The Underground Utility Mapping market report provides a detailed analysis of global market size, regional and country-level market size, segmentation market growth, market share, competitive Landscape, sales analysis, impact of domestic and global market players, value chain optimization, trade regulations, recent developments, opportunities analysis, strategic market growth analysis, product launches, area marketplace expanding, and technological innovations.
According to our latest research, the global Underground Utility Mapping size is estimated to be USD xx million in 2026 from USD xx million in 2020, with a change XX% between 2020 and 2021. The global Underground Utility Mapping market size is expected to grow at a CAGR of xx% for the next five years.
Market segmentation
Underground Utility Mapping market is split by Type and by Application. For the period 2016-2026, the growth among segments provide accurate calculations and forecasts for revenue by Type and by Application. This analysis can help you expand your business by targeting qualified niche markets.
Market segment by Type, covers
Professional Services
Managed Services
Market segment by Application, can be divided into
Telecommunication
Oil and Gas
Government and Public Safety
Market segment by players, this report covers
Hexagon Geosystems
GSSI
US Radar
Plowman Craven
Cardno
Sensors and Software
Vivax-Metrotech
multiVIEW Locates
Market segment by regions, regional analysis covers
North America (United States, Canada, and Mexico)
Europe (Germany, France, UK, Russia, Italy, and Rest of Europe)
Asia-Pacific (China, Japan, South Korea, India, Southeast Asia, Australia, and Rest of Asia-Pacific)
South America (Brazil, Argentina, Rest of South America)
Middle East & Africa (Turkey, Saudi Arabia, UAE, Rest of Middle East & Africa)
The base year for the study has been considered 2019, historic year 2014 and 2018, the forecast period considered is from 2020 to 2027. The regions analyzed for the market include North America, Europe, South America, Asia Pacific, and Middle East and Africa. These regions are further analyzed at the country-level. The study also includes attractiveness analysis of type, application and regions which are benchmarked based on their market size, growth rate and attractiveness in terms of present and future opportunity for understanding the future growth of the market.
Market is segmented on the basis:
The report offers in-depth analysis of driving factors, opportunities, restraints, and challenges for gaining the key insight of the market. The report emphasizes on all the key trends that play a vital role in the enlargement of the market from 2019 to 2026.
The report provides company profile of the key players operating in the market and a comparative analysis based on their business overviews industry offering, segment market share, regional presence, business strategies, innovations, mergers & acquisitions, recent developments, joint venture, collaborations, partnerships, SWOT analysis, and key financial information.
1 Market Overview
1.1 Product Overview and Scope of Underground Utility Mapping
1.2 Classification of Underground Utility Mapping by Type
1.2.1 Overview: Global Underground Utility Mapping Market Size by Type: 2020 Versus 2021 Versus 2026
1.2.2 Global Underground Utility Mapping Revenue Market Share by Type in 2020
1.2.3 Professional Services
1.2.4 Managed Services
1.3 Global Underground Utility Mapping Market by Application
1.3.1 Overview: Global Underground Utility Mapping Market Size by Application: 2020 Versus 2021 Versus 2026
1.3.2 Telecommunication
1.3.3 Oil and Gas
1.3.4 Government and Public Safety
1.4 Global Underground Utility Mapping Market Size & Forecast
1.5 Global Underground Utility Mapping Market Size and Forecast by Region
1.5.1 Global Underground Utility Mapping Market Size by Region: 2016 VS 2021 VS 2026
1.5.2 Global Underground Utility Mapping Market Size by Region, (2016-2021)
1.5.3 North America Underground Utility Mapping Market Size and Prospect (2016-2026)
1.5.4 Europe Underground Utility Mapping Market Size and Prospect (2016-2026)
1.5.5 Asia-Pacific Underground Utility Mapping Market Size and Prospect (2016-2026)
1.5.6 South America Underground Utility Mapping Market Size and Prospect (2016-2026)
1.5.7 Middle East and Africa Underground Utility Mapping Market Size and Prospect (2016-2026)
1.6 Market Drivers, Restraints and Trends
1.6.1 Underground Utility Mapping Market Drivers
1.6.2 Underground Utility Mapping Market Restraints
1.6.3 Underground Utility Mapping Trends Analysis
2 Company Profiles
2.1 Hexagon Geosystems
2.1.1 Hexagon Geosystems Details
2.1.2 Hexagon Geosystems Major Business
2.1.3 Hexagon Geosystems Underground Utility Mapping Product and Solutions
2.1.4 Hexagon Geosystems Underground Utility Mapping Revenue, Gross Margin and Market Share (2019-2021)
2.1.5 Hexagon Geosystems Recent Developments and Future Plans
2.2 GSSI
2.2.1 GSSI Details
2.2.2 GSSI Major Business
2.2.3 GSSI Underground Utility Mapping Product and Solutions
2.2.4 GSSI Underground Utility Mapping Revenue, Gross Margin and Market Share (2019-2021)
2.2.5 GSSI Recent Developments and Future Plans
2.3 US Radar
2.3.1 US Radar Details
2.3.2 US Radar Major Business
2.3.3 US Radar Underground Utility Mapping Product and Solutions
2.3.4 US Radar Underground Utility Mapping Revenue, Gross Margin and Market Share (2019-2021)
2.3.5 US Radar Recent Developments and Future Plans
2.4 Plowman Craven
2.4.1 Plowman Craven Details
2.4.2 Plowman Craven Major Business
2.4.3 Plowman Craven Underground Utility Mapping Product and Solutions
2.4.4 Plowman Craven Underground Utility Mapping Revenue, Gross Margin and Market Share (2019-2021)
2.4.5 Plowman Craven Recent Developments and Future Plans
2.5 Cardno
2.5.1 Cardno Details
2.5.2 Cardno Major Business
2.5.3 Cardno Underground Utility Mapping Product and Solutions
2.5.4 Cardno Underground Utility Mapping Revenue, Gross Margin and Market Share (2019-2021)
2.5.5 Cardno Recent Developments and Future Plans
2.6 Sensors and Software
2.6.1 Sensors and Software Details
2.6.2 Sensors and Software Major Business
2.6.3 Sensors and Software Underground Utility Mapping Product and Solutions
2.6.4 Sensors and Software Underground Utility Mapping Revenue, Gross Margin and Market Share (2019-2021)
2.6.5 Sensors and Software Recent Developments and Future Plans
2.7 Vivax-Metrotech
2.7.1 Vivax-Metrotech Details
2.7.2 Vivax-Metrotech Major Business
2.7.3 Vivax-Metrotech Underground Utility Mapping Product and Solutions
2.7.4 Vivax-Metrotech Underground Utility Mapping Revenue, Gross Margin and Market Share (2019-2021)
2.7.5 Vivax-Metrotech Recent Developments and Future Plans
2.8 multiVIEW Locates
2.8.1 multiVIEW Locates Details
2.8.2 multiVIEW Locates Major Business
2.8.3 multiVIEW Locates Underground Utility Mapping Product and Solutions
2.8.4 multiVIEW Locates Underground Utility Mapping Revenue, Gross Margin and Market Share (2019-2021)
2.8.5 multiVIEW Locates Recent Developments and Future Plans
3 Market Competition, by Players
3.1 Global Underground Utility Mapping Revenue and Share by Players (2019-2021)
3.2 Market Concentration Rate
3.2.1 Top 3 Underground Utility Mapping Players Market Share
3.2.2 Top 10 Underground Utility Mapping Players Market Share
3.2.3 Market Competition Trend
3.3 Underground Utility Mapping Players Head Office, Products and Services Provided
3.4 Mergers & Acquisitions
3.5 New Entrants and Expansion Plans
4 Market Size Segment by Type
4.1 Global Underground Utility Mapping Revenue and Market Share by Type (2016-2021)
4.2 Global Underground Utility Mapping Market Forecast by Type (2021-2026)
5 Market Size Segment by Application
5.1 Global Underground Utility Mapping Revenue Market Share by Application (2016-2021)
5.2 Underground Utility Mapping Market Forecast by Application (2021-2026)
6 North America by Country, by Type, and by Application
6.1 North America Underground Utility Mapping Revenue by Type (2016-2026)
6.2 North America Underground Utility Mapping Revenue by Application (2016-2026)
6.3 North America Underground Utility Mapping Market Size by Country
6.3.1 North America Underground Utility Mapping Revenue by Country (2016-2026)
6.3.2 United States Underground Utility Mapping Market Size and Forecast (2016-2026)
6.3.3 Canada Underground Utility Mapping Market Size and Forecast (2016-2026)
6.3.4 Mexico Underground Utility Mapping Market Size and Forecast (2016-2026)
7 Europe by Country, by Type, and by Application
7.1 Europe Underground Utility Mapping Revenue by Type (2016-2026)
7.2 Europe Underground Utility Mapping Revenue by Application (2016-2026)
7.3 Europe Underground Utility Mapping Market Size by Country
7.3.1 Europe Underground Utility Mapping Revenue by Country (2016-2026)
7.3.2 Germany Underground Utility Mapping Market Size and Forecast (2016-2026)
7.3.3 France Underground Utility Mapping Market Size and Forecast (2016-2026)
7.3.4 United Kingdom Underground Utility Mapping Market Size and Forecast (2016-2026)
7.3.5 Russia Underground Utility Mapping Market Size and Forecast (2016-2026)
7.3.6 Italy Underground Utility Mapping Market Size and Forecast (2016-2026)
8 Asia-Pacific by Region, by Type, and by Application
8.1 Asia-Pacific Underground Utility Mapping Revenue by Type (2016-2026)
8.2 Asia-Pacific Underground Utility Mapping Revenue by Application (2016-2026)
8.3 Asia-Pacific Underground Utility Mapping Market Size by Region
8.3.1 Asia-Pacific Underground Utility Mapping Revenue by Region (2016-2026)
8.3.2 China Underground Utility Mapping Market Size and Forecast (2016-2026)
8.3.3 Japan Underground Utility Mapping Market Size and Forecast (2016-2026)
8.3.4 South Korea Underground Utility Mapping Market Size and Forecast (2016-2026)
8.3.5 India Underground Utility Mapping Market Size and Forecast (2016-2026)
8.3.6 Southeast Asia Underground Utility Mapping Market Size and Forecast (2016-2026)
8.3.7 Australia Underground Utility Mapping Market Size and Forecast (2016-2026)
9 South America by Country, by Type, and by Application
9.1 South America Underground Utility Mapping Revenue by Type (2016-2026)
9.2 South America Underground Utility Mapping Revenue by Application (2016-2026)
9.3 South America Underground Utility Mapping Market Size by Country
9.3.1 South America Underground Utility Mapping Revenue by Country (2016-2026)
9.3.2 Brazil Underground Utility Mapping Market Size and Forecast (2016-2026)
9.3.3 Argentina Underground Utility Mapping Market Size and Forecast (2016-2026)
10 Middle East & Africa by Country, by Type, and by Application
10.1 Middle East & Africa Underground Utility Mapping Revenue by Type (2016-2026)
10.2 Middle East & Africa Underground Utility Mapping Revenue by Application (2016-2026)
10.3 Middle East & Africa Underground Utility Mapping Market Size by Country
10.3.1 Middle East & Africa Underground Utility Mapping Revenue by Country (2016-2026)
10.3.2 Turkey Underground Utility Mapping Market Size and Forecast (2016-2026)
10.3.3 Saudi Arabia Underground Utility Mapping Market Size and Forecast (2016-2026)
10.3.4 UAE Underground Utility Mapping Market Size and Forecast (2016-2026)
11 Research Findings and Conclusion
12 Appendix
12.1 Methodology
12.2 Research Process and Data Source
12.3 Disclaimer
List of Tables
Table 1. Global Underground Utility Mapping Revenue by Type, (USD Million), 2020 VS 2021 VS 2026
Table 2. Global Underground Utility Mapping Revenue by Application, (USD Million), 2020 VS 2021 VS 2026
Table 3. Global Market Underground Utility Mapping Revenue (Million USD) Comparison by Region (2016 VS 2021 VS 2026)
Table 4. Global Underground Utility Mapping Revenue (USD Million) by Region (2016-2021)
Table 5. Global Underground Utility Mapping Revenue Market Share by Region (2021-2026)
Table 6. Hexagon Geosystems Corporate Information, Head Office, and Major Competitors
Table 7. Hexagon Geosystems Major Business
Table 8. Hexagon Geosystems Underground Utility Mapping Product and Solutions
Table 9. Hexagon Geosystems Underground Utility Mapping Revenue (USD Million), Gross Margin and Market Share (2019-2021)
Table 10. GSSI Corporate Information, Head Office, and Major Competitors
Table 11. GSSI Major Business
Table 12. GSSI Underground Utility Mapping Product and Solutions
Table 13. GSSI Underground Utility Mapping Revenue (USD Million), Gross Margin and Market Share (2019-2021)
Table 14. US Radar Corporate Information, Head Office, and Major Competitors
Table 15. US Radar Major Business
Table 16. US Radar Underground Utility Mapping Product and Solutions
Table 17. US Radar Underground Utility Mapping Revenue (USD Million), Gross Margin and Market Share (2019-2021)
Table 18. Plowman Craven Corporate Information, Head Office, and Major Competitors
Table 19. Plowman Craven Major Business
Table 20. Plowman Craven Underground Utility Mapping Product and Solutions
Table 21. Plowman Craven Underground Utility Mapping Revenue (USD Million), Gross Margin and Market Share (2019-2021)
Table 22. Cardno Corporate Information, Head Office, and Major Competitors
Table 23. Cardno Major Business
Table 24. Cardno Underground Utility Mapping Product and Solutions
Table 25. Cardno Underground Utility Mapping Revenue (USD Million), Gross Margin and Market Share (2019-2021)
Table 26. Sensors and Software Corporate Information, Head Office, and Major Competitors
Table 27. Sensors and Software Major Business
Table 28. Sensors and Software Underground Utility Mapping Product and Solutions
Table 29. Sensors and Software Underground Utility Mapping Revenue (USD Million), Gross Margin and Market Share (2019-2021)
Table 30. Vivax-Metrotech Corporate Information, Head Office, and Major Competitors
Table 31. Vivax-Metrotech Major Business
Table 32. Vivax-Metrotech Underground Utility Mapping Product and Solutions
Table 33. Vivax-Metrotech Underground Utility Mapping Revenue (USD Million), Gross Margin and Market Share (2019-2021)
Table 34. multiVIEW Locates Corporate Information, Head Office, and Major Competitors
Table 35. multiVIEW Locates Major Business
Table 36. multiVIEW Locates Underground Utility Mapping Product and Solutions
Table 37. multiVIEW Locates Underground Utility Mapping Revenue (USD Million), Gross Margin and Market Share (2019-2021)
Table 38. Global Underground Utility Mapping Revenue (USD Million) by Players (2019-2021)
Table 39. Global Underground Utility Mapping Revenue Share by Players (2019-2021)
Table 40. Breakdown of Underground Utility Mapping by Company Type (Tier 1, Tier 2 and Tier 3)
Table 41. Underground Utility Mapping Players Head Office, Products and Services Provided
Table 42. Underground Utility Mapping Mergers & Acquisitions in the Past Five Years
Table 43. Underground Utility Mapping New Entrants and Expansion Plans
Table 44. Global Underground Utility Mapping Revenue (USD Million) by Type (2016-2021)
Table 45. Global Underground Utility Mapping Revenue Share by Type (2016-2021)
Table 46. Global Underground Utility Mapping Revenue Forecast by Type (2021-2026)
Table 47. Global Underground Utility Mapping Revenue by Application (2016-2021)
Table 48. Global Underground Utility Mapping Revenue Forecast by Application (2021-2026)
Table 49. North America Underground Utility Mapping Revenue by Type (2016-2021) & (USD Million)
Table 50. North America Underground Utility Mapping Revenue by Type (2021-2026) & (USD Million)
Table 51. North America Underground Utility Mapping Revenue by Application (2016-2021) & (USD Million)
Table 52. North America Underground Utility Mapping Revenue by Application (2021-2026) & (USD Million)
Table 53. North America Underground Utility Mapping Revenue by Country (2016-2021) & (USD Million)
Table 54. North America Underground Utility Mapping Revenue by Country (2021-2026) & (USD Million)
Table 55. Europe Underground Utility Mapping Revenue by Type (2016-2021) & (USD Million)
Table 56. Europe Underground Utility Mapping Revenue by Type (2021-2026) & (USD Million)
Table 57. Europe Underground Utility Mapping Revenue by Application (2016-2021) & (USD Million)
Table 58. Europe Underground Utility Mapping Revenue by Application (2021-2026) & (USD Million)
Table 59. Europe Underground Utility Mapping Revenue by Country (2016-2021) & (USD Million)
Table 60. Europe Underground Utility Mapping Revenue by Country (2021-2026) & (USD Million)
Table 61. Asia-Pacific Underground Utility Mapping Revenue by Type (2016-2021) & (USD Million)
Table 62. Asia-Pacific Underground Utility Mapping Revenue by Type (2021-2026) & (USD Million)
Table 63. Asia-Pacific Underground Utility Mapping Revenue by Application (2016-2021) & (USD Million)
Table 64. Asia-Pacific Underground Utility Mapping Revenue by Application (2021-2026) & (USD Million)
Table 65. Asia-Pacific Underground Utility Mapping Revenue by Region (2016-2021) & (USD Million)
Table 66. Asia-Pacific Underground Utility Mapping Revenue by Region (2021-2026) & (USD Million)
Table 67. South America Underground Utility Mapping Revenue by Type (2016-2021) & (USD Million)
Table 68. South America Underground Utility Mapping Revenue by Type (2021-2026) & (USD Million)
Table 69. South America Underground Utility Mapping Revenue by Application (2016-2021) & (USD Million)
Table 70. South America Underground Utility Mapping Revenue by Application (2021-2026) & (USD Million)
Table 71. South America Underground Utility Mapping Revenue by Country (2016-2021) & (USD Million)
Table 72. South America Underground Utility Mapping Revenue by Country (2021-2026) & (USD Million)
Table 73. Middle East & Africa Underground Utility Mapping Revenue by Type (2016-2021) & (USD Million)
Table 74. Middle East & Africa Underground Utility Mapping Revenue by Type (2021-2026) & (USD Million)
Table 75. Middle East & Africa Underground Utility Mapping Revenue by Application (2016-2021) & (USD Million)
Table 76. Middle East & Africa Underground Utility Mapping Revenue by Application (2021-2026) & (USD Million)
Table 77. Middle East & Africa Underground Utility Mapping Revenue by Country (2016-2021) & (USD Million)
Table 78. Middle East & Africa Underground Utility Mapping Revenue by Country (2021-2026) & (USD Million)
List of Figures
Figure 1. Underground Utility Mapping Picture
Figure 2. Global Underground Utility Mapping Revenue Market Share by Type in 2020
Figure 3. Professional Services
Figure 4. Managed Services
Figure 5. Underground Utility Mapping Revenue Market Share by Application in 2020
Figure 6. Telecommunication Picture
Figure 7. Oil and Gas Picture
Figure 8. Government and Public Safety Picture
Figure 9. Global Underground Utility Mapping Revenue, (USD Million): 2020 VS 2021 VS 2026
Figure 10. Global Underground Utility Mapping Revenue and Forecast (2016-2026) & (USD Million)
Figure 11. Global Underground Utility Mapping Revenue Market Share by Region (2016-2026)
Figure 12. Global Underground Utility Mapping Revenue Market Share by Region in 2020
Figure 13. North America Underground Utility Mapping Revenue (USD Million) and Growth Rate (2016-2026)
Figure 14. Europe Underground Utility Mapping Revenue (USD Million) and Growth Rate (2016-2026)
Figure 15. Asia-Pacific Underground Utility Mapping Revenue (USD Million) and Growth Rate (2016-2026)
Figure 16. South America Underground Utility Mapping Revenue (USD Million) and Growth Rate (2016-2026)
Figure 17. Middle East and Africa Underground Utility Mapping Revenue (USD Million) and Growth Rate (2016-2026)
Figure 18. Underground Utility Mapping Market Drivers
Figure 19. Underground Utility Mapping Market Restraints
Figure 20. Underground Utility Mapping Market Trends
Figure 21. Hexagon Geosystems Recent Developments and Future Plans
Figure 22. GSSI Recent Developments and Future Plans
Figure 23. US Radar Recent Developments and Future Plans
Figure 24. Plowman Craven Recent Developments and Future Plans
Figure 25. Cardno Recent Developments and Future Plans
Figure 26. Sensors and Software Recent Developments and Future Plans
Figure 27. Vivax-Metrotech Recent Developments and Future Plans
Figure 28. multiVIEW Locates Recent Developments and Future Plans
Figure 29. Global Underground Utility Mapping Revenue Share by Players in 2020
Figure 30. Underground Utility Mapping Market Share by Company Type (Tier 1, Tier 2 and Tier 3)
Figure 31. Global Top 3 Players Underground Utility Mapping Revenue Market Share in 2020
Figure 32. Global Top 10 Players Underground Utility Mapping Revenue Market Share in 2020
Figure 33. Key Players Market Share Trend (Top 3 Market Share: 2019 VS 2020 VS 2021)
Figure 34. Global Underground Utility Mapping Revenue Share by Type in 2020
Figure 35. Global Underground Utility Mapping Market Share Forecast by Type (2021-2026)
Figure 36. Global Underground Utility Mapping Revenue Share by Application in 2020
Figure 37. Global Underground Utility Mapping Market Share Forecast by Application (2021-2026)
Figure 38. North America Underground Utility Mapping Sales Market Share by Type (2016-2026)
Figure 39. North America Underground Utility Mapping Sales Market Share by Application (2016-2026)
Figure 40. North America Underground Utility Mapping Revenue Market Share by Country (2016-2026)
Figure 41. United States Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 42. Canada Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 43. Mexico Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 44. Europe Underground Utility Mapping Sales Market Share by Type (2016-2026)
Figure 45. Europe Underground Utility Mapping Sales Market Share by Application (2016-2026)
Figure 46. Europe Underground Utility Mapping Revenue Market Share by Country (2016-2026)
Figure 47. Germany Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 48. France Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 49. United Kingdom Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 50. Russia Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 51. Italy Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 52. Asia-Pacific Underground Utility Mapping Sales Market Share by Type (2016-2026)
Figure 53. Asia-Pacific Underground Utility Mapping Sales Market Share by Application (2016-2026)
Figure 54. Asia-Pacific Underground Utility Mapping Revenue Market Share by Region (2016-2026)
Figure 55. China Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 56. Japan Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 57. South Korea Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 58. India Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 59. Southeast Asia Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 60. Australia Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 61. South America Underground Utility Mapping Sales Market Share by Type (2016-2026)
Figure 62. South America Underground Utility Mapping Sales Market Share by Application (2016-2026)
Figure 63. South America Underground Utility Mapping Revenue Market Share by Country (2016-2026)
Figure 64. Brazil Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 65. Argentina Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 66. Middle East and Africa Underground Utility Mapping Sales Market Share by Type (2016-2026)
Figure 67. Middle East and Africa Underground Utility Mapping Sales Market Share by Application (2016-2026)
Figure 68. Middle East and Africa Underground Utility Mapping Revenue Market Share by Country (2016-2026)
Figure 69. Turkey Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 70. Saudi Arabia Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 71. UAE Underground Utility Mapping Revenue and Growth Rate (2016-2026) & (USD Million)
Figure 72. Methodology
Figure 73. Research Process and Data Source