Alternative Data Market - Global Outlook & Forecast 2024-2029

List of Tables

The alternative data market is expected to grow at a CAGR of 52.61% from 2023 to 2029.

Current Data Analytics Industry Scenario

The global data analytics industry is rapidly expanding, with alternative data emerging as a key driver of innovation and value creation. As organizations move beyond traditional data sets, they increasingly leverage alternative data to gain more granular insights into customer behaviors, market trends, and investment opportunities. In regions such as North America and Europe, regulatory frameworks around data privacy and usage influence market dynamics, with companies navigating a complex compliance landscape while maximizing the value of alternative data. Meanwhile, in markets like APAC, rapid digital transformation, the proliferation of smart devices, and increased connectivity are creating a rich ecosystem for alternative data generation. As the demand for real-time analytics grows, alternative data sources such as transaction data, web scraping, and geospatial information are becoming vital for decision-making across industries. However, the high costs associated with data collection and the need for advanced analytics tools remain challenges for businesses, particularly small and medium-sized enterprises (SMEs).

MARKET TRENDS & DRIVERS

Integration of Technology

Technology integration in the alternative data market is rapidly transforming investment strategies, especially through emerging AI applications and the growing use of geospatial and satellite data. Further, AI is increasingly being adopted to analyze alternative data, allowing investors to process vast and complex datasets efficiently. In 2023, more than half of investment firms surveyed reported using AI in either an evaluative or operational capacity, with a growing number planning to increase investments in AI through 2024. AI's ability to derive insights from non-traditional sources, such as credit card transactions and mobile data, revolutionizes decision-making in hedge funds, private equity, and venture capital. The use of generative AI, in particular, has accelerated, enabling firms to extract actionable insights from the immense volumes of alternative data available. This capability is becoming essential in a competitive market where investors seek to gain an edge by leveraging unconventional datasets.

Expansion of E-Commerce Industry

The e-commerce industry is experiencing rapid global growth, with new markets emerging and established ones reaching new milestones. Expanding through e-commerce enables businesses to reach new territories locally or globally and explore new product lines based on the demand from different target audiences. This expansion can occur through various channels, including major marketplace platforms like Amazon or individual company websites. The potential benefits include easier establishment in new locations, increased brand awareness, and direct access to new consumer markets. Furthermore, concerning the alternative data market, the expansion of e-commerce drives the need for enhanced data analytics and insights. As e-commerce platforms gather vast amounts of transactional and behavioral data, businesses can leverage alternative data sources to gain a competitive edge. This includes analyzing data from social media, online reviews, and market trends to understand consumer preferences better and improve decision-making.

INDUSTRY RESTRAINTS

Challenges in Data Integration and Privacy

Integrating alternative data into existing business models poses significant challenges, particularly in data quality and relevance. Combining unstructured alternative data with traditional datasets requires advanced analytics tools and expertise, which can be a barrier for many companies. Moreover, data privacy and regulatory concerns are at the forefront, especially in regions with stringent data protection laws, such as the European Union's General Data Protection Regulation (GDPR). Organizations must navigate these legal complexities while ensuring that their data usage complies with privacy standards, which can limit the scope of alternative data adoption. Additionally, ethical considerations around data ownership and consent create challenges in the broader use of personal and consumer-generated data.

SEGMENTATION INSIGHTS

INSIGHTS BY TYPE

The global alternative data market by type is segmented into credit & debit card transactions, email receipts, geo-location records, mobile application usage, satellite & weather data, and other data types. The credit & debit card transactions segment dominates the global market share. Credit and debit card transaction data is one of the most widely used, offering granular insights into consumer spending patterns, particularly valuable to financial institutions and hedge funds. Further, email receipts also play a key role in providing detailed information about consumer purchases and preferences. Geo-location records help companies understand consumer movement patterns and are extensively used in retail, real estate, and urban planning industries. Mobile application usage data offers insights into app interactions and consumer behavior, aiding in marketing strategies and user engagement analysis. Satellite and weather data is crucial for sectors like agriculture, logistics, and financial services, providing insights into environmental factors that affect industries. Other types of alternative data, such as web scraping and social media, also contribute to a holistic view of market dynamics, consumer sentiment, and industry trends.

Segmentation by Type

Credit & Debit Card Transactions
Email Receipts
Geo-Location Records
Mobile Application Usage
Satellite & Weather Data
Other Data Types

INSIGHTS BY INDUSTRY

The global alternative data market serves a wide range of industries, including BFSI (Banking, Financial Services, and Insurance), automotive, energy, industrial, IT and telecommunications, and real estate and construction. Each industry leverages alternative data to enhance decision-making processes, improve operational efficiencies, and gain competitive advantages. Other sectors, such as retail, media and entertainment, also tap into this data to uncover industry trends, optimize strategies, and drive growth in their respective fields.

In 2023, the BFSI segment held the largest segmental market share. The BFSI sector has increasingly incorporated alternative data to enhance decision-making, especially in lending, fraud detection, and customer insights. A prime example of alternative data in the BFSI industry is its application in credit risk assessments for "new to credit" individuals or small businesses lacking traditional credit history. For instance, Union Bank of the Philippines developed an AI-powered alternative credit-scoring solution that uses non-financial data to assess creditworthiness. Similarly, Wells Fargo signed a data-sharing agreement with fintech firm Envestnet | Yodlee, allowing seamless data exchange to provide a more holistic view of customer financial health.

Segmentation by Industry

BFSI
Automotive
Retail
Energy
Real Estate & Construction
Industrial
Other Industries

INSIGHT BY END-USER

The global alternative data market by end-users is segmented into hedge fund operators, retail companies, investment institutions, and other end-users. The hedge fund operators segment holds the most prominent global alternative data market share in 2023. Hedge fund operators and investment institutions are the primary consumers, using alternative data to enhance portfolio management and trading strategies and gaining insights from non-traditional data sources. Retail companies leverage this data for dynamic pricing, competitor analysis, and trend forecasting. At the same time, other sectors utilize it to optimize operations, make informed decisions, and identify new opportunities in their respective industries.

Segmentation by End-user

Hedge Fund Operators
Retail Companies
Investment Institutions
Other End-Users

GEOGRAPHICAL ANALYSIS

The global alternative data market is primarily driven by demand across North America, Europe, and the APAC region, with North America holding the largest market share. North America's dominance is attributed to the early adoption of advanced data analytics and the presence of a large number of financial institutions and hedge funds that actively leverage alternative data for investment strategies. In this region, regulatory frameworks and the availability of diverse data sources fuel the market's growth. The expansion of data-driven decision-making, particularly in financial services and retail sectors, further contributes to the market's expansion.

Europe follows closely, characterized by growing awareness of the value of alternative data in investment management and business strategy optimization. The region benefits from a high level of digitalization, increasing integration of AI, and strong regulatory support for data usage, particularly within financial markets. The focus on sustainability and Environmental, Social, and Governance (ESG) data also plays a pivotal role in the region's alternative data market. Furthermore, APAC is experiencing rapid growth in the alternative data market, driven by the rise of fintech companies and increasing digital transformation efforts across industries. The adoption of alternative data in APAC is fueled by the surge in e-commerce, mobile payment systems, and expanding financial services. Countries like China and India are notable for the large volumes of unstructured data generated through online platforms, social media, and mobile transactions. The market in this region is poised to grow as businesses look to harness the power of alternative data to improve decision-making and maintain competitive advantages in dynamic markets.

Segmentation by Geography

APAC
- China
- Japan
- India
- Australia
- South Korea
- Indonesia
Europe
- Germany
- The U.K.
- France
- Italy
- Spain
- Netherlands
- Switzerland
North America
- The U.S.
- Canada
Latin America
- Brazil
- Mexico
- Argentina
- Chile
Middle East & Africa
- Saudi Arabia
- UAE
- South Africa

COMPETITIVE LANDSCAPE

The global alternative data market is fragmented, with a mix of large established players and niche providers. The competitive landscape is marked by both organic growth and strategic acquisitions. Larger firms, particularly those with established infrastructure and advanced analytical capabilities, are focused on expanding their data sources and integrating AI-driven insights. These companies often possess the resources to invest in proprietary datasets, giving them a competitive edge in delivering high-quality, real-time alternative data. Furthermore, the key players in the global alternative data market include Thinknum Alternative Data, YipitData, Quandl (Nasdaq), Preqin, RavenPack, Advan Research Corporation, and M Science LLC.

Smaller companies and niche providers often focus on specific verticals, offering specialized datasets and insights that cater to distinct market segments such as hedge funds, private equity, or retail. As competition intensifies, many firms focus on offering more customizable data solutions, particularly in ESG, consumer sentiment, and social media data. Furthermore, mergers and partnerships are expected to increase in the alternative data market as companies seek to broaden their datasets and improve analytical capabilities. Moreover, as demand for more transparent, ethical, and privacy-compliant data practices grows, there will likely be greater emphasis on data governance and regulatory compliance. The rise of alternative data providers offering ESG-focused datasets will continue to shape industry dynamics, while investment in AI and machine learning to derive actionable insights from vast datasets will be a critical factor for maintaining a competitive edge in the coming years.

Key Company Profiles

1010 Data, Inc
Advan Research Corporation
Palantir Technologies Inc
Quandl (Nasdaq, Inc.)
S&P Global

Other Prominent Vendors

Alphasense Inc.
BattleFin
Consumer Edge Holdings, LLC
Dataminr
Eagle Alpha
Earnest
Exchange Data International Limited
FactSet
InfoTrie Group
IPqwery
LobbyingData.com
M Science LLC
Measurable AI
Orbital Insight
PREDIK Data-Driven
Preqin
RavenPack
Rubix
SafeGraph
Similarweb Ltd
Thinknum Alternative Data
Trademo Technologies Inc.
UBS
Visible Alpha
Xverum
YipitData

KEY QUESTIONS ANSWERED:

1. What is the growth rate of the global alternative data market?

2. Which region dominates the global alternative data market share?

3. How big is the global alternative data market?

4. What are the significant trends in the alternative data market?

5. Who are the key players in the global alternative data market?

Product Code: ARZ241008

1. SCOPE & COVERAGE

1.1. MARKET DEFINITION
- 1.1.1. INCLUSIONS
- 1.1.2. EXCLUSIONS
- 1.1.3. MARKET ESTIMATION CAVEATS
1.2. SEGMENTS COVERED & DEFINITION
- 1.1.1 MARKET SEGMENTATION BY TYPE
- 1.1.2 MARKET SEGMENTATION BY INDUSTRY
- 1.1.3 MARKET SEGMENTATION BY END-USER
- 1.1.4 REGIONS & COUNTRIES COVERED
1.3. MARKET DERIVATION
- 1.3.1. HISTORIC, BASE, & FORECAST YEARS

2. PREMIUM INSIGHTS

2.1. OPPORTUNITY POCKETS
- 2.1.1. MARKET MATURITY INDICATOR
- 2.1.2. REGIONAL INSIGHTS
2.2. MARKET DEFINITION
2.3. REPORT OVERVIEW
2.4. CURRENT DATA ANALYTICS INDUSTRY SCENARIO
2.5. ANALYSIS OF OPPORTUNITIES AND CHALLENGES
2.6. USAGE OF TRANSACTIONAL AND ACTIONABLE DATA
2.7. CHALLENGES IN DATA INTEGRATION AND PRIVACY
2.8. SEGMENT ANALYSIS
- 2.8.1. TYPE
- 2.8.2. INDUSTRY
- 2.8.3. END-USER
2.9. REGIONAL ANALYSIS
2.10. COMPETITIVE LANDSCAPE

3. MARKET AT A GLANCE

4. INTRODUCTION

4.1. OVERVIEW
- 4.1.1. ALTERNATIVE DATA VALUE CHAIN

5. MARKET OPPORTUNITIES & TRENDS

5.1. INCREASE IN ADOPTION OF ALTERNATIVE DATA IN BFSI SECTOR
5.2. INTEGRATION OF TECHNOLOGY
5.3. MERGERS AND ACQUISITIONS IN ALTERNATIVE DATA MARKET

6. MARKET GROWTH ENABLERS

6.1. POSITIVE OUTLOOK FOR DIGITALIZATION
6.2. RISE OF FINTECH AND FAVORABLE GOVERNMENT POLICIES
6.3. GROWTH IN BANKING FINANCIAL SERVICES AND INSURANCE (BFSI) SECTOR
6.4. EXPANSION OF E-COMMERCE INDUSTRY

7. MARKET RESTRAINTS

7.1. PRIVACY CONCERNS IN HANDLING ALTERNATIVE DATA
7.2. LACK OF SKILLED WORKFORCE
7.3. CHALLENGES IN EXTRACTING ACTIONABLE INSIGHTS FROM ALTERNATIVE DATA

8. MARKET LANDSCAPE

8.1. MARKET OVERVIEW
- 8.1.1. GEOGRAPHIC INSIGHTS
8.2. MARKET SIZE & FORECAST
8.3. FIVE FORCES ANALYSIS
- 8.3.1. THREAT OF NEW ENTRANTS
- 8.3.2. BARGAINING POWER OF SUPPLIERS
- 8.3.3. BARGAINING POWER OF BUYERS
- 8.3.4. THREAT OF SUBSTITUTES
- 8.3.5. COMPETITIVE RIVALRY

9. TYPE

9.1. MARKET SNAPSHOT & GROWTH ENGINE
9.2. MARKET OVERVIEW
9.3. CREDIT CARD & DEBIT CARD TRANSACTIONS
- 9.3.1. MARKET OVERVIEW
- 9.3.2. MARKET SIZE & FORECAST
- 9.3.3. MARKET BY GEOGRAPHY
9.4. EMAIL RECEIPTS
- 9.4.1. MARKET OVERVIEW
- 9.4.2. MARKET SIZE & FORECAST
- 9.4.3. MARKET BY GEOGRAPHY
9.5. GEOLOCATION RECORDS
- 9.5.1. MARKET OVERVIEW
- 9.5.2. MARKET SIZE & FORECAST
- 9.5.3. MARKET BY GEOGRAPHY
9.6. MOBILE APPLICATION USAGE
- 9.6.1. MARKET OVERVIEW
- 9.6.2. MARKET SIZE & FORECAST
- 9.6.3. MARKET BY GEOGRAPHY
9.7. SATELLITE & WEATHER DATA
- 9.7.1. MARKET OVERVIEW
- 9.7.2. MARKET SIZE & FORECAST
- 9.7.3. MARKET BY GEOGRAPHY
9.8. OTHER DATA TYPES
- 9.8.1. MARKET OVERVIEW
- 9.8.2. MARKET SIZE & FORECAST
- 9.8.3. MARKET BY GEOGRAPHY

10. INDUSTRY

10.1. MARKET SNAPSHOT & GROWTH ENGINE
10.2. MARKET OVERVIEW
10.3. BFSI
- 10.3.1. MARKET OVERVIEW
- 10.3.2. MARKET SIZE & FORECAST
- 10.3.3. MARKET BY GEOGRAPHY
10.4. AUTOMOTIVE
- 10.4.1. MARKET OVERVIEW
- 10.4.2. MARKET SIZE & FORECAST
- 10.4.3. MARKET BY GEOGRAPHY
10.5. RETAIL
- 10.5.1. MARKET OVERVIEW
- 10.5.2. MARKET SIZE & FORECAST
- 10.5.3. MARKET BY GEOGRAPHY
10.6. ENERGY
- 10.6.1. MARKET OVERVIEW
- 10.6.2. MARKET SIZE & FORECAST
- 10.6.3. MARKET BY GEOGRAPHY
10.7. REAL ESTATE & CONSTRUCTION
- 10.7.1. MARKET OVERVIEW
- 10.7.2. MARKET SIZE & FORECAST
- 10.7.3. MARKET BY GEOGRAPHY
10.8. INDUSTRIAL
- 10.8.1. MARKET OVERVIEW
- 10.8.2. MARKET SIZE & FORECAST
- 10.8.3. MARKET BY GEOGRAPHY
10.9. OTHER INDUSTRIES
- 10.9.1. MARKET OVERVIEW
- 10.9.2. MARKET SIZE & FORECAST
- 10.9.3. MARKET BY GEOGRAPHY

11. END-USER

11.1. MARKET SNAPSHOT & GROWTH ENGINE
11.2. MARKET OVERVIEW
11.3. HEDGE FUND OPERATORS
- 11.3.1. MARKET OVERVIEW
- 11.3.2. MARKET SIZE & FORECAST
- 11.3.3. MARKET BY GEOGRAPHY
11.4. RETAIL COMPANIES
- 11.4.1. MARKET OVERVIEW
- 11.4.2. MARKET SIZE & FORECAST
- 11.4.3. MARKET BY GEOGRAPHY
11.5. INVESTMENT INSTITUTIONS
- 11.5.1. MARKET OVERVIEW
- 11.5.2. MARKET SIZE & FORECAST
- 11.5.3. MARKET BY GEOGRAPHY
11.6. OTHER END-USERS
- 11.6.1. MARKET OVERVIEW
- 11.6.2. MARKET SIZE & FORECAST
- 11.6.3. MARKET BY GEOGRAPHY

12. GEOGRAPHY

12.1. MARKET SNAPSHOT & GROWTH ENGINE
12.2. GEOGRAPHIC OVERVIEW

13. APAC

13.1. MARKET OVERVIEW
13.2. MARKET SIZE & FORECAST
13.3. TYPE
- 13.3.1. MARKET SIZE & FORECAST
13.4. INDUSTRY
- 13.4.1. MARKET SIZE & FORECAST
13.5. END-USER
- 13.5.1. MARKET SIZE & FORECAST
13.6. KEY COUNTRIES
13.7. CHINA: MARKET SIZE & FORECAST
13.8. JAPAN: MARKET SIZE & FORECAST
13.9. INDIA: MARKET SIZE & FORECAST
13.10. AUSTRALIA: MARKET SIZE & FORECAST
13.11. SOUTH KOREA: MARKET SIZE & FORECAST
13.12. INDONESIA: MARKET SIZE & FORECAST

14. EUROPE

14.1. MARKET OVERVIEW
14.2. MARKET SIZE & FORECAST
14.3. TYPE
- 14.3.1. MARKET SIZE & FORECAST
14.4. INDUSTRY
- 14.4.1. MARKET SIZE & FORECAST
14.5. END-USER
- 14.5.1. MARKET SIZE & FORECAST
14.6. KEY COUNTRIES
14.7. GERMANY: MARKET SIZE & FORECAST
14.8. UK: MARKET SIZE & FORECAST
14.9. FRANCE: MARKET SIZE & FORECAST
14.11. ITALY: MARKET SIZE & FORECAST
14.12. SPAIN: MARKET SIZE & FORECAST
14.13. NETHERLANDS: MARKET SIZE & FORECAST
14.14. SWITZERLAND: MARKET SIZE & FORECAST

15. NORTH AMERICA

15.1. MARKET OVERVIEW
15.2. MARKET SIZE & FORECAST
15.3. TYPE
- 15.3.1. MARKET SIZE & FORECAST
15.4. INDUSTRY
- 15.4.1. MARKET SIZE & FORECAST
15.5. END-USER
- 15.5.1. MARKET SIZE & FORECAST
15.6. KEY COUNTRIES
15.7. US: MARKET SIZE & FORECAST
15.8. CANADA: MARKET SIZE & FORECAST

16. LATIN AMERICA

16.1. MARKET OVERVIEW
16.2. MARKET SIZE & FORECAST
16.3. TYPE
- 16.3.1. MARKET SIZE & FORECAST
16.4. INDUSTRY
- 16.4.1. MARKET SIZE & FORECAST
16.5. END-USER
- 16.5.1. MARKET SIZE & FORECAST
16.6. KEY COUNTRIES
16.7. BRAZIL: MARKET SIZE & FORECAST
16.8. MEXICO: MARKET SIZE & FORECAST
16.9. ARGENTINA: MARKET SIZE & FORECAST
16.10. CHILE: MARKET SIZE & FORECAST

17. MIDDLE EAST & AFRICA

17.1. MARKET OVERVIEW
17.2. MARKET SIZE & FORECAST
17.3. TYPE
- 17.3.1. MARKET SIZE & FORECAST
17.4. INDUSTRY
- 17.4.1. MARKET SIZE & FORECAST
17.5. END-USER
- 17.5.1. MARKET SIZE & FORECAST
17.6. KEY COUNTRIES
17.7. SAUDI ARABIA: MARKET SIZE & FORECAST
17.8. UAE: MARKET SIZE & FORECAST
17.9. SOUTH AFRICA: MARKET SIZE & FORECAST

18. COMPETITIVE LANDSCAPE

18.1. COMPETITION OVERVIEW

19. KEY COMPANY PROFILES

19.1. 1010 DATA, INC
- 19.1.1. BUSINESS OVERVIEW
- 19.1.2. SERVICE OFFERINGS
- 19.1.3. KEY STRATEGIES
- 19.1.4. KEY STRENGTHS
- 19.1.5. KEY OPPORTUNITIES
19.3. ADVAN RESEARCH CORPORATION
- 19.3.1. BUSINESS OVERVIEW
- 19.3.2. SERVICE OFFERINGS
- 19.3.3. KEY STRATEGIES
- 19.3.4. KEY STRENGTHS
- 19.3.5. KEY OPPORTUNITIES
19.4. PLANTIR TECHNOLOGIES INC.
- 19.4.1. BUSINESS OVERVIEW
- 19.4.2. SERVICE OFFERINGS
- 19.4.3. KEY STRATEGIES
- 19.4.4. KEY STRENGTHS
- 19.4.5. KEY OPPORTUNITIES
19.5. QUANDL (NASDAQ, INC.)
- 19.5.1. BUSINESS OVERVIEW
- 19.5.2. SERVICE OFFERINGS
- 19.5.3. KEY STRATEGIES
- 19.5.4. KEY STRENGTHS
- 19.5.5. KEY OPPORTUNITIES
19.6. S&P GLOBAL
- 19.6.1. BUSINESS OVERVIEW
- 19.6.2. SERVICE OFFERINGS
- 19.6.3. KEY STRATEGIES
- 19.6.4. KEY STRENGTHS
- 19.6.5. KEY OPPORTUNITIES

20. OTHER PROMINENT VENDORS

20.1. ALPHASENSE INC.
- 20.1.1. BUSINESS OVERVIEW
- 20.1.2. SERVICE OFFERINGS
20.2. BATTLEFIN
- 20.2.1. BUSINESS OVERVIEW
- 20.2.2. SERVICE OFFERINGS
20.3. CONSUMER EDGE HOLDINGS, LLC
- 20.3.1. BUSINESS OVERVIEW
- 20.3.2. SERVICE OFFERINGS
20.4. DATAMINR
- 20.4.1. BUSINESS OVERVIEW
- 20.4.2. SERVICE OFFERINGS
20.5. EAGLE ALPHA
- 20.5.1. BUSINESS OVERVIEW
- 20.5.2. SERVICE OFFERINGS
20.6. EARNEST
- 20.6.1. BUSINESS OVERVIEW
- 20.6.2. SERVICE OFFERINGS
20.7. EXCHANGE DATA INTERNATIONAL LIMITED
- 20.7.1. BUSINESS OVERVIEW
- 20.7.2. SERVICE OFFERINGS
20.8. FACTSET
- 20.8.1. BUSINESS OVERVIEW
- 20.8.2. SERVICE OFFERINGS
20.9. INFOTRIE GROUP
- 20.9.1. BUSINESS OVERVIEW
- 20.9.2. SERVICE OFFERINGS
20.10. IPQWERY
- 20.10.1. BUSINESS OVERVIEW
- 20.10.2. SERVICE OFFERINGS
20.11. LOBBYINGDATA.COM
- 20.11.1. BUSINESS OVERVIEW
- 20.11.2. SERVICE OFFERINGS
20.12. M SCIENCE LLC
- 20.12.1. BUSINESS OVERVIEW
- 20.12.2. SERVICE OFFERINGS
20.13. MEASURABLE AI
- 20.13.1. BUSINESS OVERVIEW
- 20.13.2. SERVICE OFFERINGS
20.14. ORBITAL INSIGHT
- 20.14.1. BUSINESS OVERVIEW
- 20.14.2. SERVICE OFFERINGS
20.15. PREDIK DATA-DRIVEN
- 20.15.1. BUSINESS OVERVIEW
- 20.15.2. SERVICE OFFERINGS
20.16. PREQIN
- 20.16.1. BUSINESS OVERVIEW
- 20.16.2. SERVICE OFFERINGS
20.17. RAVENPACK
- 20.17.1. BUSINESS OVERVIEW
- 20.17.2. SERVICE OFFERINGS
20.18. RUBIX
- 20.18.1. BUSINESS OVERVIEW
- 20.18.2. SERVICE OFFERINGS
20.19. SAFEGRAPH
- 20.19.1. BUSINESS OVERVIEW
- 20.19.2. SERVICE OFFERINGS
20.20. SIMILARWEB LTD
- 20.20.1. BUSINESS OVERVIEW
- 20.20.2. SERVICE OFFERINGS
20.21. THINKNUM ALTERNATIVE DATA
- 20.21.1. BUSINESS OVERVIEW
- 20.21.2. SERVICE OFFERINGS
20.22. TRADEMO TECHNOLOGIES INC.
- 20.22.1. BUSINESS OVERVIEW
- 20.22.2. SERVICE OFFERINGS
20.23. UBS
- 20.23.1. BUSINESS OVERVIEW
- 20.23.2. SERVICE OFFERINGS
20.24. VISIBLE ALPHA
- 20.24.1. BUSINESS OVERVIEW
- 20.24.2. SERVICE OFFERINGS
20.25. XVERUM
- 20.25.1. BUSINESS OVERVIEW
- 20.25.2. SERVICE OFFERINGS
20.26. YIPITDATA
- 20.26.1. BUSINESS OVERVIEW
- 20.26.2. SERVICE OFFERINGS

21. REPORT SUMMARY

21.1. KEY TAKEAWAYS
21.2. STRATEGIC RECOMMENDATIONS

22. QUANTITATIVE SUMMARY

22.1. MARKET BY GEOGRAPHY
22.2. APAC
- 22.2.1. TYPE: MARKET SIZE & FORECAST
- 22.2.2. INDUSTRY: MARKET SIZE & FORECAST
- 22.2.3. END-USER: MARKET SIZE & FORECAST
22.3. EUROPE
- 22.3.1. TYPE: MARKET SIZE & FORECAST
- 22.3.2. INDUSTRY: MARKET SIZE & FORECAST
- 22.3.3. END-USER: MARKET SIZE & FORECAST
22.4. NORTH AMERICA
- 22.4.1. TYPE: MARKET SIZE & FORECAST
- 22.4.2. INDUSTRY: MARKET SIZE & FORECAST
- 22.4.3. END-USER: MARKET SIZE & FORECAST
22.5. LATIN AMERICA
- 22.5.1. TYPE: MARKET SIZE & FORECAST
- 22.5.2. INDUSTRY: MARKET SIZE & FORECAST
- 22.5.3. END-USER: MARKET SIZE & FORECAST
22.6. MIDDLE EAST & AFRICA
- 22.6.1. TYPE: MARKET SIZE & FORECAST
- 22.6.2. INDUSTRY: MARKET SIZE & FORECAST
- 22.6.3. END-USER: MARKET SIZE & FORECAST

23. APPENDIX

23.1. RESEARCH METHODOLOGY
23.2. RESEARCH PROCESS
23.3. REPORT ASSUMPTIONS & CAVEATS
- 23.3.1. KEY CAVEATS
- 23.3.2. CURRENCY CONVERSION
23.4. ABBREVIATIONS