img

Global 3D Machine Vision Market Research Report 2024


Published on: 2024-01-04 | No of Pages : 400 | Industry : Latest Trends

Publisher : MRA | Format : PDF

Global 3D Machine Vision Market Research Report 2024

Machine vision (MV) is the technology and methods used to provide imaging-based automatic inspection and analysis for such applications as automatic inspection, process control, and robot guidance, usually in industry.Machine visions are primarily of two types – 2D (two dimensional) and 3D (three dimensional).3D machine vision systems deals with all the three axes (X, Y, and Z). 3D Machine Vision scanners gives a point cloud (three dimensional coordinates) output.
According to MRA Research’s new survey, global 3D Machine Vision market is projected to reach US$ 2055.7 million in 2033, increasing from US$ 1301.9 million in 2023, with the CAGR of 6.3% during the period of 2023 to 2033. Influencing issues, such as economy environments, COVID-19 and Russia-Ukraine War, have led to great market fluctuations in the past few years and are considered comprehensively in the whole 3D Machine Vision market research.
In terms of geography,Asia Pacific held the maximum share of the global 3D Machine Vision market in 2017.The market in this region is anticipated to grow at a considerable rate between 2018 and 2025. Rising adoption of automation across all industry verticals, especially in automotive and consumer electronics, is one of the prime reasons for the growth of the market in this region. Moreover, existence of key manufacturing companies in countries such as Japan, China, and South Korea will boost the growth of the 3D Machine Vision market in the Asia Pacific region
Report Scope
This report, based on historical analysis (2018-2023) and forecast calculation (2023-2033), aims to help readers to get a comprehensive understanding of global 3D Machine Vision market with multiple angles, which provides sufficient supports to readers’ strategy and decision making.



By Company


Cognex
Keyence
National Instruments
Isra Vision
Basler
Sick
Mvtec Software
Tordivel
Stemmer Imaging
LMI Technologies
Hermary Opto Electronics
Ricoh
Segment by Type
PC Based System
Smart Camera Based System

Segment by Application


Quality Assurance and Inspection
Positioning and Guidance
Measurement
Identification
By Region
North America
United States
Canada
Europe
Germany
France
UK
Italy
Russia
Nordic Countries
Rest of Europe
Asia-Pacific
China
Japan
South Korea
Southeast Asia
India
Australia
Rest of Asia
Latin America
Mexico
Brazil
Rest of Latin America
Middle East & Africa
Turkey
Saudi Arabia
UAE
Rest of MEA
The 3D Machine Vision report covers below items
Chapter 1Product Basic Information (Definition, Type and Application)
Chapter 2Global market size, regional market size. Market Opportunities and Challenges
Chapter 3Companies’ Competition Patterns
Chapter 4Product Type Analysis
Chapter 5Product Application Analysis
Chapter 6 to 10Country Level Value Analysis
Chapter 11Companies' Outline
Chapter 12Market Conclusions
Chapter 13Research Methodology and Data Source

Table of Content

1 Report Overview
1.1 Study Scope
1.2 Market Analysis by Type
1.2.1 Global 3D Machine Vision Market Size Growth Rate by Type: 2018 VS 2023 VS 2033
1.2.2 PC Based System
1.2.3 Smart Camera Based System
1.3 Market by Application
1.3.1 Global 3D Machine Vision Market Growth by Application: 2018 VS 2023 VS 2033
1.3.2 Quality Assurance and Inspection
1.3.3 Positioning and Guidance
1.3.4 Measurement
1.3.5 Identification
1.4 Study Objectives
1.5 Years Considered
1.6 Years Considered
2 Global Growth Trends
2.1 Global 3D Machine Vision Market Perspective (2018-2033)
2.2 3D Machine Vision Growth Trends by Region
2.2.1 Global 3D Machine Vision Market Size by Region: 2018 VS 2023 VS 2033
2.2.2 3D Machine Vision Historic Market Size by Region (2018-2023)
2.2.3 3D Machine Vision Forecasted Market Size by Region (2024-2033)
2.3 3D Machine Vision Market Dynamics
2.3.1 3D Machine Vision Industry Trends
2.3.2 3D Machine Vision Market Drivers
2.3.3 3D Machine Vision Market Challenges
2.3.4 3D Machine Vision Market Restraints
3 Competition Landscape by Key Players
3.1 Global Top 3D Machine Vision Players by Revenue
3.1.1 Global Top 3D Machine Vision Players by Revenue (2018-2023)
3.1.2 Global 3D Machine Vision Revenue Market Share by Players (2018-2023)
3.2 Global 3D Machine Vision Market Share by Company Type (Tier 1, Tier 2, and Tier 3)
3.3 Players Covered: Ranking by 3D Machine Vision Revenue
3.4 Global 3D Machine Vision Market Concentration Ratio
3.4.1 Global 3D Machine Vision Market Concentration Ratio (CR5 and HHI)
3.4.2 Global Top 10 and Top 5 Companies by 3D Machine Vision Revenue in 2023
3.5 3D Machine Vision Key Players Head office and Area Served
3.6 Key Players 3D Machine Vision Product Solution and Service
3.7 Date of Enter into 3D Machine Vision Market
3.8 Mergers & Acquisitions, Expansion Plans
4 3D Machine Vision Breakdown Data by Type
4.1 Global 3D Machine Vision Historic Market Size by Type (2018-2023)
4.2 Global 3D Machine Vision Forecasted Market Size by Type (2024-2033)
5 3D Machine Vision Breakdown Data by Application
5.1 Global 3D Machine Vision Historic Market Size by Application (2018-2023)
5.2 Global 3D Machine Vision Forecasted Market Size by Application (2024-2033)
6 North America
6.1 North America 3D Machine Vision Market Size (2018-2033)
6.2 North America 3D Machine Vision Market Growth Rate by Country: 2018 VS 2023 VS 2033
6.3 North America 3D Machine Vision Market Size by Country (2018-2023)
6.4 North America 3D Machine Vision Market Size by Country (2024-2033)
6.5 United States
6.6 Canada
7 Europe
7.1 Europe 3D Machine Vision Market Size (2018-2033)
7.2 Europe 3D Machine Vision Market Growth Rate by Country: 2018 VS 2023 VS 2033
7.3 Europe 3D Machine Vision Market Size by Country (2018-2023)
7.4 Europe 3D Machine Vision Market Size by Country (2024-2033)
7.5 Germany
7.6 France
7.7 U.K.
7.8 Italy
7.9 Russia
7.10 Nordic Countries
8 Asia-Pacific
8.1 Asia-Pacific 3D Machine Vision Market Size (2018-2033)
8.2 Asia-Pacific 3D Machine Vision Market Growth Rate by Region: 2018 VS 2023 VS 2033
8.3 Asia-Pacific 3D Machine Vision Market Size by Region (2018-2023)
8.4 Asia-Pacific 3D Machine Vision Market Size by Region (2024-2033)
8.5 China
8.6 Japan
8.7 South Korea
8.8 Southeast Asia
8.9 India
8.10 Australia
9 Latin America
9.1 Latin America 3D Machine Vision Market Size (2018-2033)
9.2 Latin America 3D Machine Vision Market Growth Rate by Country: 2018 VS 2023 VS 2033
9.3 Latin America 3D Machine Vision Market Size by Country (2018-2023)
9.4 Latin America 3D Machine Vision Market Size by Country (2024-2033)
9.5 Mexico
9.6 Brazil
10 Middle East & Africa
10.1 Middle East & Africa 3D Machine Vision Market Size (2018-2033)
10.2 Middle East & Africa 3D Machine Vision Market Growth Rate by Country: 2018 VS 2023 VS 2033
10.3 Middle East & Africa 3D Machine Vision Market Size by Country (2018-2023)
10.4 Middle East & Africa 3D Machine Vision Market Size by Country (2024-2033)
10.5 Turkey
10.6 Saudi Arabia
10.7 UAE
11 Key Players Profiles
11.1 Cognex
11.1.1 Cognex Company Detail
11.1.2 Cognex Business Overview
11.1.3 Cognex 3D Machine Vision Introduction
11.1.4 Cognex Revenue in 3D Machine Vision Business (2018-2023)
11.1.5 Cognex Recent Development
11.2 Keyence
11.2.1 Keyence Company Detail
11.2.2 Keyence Business Overview
11.2.3 Keyence 3D Machine Vision Introduction
11.2.4 Keyence Revenue in 3D Machine Vision Business (2018-2023)
11.2.5 Keyence Recent Development
11.3 National Instruments
11.3.1 National Instruments Company Detail
11.3.2 National Instruments Business Overview
11.3.3 National Instruments 3D Machine Vision Introduction
11.3.4 National Instruments Revenue in 3D Machine Vision Business (2018-2023)
11.3.5 National Instruments Recent Development
11.4 Isra Vision
11.4.1 Isra Vision Company Detail
11.4.2 Isra Vision Business Overview
11.4.3 Isra Vision 3D Machine Vision Introduction
11.4.4 Isra Vision Revenue in 3D Machine Vision Business (2018-2023)
11.4.5 Isra Vision Recent Development
11.5 Basler
11.5.1 Basler Company Detail
11.5.2 Basler Business Overview
11.5.3 Basler 3D Machine Vision Introduction
11.5.4 Basler Revenue in 3D Machine Vision Business (2018-2023)
11.5.5 Basler Recent Development
11.6 Sick
11.6.1 Sick Company Detail
11.6.2 Sick Business Overview
11.6.3 Sick 3D Machine Vision Introduction
11.6.4 Sick Revenue in 3D Machine Vision Business (2018-2023)
11.6.5 Sick Recent Development
11.7 Mvtec Software
11.7.1 Mvtec Software Company Detail
11.7.2 Mvtec Software Business Overview
11.7.3 Mvtec Software 3D Machine Vision Introduction
11.7.4 Mvtec Software Revenue in 3D Machine Vision Business (2018-2023)
11.7.5 Mvtec Software Recent Development
11.8 Tordivel
11.8.1 Tordivel Company Detail
11.8.2 Tordivel Business Overview
11.8.3 Tordivel 3D Machine Vision Introduction
11.8.4 Tordivel Revenue in 3D Machine Vision Business (2018-2023)
11.8.5 Tordivel Recent Development
11.9 Stemmer Imaging
11.9.1 Stemmer Imaging Company Detail
11.9.2 Stemmer Imaging Business Overview
11.9.3 Stemmer Imaging 3D Machine Vision Introduction
11.9.4 Stemmer Imaging Revenue in 3D Machine Vision Business (2018-2023)
11.9.5 Stemmer Imaging Recent Development
11.10 LMI Technologies
11.10.1 LMI Technologies Company Detail
11.10.2 LMI Technologies Business Overview
11.10.3 LMI Technologies 3D Machine Vision Introduction
11.10.4 LMI Technologies Revenue in 3D Machine Vision Business (2018-2023)
11.10.5 LMI Technologies Recent Development
11.11 Hermary Opto Electronics
11.11.1 Hermary Opto Electronics Company Detail
11.11.2 Hermary Opto Electronics Business Overview
11.11.3 Hermary Opto Electronics 3D Machine Vision Introduction
11.11.4 Hermary Opto Electronics Revenue in 3D Machine Vision Business (2018-2023)
11.11.5 Hermary Opto Electronics Recent Development
11.12 Ricoh
11.12.1 Ricoh Company Detail
11.12.2 Ricoh Business Overview
11.12.3 Ricoh 3D Machine Vision Introduction
11.12.4 Ricoh Revenue in 3D Machine Vision Business (2018-2023)
11.12.5 Ricoh Recent Development
12 Analyst's Viewpoints/Conclusions
13 Appendix
13.1 Research Methodology
13.1.1 Methodology/Research Approach
13.1.2 Data Source
13.2 Disclaimer
13.3 Author Details

List of Figure

List of Tables
Table 1. Global 3D Machine Vision Market Size Growth Rate by Type (US$ Million): 2018 VS 2023 VS 2033
Table 2. Key Players of PC Based System
Table 3. Key Players of Smart Camera Based System
Table 4. Global 3D Machine Vision Market Size Growth by Application (US$ Million): 2018 VS 2023 VS 2033
Table 5. Global 3D Machine Vision Market Size by Region (US$ Million): 2018 VS 2023 VS 2033
Table 6. Global 3D Machine Vision Market Size by Region (2018-2023) & (US$ Million)
Table 7. Global 3D Machine Vision Market Share by Region (2018-2023)
Table 8. Global 3D Machine Vision Forecasted Market Size by Region (2024-2033) & (US$ Million)
Table 9. Global 3D Machine Vision Market Share by Region (2024-2033)
Table 10. 3D Machine Vision Market Trends
Table 11. 3D Machine Vision Market Drivers
Table 12. 3D Machine Vision Market Challenges
Table 13. 3D Machine Vision Market Restraints
Table 14. Global 3D Machine Vision Revenue by Players (2018-2023) & (US$ Million)
Table 15. Global 3D Machine Vision Market Share by Players (2018-2023)
Table 16. Global Top 3D Machine Vision Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in 3D Machine Vision as of 2023)
Table 17. Ranking of Global Top 3D Machine Vision Companies by Revenue (US$ Million) in 2023
Table 18. Global 5 Largest Players Market Share by 3D Machine Vision Revenue (CR5 and HHI) & (2018-2023)
Table 19. Key Players Headquarters and Area Served
Table 20. Key Players 3D Machine Vision Product Solution and Service
Table 21. Date of Enter into 3D Machine Vision Market
Table 22. Mergers & Acquisitions, Expansion Plans
Table 23. Global 3D Machine Vision Market Size by Type (2018-2023) & (US$ Million)
Table 24. Global 3D Machine Vision Revenue Market Share by Type (2018-2023)
Table 25. Global 3D Machine Vision Forecasted Market Size by Type (2024-2033) & (US$ Million)
Table 26. Global 3D Machine Vision Revenue Market Share by Type (2024-2033)
Table 27. Global 3D Machine Vision Market Size by Application (2018-2023) & (US$ Million)
Table 28. Global 3D Machine Vision Revenue Market Share by Application (2018-2023)
Table 29. Global 3D Machine Vision Forecasted Market Size by Application (2024-2033) & (US$ Million)
Table 30. Global 3D Machine Vision Revenue Market Share by Application (2024-2033)
Table 31. North America 3D Machine Vision Market Size Growth Rate by Country (US$ Million): 2018 VS 2023 VS 2033
Table 32. North America 3D Machine Vision Market Size by Country (2018-2023) & (US$ Million)
Table 33. North America 3D Machine Vision Market Size by Country (2024-2033) & (US$ Million)
Table 34. Europe 3D Machine Vision Market Size Growth Rate by Country (US$ Million): 2018 VS 2023 VS 2033
Table 35. Europe 3D Machine Vision Market Size by Country (2018-2023) & (US$ Million)
Table 36. Europe 3D Machine Vision Market Size by Country (2024-2033) & (US$ Million)
Table 37. Asia-Pacific 3D Machine Vision Market Size Growth Rate by Region (US$ Million): 2018 VS 2023 VS 2033
Table 38. Asia-Pacific 3D Machine Vision Market Size by Region (2018-2023) & (US$ Million)
Table 39. Asia-Pacific 3D Machine Vision Market Size by Region (2024-2033) & (US$ Million)
Table 40. Latin America 3D Machine Vision Market Size Growth Rate by Country (US$ Million): 2018 VS 2023 VS 2033
Table 41. Latin America 3D Machine Vision Market Size by Country (2018-2023) & (US$ Million)
Table 42. Latin America 3D Machine Vision Market Size by Country (2024-2033) & (US$ Million)
Table 43. Middle East & Africa 3D Machine Vision Market Size Growth Rate by Country (US$ Million): 2018 VS 2023 VS 2033
Table 44. Middle East & Africa 3D Machine Vision Market Size by Country (2018-2023) & (US$ Million)
Table 45. Middle East & Africa 3D Machine Vision Market Size by Country (2024-2033) & (US$ Million)
Table 46. Cognex Company Detail
Table 47. Cognex Business Overview
Table 48. Cognex 3D Machine Vision Product
Table 49. Cognex Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 50. Cognex Recent Development
Table 51. Keyence Company Detail
Table 52. Keyence Business Overview
Table 53. Keyence 3D Machine Vision Product
Table 54. Keyence Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 55. Keyence Recent Development
Table 56. National Instruments Company Detail
Table 57. National Instruments Business Overview
Table 58. National Instruments 3D Machine Vision Product
Table 59. National Instruments Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 60. National Instruments Recent Development
Table 61. Isra Vision Company Detail
Table 62. Isra Vision Business Overview
Table 63. Isra Vision 3D Machine Vision Product
Table 64. Isra Vision Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 65. Isra Vision Recent Development
Table 66. Basler Company Detail
Table 67. Basler Business Overview
Table 68. Basler 3D Machine Vision Product
Table 69. Basler Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 70. Basler Recent Development
Table 71. Sick Company Detail
Table 72. Sick Business Overview
Table 73. Sick 3D Machine Vision Product
Table 74. Sick Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 75. Sick Recent Development
Table 76. Mvtec Software Company Detail
Table 77. Mvtec Software Business Overview
Table 78. Mvtec Software 3D Machine Vision Product
Table 79. Mvtec Software Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 80. Mvtec Software Recent Development
Table 81. Tordivel Company Detail
Table 82. Tordivel Business Overview
Table 83. Tordivel 3D Machine Vision Product
Table 84. Tordivel Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 85. Tordivel Recent Development
Table 86. Stemmer Imaging Company Detail
Table 87. Stemmer Imaging Business Overview
Table 88. Stemmer Imaging 3D Machine Vision Product
Table 89. Stemmer Imaging Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 90. Stemmer Imaging Recent Development
Table 91. LMI Technologies Company Detail
Table 92. LMI Technologies Business Overview
Table 93. LMI Technologies 3D Machine Vision Product
Table 94. LMI Technologies Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 95. LMI Technologies Recent Development
Table 96. Hermary Opto Electronics Company Detail
Table 97. Hermary Opto Electronics Business Overview
Table 98. Hermary Opto Electronics 3D Machine Vision Product
Table 99. Hermary Opto Electronics Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 100. Hermary Opto Electronics Recent Development
Table 101. Ricoh Company Detail
Table 102. Ricoh Business Overview
Table 103. Ricoh 3D Machine Vision Product
Table 104. Ricoh Revenue in 3D Machine Vision Business (2018-2023) & (US$ Million)
Table 105. Ricoh Recent Development
Table 106. Research Programs/Design for This Report
Table 107. Key Data Information from Secondary Sources
Table 108. Key Data Information from Primary Sources
List of Figures
Figure 1. Global 3D Machine Vision Market Size Comparison by Type (2023-2033) & (US$ Million)
Figure 2. Global 3D Machine Vision Market Share by Type: 2023 VS 2033
Figure 3. PC Based System Features
Figure 4. Smart Camera Based System Features
Figure 5. Global 3D Machine Vision Market Size Comparison by Application (2023-2033) & (US$ Million)
Figure 6. Global 3D Machine Vision Market Share by Application: 2023 VS 2033
Figure 7. Quality Assurance and Inspection Case Studies
Figure 8. Positioning and Guidance Case Studies
Figure 9. Measurement Case Studies
Figure 10. Identification Case Studies
Figure 11. 3D Machine Vision Report Years Considered
Figure 12. Global 3D Machine Vision Market Size (US$ Million), Year-over-Year: 2018-2033
Figure 13. Global 3D Machine Vision Market Size, (US$ Million), 2018 VS 2023 VS 2033
Figure 14. Global 3D Machine Vision Market Share by Region: 2023 VS 2033
Figure 15. Global 3D Machine Vision Market Share by Players in 2023
Figure 16. Global Top 3D Machine Vision Players by Company Type (Tier 1, Tier 2, and Tier 3) & (based on the Revenue in 3D Machine Vision as of 2023)
Figure 17. The Top 10 and 5 Players Market Share by 3D Machine Vision Revenue in 2023
Figure 18. North America 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 19. North America 3D Machine Vision Market Share by Country (2018-2033)
Figure 20. United States 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 21. Canada 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 22. Europe 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 23. Europe 3D Machine Vision Market Share by Country (2018-2033)
Figure 24. Germany 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 25. France 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 26. U.K. 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 27. Italy 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 28. Russia 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 29. Nordic Countries 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 30. Asia-Pacific 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 31. Asia-Pacific 3D Machine Vision Market Share by Region (2018-2033)
Figure 32. China 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 33. Japan 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 34. South Korea 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 35. Southeast Asia 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 36. India 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 37. Australia 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 38. Latin America 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 39. Latin America 3D Machine Vision Market Share by Country (2018-2033)
Figure 40. Mexico 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 41. Brazil 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 42. Middle East & Africa 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 43. Middle East & Africa 3D Machine Vision Market Share by Country (2018-2033)
Figure 44. Turkey 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 45. Saudi Arabia 3D Machine Vision Market Size YoY Growth (2018-2033) & (US$ Million)
Figure 46. Cognex Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 47. Keyence Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 48. National Instruments Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 49. Isra Vision Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 50. Basler Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 51. Sick Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 52. Mvtec Software Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 53. Tordivel Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 54. Stemmer Imaging Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 55. LMI Technologies Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 56. Hermary Opto Electronics Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 57. Ricoh Revenue Growth Rate in 3D Machine Vision Business (2018-2023)
Figure 58. Bottom-up and Top-down Approaches for This Report
Figure 59. Data Triangulation
Figure 60. Key Executives Interviewed