Global Marketing Dashboards Market 2022 by Company, Regions, Type and Application, Forecast to 2028
The Marketing Dashboards 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 study, due to COVID-19 pandemic, the global Marketing Dashboards market size is estimated to be worth US$ million in 2021 and is forecast to a readjusted size of USD million by 2028 with a CAGR of % during review period. Retail accounting for % of the Marketing Dashboards global market in 2021, is projected to value USD million by 2028, growing at a % CAGR in next six years. While Cloud-Based segment is altered to a % CAGR between 2022 and 2028.
Global key companies of Marketing Dashboards include Google, Domo, Zoho, Looker, and Datorama, etc. In terms of revenue, the global top four players hold a share over % in 2021.
Market segmentation
Marketing Dashboards market is split by Type and by Application. For the period 2017-2028, 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
Cloud-Based
On-Premise
Market segment by Application, can be divided into
Retail
Logistics
Telecommunications
Others
Market segment by players, this report covers
Domo
Zoho
Looker
Datorama
Microsoft
Tableau
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 content of the study subjects, includes a total of 12 chapters:
Chapter 1, to describe Marketing Dashboards product scope, market overview, market opportunities, market driving force and market risks.
Chapter 2, to profile the top players of Marketing Dashboards, with revenue, gross margin and global market share of Marketing Dashboards from 2019 to 2022.
Chapter 3, the Marketing Dashboards competitive situation, revenue and global market share of top players are analyzed emphatically by landscape contrast.
Chapter 4 and 5, to segment the market size by Type and application, with revenue and growth rate by Type, application, from 2017 to 2028.
Chapter 6, 7, 8, 9, and 10, to break the market size data at the country level, with revenue and market share for key countries in the world, from 2017 to 2022.and Marketing Dashboards market forecast, by regions, type and application, with revenue, from 2023 to 2028.
Chapter 11 and 12, to describe Marketing Dashboards research findings and conclusion, appendix and data source.
Frequently Asked Questions
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:
- By Type
- By Application
- By Region
- By Country
- By Manufacturer
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 Marketing Dashboards
1.2 Classification of Marketing Dashboards by Type
1.2.1 Overview: Global Marketing Dashboards Market Size by Type: 2017 Versus 2021 Versus 2028
1.2.2 Global Marketing Dashboards Revenue Market Share by Type in 2021
1.2.3 Cloud-Based
1.2.4 On-Premise
1.3 Global Marketing Dashboards Market by Application
1.3.1 Overview: Global Marketing Dashboards Market Size by Application: 2017 Versus 2021 Versus 2028
1.3.2 Retail
1.3.3 Logistics
1.3.4 Telecommunications
1.3.5 Others
1.4 Global Marketing Dashboards Market Size & Forecast
1.5 Global Marketing Dashboards Market Size and Forecast by Region
1.5.1 Global Marketing Dashboards Market Size by Region: 2017 VS 2021 VS 2028
1.5.2 Global Marketing Dashboards Market Size by Region, (2017-2022)
1.5.3 North America Marketing Dashboards Market Size and Prospect (2017-2028)
1.5.4 Europe Marketing Dashboards Market Size and Prospect (2017-2028)
1.5.5 Asia-Pacific Marketing Dashboards Market Size and Prospect (2017-2028)
1.5.6 South America Marketing Dashboards Market Size and Prospect (2017-2028)
1.5.7 Middle East and Africa Marketing Dashboards Market Size and Prospect (2017-2028)
1.6 Market Drivers, Restraints and Trends
1.6.1 Marketing Dashboards Market Drivers
1.6.2 Marketing Dashboards Market Restraints
1.6.3 Marketing Dashboards Trends Analysis
2 Company Profiles
2.1 Google
2.1.1 Google Details
2.1.2 Google Major Business
2.1.3 Google Marketing Dashboards Product and Solutions
2.1.4 Google Marketing Dashboards Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.1.5 Google Recent Developments and Future Plans
2.2 Domo
2.2.1 Domo Details
2.2.2 Domo Major Business
2.2.3 Domo Marketing Dashboards Product and Solutions
2.2.4 Domo Marketing Dashboards Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.2.5 Domo Recent Developments and Future Plans
2.3 Zoho
2.3.1 Zoho Details
2.3.2 Zoho Major Business
2.3.3 Zoho Marketing Dashboards Product and Solutions
2.3.4 Zoho Marketing Dashboards Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.3.5 Zoho Recent Developments and Future Plans
2.4 Looker
2.4.1 Looker Details
2.4.2 Looker Major Business
2.4.3 Looker Marketing Dashboards Product and Solutions
2.4.4 Looker Marketing Dashboards Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.4.5 Looker Recent Developments and Future Plans
2.5 Datorama
2.5.1 Datorama Details
2.5.2 Datorama Major Business
2.5.3 Datorama Marketing Dashboards Product and Solutions
2.5.4 Datorama Marketing Dashboards Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.5.5 Datorama Recent Developments and Future Plans
2.6 Microsoft
2.6.1 Microsoft Details
2.6.2 Microsoft Major Business
2.6.3 Microsoft Marketing Dashboards Product and Solutions
2.6.4 Microsoft Marketing Dashboards Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.6.5 Microsoft Recent Developments and Future Plans
2.7 Tableau
2.7.1 Tableau Details
2.7.2 Tableau Major Business
2.7.3 Tableau Marketing Dashboards Product and Solutions
2.7.4 Tableau Marketing Dashboards Revenue, Gross Margin and Market Share (2019, 2020, 2021, and 2022)
2.7.5 Tableau Recent Developments and Future Plans
3 Market Competition, by Players
3.1 Global Marketing Dashboards Revenue and Share by Players (2019, 2020, 2021, and 2022)
3.2 Market Concentration Rate
3.2.1 Top 3 Marketing Dashboards Players Market Share in 2021
3.2.2 Top 10 Marketing Dashboards Players Market Share in 2021
3.2.3 Market Competition Trend
3.3 Marketing Dashboards Players Head Office, Products and Services Provided
3.4 Marketing Dashboards Mergers & Acquisitions
3.5 Marketing Dashboards New Entrants and Expansion Plans
4 Market Size Segment by Type
4.1 Global Marketing Dashboards Revenue and Market Share by Type (2017-2022)
4.2 Global Marketing Dashboards Market Forecast by Type (2023-2028)
5 Market Size Segment by Application
5.1 Global Marketing Dashboards Revenue Market Share by Application (2017-2022)
5.2 Global Marketing Dashboards Market Forecast by Application (2023-2028)
6 North America by Country, by Type, and by Application
6.1 North America Marketing Dashboards Revenue by Type (2017-2028)
6.2 North America Marketing Dashboards Revenue by Application (2017-2028)
6.3 North America Marketing Dashboards Market Size by Country
6.3.1 North America Marketing Dashboards Revenue by Country (2017-2028)
6.3.2 United States Marketing Dashboards Market Size and Forecast (2017-2028)
6.3.3 Canada Marketing Dashboards Market Size and Forecast (2017-2028)
6.3.4 Mexico Marketing Dashboards Market Size and Forecast (2017-2028)
7 Europe by Country, by Type, and by Application
7.1 Europe Marketing Dashboards Revenue by Type (2017-2028)
7.2 Europe Marketing Dashboards Revenue by Application (2017-2028)
7.3 Europe Marketing Dashboards Market Size by Country
7.3.1 Europe Marketing Dashboards Revenue by Country (2017-2028)
7.3.2 Germany Marketing Dashboards Market Size and Forecast (2017-2028)
7.3.3 France Marketing Dashboards Market Size and Forecast (2017-2028)
7.3.4 United Kingdom Marketing Dashboards Market Size and Forecast (2017-2028)
7.3.5 Russia Marketing Dashboards Market Size and Forecast (2017-2028)
7.3.6 Italy Marketing Dashboards Market Size and Forecast (2017-2028)
8 Asia-Pacific by Region, by Type, and by Application
8.1 Asia-Pacific Marketing Dashboards Revenue by Type (2017-2028)
8.2 Asia-Pacific Marketing Dashboards Revenue by Application (2017-2028)
8.3 Asia-Pacific Marketing Dashboards Market Size by Region
8.3.1 Asia-Pacific Marketing Dashboards Revenue by Region (2017-2028)
8.3.2 China Marketing Dashboards Market Size and Forecast (2017-2028)
8.3.3 Japan Marketing Dashboards Market Size and Forecast (2017-2028)
8.3.4 South Korea Marketing Dashboards Market Size and Forecast (2017-2028)
8.3.5 India Marketing Dashboards Market Size and Forecast (2017-2028)
8.3.6 Southeast Asia Marketing Dashboards Market Size and Forecast (2017-2028)
8.3.7 Australia Marketing Dashboards Market Size and Forecast (2017-2028)
9 South America by Country, by Type, and by Application
9.1 South America Marketing Dashboards Revenue by Type (2017-2028)
9.2 South America Marketing Dashboards Revenue by Application (2017-2028)
9.3 South America Marketing Dashboards Market Size by Country
9.3.1 South America Marketing Dashboards Revenue by Country (2017-2028)
9.3.2 Brazil Marketing Dashboards Market Size and Forecast (2017-2028)
9.3.3 Argentina Marketing Dashboards Market Size and Forecast (2017-2028)
10 Middle East & Africa by Country, by Type, and by Application
10.1 Middle East & Africa Marketing Dashboards Revenue by Type (2017-2028)
10.2 Middle East & Africa Marketing Dashboards Revenue by Application (2017-2028)
10.3 Middle East & Africa Marketing Dashboards Market Size by Country
10.3.1 Middle East & Africa Marketing Dashboards Revenue by Country (2017-2028)
10.3.2 Turkey Marketing Dashboards Market Size and Forecast (2017-2028)
10.3.3 Saudi Arabia Marketing Dashboards Market Size and Forecast (2017-2028)
10.3.4 UAE Marketing Dashboards Market Size and Forecast (2017-2028)
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 Marketing Dashboards Revenue by Type, (USD Million), 2017 VS 2021 VS 2028
Table 2. Global Marketing Dashboards Revenue by Application, (USD Million), 2017 VS 2021 VS 2028
Table 3. Global Market Marketing Dashboards Revenue (Million USD) Comparison by Region (2017 VS 2021 VS 2028)
Table 4. Global Marketing Dashboards Revenue (USD Million) by Region (2017-2022)
Table 5. Global Marketing Dashboards Revenue Market Share by Region (2023-2028)
Table 6. Google Corporate Information, Head Office, and Major Competitors
Table 7. Google Major Business
Table 8. Google Marketing Dashboards Product and Solutions
Table 9. Google Marketing Dashboards Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 10. Domo Corporate Information, Head Office, and Major Competitors
Table 11. Domo Major Business
Table 12. Domo Marketing Dashboards Product and Solutions
Table 13. Domo Marketing Dashboards Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 14. Zoho Corporate Information, Head Office, and Major Competitors
Table 15. Zoho Major Business
Table 16. Zoho Marketing Dashboards Product and Solutions
Table 17. Zoho Marketing Dashboards Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 18. Looker Corporate Information, Head Office, and Major Competitors
Table 19. Looker Major Business
Table 20. Looker Marketing Dashboards Product and Solutions
Table 21. Looker Marketing Dashboards Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 22. Datorama Corporate Information, Head Office, and Major Competitors
Table 23. Datorama Major Business
Table 24. Datorama Marketing Dashboards Product and Solutions
Table 25. Datorama Marketing Dashboards Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 26. Microsoft Corporate Information, Head Office, and Major Competitors
Table 27. Microsoft Major Business
Table 28. Microsoft Marketing Dashboards Product and Solutions
Table 29. Microsoft Marketing Dashboards Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 30. Tableau Corporate Information, Head Office, and Major Competitors
Table 31. Tableau Major Business
Table 32. Tableau Marketing Dashboards Product and Solutions
Table 33. Tableau Marketing Dashboards Revenue (USD Million), Gross Margin and Market Share (2019, 2020, 2021, and 2022)
Table 34. Global Marketing Dashboards Revenue (USD Million) by Players (2019, 2020, 2021, and 2022)
Table 35. Global Marketing Dashboards Revenue Share by Players (2019, 2020, 2021, and 2022)
Table 36. Breakdown of Marketing Dashboards by Company Type (Tier 1, Tier 2 and Tier 3)
Table 37. Marketing Dashboards Players Head Office, Products and Services Provided
Table 38. Marketing Dashboards Mergers & Acquisitions in the Past Five Years
Table 39. Marketing Dashboards New Entrants and Expansion Plans
Table 40. Global Marketing Dashboards Revenue (USD Million) by Type (2017-2022)
Table 41. Global Marketing Dashboards Revenue Share by Type (2017-2022)
Table 42. Global Marketing Dashboards Revenue Forecast by Type (2023-2028)
Table 43. Global Marketing Dashboards Revenue by Application (2017-2022)
Table 44. Global Marketing Dashboards Revenue Forecast by Application (2023-2028)
Table 45. North America Marketing Dashboards Revenue by Type (2017-2022) & (USD Million)
Table 46. North America Marketing Dashboards Revenue by Type (2023-2028) & (USD Million)
Table 47. North America Marketing Dashboards Revenue by Application (2017-2022) & (USD Million)
Table 48. North America Marketing Dashboards Revenue by Application (2023-2028) & (USD Million)
Table 49. North America Marketing Dashboards Revenue by Country (2017-2022) & (USD Million)
Table 50. North America Marketing Dashboards Revenue by Country (2023-2028) & (USD Million)
Table 51. Europe Marketing Dashboards Revenue by Type (2017-2022) & (USD Million)
Table 52. Europe Marketing Dashboards Revenue by Type (2023-2028) & (USD Million)
Table 53. Europe Marketing Dashboards Revenue by Application (2017-2022) & (USD Million)
Table 54. Europe Marketing Dashboards Revenue by Application (2023-2028) & (USD Million)
Table 55. Europe Marketing Dashboards Revenue by Country (2017-2022) & (USD Million)
Table 56. Europe Marketing Dashboards Revenue by Country (2023-2028) & (USD Million)
Table 57. Asia-Pacific Marketing Dashboards Revenue by Type (2017-2022) & (USD Million)
Table 58. Asia-Pacific Marketing Dashboards Revenue by Type (2023-2028) & (USD Million)
Table 59. Asia-Pacific Marketing Dashboards Revenue by Application (2017-2022) & (USD Million)
Table 60. Asia-Pacific Marketing Dashboards Revenue by Application (2023-2028) & (USD Million)
Table 61. Asia-Pacific Marketing Dashboards Revenue by Region (2017-2022) & (USD Million)
Table 62. Asia-Pacific Marketing Dashboards Revenue by Region (2023-2028) & (USD Million)
Table 63. South America Marketing Dashboards Revenue by Type (2017-2022) & (USD Million)
Table 64. South America Marketing Dashboards Revenue by Type (2023-2028) & (USD Million)
Table 65. South America Marketing Dashboards Revenue by Application (2017-2022) & (USD Million)
Table 66. South America Marketing Dashboards Revenue by Application (2023-2028) & (USD Million)
Table 67. South America Marketing Dashboards Revenue by Country (2017-2022) & (USD Million)
Table 68. South America Marketing Dashboards Revenue by Country (2023-2028) & (USD Million)
Table 69. Middle East & Africa Marketing Dashboards Revenue by Type (2017-2022) & (USD Million)
Table 70. Middle East & Africa Marketing Dashboards Revenue by Type (2023-2028) & (USD Million)
Table 71. Middle East & Africa Marketing Dashboards Revenue by Application (2017-2022) & (USD Million)
Table 72. Middle East & Africa Marketing Dashboards Revenue by Application (2023-2028) & (USD Million)
Table 73. Middle East & Africa Marketing Dashboards Revenue by Country (2017-2022) & (USD Million)
Table 74. Middle East & Africa Marketing Dashboards Revenue by Country (2023-2028) & (USD Million)
List of Figures
Figure 1. Marketing Dashboards Picture
Figure 2. Global Marketing Dashboards Revenue Market Share by Type in 2021
Figure 3. Cloud-Based
Figure 4. On-Premise
Figure 5. Marketing Dashboards Revenue Market Share by Application in 2021
Figure 6. Retail Picture
Figure 7. Logistics Picture
Figure 8. Telecommunications Picture
Figure 9. Others Picture
Figure 10. Global Marketing Dashboards Market Size, (USD Million): 2017 VS 2021 VS 2028
Figure 11. Global Marketing Dashboards Revenue and Forecast (2017-2028) & (USD Million)
Figure 12. Global Marketing Dashboards Revenue Market Share by Region (2017-2028)
Figure 13. Global Marketing Dashboards Revenue Market Share by Region in 2021
Figure 14. North America Marketing Dashboards Revenue (USD Million) and Growth Rate (2017-2028)
Figure 15. Europe Marketing Dashboards Revenue (USD Million) and Growth Rate (2017-2028)
Figure 16. Asia-Pacific Marketing Dashboards Revenue (USD Million) and Growth Rate (2017-2028)
Figure 17. South America Marketing Dashboards Revenue (USD Million) and Growth Rate (2017-2028)
Figure 18. Middle East and Africa Marketing Dashboards Revenue (USD Million) and Growth Rate (2017-2028)
Figure 19. Marketing Dashboards Market Drivers
Figure 20. Marketing Dashboards Market Restraints
Figure 21. Marketing Dashboards Market Trends
Figure 22. Google Recent Developments and Future Plans
Figure 23. Domo Recent Developments and Future Plans
Figure 24. Zoho Recent Developments and Future Plans
Figure 25. Looker Recent Developments and Future Plans
Figure 26. Datorama Recent Developments and Future Plans
Figure 27. Microsoft Recent Developments and Future Plans
Figure 28. Tableau Recent Developments and Future Plans
Figure 29. Global Marketing Dashboards Revenue Share by Players in 2021
Figure 30. Marketing Dashboards Market Share by Company Type (Tier 1, Tier 2 and Tier 3) in 2021
Figure 31. Global Top 3 Players Marketing Dashboards Revenue Market Share in 2021
Figure 32. Global Top 10 Players Marketing Dashboards Revenue Market Share in 2021
Figure 33. Key Players Market Share Trend (Top 3 Market Share: 2020 VS 2021 VS 2022)
Figure 34. Global Marketing Dashboards Revenue Share by Type in 2021
Figure 35. Global Marketing Dashboards Market Share Forecast by Type (2023-2028)
Figure 36. Global Marketing Dashboards Revenue Share by Application in 2021
Figure 37. Global Marketing Dashboards Market Share Forecast by Application (2023-2028)
Figure 38. North America Marketing Dashboards Sales Market Share by Type (2017-2028)
Figure 39. North America Marketing Dashboards Sales Market Share by Application (2017-2028)
Figure 40. North America Marketing Dashboards Revenue Market Share by Country (2017-2028)
Figure 41. United States Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 42. Canada Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 43. Mexico Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 44. Europe Marketing Dashboards Sales Market Share by Type (2017-2028)
Figure 45. Europe Marketing Dashboards Sales Market Share by Application (2017-2028)
Figure 46. Europe Marketing Dashboards Revenue Market Share by Country (2017-2028)
Figure 47. Germany Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 48. France Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 49. United Kingdom Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 50. Russia Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 51. Italy Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 52. Asia-Pacific Marketing Dashboards Sales Market Share by Type (2017-2028)
Figure 53. Asia-Pacific Marketing Dashboards Sales Market Share by Application (2017-2028)
Figure 54. Asia-Pacific Marketing Dashboards Revenue Market Share by Region (2017-2028)
Figure 55. China Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 56. Japan Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 57. South Korea Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 58. India Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 59. Southeast Asia Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 60. Australia Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 61. South America Marketing Dashboards Sales Market Share by Type (2017-2028)
Figure 62. South America Marketing Dashboards Sales Market Share by Application (2017-2028)
Figure 63. South America Marketing Dashboards Revenue Market Share by Country (2017-2028)
Figure 64. Brazil Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 65. Argentina Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 66. Middle East and Africa Marketing Dashboards Sales Market Share by Type (2017-2028)
Figure 67. Middle East and Africa Marketing Dashboards Sales Market Share by Application (2017-2028)
Figure 68. Middle East and Africa Marketing Dashboards Revenue Market Share by Country (2017-2028)
Figure 69. Turkey Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 70. Saudi Arabia Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 71. UAE Marketing Dashboards Revenue and Growth Rate (2017-2028) & (USD Million)
Figure 72. Methodology
Figure 73. Research Process and Data Source