Analysts’ Viewpoint
The global alternative data market gained significant attention in recent years as an emerging source of valuable information for investment analysis. Investors and businesses seek new ways to gain insights and make informed decisions. As a result, a market has emerged, where alternative data providers collect, process, and sell data to various entities, such as hedge funds, asset managers, and other financial institutions.
The global alternative data industry is poised for continuous growth in the next few years. Demand for such data sets would increase as more companies recognize the value of alternative data. Continuous advancements in technology, particularly artificial intelligence (AI) and machine learning (ML), are significantly accelerating the utility of alternative data.
Alternative data refers to any data that is derived from sources other than the usual financial statements, reports, and publicly available information. It includes non-traditional or unconventional data sources that are used to gain insights about various aspects of business, finance, or other fields. It encompasses a wide range of information that is not typically found in traditional financial statements or economic indicators.
Alt data includes a wide range of information, such as satellite imagery, web scraping data, social media sentiment analysis, credit card transactions, geolocation data, and sensor data. Alternative data is preferred as it provides unique and valuable insights about various industries, consumer behavior, supply chains, and economic trends that may not be captured by traditional data sources.
Alternative data is particularly valuable to the finance sector, where the ability to access unique and timely information provides a competitive advantage. It allows investors, hedge funds, and financial institutions to enhance their research, develop new investment strategies, assess market trends, and make data-driven decisions.
The financial industry has rapidly adopted alternative data due to the desire to gain a competitive edge, improve investment strategies, and capitalize on unique insights that are not available through traditional data sources. Hedge funds, asset managers, and other institutional investors are increasingly turning to alternative data to enhance their investment strategies.
According to Global Hedge Fund Benchmark Study conducted by Alternative Investment Management Association (AIMA), Simmons & Simmons LLP, and Seward & Kissel in April 2021, 34% of hedge fund firms are investing in alternative data. Additionally, around half of hedge funds holding above US$ 1 Bn assets under management are investing in alternative data, and above one fourth of firms are investing in AI and ML.
Traditional financial data sources, such as credit scores and income statements, provide limited information about an individual or a business's creditworthiness. Alt data, which includes non-traditional data and unstructured data from sources, such as social media, online shopping behavior, and satellite imagery, provide additional insights into a borrower's financial behavior and credit risk. Financial institutions are incorporating alternative data into their risk assessment models to make more informed lending decisions and better manage their overall risk exposure.
Alternative data helps financial institutions to gain a deeper understanding of their customers' preferences, behavior, and needs. Banks and other financial firms gain insights into customer sentiment, spending patterns, and life events by analyzing data from social media, online forums, and other sources. This information is used to tailor personalized product offerings, improve customer service, and develop targeted marketing campaigns.
Alternative data is particularly useful for event-driven investing strategies. Investors identify potential catalysts or events that may impact specific companies or industries by monitoring alternative data sources. For example, analyzing satellite imagery to monitor parking lot occupancy at retail locations or tracking online job postings to gauge hiring trends provide insights into the potential performance of specific companies or sectors.
Generative AI refers to a subset of artificial intelligence that focuses on creating new data or content, such as text, images, and code, rather than simply analyzing or interpreting existing data. It is used to create synthetic financial data, which is used to train machine learning (ML) models. The ML models help improve the accuracy of these models, which support in making better investment decisions.
Generative AI is also used to create new types of alternative data, such as social media data or sensor data. The alternative data is utilized to gain insights into market trends and customer behavior. The emergence of generative AI is creating new alternative data market opportunities.
Generative AI opens up new possibilities for leveraging alternative data in innovative ways. For example, generative models are used to create realistic synthetic images, videos, or text based on alternative data sources.
The data created through generative models is used in areas such as content creation, design, and marketing, where unique and engaging visuals or narratives can be generated from alternative data inputs.
Generative AI techniques are employed to augment existing datasets with additional synthetic samples. Organizations expand the scope and diversity of their datasets by generating new data points, which helps to create more accurate and representative models. The augmented data helps improve the performance of predictive models, recommendation systems, and other AI applications.
Generative AI simulates and generates data that represents hypothetical scenarios or events. The data is particularly useful in financial modeling, risk assessment, and forecasting, where alternative data sources are used to gain insights into market trends and dynamics. Generative AI enables businesses to create simulated data that reflects various economic, market, or social scenarios that helps to analyze potential outcomes and make more informed decisions.
All these factors are expected to significantly drive the alternative data market share.
According to the latest alternative data industry research report, North America is anticipated to hold dominant share of the global industry during the forecast period due to the presence of a well-established financial sector, including a large number of investment firms, hedge funds, and asset managers. These institutions have a high demand for data-driven insights to gain a competitive edge in the market. Alternative data provides them with unique and actionable information, which is used to make more informed investment decisions.
Alternative data industry growth in Asia Pacific is expected to rise at the highest CAGR during the forecast period. The region is experiencing rapid economic growth in recent years. The growth is resulting in increased business activities and investment opportunities that create high demand for alternative data to gain insights about market trends, consumer behavior, and investment opportunities. China, India, and Southeast Asian nations are driving the market expansion.
The alternative data market research report profiles major service providers based on parameters such as financials, key product offerings, recent developments, and strategies.
UBS Group AG, Yipit LLC d.b.a. (YipitData), RavenPack International S.L., M Science LLC, DataSpark, Advan Research Corporation, The Earnest Analytics Company, InfoTrie, FactSet Research Systems Inc., Preqin Ltd, Datacie Sàrl, and QUICK Corp. Incorporated are the key alternative data providers.
Prominent providers are investing in R&D activities to introduce alternative data technologies that can meet the growing alternative data market demand. These service providers are tapping into the latest alternative data market trends to gain new opportunities and stay ahead of the competitive curve.
Key players have been profiled in the alternative data market forecast report based on parameters such as product portfolio, recent developments, business strategies, financial overview, company overview, and business segments.
| Attribute | Detail |
|---|---|
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Market Value in 2022 |
US$ 4.1 Bn |
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Market Forecast Value in 2031 |
US$ 154.9 Bn |
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Growth Rate (CAGR) |
49.8% |
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Forecast Period |
2023-2031 |
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Historical Data Available for |
2018-2021 |
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Quantitative Units |
US$ Bn for Value |
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Market Analysis |
Qualitative analysis includes drivers, restraints, opportunities, key trends, analysis, value chain analysis, and key trend analysis. |
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Competition Landscape |
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Format |
Electronic (PDF) + Excel |
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Market Segmentation |
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Regions Covered |
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Countries Covered |
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Companies Profiled |
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Customization Scope |
Available upon request |
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Pricing |
Available upon request |
It was valued at US$ 4.1 Bn in 2022
It is anticipated to reach US$ 154.9 Bn by the end of 2031
The CAGR is estimated to be 49.8% from 2023 to 2031
Surge in usage of alternative data in financial industry and improved data availability and accessibility
North America accounted for leading share in 2022
UBS Group AG, Yipit LLC d.b.a. (YipitData), RavenPack International S.L., M Science LLC, DataSpark, Advan Research Corporation, The Earnest Analytics Company, InfoTrie, FactSet Research Systems Inc., Preqin Ltd, Datacie Sàrl, and QUICK Corp.
1. Preface
1.1. Market Introduction
1.2. Market Segmentation
1.3. Key Research Objectives
2. Assumptions and Research Methodology
2.1. Research Methodology
2.1.1. List of Primary and Secondary Sources
2.2. Key Assumptions for Data Modelling
3. Executive Summary: Global Alternative Data Market
4. Market Overview
4.1. Market Definition
4.2. Technology/ Product Roadmap
4.3. Market Factor Analysis
4.3.1. Forecast Factors
4.3.2. Ecosystem/ Value Chain Analysis
4.3.3. Market Dynamics (Growth Influencers)
4.3.3.1. Drivers
4.3.3.2. Restraints
4.3.3.3. Opportunities
4.3.3.4. Impact Analysis of Drivers and Restraints
4.4. COVID-19 Impact Analysis
4.4.1. Impact of COVID-19 on Alternative Data Market
4.5. Porter’s Five Forces Analysis
4.6. PEST Analysis
4.7. Market Opportunity Assessment - by Region (North America/ Europe/ Asia Pacific/ Middle East & Africa/ South America)
4.7.1. By Data Type
4.7.2. By Industry Verticals
5. Global Alternative Data Market Analysis and Forecast
5.1. Market Revenue Analysis (US$ Bn), 2018-2031
5.1.1. Historic Growth Trends, 2018-2022
5.1.2. Forecast Trends, 2023-2031
6. Global Alternative Data Market Analysis, by Data Type
6.1. Overview and Definitions
6.2. Key Segment Analysis
6.3. Alternative Data Market Size (US$ Bn) Forecast, by Data Type, 2018 - 2031
6.3.1. Credit Card & Debit Card
6.3.2. Web Traffic & Scrapped Data
6.3.3. Email Receipts
6.3.4. Geo-location, Satellite & Weather Data
6.3.5. Mobile Application Usage
6.3.6. Social & Sentiment Data
6.3.7. Others
7. Global Alternative Data Market Analysis, by Industry Verticals
7.1. Key Segment Analysis
7.2. Alternative Data Market Size (US$ Bn) Forecast, by Industry Verticals, 2018 - 2031
7.2.1. BFSI
7.2.2. IT & Telecom
7.2.3. Retail and E-commerce
7.2.4. Real Estate & Construction
7.2.5. Healthcare
7.2.6. Logistics & Transportation
7.2.7. Energy and Utilities
7.2.8. Others
8. Global Alternative Data Market Analysis and Forecasts, by Region
8.1. Key Findings
8.2. Market Size (US$ Bn) Forecast by Region, 2018-2031
8.2.1. North America
8.2.2. Europe
8.2.3. Asia Pacific
8.2.4. Middle East & Africa
8.2.5. South America
9. North America Alternative Data Market Analysis and Forecast
9.1. Regional Outlook
9.2. Alternative Data Market Size (US$ Bn) Analysis and Forecast, 2018 - 2031
9.2.1. By Data Type
9.2.2. By Industry Verticals
9.3. Alternative Data Market Size (US$ Bn) Forecast, by Country, 2018 - 2031
9.3.1. U.S.
9.3.2. Canada
9.3.3. Mexico
10. Europe Alternative Data Market Analysis and Forecast
10.1. Regional Outlook
10.2. Alternative Data Market Size (US$ Bn) Analysis and Forecast, 2018 - 2031
10.2.1. By Data Type
10.2.2. By Industry Verticals
10.3. Alternative Data Market Size (US$ Bn) Forecast, by Country/Sub-region, 2018 - 2031
10.3.1. Germany
10.3.2. UK
10.3.3. France
10.3.4. Italy
10.3.5. Spain
10.3.6. Rest of Europe
11. Asia Pacific Alternative Data Market Analysis and Forecast
11.1. Regional Outlook
11.2. Alternative Data Market Size (US$ Bn) Analysis and Forecast, 2018 - 2031
11.2.1. By Data Type
11.2.2. By Industry Verticals
11.3. Alternative Data Market Size (US$ Bn) Forecast, by Country/Sub-region, 2018 - 2031
11.3.1. China
11.3.2. India
11.3.3. Japan
11.3.4. ASEAN
11.3.5. Rest of Asia Pacific
12. Middle East & Africa Alternative Data Market Analysis and Forecast
12.1. Regional Outlook
12.2. Alternative Data Market Size (US$ Bn) Analysis and Forecast, 2018 - 2031
12.2.1. By Data Type
12.2.2. By Industry Verticals
12.3. Alternative Data Market Size (US$ Bn) Forecast, by Country/Sub-region, 2018 - 2031
12.3.1. Saudi Arabia
12.3.2. United Arab Emirates
12.3.3. South Africa
12.3.4. Rest of Middle East & Africa
13. South America Alternative Data Market Analysis and Forecast
13.1. Regional Outlook
13.2. Alternative Data Market Size (US$ Bn) Analysis and Forecast, 2018 - 2031
13.2.1. By Data Type
13.2.2. By Industry Verticals
13.3. Alternative Data Market Size (US$ Bn) Forecast, by Country/Sub-region, 2018 - 2031
13.3.1. Brazil
13.3.2. Argentina
13.3.3. Rest of South America
14. Competition Landscape
14.1. Market Competition Matrix, by Leading Players
14.2. Competitive Landscape by Tier Structure of Companies
14.3. Scale of Competition, 2022
14.4. Scale of Competition at Regional Level, 2022
14.5. Market Revenue Share Analysis/Ranking , by Leading Players (2022)
14.6. List of Startups
14.7. Competition Evolution
14.8. Major Mergers & Acquisitions, Expansions, Partnership, Contacts, Deals, etc.
15. Company Profiles
15.1. UBS Group AG
15.1.1. Business Overview
15.1.2. Company Revenue
15.1.3. Product Portfolio
15.1.4. Geographic Footprint
15.1.5. Recent Developments
15.1.6. Impact of COVID-19
15.1.7. TMR View
15.1.8. Competitive Threats and Weakness
15.2. Yipit LLC d.b.a. (YipitData)
15.2.1. Business Overview
15.2.2. Company Revenue
15.2.3. Product Portfolio
15.2.4. Geographic Footprint
15.2.5. Recent Developments
15.2.6. Impact of COVID-19
15.2.7. TMR View
15.2.8. Competitive Threats and Weakness
15.3. RavenPack International S.L.
15.3.1. Business Overview
15.3.2. Company Revenue
15.3.3. Product Portfolio
15.3.4. Geographic Footprint
15.3.5. Recent Developments
15.3.6. Impact of COVID-19
15.3.7. TMR View
15.3.8. Competitive Threats and Weakness
15.4. M Science LLC
15.4.1. Business Overview
15.4.2. Company Revenue
15.4.3. Product Portfolio
15.4.4. Geographic Footprint
15.4.5. Recent Developments
15.4.6. Impact of COVID-19
15.4.7. TMR View
15.4.8. Competitive Threats and Weakness
15.5. DataSpark
15.5.1. Business Overview
15.5.2. Company Revenue
15.5.3. Product Portfolio
15.5.4. Geographic Footprint
15.5.5. Recent Developments
15.5.6. Impact of COVID-19
15.5.7. TMR View
15.5.8. Competitive Threats and Weakness
15.6. Advan Research Corporation
15.6.1. Business Overview
15.6.2. Company Revenue
15.6.3. Product Portfolio
15.6.4. Geographic Footprint
15.6.5. Recent Developments
15.6.6. Impact of COVID-19
15.6.7. TMR View
15.6.8. Competitive Threats and Weakness
15.7. The Earnest Analytics Company
15.7.1. Business Overview
15.7.2. Company Revenue
15.7.3. Product Portfolio
15.7.4. Geographic Footprint
15.7.5. Recent Developments
15.7.6. Impact of COVID-19
15.7.7. TMR View
15.7.8. Competitive Threats and Weakness
15.8. InfoTrie
15.8.1. Business Overview
15.8.2. Company Revenue
15.8.3. Product Portfolio
15.8.4. Geographic Footprint
15.8.5. Recent Developments
15.8.6. Impact of COVID-19
15.8.7. TMR View
15.8.8. Competitive Threats and Weakness
15.9. FactSet Research Systems Inc.
15.9.1. Business Overview
15.9.2. Company Revenue
15.9.3. Product Portfolio
15.9.4. Geographic Footprint
15.9.5. Recent Developments
15.9.6. Impact of COVID-19
15.9.7. TMR View
15.9.8. Competitive Threats and Weakness
15.10. Preqin Ltd
15.10.1. Business Overview
15.10.2. Company Revenue
15.10.3. Product Portfolio
15.10.4. Geographic Footprint
15.10.5. Recent Developments
15.10.6. Impact of COVID-19
15.10.7. TMR View
15.10.8. Competitive Threats and Weakness
15.11. Datacie Sàrl
15.11.1. Business Overview
15.11.2. Company Revenue
15.11.3. Product Portfolio
15.11.4. Geographic Footprint
15.11.5. Recent Developments
15.11.6. Impact of COVID-19
15.11.7. TMR View
15.11.8. Competitive Threats and Weakness
15.12. QUICK Corp.
15.12.1. Business Overview
15.12.2. Company Revenue
15.12.3. Product Portfolio
15.12.4. Geographic Footprint
15.12.5. Recent Developments
15.12.6. Impact of COVID-19
15.12.7. TMR View
15.12.8. Competitive Threats and Weakness
15.13. Others
15.13.1. Business Overview
15.13.2. Company Revenue
15.13.3. Product Portfolio
15.13.4. Geographic Footprint
15.13.5. Recent Developments
15.13.6. Impact of COVID-19
15.13.7. TMR View
15.13.8. Competitive Threats and Weakness
16. Key Takeaways
List of Tables
Table 1. Acronyms Used in Alternative Data Market
Table 2. North America Alternative Data Market Revenue Analysis, by Country, 2023 - 2031 (US$ Bn)
Table 3. Europe Alternative Data Market Revenue Analysis, by Country, 2023 - 2031 (US$ Bn)
Table 4. Asia Pacific Alternative Data Market Revenue Analysis, by Country, 2023 - 2031 (US$ Bn)
Table 5. Middle East & Africa Alternative Data Market Revenue Analysis, by Country, 2023 and 2031 (US$ Bn)
Table 6. South America Alternative Data Market Revenue Analysis, by Country, 2023 - 2031 (US$ Bn)
Table 7. Forecast Factors: Relevance and Impact (1/2)
Table 8. Forecast Factors: Relevance and Impact (2/2)
Table 9. Impact Analysis of Drivers & Restraints
Table 10. Global Alternative Data Market Value (US$ Bn) Forecast, by Data Type, 2018 - 2031
Table 11. Global Alternative Data Market Value (US$ Bn) Forecast, by Industry Verticals, 2018 - 2031
Table 12. Global Alternative Data Market Volume (US$ Bn) Forecast, by Region, 2018 - 2031
Table 13. North America Alternative Data Market Value (US$ Bn) Forecast, by Data Type, 2018 - 2031
Table 14. North America Alternative Data Market Value (US$ Bn) Forecast, by Industry Verticals, 2018 - 2031
Table 15. North America Alternative Data Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
Table 16. U.S. Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 17. Canada Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 18. Mexico Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 19. Europe Alternative Data Market Value (US$ Bn) Forecast, by Data Type, 2018 - 2031
Table 20. Europe Alternative Data Market Value (US$ Bn) Forecast, by Industry Verticals, 2018 - 2031
Table 21. Europe Alternative Data Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
Table 22. Germany Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 23. U.K. Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 24. France Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 25. Italy Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 26. Spain Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 27. Asia Pacific Alternative Data Market Value (US$ Bn) Forecast, by Data Type, 2018 - 2031
Table 28. Asia Pacific Alternative Data Market Value (US$ Bn) Forecast, by Industry Verticals, 2018 - 2031
Table 29. Asia Pacific Alternative Data Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
Table 30. China Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 31. India Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 32. Japan Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 33. ASEAN Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 34. Middle East & Africa Alternative Data Market Value (US$ Bn) Forecast, by Data Type, 2018 - 2031
Table 35. Middle East & Africa Alternative Data Market Value (US$ Bn) Forecast, by Industry Verticals, 2018 - 2031
Table 36. Middle East & Africa Alternative Data Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
Table 37. Saudi Arabia Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 38. United Arab Emirates Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 39. South Africa Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 40. South America Alternative Data Market Value (US$ Bn) Forecast, by Data Type, 2018 - 2031
Table 41. South America Alternative Data Market Value (US$ Bn) Forecast, by Industry Verticals, 2018 - 2031
Table 42. South America Alternative Data Market Value (US$ Bn) Forecast, by Country, 2018 - 2031
Table 43. Brazil Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 44. Argentina Alternative Data Market Revenue CAGR Breakdown (%), by Growth Term
Table 45. Mergers & Acquisitions, Partnerships (1/2)
Table 46. Mergers & Acquisitions, Partnership (2/2)
List of Figures
Figure 1. Global Alternative Data Market Size (US$ Bn) Forecast, 2018-2031
Figure 2. Global Alternative Data Market Revenue (US$ Bn) Opportunity Assessment, by Region, 2023E
Figure 3. Top Segment Analysis of Alternative Data Market
Figure 4. Global Alternative Data Market Revenue (US$ Bn) Opportunity Assessment, by Region, 2031F
Figure 5. Global Alternative Data Market Attractiveness Assessment, by Data Type
Figure 6. Global Alternative Data Market Attractiveness Assessment, by Industry Verticals
Figure 7. Global Alternative Data Market Attractiveness Assessment, by Region
Figure 8. Global Alternative Data Market Revenue (US$ Bn) Historic Trends, 2017 - 2022
Figure 9. Global Alternative Data Market Revenue Opportunity (US$ Bn) Historic Trends, 2017 - 2022
Figure 10. Global Alternative Data Market Value Share Analysis, by Data Type, 2023
Figure 11. Global Alternative Data Market Value Share Analysis, by Data Type, 2031
Figure 12. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Credit Card & Debit Card, 2023 - 2031
Figure 13. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Web Traffic & Scrapped Data, 2023 - 2031
Figure 14. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Email Receipts, 2023 - 2031
Figure 15. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Geo-location, Satellite & Weather Data, 2023 - 2031
Figure 16. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Mobile Application Usage, 2023 - 2031
Figure 17. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Satellite & Weather Data, 2023 - 2031
Figure 18. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Social & Sentiment Data, 2023 - 2031
Figure 19. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 20. Global Alternative Data Market Value Share Analysis, by Industry Verticals, 2023
Figure 21. Global Alternative Data Market Value Share Analysis, by Industry Verticals, 2031
Figure 22. Global Alternative Data Market Absolute Opportunity (US$ Bn), by BFSI, 2023 - 2031
Figure 23. Global Alternative Data Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2023 - 2031
Figure 24. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Retail & E-commerce, 2023 - 2031
Figure 25. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Real Estate & Construction, 2023 - 2031
Figure 26. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Healthcare, 2023 - 2031
Figure 27. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Logistics & Transportation, 2023 - 2031
Figure 28. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Energy & Utilities, 2023 - 2031
Figure 29. Global Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 30. Global Alternative Data Market Opportunity (US$ Bn), by Region
Figure 31. Global Alternative Data Market Opportunity Share (%), by Region, 2023-2031
Figure 32. Global Alternative Data Market Size (US$ Bn), by Region, 2023 & 2031
Figure 33. Global Alternative Data Market Value Share Analysis, by Region, 2023
Figure 34. Global Alternative Data Market Value Share Analysis, by Region, 2031
Figure 35. North America Alternative Data Market Absolute Opportunity (US$ Bn), 2023 - 2031
Figure 36. Europe Alternative Data Market Absolute Opportunity (US$ Bn), 2023 - 2031
Figure 37. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), 2023 - 2031
Figure 38. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), 2023 - 2031
Figure 39. South America Alternative Data Market Absolute Opportunity (US$ Bn), 2023 - 2031
Figure 40. North America Alternative Data Market Revenue Opportunity Share, by Data Type
Figure 41. North America Alternative Data Market Revenue Opportunity Share, by Industry Verticals
Figure 42. North America Alternative Data Market Revenue Opportunity Share, by Country
Figure 43. North America Alternative Data Market Value Share Analysis, by Data Type, 2023
Figure 44. North America Alternative Data Market Value Share Analysis, by Data Type, 2031
Figure 45. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Credit Card & Debit Card, 2023 - 2031
Figure 46. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Web Traffic & Scrapped Data, 2023 - 2031
Figure 47. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Email Receipts, 2023 - 2031
Figure 48. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Geo-location, Satellite & Weather Data, 2023 - 2031
Figure 49. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Mobile Application Usage, 2023 - 2031
Figure 50. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Social & Sentiment Data, 2023 - 2031
Figure 51. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 52. North America Alternative Data Market Value Share Analysis, by Industry Verticals, 2023
Figure 53. North America Alternative Data Market Value Share Analysis, by Industry Verticals, 2031
Figure 54. North America Alternative Data Market Absolute Opportunity (US$ Bn), by BFSI, 2023 - 2031
Figure 55. North America Alternative Data Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2023 - 2031
Figure 56. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Retail & E-commerce, 2023 - 2031
Figure 57. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Real Estate & Construction, 2023 - 2031
Figure 58. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Healthcare, 2023 - 2031
Figure 59. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Logistics & Transportation, 2023 - 2031
Figure 60. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Energy & Utilities, 2023 - 2031
Figure 61. North America Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 62. North America Alternative Data Market Value Share Analysis, by Country, 2023
Figure 63. North America Alternative Data Market Value Share Analysis, by Country, 2031
Figure 64. U.S. Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 65. Canada Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 66. Mexico Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 67. Europe Alternative Data Market Revenue Opportunity Share, by Data Type
Figure 68. Europe Alternative Data Market Revenue Opportunity Share, by Industry Verticals
Figure 69. Europe Alternative Data Market Revenue Opportunity Share, by Country
Figure 70. Europe Alternative Data Market Value Share Analysis, by Data Type, 2023
Figure 71. Europe Alternative Data Market Value Share Analysis, by Data Type, 2031
Figure 72. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Credit Card & Debit Card, 2023 - 2031
Figure 73. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Web Traffic & Scrapped Data, 2023 - 2031
Figure 74. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Email Receipts, 2023 - 2031
Figure 75. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Geo-location, Satellite & Weather Data, 2023 - 2031
Figure 76. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Mobile Application Usage, 2023 - 2031
Figure 77. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Social & Sentiment Data, 2023 - 2031
Figure 78. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 79. Europe Alternative Data Market Value Share Analysis, by Industry Verticals, 2023
Figure 80. Europe Alternative Data Market Value Share Analysis, by Industry Verticals, 2031
Figure 81. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by BFSI, 2023 - 2031
Figure 82. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2023 - 2031
Figure 83. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Retail & E-commerce, 2023 - 2031
Figure 84. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Real Estate & Construction, 2023 - 2031
Figure 85. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Healthcare, 2023 - 2031
Figure 86. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Logistics & Transportation, 2023 - 2031
Figure 87. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Energy & Utilities, 2023 - 2031
Figure 88. Europe Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 89. Europe Alternative Data Market Value Share Analysis, by Country, 2023
Figure 90. Europe Alternative Data Market Value Share Analysis, by Country, 2031
Figure 91. Germany Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 92. U.K. Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 93. France Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 94. Italy Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 95. Spain Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 96. Asia Pacific Alternative Data Market Revenue Opportunity Share, by Data Type
Figure 97. Asia Pacific Alternative Data Market Revenue Opportunity Share, by Industry Verticals
Figure 98. Asia Pacific Alternative Data Market Revenue Opportunity Share, by Country
Figure 99. Asia Pacific Alternative Data Market Value Share Analysis, by Data Type, 2023
Figure 100. Asia Pacific Alternative Data Market Value Share Analysis, by Data Type, 2031
Figure 101. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Credit Card & Debit Card, 2023 - 2031
Figure 102. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Web Traffic & Scrapped Data, 2023 - 2031
Figure 103. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Email Receipts, 2023 - 2031
Figure 104. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Geo-location, Satellite & Weather Data, 2023 - 2031
Figure 105. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Mobile Application Usage, 2023 - 2031
Figure 106. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Social & Sentiment Data, 2023 - 2031
Figure 107. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 108. Asia Pacific Alternative Data Market Value Share Analysis, by Industry Verticals, 2023
Figure 109. Asia Pacific Alternative Data Market Value Share Analysis, by Industry Verticals, 2031
Figure 110. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by BFSI, 2023 - 2031
Figure 111. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2023 - 2031
Figure 112. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Retail & E-commerce, 2023 - 2031
Figure 113. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Real Estate & Construction, 2023 - 2031
Figure 114. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Healthcare, 2023 - 2031
Figure 115. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Logistics & Transportation, 2023 - 2031
Figure 116. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Energy & Utilities, 2023 - 2031
Figure 117. Asia Pacific Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 118. Asia Pacific Alternative Data Market Value Share Analysis, by Country, 2023
Figure 119. Asia Pacific Alternative Data Market Value Share Analysis, by Country, 2031
Figure 120. China Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 121. India Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 122. Japan Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 123. ASEAN Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 124. Middle East & Africa Alternative Data Market Revenue Opportunity Share, by Data Type
Figure 125. Middle East & Africa Alternative Data Market Revenue Opportunity Share, by Industry Verticals
Figure 126. Middle East & Africa Alternative Data Market Revenue Opportunity Share, by Country
Figure 127. Middle East & Africa Alternative Data Market Value Share Analysis, by Data Type, 2023
Figure 128. Middle East & Africa Alternative Data Market Value Share Analysis, by Data Type, 2031
Figure 129. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Credit Card & Debit Card, 2023 - 2031
Figure 130. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Web Traffic & Scrapped Data, 2023 - 2031
Figure 131. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Email Receipts, 2023 - 2031
Figure 132. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Geo-location, Satellite & Weather Data, 2023 - 2031
Figure 133. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Mobile Application Usage, 2023 - 2031
Figure 134. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Social & Sentiment Data, 2023 - 2031
Figure 135. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 136. Middle East & Africa Alternative Data Market Value Share Analysis, by Industry Verticals, 2023
Figure 137. Middle East & Africa Alternative Data Market Value Share Analysis, by Industry Verticals, 2031
Figure 138. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by BFSI, 2023 - 2031
Figure 139. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2023 - 2031
Figure 140. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Retail & E-commerce, 2023 - 2031
Figure 141. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Real Estate & Construction, 2023 - 2031
Figure 142. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Healthcare, 2023 - 2031
Figure 143. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Logistics & Transportation, 2023 - 2031
Figure 144. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Energy & Utilities, 2023 - 2031
Figure 145. Middle East & Africa Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 146. Middle East & Africa East & Africa East & Africa Alternative Data Market Value Share Analysis, by Country, 2023
Figure 147. Middle East & Africa Alternative Data Market Value Share Analysis, by Country, 2031
Figure 148. Saudi Arabia Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 149. United Arab Emirates Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 150. South Africa Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 151. South America Alternative Data Market Revenue Opportunity Share, by Data Type
Figure 152. South America Alternative Data Market Revenue Opportunity Share, by Industry Verticals
Figure 153. South America Alternative Data Market Revenue Opportunity Share, by Country
Figure 154. South America Alternative Data Market Value Share Analysis, by Data Type, 2023
Figure 155. South America Alternative Data Market Value Share Analysis, by Data Type, 2031
Figure 156. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Credit Card & Debit Card, 2023 - 2031
Figure 157. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Web Traffic & Scrapped Data, 2023 - 2031
Figure 158. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Email Receipts, 2023 - 2031
Figure 159. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Geo-location, Satellite & Weather Data, 2023 - 2031
Figure 160. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Mobile Application Usage, 2023 - 2031
Figure 161. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Social & Sentiment Data, 2023 - 2031
Figure 162. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 163. South America Alternative Data Market Value Share Analysis, by Industry Verticals, 2023
Figure 164. South America Alternative Data Market Value Share Analysis, by Industry Verticals, 2031
Figure 165. South America Alternative Data Market Absolute Opportunity (US$ Bn), by BFSI, 2023 - 2031
Figure 166. South America Alternative Data Market Absolute Opportunity (US$ Bn), by IT & Telecom, 2023 - 2031
Figure 167. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Retail & E-commerce, 2023 - 2031
Figure 168. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Real Estate & Construction, 2023 - 2031
Figure 169. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Healthcare, 2023 - 2031
Figure 170. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Logistics & Transportation, 2023 - 2031
Figure 171. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Energy & Utilities, 2023 - 2031
Figure 172. South America Alternative Data Market Absolute Opportunity (US$ Bn), by Others, 2023 - 2031
Figure 173. South America Alternative Data Market Value Share Analysis, by Country, 2023
Figure 174. South America Alternative Data Market Value Share Analysis, by Country, 2031
Figure 175. Brazil Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
Figure 176. Argentina Alternative Data Market Opportunity Growth Analysis (US$ Bn) Forecast, 2023 - 2031
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Alternative Data Market
