102 OTHER VERTICALS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 103 OTHER VERTICALS: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)

13 DATA ANNOTATION AND LABELING MARKET, BY REGION

  • 13.1 INTRODUCTION
    • FIGURE 44 ASIA PACIFIC TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • FIGURE 45 INDIA TO GROW AT HIGHEST CAGR DURING FORECAST PERIOD
    • TABLE 104 DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 105 DATA ANNOTATION AND LABELING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 13.2 NORTH AMERICA
    • 13.2.1 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • 13.2.2 NORTH AMERICA: RECESSION IMPACT
    • FIGURE 46 NORTH AMERICA: MARKET SNAPSHOT
    • TABLE 106 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
    • TABLE 107 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
    • TABLE 108 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
    • TABLE 109 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
    • TABLE 110 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
    • TABLE 111 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
    • TABLE 112 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
    • TABLE 113 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
    • TABLE 114 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
    • TABLE 115 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
    • TABLE 116 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
    • TABLE 117 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
    • TABLE 118 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
    • TABLE 119 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
    • TABLE 120 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
    • TABLE 121 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
    • TABLE 122 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
    • TABLE 123 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
    • TABLE 124 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019-2021 (USD MILLION)
    • TABLE 125 NORTH AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
    • 13.2.3 US
      • 13.2.3.1 US emerged as major market to witness increasing demand for affordable data annotation services
    • 13.2.4 CANADA
      • 13.2.4.1 Canada to witness significant investments in data annotation and labeling projects
  • 13.3 EUROPE
    • 13.3.1 EUROPE: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • 13.3.2 EUROPE: RECESSION IMPACT
    • TABLE 126 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
    • TABLE 127 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
    • TABLE 128 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
    • TABLE 129 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
    • TABLE 130 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
    • TABLE 131 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
    • TABLE 132 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
    • TABLE 133 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
    • TABLE 134 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
    • TABLE 135 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
    • TABLE 136 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
    • TABLE 137 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
    • TABLE 138 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
    • TABLE 139 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
    • TABLE 140 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
    • TABLE 141 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
    • TABLE 142 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
    • TABLE 143 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
    • TABLE 144 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019-2021 (USD MILLION)
    • TABLE 145 EUROPE: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
    • 13.3.3 UK
      • 13.3.3.1 European policymakers encourage governments to increase data capture
    • 13.3.4 GERMANY
      • 13.3.4.1 Germany to improve both business results and competitiveness by democratizing access to data annotation
    • 13.3.5 FRANCE
      • 13.3.5.1 Significant potential for AI and data management startups to boost market growth
    • 13.3.6 REST OF EUROPE
      • 13.3.6.1 Growing need to gather important information from unstructured data to boost demand
  • 13.4 ASIA PACIFIC
    • 13.4.1 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • 13.4.2 ASIA PACIFIC: IMPACT OF RECESSION
    • FIGURE 47 ASIA PACIFIC: MARKET SNAPSHOT
    • TABLE 146 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
    • TABLE 147 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
    • TABLE 148 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
    • TABLE 149 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
    • TABLE 150 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
    • TABLE 151 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
    • TABLE 152 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
    • TABLE 153 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
    • TABLE 154 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
    • TABLE 155 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
    • TABLE 156 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
    • TABLE 157 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
    • TABLE 158 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
    • TABLE 159 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
    • TABLE 160 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
    • TABLE 161 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
    • TABLE 162 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
    • TABLE 163 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
    • TABLE 164 ASIA PACIFIC: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019-2021 (USD MILLION)
    • TABLE 165 ASIA PACIFIC: DATA ANNOTATION AND LABELING, BY COUNTRY, 2022-2027 (USD MILLION)
    • 13.4.3 INDIA
      • 13.4.3.1 Rapid adoption of technologies to accelerate India's current transformation into a prominent global powerhouse for innovation
    • 13.4.4 JAPAN
      • 13.4.4.1 Growing use of cutting-edge technologies to drive growth of data annotation and labeling market
    • 13.4.5 CHINA
      • 13.4.5.1 Rapid adoption of innovative technologies across verticals to drive market demand
    • 13.4.6 REST OF ASIA PACIFIC
      • 13.4.6.1 Development of infrastructure and technological capabilities to drive growth
  • 13.5 MIDDLE EAST AND AFRICA
    • 13.5.1 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND MARKET DRIVERS
    • 13.5.2 MIDDLE EAST AND AFRICA: IMPACT OF RECESSION
    • TABLE 166 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
    • TABLE 167 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
    • TABLE 168 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2019-2021 (USD MILLION)
    • TABLE 169 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
    • TABLE 170 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
    • TABLE 171 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
    • TABLE 172 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
    • TABLE 173 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
    • TABLE 174 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
    • TABLE 175 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
    • TABLE 176 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
    • TABLE 177 MIDDLE EAST & AFRICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
    • TABLE 178 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
    • TABLE 179 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE,2022-2027 (USD MILLION)
    • TABLE 180 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION, 2019-2021 (USD MILLION)
    • TABLE 181 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
    • TABLE 182 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
    • TABLE 183 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
    • TABLE 184 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING MARKET, BY REGION, 2019-2021 (USD MILLION)
    • TABLE 185 MIDDLE EAST AND AFRICA: DATA ANNOTATION AND LABELING, BY REGION, 2022-2027 (USD MILLION)
    • 13.5.3 SAUDI ARABIA
      • 13.5.3.1 Government spending on innovative technology to drive market demand
    • 13.5.4 UAE
      • 13.5.4.1 Growing ability to embrace emerging technologies across several verticals
    • 13.5.5 SOUTH AFRICA
      • 13.5.5.1 Untapped market opportunities to drive adoption of advanced technologies
    • 13.5.6 REST OF MIDDLE EAST AND AFRICA
      • 13.5.6.1 Presence of various startups and initiatives by government boost market growth
  • 13.6 LATIN AMERICA
    • 13.6.1 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET DRIVERS
    • 13.6.2 LATIN AMERICA: IMPACT OF RECESSION
    • TABLE 186 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COMPONENT, 2019-2021 (USD MILLION)
    • TABLE 187 LATIN AMERICA: DATA ANNOTATION AND LABELING, BY COMPONENT, 2022-2027 (USD MILLION)
    • TABLE 188 LATIN AMERICA: DATA ANNOTATION AND LABELING, BY SERVICE, 2019-2021 (USD MILLION)
    • TABLE 189 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY SERVICE, 2022-2027 (USD MILLION)
    • TABLE 190 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY PROFESSIONAL SERVICE, 2019-2021 (USD MILLION)
    • TABLE 191 LATIN AMERICA: DATA ANNOTATION AND LABELING, BY PROFESSIONAL SERVICE, 2022-2027 (USD MILLION)
    • TABLE 192 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2019-2021 (USD MILLION)
    • TABLE 193 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DATA TYPE, 2022-2027 (USD MILLION)
    • TABLE 194 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2019-2021 (USD MILLION)
    • TABLE 195 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ANNOTATION TYPE, 2022-2027 (USD MILLION)
    • TABLE 196 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2019-2021 (USD MILLION)
    • TABLE 197 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
    • TABLE 198 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2019-2021 (USD MILLION)
    • TABLE 199 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD MILLION)
    • TABLE 200 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2019-2021 (USD MILLION)
    • TABLE 201 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
    • TABLE 202 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2019-2021 (USD MILLION)
    • TABLE 203 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
    • TABLE 204 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2019-2021 (USD MILLION)
    • TABLE 205 LATIN AMERICA: DATA ANNOTATION AND LABELING MARKET, BY COUNTRY, 2022-2027 (USD MILLION)
    • 13.6.3 BRAZIL
      • 13.6.3.1 Investment by startups and rapid adoption of technologies to fuel demand
    • 13.6.4 MEXICO
      • 13.6.4.1 Growing support to implement emerging technologies and drive adoption rate
    • 13.6.5 REST OF LATIN AMERICA
      • 13.6.5.1 Growing investment and rapid adoption of technologies to make region attractive for entrepreneurs

14 COMPETITIVE LANDSCAPE

  • 14.1 OVERVIEW
  • 14.2 KEY PLAYER STRATEGIES
    • TABLE 206 OVERVIEW OF STRATEGIES ADOPTED BY KEY DATA ANNOTATION AND LABELING VENDORS
  • 14.3 REVENUE ANALYSIS
    • 14.3.1 HISTORICAL REVENUE ANALYSIS
    • FIGURE 48 HISTORICAL REVENUE ANALYSIS OF TOP FIVE PLAYERS, 2019-2021 (USD MILLION)
  • 14.4 MARKET SHARE ANALYSIS
    • FIGURE 49 MARKET SHARE ANALYSIS FOR KEY COMPANIES, 2022
    • TABLE 207 DATA ANNOTATION AND LABELING MARKET: DEGREE OF COMPETITION
  • 14.5 COMPANY EVALUATION QUADRANT
    • 14.5.1 STARS
    • 14.5.2 EMERGING LEADERS
    • 14.5.3 PERVASIVE PLAYERS
    • 14.5.4 PARTICIPANTS
    • FIGURE 50 KEY DATA ANNOTATION AND LABELING MARKET PLAYERS, COMPANY EVALUATION QUADRANT, 2022
    • 14.5.5 COMPETITIVE BENCHMARKING
    • TABLE 208 DATA ANNOTATION AND LABELING MARKET: PRODUCT FOOTPRINT ANALYSIS OF KEY PLAYERS, 2022
    • TABLE 209 DATA ANNOTATION AND LABELING MARKET: PRODUCT FOOTPRINT ANALYSIS OF OTHER KEY PLAYERS, 2022
  • 14.6 STARTUP/SME EVALUATION QUADRANT
    • 14.6.1 PROGRESSIVE COMPANIES
    • 14.6.2 RESPONSIVE COMPANIES
    • 14.6.3 DYNAMIC COMPANIES
    • 14.6.4 STARTING BLOCKS
    • FIGURE 51 STARTUPS/SMES DATA ANNOTATION AND LABELING PLAYERS, COMPANY EVALUATION QUADRANT, 2022
    • 14.6.5 STARTUPS/SMES COMPETITIVE BENCHMARKING
    • TABLE 210 DATA ANNOTATION AND LABELING MARKET: DETAILED LIST OF KEY STARTUPS/SMES
    • TABLE 211 DATA ANNOTATION AND LABELING MARKET: PRODUCT FOOTPRINT ANALYSIS OF STARTUPS/ SMES PLAYERS, 2022
  • 14.7 COMPETITIVE SCENARIO AND TRENDS
    • 14.7.1 PRODUCT LAUNCHES
    • TABLE 212 SERVICE/PRODUCT LAUNCHES, 2019-2022
    • 14.7.2 DEALS
    • TABLE 213 DEALS, 2019-2022

15 COMPANY PROFILES

  • 15.1 INTRODUCTION
  • 15.2 MAJOR PLAYERS
  • (Business Overview, Products, Solutions and Services offered, Recent Developments, MnM View)**
    • 15.2.1 GOOGLE
    • TABLE 214 GOOGLE: BUSINESS OVERVIEW
    • FIGURE 52 GOOGLE: COMPANY SNAPSHOT
    • TABLE 215 GOOGLE: PRODUCTS OFFERED
    • TABLE 216 GOOGLE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 217 GOOGLE: DEALS
    • 15.2.2 APPEN
    • TABLE 218 APPEN: BUSINESS OVERVIEW
    • FIGURE 53 APPEN: COMPANY SNAPSHOT
    • TABLE 219 APPEN: PRODUCTS OFFERED
    • TABLE 220 APPEN: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 221 APPEN: DEALS
    • 15.2.3 IBM
    • TABLE 222 IBM: BUSINESS OVERVIEW
    • FIGURE 54 IBM: COMPANY SNAPSHOT
    • TABLE 223 IBM: PRODUCTS OFFERED
    • TABLE 224 IBM: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 225 IBM: DEALS
    • 15.2.4 ORACLE
    • TABLE 226 ORACLE: BUSINESS OVERVIEW
    • FIGURE 55 ORACLE: COMPANY SNAPSHOT
    • TABLE 227 ORACLE: PRODUCTS OFFERED
    • TABLE 228 ORACLE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 229 ORACLE: DEALS
    • 15.2.5 TELUS INTERNATIONAL
    • TABLE 230 TELUS INTERNATIONAL: BUSINESS OVERVIEW
    • FIGURE 56 TELUS INTERNATIONAL: COMPANY SNAPSHOT
    • TABLE 231 TELUS INTERNATIONAL: PRODUCTS OFFERED
    • TABLE 232 TELUS INTERNATIONAL: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 233 TELUS INTERNATIONAL: DEALS
    • TABLE 234 TELUS INTERNATIONAL: OTHERS
    • 15.2.6 ADOBE
    • TABLE 235 ADOBE: BUSINESS OVERVIEW
    • FIGURE 57 ADOBE: COMPANY SNAPSHOT
    • TABLE 236 ADOBE: PRODUCTS OFFERED
    • TABLE 237 ADOBE: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 238 ADOBE: DEALS
    • 15.2.7 AWS
    • TABLE 239 AWS: BUSINESS OVERVIEW
    • FIGURE 58 AWS: COMPANY SNAPSHOT
    • TABLE 240 AWS: PRODUCTS OFFERED
    • TABLE 241 AWS: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 242 AWS: DEALS
    • 15.2.8 ALEGION
    • TABLE 243 ALEGION: BUSINESS OVERVIEW
    • TABLE 244 ALEGION: PRODUCTS OFFERED
    • TABLE 245 ALEGION: PRODUCT LAUNCHES AND ENHANCEMENTS
    • TABLE 246 ALEGION: DEALS
    • TABLE 247 ALEGION: OTHERS
    • 15.2.9 COGITO TECH
    • TABLE 248 COGITO TECH: BUSINESS OVERVIEW
    • TABLE 249 COGITO TECH: PRODUCTS OFFERED
    • TABLE 250 COGITO TECH: PRODUCT LAUNCHES AND ENHANCEMENTS
    • 15.2.10 ANOLYTICS
    • TABLE 251 ANOLYTICS: BUSINESS OVERVIEW
    • TABLE 252 ANOLYTICS: PRODUCTS OFFERED
  • *Details on Business Overview, Products, Services, and Solutions offered Recent Developments, MnM View might not be captured in case of unlisted companies.
  • 15.3 OTHER KEY PLAYERS
    • 15.3.1 AI DATA INNOVATION
    • 15.3.2 CLICKWORKER
    • 15.3.3 CLOUDFACTORY
    • 15.3.4 CAPESTART
    • 15.3.5 DATAPURE
    • 15.3.6 LXT
    • 15.3.7 PRECISE BPO SOLUTION
    • 15.3.8 SIGMA
    • 15.3.9 SEGMENTS.AI
    • 15.3.10 DEFINED AI
  • 15.4 SMES AND STARTUPS
    • 15.4.1 DATALOOP
    • 15.4.2 LABEL BOX
    • 15.4.3 V7
    • 15.4.4 LIGHTTAG
    • 15.4.5 SUPERANNOTATE
    • 15.4.6 SCALE AI
    • 15.4.7 DATASAUR
    • 15.4.8 KILI TECHNOLOGY
    • 15.4.9 UNDERSTAND.AI
    • 15.4.10 KEYLABS
    • 15.4.11 LABEL YOUR DATA

16 ADJACENT AND RELATED MARKETS

  • 16.1 INTRODUCTION
  • 16.2 NLP MARKET - GLOBAL FORECAST TO 2027
    • 16.2.1 MARKET DEFINITION
    • 16.2.2 MARKET OVERVIEW
      • 16.2.2.1 NLP market, by component
    • TABLE 253 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2016-2021 (USD MILLION)
    • TABLE 254 NATURAL LANGUAGE PROCESSING MARKET, BY COMPONENT, 2022-2027 (USD MILLION)
      • 16.2.2.2 NLP market, by type
    • TABLE 255 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2016-2021 (USD MILLION)
    • TABLE 256 NATURAL LANGUAGE PROCESSING MARKET, BY TYPE, 2022-2027 (USD MILLION)
      • 16.2.2.3 NLP market, by deployment mode
    • TABLE 257 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD MILLION)
    • TABLE 258 NATURAL LANGUAGE PROCESSING MARKET, BY DEPLOYMENT MODE, 2022-2027USD MILLION)
      • 16.2.2.4 NLP market, by organization size
    • TABLE 259 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2016-2021 (USD MILLION)
    • TABLE 260 NATURAL LANGUAGE PROCESSING MARKET, BY ORGANIZATION SIZE, 2022-2027 (USD MILLION)
      • 16.2.2.5 NLP market, by application
    • TABLE 261 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2016-2021 (USD MILLION)
    • TABLE 262 NATURAL LANGUAGE PROCESSING MARKET, BY APPLICATION, 2022-2027 (USD MILLION)
      • 16.2.2.6 NLP market, by technology
    • TABLE 263 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2016-2021 (USD MILLION)
    • TABLE 264 NATURAL LANGUAGE PROCESSING MARKET, BY TECHNOLOGY, 2022-2027 (USD MILLION)
      • 16.2.2.7 NLP market, by vertical
    • TABLE 265 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2016-2021 (USD MILLION)
    • TABLE 266 NATURAL LANGUAGE PROCESSING MARKET, BY VERTICAL, 2022-2027 (USD MILLION)
      • 16.2.2.8 NLP market, by region
    • TABLE 267 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2016-2021 (USD MILLION)
    • TABLE 268 NATURAL LANGUAGE PROCESSING MARKET, BY REGION, 2022-2027 (USD MILLION)
  • 16.3 ARTIFICIAL INTELLIGENCE MARKET - GLOBAL FORECAST TO 2027
    • 16.3.1 MARKET DEFINITION
    • 16.3.2 MARKET OVERVIEW
      • 16.3.2.1 Artificial Intelligence market, by offering
    • TABLE 269 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2016-2021 (USD BILLION)
    • TABLE 270 ARTIFICIAL INTELLIGENCE MARKET, BY OFFERING, 2022-2027 (USD BILLION)
      • 16.3.2.2 Artificial Intelligence market, by technology
    • TABLE 271 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2016-2021 (USD BILLION)
    • TABLE 272 ARTIFICIAL INTELLIGENCE MARKET, BY TECHNOLOGY, 2022-2027 (USD BILLION)
      • 16.3.2.3 Artificial Intelligence market, by deployment mode
    • TABLE 273 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2016-2021 (USD BILLION)
    • TABLE 274 ARTIFICIAL INTELLIGENCE MARKET, BY DEPLOYMENT MODE, 2022-2027 (USD BILLION)
      • 16.3.2.4 Artificial Intelligence market, by organization size
    • TABLE 275 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2016-2021 (USD BILLION)
    • TABLE 276 ARTIFICIAL INTELLIGENCE MARKET, BY ORGANIZATION, 2022-2027 (USD BILLION)
      • 16.3.2.5 Artificial intelligence market, by business function
    • TABLE 277 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2016-2021 (USD BILLION)
    • TABLE 278 ARTIFICIAL INTELLIGENCE MARKET, BY BUSINESS FUNCTION, 2022-2027 (USD BILLION)
      • 16.3.2.6 Artificial intelligence market, by vertical
    • TABLE 279 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2016-2021 (USD BILLION)
    • TABLE 280 ARTIFICIAL INTELLIGENCE MARKET, BY VERTICAL, 2022-2027 (USD BILLION)
      • 16.3.2.7 Artificial intelligence market, by region
    • TABLE 281 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2016-2021 (USD BILLION)
    • TABLE 282 ARTIFICIAL INTELLIGENCE MARKET, BY REGION, 2022-2027 (USD BILLION)

17 APPENDIX

  • 17.1 DISCUSSION GUIDE
  • 17.2 KNOWLEDGESTORE: MARKETSANDMARKETS' SUBSCRIPTION PORTAL
  • 17.3 CUSTOMIZATION OPTIONS
  • 17.4 RELATED REPORTS
  • 17.5 AUTHOR DETAILS
Show more
Have a question?
Picture

Jeroen Van Heghe

Manager - EMEA

+32-2-535-7543

Picture

Christine Sirois

Manager - Americas

+1-860-674-8796

Questions? Please give us a call or visit the contact form.
Contact Us +1-866-353-3335
Hi, how can we help?
Contact us!