Global Human-machine Collaboration Market Research Report 2023

The global Human-machine Collaboration market was valued at US$ million in 2022 and is anticipated to reach US$ million by 2029, witnessing a CAGR of % during the forecast period 2023-2029. The influence of COVID-19 and the Russia-Ukraine War were considered while estimating market sizes.

North American market for Human-machine Collaboration is estimated to increase from $ million in 2023 to reach $ million by 2029, at a CAGR of % during the forecast period of 2023 through 2029.

Asia-Pacific market for Human-machine Collaboration is estimated to increase from $ million in 2023 to reach $ million by 2029, at a CAGR of % during the forecast period of 2023 through 2029.

The global market for Human-machine Collaboration in Financial Industry is estimated to increase from $ million in 2023 to $ million by 2029, at a CAGR of % during the forecast period of 2023 through 2029.

The key global companies of Human-machine Collaboration include Alphabet, Apple, Amazon, Microsoft, Meta, Baidu, SenseTime, Megvii Technology and Yitu, etc. In 2022, the world's top three vendors accounted for approximately % of the revenue.

This report aims to provide a comprehensive presentation of the global market for Human-machine Collaboration, with both quantitative and qualitative analysis, to help readers develop business/growth strategies, assess the market competitive situation, analyze their position in the current marketplace, and make informed business decisions regarding Human-machine Collaboration.

The Human-machine Collaboration market size, estimations, and forecasts are provided in terms of and revenue ($ millions), considering 2022 as the base year, with history and forecast data for the period from 2018 to 2029. This report segments the global Human-machine Collaboration market comprehensively. Regional market sizes, concerning products by type, by application, and by players, are also provided.

For a more in-depth understanding of the market, the report provides profiles of the competitive landscape, key competitors, and their respective market ranks. The report also discusses technological trends and new product developments.

The report will help the Human-machine Collaboration companies, new entrants, and industry chain related companies in this market with information on the revenues for the overall market and the sub-segments across the different segments, by company, by type, by application, and by regions.

1.1 Study Scope

1.2 Market Analysis by Type

1.2.1 Global Human-machine Collaboration Market Size Growth Rate by Type: 2018 VS 2022 VS 2029

1.2.2 Smart Device

1.2.3 Platforms and Systems

1.3 Market by Application

1.3.1 Global Human-machine Collaboration Market Growth by Application: 2018 VS 2022 VS 2029

1.3.2 Financial Industry

1.3.3 Manufacturing Industry

1.3.4 Healthcare

1.3.5 Services

1.3.6 Other

1.4 Study Objectives

1.5 Years Considered

1.6 Years Considered

2.1 Global Human-machine Collaboration Market Perspective (2018-2029)

2.2 Human-machine Collaboration Growth Trends by Region

2.2.1 Global Human-machine Collaboration Market Size by Region: 2018 VS 2022 VS 2029

2.2.2 Human-machine Collaboration Historic Market Size by Region (2018-2023)

2.2.3 Human-machine Collaboration Forecasted Market Size by Region (2024-2029)

2.3 Human-machine Collaboration Market Dynamics

2.3.1 Human-machine Collaboration Industry Trends

2.3.2 Human-machine Collaboration Market Drivers

2.3.3 Human-machine Collaboration Market Challenges

2.3.4 Human-machine Collaboration Market Restraints

3.1 Global Top Human-machine Collaboration Players by Revenue

3.1.1 Global Top Human-machine Collaboration Players by Revenue (2018-2023)

3.1.2 Global Human-machine Collaboration Revenue Market Share by Players (2018-2023)

3.2 Global Human-machine Collaboration Market Share by Company Type (Tier 1, Tier 2, and Tier 3)

3.3 Players Covered: Ranking by Human-machine Collaboration Revenue

3.4 Global Human-machine Collaboration Market Concentration Ratio

3.4.1 Global Human-machine Collaboration Market Concentration Ratio (CR5 and HHI)

3.4.2 Global Top 10 and Top 5 Companies by Human-machine Collaboration Revenue in 2022

3.5 Human-machine Collaboration Key Players Head office and Area Served

3.6 Key Players Human-machine Collaboration Product Solution and Service

3.7 Date of Enter into Human-machine Collaboration Market

3.8 Mergers & Acquisitions, Expansion Plans

4.1 Global Human-machine Collaboration Historic Market Size by Type (2018-2023)

4.2 Global Human-machine Collaboration Forecasted Market Size by Type (2024-2029)

5.1 Global Human-machine Collaboration Historic Market Size by Application (2018-2023)

5.2 Global Human-machine Collaboration Forecasted Market Size by Application (2024-2029)

6.1 North America Human-machine Collaboration Market Size (2018-2029)

6.2 North America Human-machine Collaboration Market Growth Rate by Country: 2018 VS 2022 VS 2029

6.3 North America Human-machine Collaboration Market Size by Country (2018-2023)

6.4 North America Human-machine Collaboration Market Size by Country (2024-2029)

6.5 United States

6.6 Canada

7.1 Europe Human-machine Collaboration Market Size (2018-2029)

7.2 Europe Human-machine Collaboration Market Growth Rate by Country: 2018 VS 2022 VS 2029

7.3 Europe Human-machine Collaboration Market Size by Country (2018-2023)

7.4 Europe Human-machine Collaboration Market Size by Country (2024-2029)

7.5 Germany

7.6 France

7.7 U.K.

7.8 Italy

7.9 Russia

7.10 Nordic Countries

8.1 Asia-Pacific Human-machine Collaboration Market Size (2018-2029)

8.2 Asia-Pacific Human-machine Collaboration Market Growth Rate by Region: 2018 VS 2022 VS 2029

8.3 Asia-Pacific Human-machine Collaboration Market Size by Region (2018-2023)

8.4 Asia-Pacific Human-machine Collaboration Market Size by Region (2024-2029)

8.5 China

8.6 Japan

8.7 South Korea

8.8 Southeast Asia

8.9 India

8.10 Australia

9.1 Latin America Human-machine Collaboration Market Size (2018-2029)

9.2 Latin America Human-machine Collaboration Market Growth Rate by Country: 2018 VS 2022 VS 2029

9.3 Latin America Human-machine Collaboration Market Size by Country (2018-2023)

9.4 Latin America Human-machine Collaboration Market Size by Country (2024-2029)

9.5 Mexico

9.6 Brazil

10.1 Middle East & Africa Human-machine Collaboration Market Size (2018-2029)

10.2 Middle East & Africa Human-machine Collaboration Market Growth Rate by Country: 2018 VS 2022 VS 2029

10.3 Middle East & Africa Human-machine Collaboration Market Size by Country (2018-2023)

10.4 Middle East & Africa Human-machine Collaboration Market Size by Country (2024-2029)

10.5 Turkey

10.6 Saudi Arabia

10.7 UAE

11.1 Alphabet

11.1.1 Alphabet Company Detail

11.1.2 Alphabet Business Overview

11.1.3 Alphabet Human-machine Collaboration Introduction

11.1.4 Alphabet Revenue in Human-machine Collaboration Business (2018-2023)

11.1.5 Alphabet Recent Development

11.2 Apple

11.2.1 Apple Company Detail

11.2.2 Apple Business Overview

11.2.3 Apple Human-machine Collaboration Introduction

11.2.4 Apple Revenue in Human-machine Collaboration Business (2018-2023)

11.2.5 Apple Recent Development

11.3 Amazon

11.3.1 Amazon Company Detail

11.3.2 Amazon Business Overview

11.3.3 Amazon Human-machine Collaboration Introduction

11.3.4 Amazon Revenue in Human-machine Collaboration Business (2018-2023)

11.3.5 Amazon Recent Development

11.4 Microsoft

11.4.1 Microsoft Company Detail

11.4.2 Microsoft Business Overview

11.4.3 Microsoft Human-machine Collaboration Introduction

11.4.4 Microsoft Revenue in Human-machine Collaboration Business (2018-2023)

11.4.5 Microsoft Recent Development

11.5 Meta

11.5.1 Meta Company Detail

11.5.2 Meta Business Overview

11.5.3 Meta Human-machine Collaboration Introduction

11.5.4 Meta Revenue in Human-machine Collaboration Business (2018-2023)

11.5.5 Meta Recent Development

11.6 Baidu

11.6.1 Baidu Company Detail

11.6.2 Baidu Business Overview

11.6.3 Baidu Human-machine Collaboration Introduction

11.6.4 Baidu Revenue in Human-machine Collaboration Business (2018-2023)

11.6.5 Baidu Recent Development

11.7 SenseTime

11.7.1 SenseTime Company Detail

11.7.2 SenseTime Business Overview

11.7.3 SenseTime Human-machine Collaboration Introduction

11.7.4 SenseTime Revenue in Human-machine Collaboration Business (2018-2023)

11.7.5 SenseTime Recent Development

11.8 Megvii Technology

11.8.1 Megvii Technology Company Detail

11.8.2 Megvii Technology Business Overview

11.8.3 Megvii Technology Human-machine Collaboration Introduction

11.8.4 Megvii Technology Revenue in Human-machine Collaboration Business (2018-2023)

11.8.5 Megvii Technology Recent Development

11.9 Yitu

11.9.1 Yitu Company Detail

11.9.2 Yitu Business Overview

11.9.3 Yitu Human-machine Collaboration Introduction

11.9.4 Yitu Revenue in Human-machine Collaboration Business (2018-2023)

11.9.5 Yitu Recent Development

11.10 Hikvision

11.10.1 Hikvision Company Detail

11.10.2 Hikvision Business Overview

11.10.3 Hikvision Human-machine Collaboration Introduction

11.10.4 Hikvision Revenue in Human-machine Collaboration Business (2018-2023)

11.10.5 Hikvision Recent Development

11.11 Iflytek

11.11.1 Iflytek Company Detail

11.11.2 Iflytek Business Overview

11.11.3 Iflytek Human-machine Collaboration Introduction

11.11.4 Iflytek Revenue in Human-machine Collaboration Business (2018-2023)

11.11.5 Iflytek Recent Development

11.12 ArcSoft

11.12.1 ArcSoft Company Detail

11.12.2 ArcSoft Business Overview

11.12.3 ArcSoft Human-machine Collaboration Introduction

11.12.4 ArcSoft Revenue in Human-machine Collaboration Business (2018-2023)

11.12.5 ArcSoft Recent Development

11.13 Cambricon Technologies

11.13.1 Cambricon Technologies Company Detail

11.13.2 Cambricon Technologies Business Overview

11.13.3 Cambricon Technologies Human-machine Collaboration Introduction

11.13.4 Cambricon Technologies Revenue in Human-machine Collaboration Business (2018-2023)

11.13.5 Cambricon Technologies Recent Development

13.1 Research Methodology

13.1.1 Methodology/Research Approach

13.1.2 Data Source

13.2 Disclaimer

13.3 Author Details

List of Tables

    Table 1. Global Human-machine Collaboration Market Size Growth Rate by Type (US$ Million): 2018 VS 2022 VS 2029

    Table 2. Key Players of Smart Device

    Table 3. Key Players of Platforms and Systems

    Table 4. Global Human-machine Collaboration Market Size Growth by Application (US$ Million): 2018 VS 2022 VS 2029

    Table 5. Global Human-machine Collaboration Market Size by Region (US$ Million): 2018 VS 2022 VS 2029

    Table 6. Global Human-machine Collaboration Market Size by Region (2018-2023) & (US$ Million)

    Table 7. Global Human-machine Collaboration Market Share by Region (2018-2023)

    Table 8. Global Human-machine Collaboration Forecasted Market Size by Region (2024-2029) & (US$ Million)

    Table 9. Global Human-machine Collaboration Market Share by Region (2024-2029)

    Table 10. Human-machine Collaboration Market Trends

    Table 11. Human-machine Collaboration Market Drivers

    Table 12. Human-machine Collaboration Market Challenges

    Table 13. Human-machine Collaboration Market Restraints

    Table 14. Global Human-machine Collaboration Revenue by Players (2018-2023) & (US$ Million)

    Table 15. Global Human-machine Collaboration Market Share by Players (2018-2023)

    Table 16. Global Top Human-machine Collaboration Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Human-machine Collaboration as of 2022)

    Table 17. Ranking of Global Top Human-machine Collaboration Companies by Revenue (US$ Million) in 2022

    Table 18. Global 5 Largest Players Market Share by Human-machine Collaboration Revenue (CR5 and HHI) & (2018-2023)

    Table 19. Key Players Headquarters and Area Served

    Table 20. Key Players Human-machine Collaboration Product Solution and Service

    Table 21. Date of Enter into Human-machine Collaboration Market

    Table 22. Mergers & Acquisitions, Expansion Plans

    Table 23. Global Human-machine Collaboration Market Size by Type (2018-2023) & (US$ Million)

    Table 24. Global Human-machine Collaboration Revenue Market Share by Type (2018-2023)

    Table 25. Global Human-machine Collaboration Forecasted Market Size by Type (2024-2029) & (US$ Million)

    Table 26. Global Human-machine Collaboration Revenue Market Share by Type (2024-2029)

    Table 27. Global Human-machine Collaboration Market Size by Application (2018-2023) & (US$ Million)

    Table 28. Global Human-machine Collaboration Revenue Market Share by Application (2018-2023)

    Table 29. Global Human-machine Collaboration Forecasted Market Size by Application (2024-2029) & (US$ Million)

    Table 30. Global Human-machine Collaboration Revenue Market Share by Application (2024-2029)

    Table 31. North America Human-machine Collaboration Market Size Growth Rate by Country (US$ Million): 2018 VS 2022 VS 2029

    Table 32. North America Human-machine Collaboration Market Size by Country (2018-2023) & (US$ Million)

    Table 33. North America Human-machine Collaboration Market Size by Country (2024-2029) & (US$ Million)

    Table 34. Europe Human-machine Collaboration Market Size Growth Rate by Country (US$ Million): 2018 VS 2022 VS 2029

    Table 35. Europe Human-machine Collaboration Market Size by Country (2018-2023) & (US$ Million)

    Table 36. Europe Human-machine Collaboration Market Size by Country (2024-2029) & (US$ Million)

    Table 37. Asia-Pacific Human-machine Collaboration Market Size Growth Rate by Region (US$ Million): 2018 VS 2022 VS 2029

    Table 38. Asia-Pacific Human-machine Collaboration Market Size by Region (2018-2023) & (US$ Million)

    Table 39. Asia-Pacific Human-machine Collaboration Market Size by Region (2024-2029) & (US$ Million)

    Table 40. Latin America Human-machine Collaboration Market Size Growth Rate by Country (US$ Million): 2018 VS 2022 VS 2029

    Table 41. Latin America Human-machine Collaboration Market Size by Country (2018-2023) & (US$ Million)

    Table 42. Latin America Human-machine Collaboration Market Size by Country (2024-2029) & (US$ Million)

    Table 43. Middle East & Africa Human-machine Collaboration Market Size Growth Rate by Country (US$ Million): 2018 VS 2022 VS 2029

    Table 44. Middle East & Africa Human-machine Collaboration Market Size by Country (2018-2023) & (US$ Million)

    Table 45. Middle East & Africa Human-machine Collaboration Market Size by Country (2024-2029) & (US$ Million)

    Table 46. Alphabet Company Detail

    Table 47. Alphabet Business Overview

    Table 48. Alphabet Human-machine Collaboration Product

    Table 49. Alphabet Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 50. Alphabet Recent Development

    Table 51. Apple Company Detail

    Table 52. Apple Business Overview

    Table 53. Apple Human-machine Collaboration Product

    Table 54. Apple Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 55. Apple Recent Development

    Table 56. Amazon Company Detail

    Table 57. Amazon Business Overview

    Table 58. Amazon Human-machine Collaboration Product

    Table 59. Amazon Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 60. Amazon Recent Development

    Table 61. Microsoft Company Detail

    Table 62. Microsoft Business Overview

    Table 63. Microsoft Human-machine Collaboration Product

    Table 64. Microsoft Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 65. Microsoft Recent Development

    Table 66. Meta Company Detail

    Table 67. Meta Business Overview

    Table 68. Meta Human-machine Collaboration Product

    Table 69. Meta Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 70. Meta Recent Development

    Table 71. Baidu Company Detail

    Table 72. Baidu Business Overview

    Table 73. Baidu Human-machine Collaboration Product

    Table 74. Baidu Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 75. Baidu Recent Development

    Table 76. SenseTime Company Detail

    Table 77. SenseTime Business Overview

    Table 78. SenseTime Human-machine Collaboration Product

    Table 79. SenseTime Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 80. SenseTime Recent Development

    Table 81. Megvii Technology Company Detail

    Table 82. Megvii Technology Business Overview

    Table 83. Megvii Technology Human-machine Collaboration Product

    Table 84. Megvii Technology Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 85. Megvii Technology Recent Development

    Table 86. Yitu Company Detail

    Table 87. Yitu Business Overview

    Table 88. Yitu Human-machine Collaboration Product

    Table 89. Yitu Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 90. Yitu Recent Development

    Table 91. Hikvision Company Detail

    Table 92. Hikvision Business Overview

    Table 93. Hikvision Human-machine Collaboration Product

    Table 94. Hikvision Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 95. Hikvision Recent Development

    Table 96. Iflytek Company Detail

    Table 97. Iflytek Business Overview

    Table 98. Iflytek Human-machine Collaboration Product

    Table 99. Iflytek Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 100. Iflytek Recent Development

    Table 101. ArcSoft Company Detail

    Table 102. ArcSoft Business Overview

    Table 103. ArcSoft Human-machine Collaboration Product

    Table 104. ArcSoft Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 105. ArcSoft Recent Development

    Table 106. Cambricon Technologies Company Detail

    Table 107. Cambricon Technologies Business Overview

    Table 108. Cambricon Technologies Human-machine Collaboration Product

    Table 109. Cambricon Technologies Revenue in Human-machine Collaboration Business (2018-2023) & (US$ Million)

    Table 110. Cambricon Technologies Recent Development

    Table 111. Research Programs/Design for This Report

    Table 112. Key Data Information from Secondary Sources

    Table 113. Key Data Information from Primary Sources

List of Figures

    Figure 1. Global Human-machine Collaboration Market Size Comparison by Type (2023-2029) & (US$ Million)

    Figure 2. Global Human-machine Collaboration Market Share by Type: 2022 VS 2029

    Figure 3. Smart Device Features

    Figure 4. Platforms and Systems Features

    Figure 5. Global Human-machine Collaboration Market Size Comparison by Application (2023-2029) & (US$ Million)

    Figure 6. Global Human-machine Collaboration Market Share by Application: 2022 VS 2029

    Figure 7. Financial Industry Case Studies

    Figure 8. Manufacturing Industry Case Studies

    Figure 9. Healthcare Case Studies

    Figure 10. Services Case Studies

    Figure 11. Other Case Studies

    Figure 12. Human-machine Collaboration Report Years Considered

    Figure 13. Global Human-machine Collaboration Market Size (US$ Million), Year-over-Year: 2018-2029

    Figure 14. Global Human-machine Collaboration Market Size, (US$ Million), 2018 VS 2022 VS 2029

    Figure 15. Global Human-machine Collaboration Market Share by Region: 2022 VS 2029

    Figure 16. Global Human-machine Collaboration Market Share by Players in 2022

    Figure 17. Global Top Human-machine Collaboration Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in Human-machine Collaboration as of 2022)

    Figure 18. The Top 10 and 5 Players Market Share by Human-machine Collaboration Revenue in 2022

    Figure 19. North America Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 20. North America Human-machine Collaboration Market Share by Country (2018-2029)

    Figure 21. United States Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 22. Canada Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 23. Europe Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 24. Europe Human-machine Collaboration Market Share by Country (2018-2029)

    Figure 25. Germany Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 26. France Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 27. U.K. Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 28. Italy Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 29. Russia Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 30. Nordic Countries Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 31. Asia-Pacific Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 32. Asia-Pacific Human-machine Collaboration Market Share by Region (2018-2029)

    Figure 33. China Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 34. Japan Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 35. South Korea Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 36. Southeast Asia Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 37. India Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 38. Australia Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 39. Latin America Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 40. Latin America Human-machine Collaboration Market Share by Country (2018-2029)

    Figure 41. Mexico Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 42. Brazil Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 43. Middle East & Africa Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 44. Middle East & Africa Human-machine Collaboration Market Share by Country (2018-2029)

    Figure 45. Turkey Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 46. Saudi Arabia Human-machine Collaboration Market Size YoY Growth (2018-2029) & (US$ Million)

    Figure 47. Alphabet Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 48. Apple Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 49. Amazon Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 50. Microsoft Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 51. Meta Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 52. Baidu Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 53. SenseTime Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 54. Megvii Technology Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 55. Yitu Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 56. Hikvision Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 57. Iflytek Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 58. ArcSoft Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 59. Cambricon Technologies Revenue Growth Rate in Human-machine Collaboration Business (2018-2023)

    Figure 60. Bottom-up and Top-down Approaches for This Report

    Figure 61. Data Triangulation

    Figure 62. Key Executives Interviewed