Table of Content

1 INTRODUCTION (Page No. - 24)
    1.1 STUDY OBJECTIVES
    1.2 MARKET DEFINITION
           1.2.1 INCLUSIONS AND EXCLUSIONS
    1.3 STUDY SCOPE
           1.3.1 MARKETS COVERED
           1.3.2 YEARS CONSIDERED
    1.4 CURRENCY
    1.5 LIMITATIONS
    1.6 STAKEHOLDERS

2 RESEARCH METHODOLOGY (Page No. - 29)
    2.1 RESEARCH DATA
           2.1.1 SECONDARY DATA AND PRIMARY RESEARCH
           2.1.2 SECONDARY DATA
                    2.1.2.1 Major secondary sources
                    2.1.2.2 Key data from secondary sources
           2.1.3 PRIMARY DATA
                    2.1.3.1 Primary interviews with experts
                    2.1.3.2 Primary sources
                    2.1.3.3 Key industry insights
                    2.1.3.4 Breakdown of primary interviews
    2.2 MARKET SIZE ESTIMATION
           2.2.1 BOTTOM-UP APPROACH
                    2.2.1.1 Approach to arrive at market size using bottom-up analysis (demand side)
           2.2.2 TOP-DOWN APPROACH
                    2.2.2.1 Approach to arrive at market size using bottom-up analysis (supply side)
    2.3 DATA TRIANGULATION
    2.4 ASSUMPTIONS
    2.5 LIMITATIONS
    2.6 RISK ASSESSMENT

3 EXECUTIVE SUMMARY (Page No. - 42)
     3.1 IMPACT OF COVID-19 ON DIGITAL TWIN MARKET
     3.2 COVID-19 IMPACT: REALISTIC SCENARIO
     3.3 COVID-19 IMPACT: OPTIMISTIC SCENARIO
     3.4 COVID-19 IMPACT: PESSIMISTIC SCENARIO

4 PREMIUM INSIGHTS (Page No. - 48)
    4.1 DIGITAL TWIN MARKET OVERVIEW
    4.2 DIGITAL TWIN MARKET, BY APPLICATION
    4.3 DIGITAL TWIN MARKET IN NORTH AMERICA, BY INDUSTRY AND COUNTRY
    4.4 DIGITAL TWIN MARKET, BY INDUSTRY
    4.5 DIGITAL TWIN MARKET, BY COUNTRY

5 MARKET OVERVIEW (Page No. - 53)
    5.1 INTRODUCTION
    5.2 MARKET DYNAMICS
           5.2.1 DRIVERS
                    5.2.1.1 Rising emphasis on digital twin in manufacturing industries to reduce cost and improve supply chain operations
                    5.2.1.2 Increasing demand for digital twin from healthcare industry
                    5.2.1.3 Growing focus on predictive maintenance
           5.2.2 RESTRAINTS
                    5.2.2.1 High investments associated with implementation of digital twin technology
                    5.2.2.2 Susceptibility of digital twin to cyberattacks
           5.2.3 OPPORTUNITIES
                    5.2.3.1 Rising emphasis on advanced real-time data analytics
                    5.2.3.2 Increasing adoption of Industry 4.0 principles
                    5.2.3.3 Development of human-centered digital twins
           5.2.4 CHALLENGES
                    5.2.4.1 Complexities associated with data collection and mathematical models
                    5.2.4.2 Lack of skilled workforce and awareness regarding cost benefits offered by digital twins
    5.3 VALUE CHAIN ANALYSIS
           5.3.1 PLANNING AND REVISING FUNDS
           5.3.2 RESEARCH AND DEVELOPMENT
           5.3.3 SOFTWARE DESIGN, FRAMEWORK, AND DEVELOPMENT
           5.3.4 PRODUCTS/SOLUTIONS PROVIDERS
           5.3.5 END-USER INDUSTRIES AND AFTER-SALES SERVICE PROVIDERS
    5.4 ECOSYSTEM
    5.5 PRICING ANALYSIS
           5.5.1 AVERAGE SELLING PRICES, BY APPLICATION (KEY PLAYERS)
           5.5.2 AVERAGE SELLING PRICE TREND
    5.6 TRENDS IMPACTING CUSTOMERS’ BUSINESS
    5.7 TECHNOLOGY TRENDS
           5.7.1 IOT & IIOT
           5.7.2 ARTIFICIAL INTELLIGENCE (AI) & MACHINE LEARNING (ML)
           5.7.3 EXTENDED REALITY: AUGMENTED REALITY, VIRTUAL REALITY & MIXED REALITY
           5.7.4 5G
           5.7.5 CLOUD COMPUTING & EDGE COMPUTING
           5.7.6 BLOCKCHAIN
    5.8 DIGITAL TWIN MARKET: PORTER’S FIVE FORCES ANALYSIS
           5.8.1 THREAT OF NEW ENTRANTS
           5.8.2 THREAT OF SUBSTITUTES
           5.8.3 BARGAINING POWER OF BUYERS
           5.8.4 BARGAINING POWER OF SUPPLIERS
           5.8.5 INTENSITY OF COMPETITIVE RIVALRY
    5.9 KEY STAKEHOLDERS & BUYING CRITERIA
           5.9.1 KEY STAKEHOLDERS IN BUYING PROCESS
           5.9.2 BUYING CRITERIA
    5.10 CASE STUDIES
           5.10.1 USE CASE: AEROSPACE
                    5.10.1.1 Integrating digital twin with AI-based predictive maintenance into aircraft fleets
           5.10.2 USE CASE: AUTOMOTIVE
                    5.10.2.1 Optimization of automated guided vehicle logistics with digital twin platform
           5.10.3 USE CASE: ENERGY & UTILITIES
                    5.10.3.1 Doosan optimized energy output in wind farms with Azure digital twins
           5.10.4 USE CASE: HEALTHCARE
                    5.10.4.1 Digital twin of human body and body organs improves drug treatment
           5.10.5 USE CASE: INFRASTRUCTURE
                    5.10.5.1 Temple University used smart building digital twin for optimizing operations across university
    5.11 TRADE ANALYSIS
                               5.11.1.1.1 IMPORT SCENARIO
                    5.11.1.2 Import scenario for the digital twin ecosystem
                               5.11.1.2.1 EXPORT SCENARIO
                    5.11.1.3 Export scenario for digital twin market
    5.12 PATENT ANALYSIS
    5.13 KEY CONFERENCES & EVENTS TO BE HELD DURING 2022–2023
    5.14 TARIFFS AND REGULATIONS
           5.14.1 TARIFFS
                    5.14.1.1 Positive impact of tariffs on digital twin ecosystem
                    5.14.1.2 Negative impact of tariffs on digital twin ecosystem
           5.14.2 REGULATIONS AND STANDARDS
                    5.14.2.1 Regulatory bodies, government agencies & other organizations
                    5.14.2.2 Major standards and regulations

6 DIGITAL TWIN MARKET, BY USAGE TYPE (Page No. - 100)
    6.1 INTRODUCTION
    6.2 COMPONENT DIGITAL TWIN
    6.3 PRODUCT DIGITAL TWIN
    6.4 PROCESS DIGITAL TWIN
    6.5 SYSTEM DIGITAL TWIN

7 DIGITAL TWIN MARKET, BY ENTERPRISE (Page No. - 103)
    7.1 INTRODUCTION
    7.2 LARGE ENTERPRISES
           7.2.1 LARGE ENTERPRISES USE DIGITAL TWIN FOR TRACKING ASSET THROUGHOUT SUPPLY CHAIN
    7.3 SMALL & MEDIUM ENTERPRISES (SMES)
           7.3.1 SMES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD

8 DIGITAL TWIN MARKET, BY APPLICATION (Page No. - 110)
    8.1 INTRODUCTION
    8.2 PRODUCT DESIGN & DEVELOPMENT
           8.2.1 PRODUCT DESIGN & DEVELOPMENT OFFERS CRITICAL INSIGHTS BY MONITORING KEY PERFORMANCE INDICATORS OF OPERATIONS IN REAL TIME
    8.3 PERFORMANCE MONITORING
           8.3.1 PERFORMANCE MONITORING OPTIMIZE OPERATIONAL DOWNTIME, TRIGGER PRE-EMPTIVE MAINTENANCE, AND MITIGATE COSTLY FAILURES
    8.4 PREDICTIVE MAINTENANCE
           8.4.1 DIGITAL TWIN PREDICTS FAILURES BASED ON REAL-TIME DATA COLLECTION
    8.5 INVENTORY MANAGEMENT
           8.5.1 DIGITAL TWINS AID END USERS IN INVENTORY OPTIMIZATION ACROSS ENTIRE NETWORK
    8.6 BUSINESS OPTIMIZATION
           8.6.1 BUSINESS OPTIMIZATION APPLICATION TO REGISTER HIGHEST GROWTH IN DIGITAL TWIN MARKET DURING FORECAST PERIOD
    8.7 OTHER APPLICATIONS

9 DIGITAL TWIN MARKET, BY INDUSTRY (Page No. - 125)
    9.1 INTRODUCTION
    9.2 AEROSPACE
           9.2.1 AEROSPACE INDUSTRY LEVERAGES DIGITAL TWIN FOR PRODUCT DESIGNING & DEVELOPMENT, AND MAINTENANCE PURPOSE
    9.3 AUTOMOTIVE & TRANSPORTATION
           9.3.1 AUTOMOTIVE & TRANSPORTATION INDUSTRY USE DIGITAL TWIN MAINLY FOR PRODUCT DESIGN & DEVELOPMENT
    9.4 INFRASTRUCTURE
           9.4.1 INITIATION OF SMART CITY PROJECTS TO PROPEL DIGITAL TWIN MARKET
    9.5 HEALTHCARE
           9.5.1 GROWING DIGITALIZATION IN HEALTHCARE TO BOOST ADOPTION OF DIGITAL TWIN TECHNOLOGY
    9.6 ENERGY & UTILITIES
           9.6.1 DIGITAL TWIN HELPS UTILITIES TO IMPROVE PRODUCTIVITY AND EMERGENCY RESPONSE
    9.7 OIL & GAS
           9.7.1 PREDICTIVE MAINTENANCE APPLICATION TO HOLD MAXIMUM SHARE OF THE OIL & GAS DIGITAL TWIN MARKET
    9.8 AGRICULTURE
           9.8.1 FOCUS ON REAL-TIME MONITORING OF CROPS AND AGRICULTURAL MACHINES TO BOOST DIGITAL TWIN ADOPTION
    9.9 TELECOMMUNICATIONS
           9.9.1 5G COMMERCIALIZATION WOULD FUEL DEMAND FOR DIGITAL TWIN IN TELECOMMUNICATIONS
    9.10 RETAIL
           9.10.1 DIGITAL TWIN ENABLES TRACKING OF PRODUCT ACROSS SUPPLY CHAIN FOR INVENTORY MANAGEMENT
    9.11 OTHER INDUSTRIES

10 REGIONAL ANALYSIS (Page No. - 153)
     10.1 INTRODUCTION
     10.2 NORTH AMERICA
             10.2.1 US
                        10.2.1.1 Increasing demand from automotive and transportation industries drives digital twin market
             10.2.2 CANADA
                        10.2.2.1 Growing adoption of renewables and advanced technologies to boost demand for digital twin
             10.2.3 MEXICO
                        10.2.3.1 Expanding economy and government initiatives for developing automotive and energy & utilities industries to support digital twin market
     10.3 EUROPE
             10.3.1 GERMANY
                        10.3.1.1 Rising production of EVs to drive digital twin market
             10.3.2 FRANCE
                        10.3.2.1 Rising investments in vehicle manufacturing to boost demand for digital twins
             10.3.3 UK
                        10.3.3.1 Steady development of renewable energy infrastructure and adoption of 5G and IoT to drive market growth
             10.3.4 REST OF EUROPE
     10.4 ASIA PACIFIC
             10.4.1 CHINA
                        10.4.1.1 Rapid adoption of Industry 4.0 principles to drive market in China
             10.4.2 JAPAN
                        10.4.2.1 Heightened focus on incorporation of advanced technologies  in manufacturing to fuel market
             10.4.3 INDIA
                        10.4.3.1 Rising government initiatives for smart manufacturing to boost digital twin market in India
             10.4.4 SOUTH KOREA
                        10.4.4.1 Increasing government investments to spur market growth
             10.4.5 REST OF ASIA PACIFIC
     10.5 REST OF THE WORLD
             10.5.1 SOUTH AMERICA
                        10.5.1.1 Surging adoption of IIoT in mining and other industries to drive digital twin market
             10.5.2 MIDDLE EAST
                        10.5.2.1 Saudi Arabia
                        10.5.2.2 Growing implementation of advanced technologies in oil & gas and other industries to propel market growth
                        10.5.2.3 UAE
                        10.5.2.4 Government initiatives to promote smart manufacturing to augment demand for digital twin in UAE
                        10.5.2.5 Rest of the Middle East
             10.5.3 AFRICA
                        10.5.3.1 Demand from energy & utilities industry to underpin market growth in Africa

11 COMPETITIVE LANDSCAPE (Page No. - 187)
     11.1 OVERVIEW
     11.2 KEY PLAYER STRATEGIES/RIGHT TO WIN
             11.2.1 PRODUCT/SOLUTION PORTFOLIO
             11.2.2 REGIONAL FOCUS
             11.2.3 INDUSTRY FOOTPRINT
             11.2.4 ORGANIC/INORGANIC PLAY
     11.3 TOP COMPANY REVENUE ANALYSIS
     11.4 MARKET SHARE ANALYSIS, 2021
     11.5 COMPANY EVALUATION QUADRANT, 2021
             11.5.1 STAR
             11.5.2 EMERGING LEADER
             11.5.3 PERVASIVE
             11.5.4 PARTICIPANT
     11.6 STARTUP/SME EVALUATION QUADRANT, 2021
             11.6.1 PROGRESSIVE COMPANY
             11.6.2 RESPONSIVE COMPANY
             11.6.3 DYNAMIC COMPANY
             11.6.4 STARTING BLOCK
     11.7 DIGITAL TWIN MARKET: COMPANY FOOTPRINT (25 COMPANIES)
     11.8 COMPETITIVE BENCHMARKING
     11.9 COMPETITIVE SCENARIO AND TRENDS
             11.9.1 PRODUCT LAUNCHES
             11.9.2 DEALS
             11.9.3 OTHERS

12 COMPANY PROFILES (Page No. - 209)
     12.1 KEY PLAYERS
             12.1.1 GENERAL ELECTRIC
                        12.1.1.1 Business overview
                        12.1.1.2 Products/solutions offered
                        12.1.1.3 Recent developments
                                     12.1.1.3.1 Product launches
                                     12.1.1.3.2 Deals
                        12.1.1.4 MnM view
                                     12.1.1.4.1 Key strengths/right to win
                                     12.1.1.4.2 Strategic choices made
                                     12.1.1.4.3 Weaknesses and competitive threats
             12.1.2 MICROSOFT
                        12.1.2.1 Business overview
                        12.1.2.2 Products/solutions offered
                        12.1.2.3 Recent developments
                                     12.1.2.3.1 Product launches
                                     12.1.2.3.2 Deals
                        12.1.2.4 MnM view
                                     12.1.2.4.1 Key strengths/right to win
                                     12.1.2.4.2 Strategic choices made
                                     12.1.2.4.3 Weaknesses and competitive threats
             12.1.3 SIEMENS
                        12.1.3.1 Business overview
                        12.1.3.2 Products/solutions offered
                        12.1.3.3 Recent developments
                                     12.1.3.3.1 Product launches
                                     12.1.3.3.2 Deals
                        12.1.3.4 MnM view
                                     12.1.3.4.1 Key strengths/right to win
                                     12.1.3.4.2 Strategic choices made
                                     12.1.3.4.3 Weaknesses and competitive threats
             12.1.4 AMAZON (AWS)
                        12.1.4.1 Business overview
                        12.1.4.2 Products/solutions offered
                        12.1.4.3 Recent developments
                                     12.1.4.3.1 Product launches
                                     12.1.4.3.2 Deals
                        12.1.4.4 MnM view
                                     12.1.4.4.1 Key strengths/right to win
                                     12.1.4.4.2 Strategic choices made
                                     12.1.4.4.3 Weaknesses and competitive threats
             12.1.5 DASSAULT SYSTÈMES
                        12.1.5.1 Business overview
                        12.1.5.2 Products/solutions offered
                        12.1.5.3 Recent developments
                                     12.1.5.3.1 Product launches
                                     12.1.5.3.2 Deals
                        12.1.5.4 MnM view
                                     12.1.5.4.1 Key strengths/right to win
                                     12.1.5.4.2 Strategic choices made
                                     12.1.5.4.3 Weaknesses and competitive threats
             12.1.6 ANSYS
                        12.1.6.1 Business overview
                        12.1.6.2 Products/solutions offered
                        12.1.6.3 Recent developments
                                     12.1.6.3.1 Product launches
                                     12.1.6.3.2 Deals
                        12.1.6.4 MnM view
                                     12.1.6.4.1 Key strengths/right to win
                                     12.1.6.4.2 Strategic choices made
                                     12.1.6.4.3 Weaknesses and competitive threats
             12.1.7 IBM
                        12.1.7.1 Business overview
                        12.1.7.2 Products/solutions offered
                        12.1.7.3 Recent developments
                                     12.1.7.3.1 Product launches
                                     12.1.7.3.2 Deals
                        12.1.7.4 MnM view
                                     12.1.7.4.1 Key strengths/right to win
                                     12.1.7.4.2 Strategic choices made
                                     12.1.7.4.3 Weaknesses and competitive threats
             12.1.8 PTC
                        12.1.8.1 Business overview
                        12.1.8.2 Products/solutions offered
                        12.1.8.3 Recent developments
                                     12.1.8.3.1 Product launches
                                     12.1.8.3.2 Deals
                        12.1.8.4 MnM view
                                     12.1.8.4.1 Key strengths/right to win
                                     12.1.8.4.2 Strategic choices made
                                     12.1.8.4.3 Weaknesses and competitive threats
             12.1.9 SAP
                        12.1.9.1 Business overview
                        12.1.9.2 Products/solutions offered
                        12.1.9.3 Recent developments
                                     12.1.9.3.1 Deals
                        12.1.9.4 MnM view
                                     12.1.9.4.1 Key strengths/right to win
                                     12.1.9.4.2 Strategic choices made
                                     12.1.9.4.3 Weaknesses and competitive threats
             12.1.10 ORACLE
                        12.1.10.1 Business overview
                        12.1.10.2 Products/solutions offered
                        12.1.10.3 Recent developments
                                     12.1.10.3.1 Product launches
                                     12.1.10.3.2 Deals
                                     12.1.10.3.3 Others
                        12.1.10.4 MnM view
                                     12.1.10.4.1 Key strengths/right to win
                                     12.1.10.4.2 Strategic choices made
                                     12.1.10.4.3 Weaknesses and competitive threats
             12.1.11 ROBERT BOSCH
                        12.1.11.1 Business overview
                        12.1.11.2 Products/solutions offered
                        12.1.11.3 Recent developments
                                     12.1.11.3.1 Product launches
                                     12.1.11.3.2 Deals
                        12.1.11.4 MnM view
                                     12.1.11.4.1 Key strengths/right to win
                                     12.1.11.4.2 Strategic choices made
                                     12.1.11.4.3 Weaknesses and competitive threats
     12.2 OTHER KEY PLAYERS
             12.2.1 SWIM AI
             12.2.2 EMERSON
             12.2.3 ABB
             12.2.4 HONEYWELL
             12.2.5 SCHNEIDER ELECTRIC
             12.2.6 NAVVIS
             12.2.7 DNV
             12.2.8 AUTODESK
             12.2.9 ANDRITZ
             12.2.10 SOFTWARE AG
             12.2.11 BENTLEY SYSTEMS
             12.2.12 RIVER LOGIC
             12.2.13 ALTAIR
             12.2.14 JOHNSON CONTROLS

13 ADJACENT AND RELATED MARKET (Page No. - 277)
     13.1 IOT SENSORS MARKET
     13.2 INTRODUCTION
     13.3 WIRED
     13.4 WIRELESS

14 APPENDIX (Page No. - 283)
     14.1 INSIGHTS OF INDUSTRY EXPERTS
     14.2 DISCUSSION GUIDE
     14.3 KNOWLEDGE STORE: MARKETSANDMARKETS’  SUBSCRIPTION PORTAL
     14.4 AVAILABLE CUSTOMIZATIONS
     14.5 RELATED REPORTS
     14.6 AUTHOR DETAILS

LIST OF TABLES (129 Pages Report)

TABLE 1 LIST OF COMPANIES AND THEIR ROLE IN DIGITAL TWIN ECOSYSTEM
TABLE 2 AVERAGE SELLING PRICES OF PRODUCTS/SOLUTIONS, BY TOP THREE REGION (KEY PLAYERS)
TABLE 3 DIGITAL TWIN MARKET: PORTER’S FIVE FORCES ANALYSIS
TABLE 4 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE INDUSTRIES (%)
TABLE 5 KEY BUYING CRITERIA FOR TOP THREE END-USER INDUSTRIES
TABLE 6 TOP 15 PATENT OWNERS IN LAST 10 YEARS (2012–2021)
TABLE 7 PATENTS FILED FOR DIGITAL TWIN, 2021
TABLE 8 DIGITAL TWIN MARKET: DETAILED LIST OF CONFERENCES & EVENTS
TABLE 9 US: MFN TARIFFS FOR PRODUCTS WITH HS CODE 851769 (INCLUDING IOT & IIOT), BY KEY COUNTRY
TABLE 10 CHINA: FOR PRODUCTS WITH HS CODE 851769 (INCLUDING IOT & IIOT), BY KEY COUNTRY
TABLE 11 DIGITAL TWIN: STANDARDS AND REGULATIONS
TABLE 12 DIGITAL TWIN MARKET, BY ENTERPRISE, 2019–2021 (USD MILLION)
TABLE 13 DIGITAL TWIN MARKET, BY ENTERPRISE, 2022–2026 (USD MILLION)
TABLE 14 LARGE ENTERPRISES: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 15 LARGE ENTERPRISES: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 16 SMALL & MEDIUM ENTERPRISES: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 17 SMALL & MEDIUM ENTERPRISES: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 18 DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 19 DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 20 PRODUCT DESIGN & DEVELOPMENT: DIGITAL TWIN MARKET , BY INDUSTRY,  2018–2021 (USD MILLION)
TABLE 21 PRODUCT DESIGN & DEVELOPMENT: DIGITAL TWIN MARKET, BY INDUSTRY,  2022–2027 (USD MILLION)
TABLE 22 PERFORMANCE MONITORING: DIGITAL TWIN MARKET, 2018–2021 (USD MILLION)
TABLE 23 PERFORMANCE MONITORING: DIGITAL TWIN MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)
TABLE 24 PREDICTIVE MAINTENANCE: DIGITAL TWIN MARKET, BY INDUSTRY, 2018–2021 (USD MILLION)
TABLE 25 PREDICTIVE MAINTENANCE: DIGITAL TWIN MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)
TABLE 26 INVENTORY MANAGEMENT: DIGITAL TWIN MARKET, BY INDUSTRY, 2018–2021 (USD MILLION)
TABLE 27 INVENTORY MANAGEMENT: DIGITAL TWIN MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)
TABLE 28 BUSINESS OPTIMIZATION: DIGITAL TWIN MARKET, BY INDUSTRY, 2018–2021 (USD MILLION)
TABLE 29 BUSINESS OPTIMIZATION: DIGITAL TWIN MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)
TABLE 30 OTHER APPLICATIONS: DIGITAL TWIN MARKET, BY INDUSTRY 2018–2021 (USD MILLION)
TABLE 31 OTHER APPLICATIONS: DIGITAL TWIN MARKET, BY INDUSTRY 2022–2027 (USD MILLION)
TABLE 32 DIGITAL TWIN MARKET, BY INDUSTRY, 2018–2021 (USD MILLION)
TABLE 33 DIGITAL TWIN MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)
TABLE 34 AEROSPACE: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 35 AEROSPACE: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 36 AEROSPACE: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 37 AEROSPACE: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 38 AUTOMOTIVE & TRANSPORTATION: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 39 AUTOMOTIVE & TRANSPORTATION: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 40 AUTOMOTIVE & TRANSPORTATION: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 41 AUTOMOTIVE & TRANSPORTATION: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 42 INFRASTRUCTURE: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 43 INFRASTRUCTURE: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 44 INFRASTRUCTURE: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 45 INFRASTRUCTURE: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 46 HEALTHCARE: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 47 HEALTHCARE: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 48 HEALTHCARE: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 49 HEALTHCARE: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 50 ENERGY & UTILITIES: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 51 ENERGY & UTILITIES: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 52 ENERGY & UTILITIES: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 53 ENERGY & UTILITIES: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 54 OIL & GAS: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 55 OIL & GAS: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 56 OIL & GAS: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 57 OIL & GAS: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 58 AGRICULTURE: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 59 AGRICULTURE: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 60 AGRICULTURE: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 61 AGRICULTURE: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 62 TELECOMMUNICATIONS: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 63 TELECOMMUNICATIONS: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 64 TELECOMMUNICATIONS: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 65 TELECOMMUNICATIONS: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 66 RETAIL: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 67 RETAIL: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 68 RETAIL: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 69 RETAIL: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 70 OTHER APPLICATIONS: DIGITAL TWIN MARKET, BY APPLICATION, 2018–2021 (USD MILLION)
TABLE 71 OTHER APPLICATIONS: DIGITAL TWIN MARKET, BY APPLICATION, 2022–2027 (USD MILLION)
TABLE 72 OTHER APPLICATIONS: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 73 OTHER APPLICATIONS: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 74 DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 75 DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 76 NORTH AMERICA: DIGITAL TWIN MARKET, BY COUNTRY, 2018–2021 (USD MILLION)
TABLE 77 NORTH AMERICA: DIGITAL TWIN MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
TABLE 78 NORTH AMERICA: DIGITAL TWIN MARKET, BY INDUSTRY, 2018-2021 (USD MILLION)
TABLE 79 NORTH AMERICA: DIGITAL TWIN MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)
TABLE 80 NORTH AMERICA: DIGITAL TWIN MARKET, BY ENTERPRISE, 2018–2021 (USD MILLION)
TABLE 81 NORTH AMERICA: DIGITAL TWIN MARKET, BY ENTERPRISE, 2022–2027 (USD MILLION)
TABLE 82 EUROPE: DIGITAL TWIN MARKET, BY COUNTRY, 2018–2021 (USD MILLION)
TABLE 83 EUROPE: DIGITAL TWIN MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
TABLE 84 EUROPE: DIGITAL TWIN MARKET, BY INDUSTRY, 2018-2021 (USD MILLION)
TABLE 85 EUROPE: DIGITAL TWIN MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)
TABLE 86 EUROPE: DIGITAL TWIN MARKET, BY ENTERPRISE, 2018–2021 (USD MILLION)
TABLE 87 EUROPE: DIGITAL TWIN MARKET, BY ENTERPRISE, 2022–2027 (USD MILLION)
TABLE 88 ASIA PACIFIC: DIGITAL TWIN MARKET, BY COUNTRY, 2018–2021 (USD MILLION)
TABLE 89 ASIA PACIFIC: DIGITAL TWIN MARKET, BY COUNTRY, 2022–2027 (USD MILLION)
TABLE 90 ASIA PACIFIC: DIGITAL TWIN MARKET SIZE, BY INDUSTRY, 2018-2021 (USD MILLION)
TABLE 91 ASIA PACIFIC: DIGITAL TWIN MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)
TABLE 92 ASIA PACIFIC: DIGITAL TWIN MARKET, BY ENTERPRISE, 2018–2021 (USD MILLION)
TABLE 93 ASIA PACIFIC: DIGITAL TWIN MARKET, BY ENTERPRISE, 2022–2027 (USD MILLION)
TABLE 94 REST OF THE WORLD: DIGITAL TWIN MARKET, BY REGION, 2018–2021 (USD MILLION)
TABLE 95 REST OF THE WORLD: DIGITAL TWIN MARKET, BY REGION, 2022–2027 (USD MILLION)
TABLE 96 REST OF THE WORLD: DIGITAL TWIN MARKET, BY INDUSTRY, 2018-2021 (USD MILLION)
TABLE 97 REST OF THE WORLD: DIGITAL TWIN MARKET, BY INDUSTRY, 2022–2027 (USD MILLION)
TABLE 98 REST OF THE WORLD: DIGITAL TWIN MARKET, BY ENTERPRISE, 2018–2021 (USD MILLION)
TABLE 99 REST OF THE WORLD: DIGITAL TWIN MARKET, BY ENTERPRISE, 2022–2027 (USD MILLION)
TABLE 100 MIDDLE EAST: DIGITAL TWIN MARKET SIZE, BY COUNTRY, 2018–2021 (USD MILLION)
TABLE 101 MIDDLE EAST: DIGITAL TWIN MARKET SIZE, BY COUNTRY, 2022–2027 (USD MILLION)
TABLE 102 OVERVIEW OF STRATEGIES DEPLOYED BY DIGITAL TWIN COMPANIES
TABLE 103 DEGREE OF COMPETITION, DIGITAL TWIN MARKET (2021)
TABLE 104 COMPANY FOOTPRINT
TABLE 105 COMPANY INDUSTRY FOOTPRINT (25 COMPANIES)
TABLE 106 COMPANY ENTERPRISE FOOTPRINT (25 COMPANIES)
TABLE 107 COMPANY REGION FOOTPRINT (25 COMPANIES)
TABLE 108 DIGITAL TWIN MARKET: DETAILED LIST OF KEY STARTUP/SMES
TABLE 109 DIGITAL TWIN MARKET: COMPETITIVE BENCHMARKING OF KEY STARTUPS/SMES
TABLE 110 PRODUCT LAUNCHES, JANUARY–MAY 2022
TABLE 111 DEALS, JANUARY 2022–MAY 2022
TABLE 112 EXPANSIONS, APRIL 2022
TABLE 113 GENERAL ELECTRIC: BUSINESS OVERVIEW
TABLE 114 MICROSOFT: BUSINESS OVERVIEW
TABLE 115 SIEMENS: BUSINESS OVERVIEW
TABLE 116 AMAZON: BUSINESS OVERVIEW
TABLE 117 DASSAULT SYSTÈMES: BUSINESS OVERVIEW
TABLE 118 ANSYS: BUSINESS OVERVIEW
TABLE 119 IBM: BUSINESS OVERVIEW
TABLE 120 PTC: BUSINESS OVERVIEW
TABLE 121 SAP: BUSINESS OVERVIEW
TABLE 122 ORACLE: BUSINESS OVERVIEW
TABLE 123 ROBERT BOSCH: BUSINESS OVERVIEW
TABLE 124 IOT SENSORS MARKET, BY NETWORK TECHNOLOGY, 2017–2020 (USD MILLION)
TABLE 125 IOT SENSORS MARKET, BY NETWORK TECHNOLOGY, 2021–2026 (USD MILLION)
TABLE 126 IOT SENSORS MARKET FOR WIRED TECHNOLOGY, BY TYPE, 2017–2020 (USD MILLION)
TABLE 127 IOT SENSORS MARKET FOR WIRED TECHNOLOGY, BY TYPE, 2021–2026 (USD MILLION)
TABLE 128 IOT SENSORS MARKET FOR WIRELESS TECHNOLOGY, BY TYPE,  2017–2020 (USD MILLION)
TABLE 129 IOT SENSORS MARKET FOR WIRELESS TECHNOLOGY, BY TYPE,  2021–2026 (USD MILLION)


LIST OF FIGURES (68 FIGURES)

FIGURE 1 DIGITAL TWIN MARKET: SEGMENTATION
FIGURE 2 DIGITAL TWIN MARKET, BY REGION
FIGURE 3 DIGITAL TWIN MARKET: RESEARCH DESIGN
FIGURE 4 DIGITAL TWIN MARKET: RESEARCH APPROACH
FIGURE 5 BOTTOM-UP APPROACH
FIGURE 6 TOP-DOWN APPROACH
FIGURE 7 MARKET SIZE ESTIMATION METHODOLOGY: (DEMAND SIDE) — REVENUE GENERATED BY COMPANIES IN DIGITAL TWIN MARKET
FIGURE 8 DIGITAL TWIN MARKET: DATA TRIANGULATION
FIGURE 9 DIGITAL TWIN MARKET: REALISTIC, PESSIMISTIC, AND OPTIMISTIC RECOVERY SCENARIOS
FIGURE 10 PREDICTIVE MAINTENANCE SEGMENT TO HOLD LARGEST SHARE OF DIGITAL TWIN MARKET, BY APPLICATION, DURING FORECAST PERIOD
FIGURE 11 SMALL & MEDIUM ENTERPRISE SEGMENT TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 12 HEALTHCARE INDUSTRY TO REGISTER HIGHEST CAGR IN DIGITAL TWIN MARKET FROM 2022 TO 2027
FIGURE 13 NORTH AMERICA ACCOUNTED FOR LARGEST SHARE OF DIGITAL TWIN MARKET IN 2021
FIGURE 14 RISING EMPHASIS ON DIGITAL TWIN IN MANUFACTURING TO FUEL MARKET GROWTH
FIGURE 15 PREDICTIVE MAINTENANCE APPLICATION TO HOLD LARGEST SHARE OF DIGITAL TWIN MARKET DURING FORECAST PERIOD
FIGURE 16 AUTOMOTIVE & TRANSPORTATION INDUSTRY AND US TO ACCOUNT FOR LARGEST SHARES OF NORTH AMERICA DIGITAL TWIN MARKET IN 2022
FIGURE 17 HEALTHCARE INDUSTRY TO REGISTER HIGHEST CAGR DURING FORECAST PERIOD
FIGURE 18 US TO DOMINATE GLOBAL DIGITAL TWIN MARKET DURING FORECAST PERIOD
FIGURE 19 DIGITAL TWIN MARKET: DRIVERS, RESTRAINTS, OPPORTUNITIES, AND CHALLENGES
FIGURE 20 IMPACT OF DRIVERS ON DIGITAL TWIN MARKET
FIGURE 21 IMPACT OF RESTRAINTS ON DIGITAL TWIN MARKET
FIGURE 22 IMPACT OF OPPORTUNITIES ON DIGITAL TWIN MARKET
FIGURE 23 IMPACT OF CHALLENGES ON DIGITAL TWIN MARKET
FIGURE 24 VALUE CHAIN ANALYSIS: DIGITAL TWIN MARKET
FIGURE 25 DIGITAL TWIN ECOSYSTEM
FIGURE 26 AVERAGE SELLING PRICES OF PRODUCTS/SOLUTIONS, BY TOP THREE REGION (KEY PLAYERS)
FIGURE 27 DIGITAL TWIN MARKET: DIGITAL TWIN SOLUTION BUDGET TREND
FIGURE 28 REVENUE SHIFT IN DIGITAL TWIN MARKET
FIGURE 29 DIGITAL TWIN AND RELATED TECHNOLOGIES
FIGURE 30 PORTER’S FIVE FORCES ANALYSIS
FIGURE 31 INFLUENCE OF STAKEHOLDERS IN BUYING PROCESS FOR TOP THREE INDUSTRIES
FIGURE 32 KEY BUYING CRITERIA FOR TOP THREE END-USER INDUSTRIES
FIGURE 33 IMPORT DATA FOR HS CODE 851769 FOR TOP COUNTRIES, 2017–2021 (USD MILLION)
FIGURE 34 EXPORT DATA FOR HS CODE 851769 FOR TOP COUNTRIES, 2017–2021 (USD MILLION)
FIGURE 35 DIGITAL TWIN PATENTS FROM 2012 TO 2021
FIGURE 36 TOP 10 COMPANIES WITH LARGEST NUMBER OF PATENT APPLICATIONS FOR DIGITAL TWINS, 2012–2021
FIGURE 37 VARIOUS STANDARDS & REGULATIONS FOR DIGITAL TWIN
FIGURE 38 DIGITAL TWIN MARKET, BY USAGE TYPE
FIGURE 39 DIGITAL TWIN MARKET, BY ENTERPRISE
FIGURE 40 DIGITAL TWIN MARKET FOR SMALL & MEDIUM ENTERPRISES TO GROW AT HIGHER CAGR DURING FORECAST PERIOD
FIGURE 41 DIGITAL TWIN MARKET, BY APPLICATION
FIGURE 42 PREDICTIVE MAINTENANCE SEGMENT TO ACCOUNT FOR LARGEST SIZE OF DIGITAL TWIN MARKET DURING FORECAST PERIOD
FIGURE 43 DIGITAL TWIN MARKET, BY INDUSTRY
FIGURE 44 HEALTHCARE SEGMENT EXPECTED TO GROW AT HIGHEST CAGR IN DIGITAL TWIN MARKET DURING FORECAST PERIOD
FIGURE 45 PREDICTIVE MAINTENANCE APPLICATION TO ACCOUNT FOR LARGEST SHARE OF DIGITAL TWIN MARKET FOR HEALTHCARE DURING FORECAST PERIOD
FIGURE 46 DIGITAL TWIN MARKET IN CHINA TO REGISTER HIGHEST CAGR FROM 2022 TO 2027
FIGURE 47 NORTH AMERICA TO DOMINATE DIGITAL TWIN MARKET DURING FORECAST PERIOD
FIGURE 48 NORTH AMERICA: DIGITAL TWIN MARKET SNAPSHOT
FIGURE 49 EUROPE: DIGITAL TWIN MARKET SNAPSHOT
FIGURE 50 ASIA PACIFIC: DIGITAL TWIN MARKET SNAPSHOT
FIGURE 51 REST OF THE WORLD: DIGITAL TWIN MARKET SNAPSHOT
FIGURE 52 DIGITAL TWIN MARKET: COMPANY EVALUATION QUADRANT, 2021
FIGURE 53 DIGITAL TWIN MARKET: COMPANY EVALUATION QUADRANT, 2021
FIGURE 54 DIGITAL TWIN MARKET, STARTUPS/SME EVALUATION QUADRANT, 2021
FIGURE 55 GENERAL ELECTRIC: COMPANY SNAPSHOT
FIGURE 56 MICROSOFT: COMPANY SNAPSHOT
FIGURE 57 SIEMENS: COMPANY SNAPSHOT
FIGURE 58 AMAZON: COMPANY SNAPSHOT
FIGURE 59 DASSAULT SYSTÈMES: COMPANY SNAPSHOT
FIGURE 60 ANSYS: COMPANY SNAPSHOT
FIGURE 61 IBM: COMPANY SNAPSHOT
FIGURE 62 PTC: COMPANY SNAPSHOT
FIGURE 63 SAP: COMPANY SNAPSHOT
FIGURE 64 ORACLE: COMPANY SNAPSHOT
FIGURE 65 ROBERT BOSCH: COMPANY SNAPSHOT
FIGURE 66 SNAPSHOT OF KEY NETWORK TECHNOLOGIES IN IOT SENSORS MARKET
FIGURE 67 WIRELESS NETWORK TECHNOLOGY SEGMENT TO LEAD IOT SENSORS MARKET FROM 2021 TO 2026
FIGURE 68 ETHERNET SEGMENT TO HOLD LARGEST SIZE OF IOT SENSORS MARKET FOR WIRED TECHNOLOGY FROM 2021 TO 2026