100+ datasets found
  1. Alternative Data Market Analysis North America, Europe, APAC, South America,...

    • technavio.com
    pdf
    Updated Jan 17, 2025
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    Technavio (2025). Alternative Data Market Analysis North America, Europe, APAC, South America, Middle East and Africa - US, Canada, China, UK, Mexico, Germany, Japan, India, Italy, France - Size and Forecast 2025-2029 [Dataset]. https://www.technavio.com/report/alternative-data-market-industry-analysis
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    pdfAvailable download formats
    Dataset updated
    Jan 17, 2025
    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

    https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

    Time period covered
    2025 - 2029
    Area covered
    Canada, United States
    Description

    Snapshot img

    Alternative Data Market Size 2025-2029

    The alternative data market size is valued to increase USD 60.32 billion, at a CAGR of 52.5% from 2024 to 2029. Increased availability and diversity of data sources will drive the alternative data market.

    Major Market Trends & Insights

    North America dominated the market and accounted for a 56% growth during the forecast period.
    By Type - Credit and debit card transactions segment was valued at USD 228.40 billion in 2023
    By End-user - BFSI segment accounted for the largest market revenue share in 2023
    

    Market Size & Forecast

    Market Opportunities: USD 6.00 million
    Market Future Opportunities: USD 60318.00 million
    CAGR from 2024 to 2029 : 52.5%
    

    Market Summary

    The market represents a dynamic and rapidly expanding landscape, driven by the increasing availability and diversity of data sources. With the rise of alternative data-driven investment strategies, businesses and investors are increasingly relying on non-traditional data to gain a competitive edge. Core technologies, such as machine learning and natural language processing, are transforming the way alternative data is collected, analyzed, and utilized. Despite its potential, the market faces challenges related to data quality and standardization. According to a recent study, alternative data accounts for only 10% of the total data used in financial services, yet 45% of firms surveyed reported issues with data quality.
    Service types, including data providers, data aggregators, and data analytics firms, are addressing these challenges by offering solutions to ensure data accuracy and reliability. Regional mentions, such as North America and Europe, are leading the adoption of alternative data, with Europe projected to grow at a significant rate due to increasing regulatory support for alternative data usage. The market's continuous evolution is influenced by various factors, including technological advancements, changing regulations, and emerging trends in data usage.
    

    What will be the Size of the Alternative Data Market during the forecast period?

    Get Key Insights on Market Forecast (PDF) Request Free Sample

    How is the Alternative Data Market Segmented ?

    The alternative data industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

    Type
    
      Credit and debit card transactions
      Social media
      Mobile application usage
      Web scrapped data
      Others
    
    
    End-user
    
      BFSI
      IT and telecommunication
      Retail
      Others
    
    
    Geography
    
      North America
    
        US
        Canada
        Mexico
    
    
      Europe
    
        France
        Germany
        Italy
        UK
    
    
      APAC
    
        China
        India
        Japan
    
    
      Rest of World (ROW)
    

    By Type Insights

    The credit and debit card transactions segment is estimated to witness significant growth during the forecast period.

    Alternative data derived from credit and debit card transactions plays a significant role in offering valuable insights for market analysts, financial institutions, and businesses. This data category is segmented into credit card and debit card transactions. Credit card transactions serve as a rich source of information on consumers' discretionary spending, revealing their luxury spending tendencies and credit management skills. Debit card transactions, on the other hand, shed light on essential spending habits, budgeting strategies, and daily expenses, providing insights into consumers' practical needs and lifestyle choices. Market analysts and financial institutions utilize this data to enhance their strategies and customer experiences.

    Natural language processing (NLP) and sentiment analysis tools help extract valuable insights from this data. Anomaly detection systems enable the identification of unusual spending patterns, while data validation techniques ensure data accuracy. Risk management frameworks and hypothesis testing methods are employed to assess potential risks and opportunities. Data visualization dashboards and machine learning models facilitate data exploration and trend analysis. Data quality metrics and signal processing methods ensure data reliability and accuracy. Data governance policies and real-time data streams enable timely access to data. Time series forecasting, clustering techniques, and high-frequency data analysis provide insights into trends and patterns.

    Model training datasets and model evaluation metrics are essential for model development and performance assessment. Data security protocols are crucial to protect sensitive financial information. Economic indicators and compliance regulations play a role in the context of this market. Unstructured data analysis, data cleansing pipelines, and statistical significance are essential for deriving meaningful insights from this data. New

  2. Global buy-side spend on alternative data 2016-2020

    • statista.com
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    Statista, Global buy-side spend on alternative data 2016-2020 [Dataset]. https://www.statista.com/statistics/1112423/buy-side-spend-alternative-data-global/
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    Dataset authored and provided by
    Statistahttp://statista.com/
    Area covered
    Worldwide
    Description

    It is estimated that **** billion U.S. dollars will be spent on alternative data globally by buy-side firms in 2020. Alternative data is data used by investors to evaluate a company or investment outside of their traditional data sources, which include press releases, SEC filings, and financial statements. Some forms of alternative data include app usage, financial transactions, and geolocation data.

  3. Global Alternative Data Market Size By Data Type (Card Transactions, Mobile...

    • verifiedmarketresearch.com
    Updated Nov 15, 2024
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    VERIFIED MARKET RESEARCH (2024). Global Alternative Data Market Size By Data Type (Card Transactions, Mobile Application Usage), By End-User Industry (Automotive, BFSI, Energy), By End User (Hedge Fund Operators, Investment Institutions), By Geographic Scope And Forecast [Dataset]. https://www.verifiedmarketresearch.com/product/alternative-data-market/
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    Dataset updated
    Nov 15, 2024
    Dataset provided by
    Verified Market Researchhttps://www.verifiedmarketresearch.com/
    Authors
    VERIFIED MARKET RESEARCH
    License

    https://www.verifiedmarketresearch.com/privacy-policy/https://www.verifiedmarketresearch.com/privacy-policy/

    Time period covered
    2024 - 2031
    Area covered
    Global
    Description

    Alternative Data Market size was valued at USD 16.13 Billion in 2024 and is projected to reach USD 408.72 Billion by 2031, growing at a CAGR of 54.92% from 2024 to 2031.

    Global Alternative Data Market Drivers

    Growing Need for Alpha Generation: Investors are continuously looking for fresh sources of alpha, or excess returns over a benchmark, in the fiercely competitive financial markets. Insights from alternative data are distinct from those from traditional sources, which helps investors spot opportunities and obtain a competitive advantage. Technological Developments: The mass gathering and examination of alternative data has been made easier by technological developments, especially in fields like artificial intelligence, machine learning, and big data analytics. These technologies improve the value proposition of alternative data for investors by enabling complex data processing, pattern detection, and predictive modeling. Proliferation of Data Sources: Beyond traditional financial and economic indicators, there is a proliferation of data sources due to the internet and digital technology. Web traffic, satellite imagery, social media feeds, consumer transactions, and sensor data are just a few examples of the many sources that make up alternative data, which offers deep and varied insights into a number of fields and industries. Regulatory Environment: The gathering, storing, and use of alternative data may be affected by changes in regulations, such as the General Data Protection Regulation (GDPR) of the European Union and other comparable data protection legislation across the globe. Adherence to regulatory mandates is crucial for alternative data providers and consumers, as it molds the market environment and impacts data procurement tactics.

  4. D

    Alternative Data Platform Market Research Report 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Sep 30, 2025
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    Dataintelo (2025). Alternative Data Platform Market Research Report 2033 [Dataset]. https://dataintelo.com/report/alternative-data-platform-market
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    csv, pptx, pdfAvailable download formats
    Dataset updated
    Sep 30, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Alternative Data Platform Market Outlook



    According to our latest research, the global alternative data platform market size reached USD 7.2 billion in 2024, driven by the surging demand for actionable insights across industries. The market is experiencing robust expansion, recording a CAGR of 20.7% from 2025 to 2033. By 2033, the market is projected to attain a value of USD 46.1 billion, reflecting the growing adoption of alternative data sources for advanced analytics and decision-making. The primary growth factor for this sector is the increasing reliance on non-traditional data streams to gain a competitive edge in financial services, retail, and other verticals.




    The exponential growth of the alternative data platform market is primarily fueled by the rising appetite for data-driven decision-making across various sectors. Organizations are increasingly leveraging alternative data streams such as credit and debit card transactions, web scraping, and social sentiment analysis to supplement traditional data sources. This shift is particularly evident in the financial services industry, where hedge funds, asset managers, and investment banks seek to gain early insights into market trends and consumer behavior. The proliferation of big data technologies and advancements in artificial intelligence (AI) and machine learning (ML) further empower businesses to extract actionable intelligence from vast and unstructured data sets, accelerating market growth.




    Another significant growth driver is the expanding digital footprint of consumers and enterprises. As individuals engage more with digital platforms—ranging from e-commerce websites to mobile applications—the volume and variety of alternative data continue to multiply. Companies are capitalizing on this data deluge to refine customer segmentation, enhance risk assessment, and personalize product offerings. Additionally, the integration of geospatial and satellite data is opening new avenues for industries such as agriculture, logistics, and real estate, enabling more precise forecasting and operational planning. The convergence of these diverse data sources on unified platforms is making alternative data increasingly accessible and valuable to a broader range of end-users.




    The regulatory landscape is also evolving to accommodate the growing use of alternative data. Governments and regulatory bodies are introducing guidelines to ensure data privacy, security, and ethical usage, particularly in sensitive sectors like finance and healthcare. While these regulations present compliance challenges, they are also fostering trust and transparency, which in turn are encouraging more organizations to adopt alternative data platforms. Furthermore, the emergence of cloud-based deployment models is reducing the barriers to entry for small and medium-sized enterprises (SMEs), democratizing access to sophisticated analytics tools and fueling market expansion across regions.




    Regionally, North America holds the largest share of the alternative data platform market, underpinned by the presence of leading technology providers and the early adoption of advanced analytics solutions. Europe is witnessing substantial growth, driven by stringent data regulations and a mature financial ecosystem. The Asia Pacific region is emerging as the fastest-growing market, propelled by rapid digitalization, expanding e-commerce sectors, and increasing investments in AI and big data analytics. Latin America and the Middle East & Africa are also showing promising potential, albeit at a relatively nascent stage, as organizations in these regions begin to recognize the strategic value of alternative data in shaping business outcomes.



    Data Type Analysis



    The data type segment forms the backbone of the alternative data platform market, encompassing a diverse array of sources such as credit and debit card transactions, web scraping, social and sentiment data, satellite and geospatial data, mobile application usage, and others. Among these, credit and debit card transactions have emerged as a pivotal data type, offering near real-time insights into consumer spending patterns and macroeconomic trends. Financial institutions, retail chains, and market analysts are increasingly relying on this data to forecast sales, detect anomalies, and optimize inventory management. The granularity and frequency of transaction data make it an indispensable tool for high-frequency trading and portfolio management,

  5. G

    Alternative Data Platform Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Sep 1, 2025
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    Growth Market Reports (2025). Alternative Data Platform Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/alternative-data-platform-market
    Explore at:
    pptx, csv, pdfAvailable download formats
    Dataset updated
    Sep 1, 2025
    Dataset authored and provided by
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Alternative Data Platform Market Outlook



    According to our latest research, the global Alternative Data Platform market size reached USD 6.2 billion in 2024, reflecting robust expansion as enterprises increasingly leverage unconventional data sources for strategic decision-making. The market is projected to grow at a CAGR of 21.8% from 2025 to 2033, reaching a forecasted value of USD 44.2 billion by 2033. This aggressive growth trajectory is primarily driven by the escalating adoption of data-driven investment strategies, the proliferation of digital transactions, and the rapid evolution of data analytics technologies across various sectors. As per the latest research, the convergence of big data analytics, artificial intelligence, and alternative data sources is fundamentally transforming how organizations extract actionable insights and gain competitive advantages in their respective industries.




    One of the primary growth factors for the Alternative Data Platform market is the increasing demand for real-time, granular insights that traditional data sources often fail to provide. Financial institutions, investment funds, and corporates are increasingly turning to alternative data—such as credit card transactions, social sentiment, and geolocation data—to uncover hidden patterns, predict market trends, and enhance risk assessment. The growing sophistication of alternative data analytics platforms, which now offer advanced machine learning and natural language processing capabilities, allows organizations to process vast and diverse datasets seamlessly. This, in turn, leads to better-informed investment decisions, improved operational efficiency, and a heightened ability to respond to rapidly changing market dynamics.




    Another significant driver fueling the growth of the Alternative Data Platform market is the expansion of digital infrastructure and the exponential increase in data generation from both structured and unstructured sources. The proliferation of smartphones, IoT devices, and digital payment systems has led to an unprecedented surge in data volume and variety. Organizations across sectors such as retail, healthcare, and logistics are increasingly harnessing alternative data to optimize supply chains, personalize customer experiences, and monitor real-time events. Additionally, the integration of satellite imagery and weather data into alternative data platforms is opening new avenues for predictive analytics in sectors like agriculture and insurance. The ability to aggregate, cleanse, and analyze these diverse data streams in near real-time is a key competitive differentiator, further propelling market growth.




    Regulatory developments and the evolving data privacy landscape also play a pivotal role in shaping the Alternative Data Platform market. While regulatory scrutiny around data usage and privacy has intensified, especially in regions like Europe and North America, it has also led to the development of more secure, compliant, and transparent data platforms. Companies are investing heavily in data governance frameworks and privacy-enhancing technologies to ensure adherence to regulations such as GDPR and CCPA. This focus on compliance has fostered greater trust among stakeholders and encouraged broader adoption of alternative data solutions. As a result, the market is witnessing increased participation from traditional enterprises alongside fintechs and hedge funds, further broadening its scope and impact.



    In the realm of financial services, Swap Data Reporting Solutions have become increasingly vital. These solutions enable financial institutions to comply with regulatory requirements by providing accurate and timely reporting of swap transactions. As the regulatory landscape continues to evolve, the demand for robust swap data reporting solutions is growing, ensuring transparency and reducing systemic risk in the derivatives market. By leveraging advanced technologies, these solutions facilitate the seamless aggregation and reporting of swap data, enabling firms to meet compliance obligations efficiently. The integration of swap data reporting solutions into alternative data platforms is enhancing the ability of financial institutions to manage risk, optimize trading strategies, and maintain regulatory compliance, thereby driving further growth in the market.




    From a regional perspective, Nort

  6. A

    Alternative Data Provider Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jun 17, 2025
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    Data Insights Market (2025). Alternative Data Provider Report [Dataset]. https://www.datainsightsmarket.com/reports/alternative-data-provider-1366407
    Explore at:
    doc, pdf, pptAvailable download formats
    Dataset updated
    Jun 17, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    Discover the booming Alternative Data Provider market! This comprehensive analysis reveals a market projected to surpass $15 billion by 2033, driven by AI, increasing demand for non-traditional data sources, and the rise of quant investing. Learn about key players, market segments, and future trends.

  7. G

    Alternative Data for Credit Scoring Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Sep 1, 2025
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    Growth Market Reports (2025). Alternative Data for Credit Scoring Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/alternative-data-for-credit-scoring-market
    Explore at:
    pdf, pptx, csvAvailable download formats
    Dataset updated
    Sep 1, 2025
    Dataset authored and provided by
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Alternative Data for Credit Scoring Market Outlook



    According to our latest research, the global Alternative Data for Credit Scoring market size reached USD 3.91 billion in 2024, reflecting a robust expansion trajectory. The market is projected to grow at a CAGR of 21.2% from 2025 to 2033, attaining a forecasted value of USD 25.6 billion by 2033. This growth is primarily driven by the increasing demand for more inclusive, accurate, and real-time credit risk assessment methodologies across financial institutions and fintech companies, as they seek to address the limitations of traditional credit scoring models.




    The rapid digitalization of financial services, coupled with the proliferation of data sources, is significantly fueling the adoption of alternative data for credit scoring. Financial institutions are increasingly leveraging data from non-traditional sources such as social media, utility payments, and e-commerce platforms to gain deeper insights into consumer behavior and creditworthiness. This trend is particularly pronounced in emerging markets where a large proportion of the population remains unbanked or underbanked, making it challenging to assess credit risk using conventional data. As regulatory frameworks evolve to accommodate and encourage the use of alternative data, the market is expected to witness accelerated growth, with more lenders integrating these data streams into their risk assessment processes.




    Another key growth driver is the rise of fintech innovation and the competitive pressure it exerts on traditional lenders. Fintech companies are leading the way in deploying advanced analytics, artificial intelligence, and machine learning algorithms to extract actionable insights from vast pools of alternative data. These developments are enabling faster, more accurate, and more inclusive credit decisions, reducing default rates and expanding access to credit for individuals and small businesses previously excluded from the formal financial system. The growing adoption of mobile banking, digital wallets, and online lending platforms further amplifies the volume and variety of alternative data available for credit scoring, creating a virtuous cycle of innovation and market expansion.




    Furthermore, the increasing focus on financial inclusion and regulatory support for alternative credit assessment models are catalyzing market growth. Governments and regulatory bodies in several regions are recognizing the potential of alternative data to bridge the credit gap, particularly for underserved segments such as micro-entrepreneurs, gig workers, and young adults with limited credit history. Initiatives aimed at standardizing data collection, ensuring data privacy, and promoting responsible lending practices are fostering a conducive environment for market development. As stakeholders collaborate to establish best practices and frameworks for the ethical use of alternative data, the credibility and adoption of these models are expected to rise, driving sustained market growth through 2033.



    In the realm of investing, Alternative Data for Investing is gaining traction as a powerful tool for making informed decisions. Investors are increasingly turning to non-traditional data sources, such as satellite imagery, social media sentiment, and even weather patterns, to gain insights that are not captured by conventional financial metrics. This approach allows for a more nuanced understanding of market dynamics and consumer behavior, enabling investors to identify trends and opportunities that might otherwise go unnoticed. As the financial landscape becomes more complex, the integration of alternative data into investment strategies is becoming a key differentiator for asset managers seeking to enhance portfolio performance and manage risk more effectively.




    Regionally, Asia Pacific is emerging as a key growth engine for the alternative data for credit scoring market, supported by a large unbanked population, rapid digital adoption, and proactive regulatory initiatives. North America and Europe continue to lead in terms of technological innovation and market maturity, while Latin America and the Middle East & Africa are witnessing increasing investments in digital financial infrastructure. The regional dynamics are shaped by varying levels of financial inclusion, regulatory readiness, and consumer attitudes towar

  8. G

    Alternative Data Analytics for Trading AI Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Aug 22, 2025
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    Growth Market Reports (2025). Alternative Data Analytics for Trading AI Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/alternative-data-analytics-for-trading-ai-market
    Explore at:
    pdf, csv, pptxAvailable download formats
    Dataset updated
    Aug 22, 2025
    Dataset authored and provided by
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Alternative Data Analytics for Trading AI Market Outlook



    As per our latest research, the global Alternative Data Analytics for Trading AI market size reached USD 4.7 billion in 2024, reflecting robust adoption across financial institutions and trading firms. The market is projected to grow at a CAGR of 23.5% during the forecast period, reaching a remarkable USD 37.6 billion by 2033. This exceptional growth is driven by the increasing demand for actionable insights from unconventional data sources, the rapid evolution of AI-based trading strategies, and the intensifying need for competitive differentiation in global capital markets.



    A primary growth factor fueling the expansion of the Alternative Data Analytics for Trading AI market is the ongoing digital transformation within the financial services industry. As traditional data sources become saturated and less effective at generating alpha, investment managers and traders are turning to alternative data—such as satellite imagery, social media sentiment, and transactional records—to gain unique market perspectives. The integration of AI and machine learning technologies with these diverse data streams enables the extraction of predictive signals and actionable intelligence, which significantly enhances trading performance and portfolio optimization. This trend is further accelerated by the proliferation of big data platforms and advanced analytics tools, making it feasible for firms of all sizes to process, analyze, and derive value from massive, unstructured datasets in real time.



    Another significant driver is the evolving regulatory landscape and the increasing emphasis on transparency and risk management in global financial markets. Regulatory bodies are encouraging the adoption of sophisticated analytics to ensure compliance, detect anomalies, and mitigate systemic risks. Alternative data analytics platforms, powered by AI, not only facilitate better risk assessment but also help in identifying fraudulent activities, market manipulation, and emerging market trends. This regulatory impetus, coupled with the growing sophistication of AI models, is compelling both buy-side and sell-side institutions to invest in alternative data solutions, thereby propelling market growth.



    Additionally, the democratization of alternative data is expanding the market's reach beyond institutional investors to include retail traders and smaller asset managers. Cloud-based deployment models, open-source analytics frameworks, and API-driven data marketplaces are making alternative data more accessible and affordable. As a result, there is a notable surge in demand from retail investors and fintech startups seeking to leverage AI-powered trading signals derived from non-traditional data sources. This broadening end-user base is expected to sustain the market's momentum over the next decade, as more participants seek to capitalize on the informational edge provided by alternative data analytics.



    From a regional perspective, North America commands the largest share of the Alternative Data Analytics for Trading AI market, owing to its advanced financial ecosystem, high concentration of hedge funds and asset managers, and early adoption of AI technologies. Europe follows closely, driven by stringent regulatory requirements and the growing presence of fintech innovation hubs. Meanwhile, the Asia Pacific region is emerging as a high-growth market, fueled by rapid digitalization, expanding capital markets, and increasing investments in AI infrastructure. Latin America and the Middle East & Africa, while currently representing smaller shares, are expected to witness accelerated growth as local financial institutions embrace alternative data analytics to enhance trading efficiency and market competitiveness.





    Data Type Analysis



    The Data Type segment is a cornerstone of the Alternative Data Analytics for Trading AI market, encompassing a diverse array of sources such as Social Media Data, Satellite Data, Web Scraping Data, Financial Transaction Data, Sensor Data, and Others.

  9. Review of Alternative Datasets for Credit Scoring

    • kaggle.com
    zip
    Updated Jul 27, 2024
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    Deepa Shukla (2024). Review of Alternative Datasets for Credit Scoring [Dataset]. https://www.kaggle.com/datasets/deepashukla/review-of-alternative-datasets-for-credit-scoring
    Explore at:
    zip(26002 bytes)Available download formats
    Dataset updated
    Jul 27, 2024
    Authors
    Deepa Shukla
    License

    MIT Licensehttps://opensource.org/licenses/MIT
    License information was derived automatically

    Description

    Credit scoring is essential in financial services, allowing institutions to assess consumers' creditworthiness. Traditional credit scoring models heavily rely on extensive transaction history, which often poses a significant challenge for thin-file consumers—individuals with limited credit history. This comprehensive review aims to explore and evaluate various alternative datasets that can be utilised to improve credit scoring for thin-file consumers. By moving beyond traditional transaction profiles, alternative datasets such as social media data, web browsing behaviour, digital footprints, and telecom data offer new dimensions to assess consumer credit risk.

  10. Exploring Alternative Data Sources for the Study of Assault in Miami,...

    • icpsr.umich.edu
    • catalog.data.gov
    ascii, delimited, r +3
    Updated Jun 10, 2013
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    Cohen, Jacqueline (2013). Exploring Alternative Data Sources for the Study of Assault in Miami, Florida, St. Louis, Missouri, and Pittsburgh, Pennsylvania, 1994 -1997 [Dataset]. http://doi.org/10.3886/ICPSR04358.v1
    Explore at:
    delimited, sas, ascii, stata, r, spssAvailable download formats
    Dataset updated
    Jun 10, 2013
    Dataset provided by
    Inter-university Consortium for Political and Social Researchhttps://www.icpsr.umich.edu/web/pages/
    Authors
    Cohen, Jacqueline
    License

    https://www.icpsr.umich.edu/web/ICPSR/studies/4358/termshttps://www.icpsr.umich.edu/web/ICPSR/studies/4358/terms

    Time period covered
    1994 - 1997
    Area covered
    St. Louis, Florida, Miami, Pittsburgh, Missouri, Pennsylvania, United States
    Description

    The study involved the collection of data on serious assaults that occured in three cities: Miami, Florida (1996-1997), Pittsburgh, Pennsylvania (1994-1996), and St. Louis, Missouri (1995-1996). The data were extracted from police offense reports, and included detailed information about the incidents (Part 1) as well as information about the victims, suspects, and witnesses for each incident (Parts 2-9).

  11. A

    Alternative Data Vendor Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jun 17, 2025
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    Data Insights Market (2025). Alternative Data Vendor Report [Dataset]. https://www.datainsightsmarket.com/reports/alternative-data-vendor-532968
    Explore at:
    doc, pdf, pptAvailable download formats
    Dataset updated
    Jun 17, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    Discover the booming alternative data vendor market! This in-depth analysis reveals a $5B market projected to reach $15B by 2033, driven by AI, big data analytics, and the rising demand for non-traditional data sources in finance and beyond. Explore key players, market trends, and growth opportunities.

  12. A

    Alternative Data Vendor Report

    • archivemarketresearch.com
    doc, pdf, ppt
    Updated Feb 12, 2025
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    Archive Market Research (2025). Alternative Data Vendor Report [Dataset]. https://www.archivemarketresearch.com/reports/alternative-data-vendor-21986
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    Feb 12, 2025
    Dataset authored and provided by
    Archive Market Research
    License

    https://www.archivemarketresearch.com/privacy-policyhttps://www.archivemarketresearch.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The size of the Alternative Data Vendor market was valued at USD XXX million in 2024 and is projected to reach USD XXX million by 2033, with an expected CAGR of XX % during the forecast period.

  13. E

    Alternative Data Market Growth Analysis - Forecast Trends and Outlook...

    • expertmarketresearch.com
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    Claight Corporation (Expert Market Research), Alternative Data Market Growth Analysis - Forecast Trends and Outlook (2025-2034) [Dataset]. https://www.expertmarketresearch.com/reports/alternative-data-market
    Explore at:
    pdf, excel, csv, pptAvailable download formats
    Dataset authored and provided by
    Claight Corporation (Expert Market Research)
    License

    https://www.expertmarketresearch.com/privacy-policyhttps://www.expertmarketresearch.com/privacy-policy

    Time period covered
    2025 - 2034
    Area covered
    Global
    Variables measured
    CAGR, Forecast Market Value, Historical Market Value
    Measurement technique
    Secondary market research, data modeling, expert interviews
    Dataset funded by
    Claight Corporation (Expert Market Research)
    Description

    The global alternative data market size attained a value of USD 6.31 Billion in 2024. The market is further expected to grow at a CAGR of 40.20% between 2025 and 2034, reaching a value of USD 185.14 Billion by 2034. The alternative data market is growing rapidly due to several key factors. Investment firms, particularly hedge funds, asset managers, and institutional investors, are increasingly leveraging alternative data to gain insights beyond traditional sources. This data includes geolocation data, social media, and foot traffic, providing a real-time view of market trends. By incorporating sentiment analysis, these players can enhance their credit decision-making processes and improve risk profiling.

    The use of alternative data enables better forecasting and informed decision-making, especially in financial services, where precision is critical. Moreover, alternative data is driving innovation in investment strategies, helping firms stay ahead of market movements and offering a competitive edge in volatile environments. With its capacity to offer fresh perspectives on consumer behaviour and economic activity, alternative data is now an essential tool for shaping investment decisions and optimising portfolios, making it indispensable for firms focused on maximising returns and minimising risks.

  14. D

    Alternative Data For Investing Market Research Report 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Sep 30, 2025
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    Dataintelo (2025). Alternative Data For Investing Market Research Report 2033 [Dataset]. https://dataintelo.com/report/alternative-data-for-investing-market
    Explore at:
    pptx, pdf, csvAvailable download formats
    Dataset updated
    Sep 30, 2025
    Dataset authored and provided by
    Dataintelo
    License

    https://dataintelo.com/privacy-and-policyhttps://dataintelo.com/privacy-and-policy

    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Alternative Data for Investing Market Outlook



    According to our latest research, the global Alternative Data for Investing market size reached USD 6.2 billion in 2024, exhibiting robust momentum with a CAGR of 18.7% from 2025 to 2033. This dynamic market is projected to achieve a value of USD 33.7 billion by 2033, fueled by rising demand for non-traditional data sources that offer actionable investment insights. The rapid expansion is driven by increasing adoption among institutional investors, technological advancements in data analytics, and a growing appetite for alpha generation in competitive financial markets.




    The primary growth factor for the Alternative Data for Investing market is the escalating need for unique, real-time information that can provide a competitive edge in investment decision-making. Traditional data sources, such as financial statements and economic indicators, are now widely available and often lead to crowded trades. In contrast, alternative data—ranging from satellite imagery and web-scraped data to mobile app usage and credit card transactions—offers granular, timely insights that are not yet fully priced into the market. As asset managers and hedge funds seek to outperform benchmarks, they are increasingly turning to alternative data to identify emerging trends, assess corporate performance, and anticipate market movements ahead of their peers. This shift is further amplified by advancements in artificial intelligence and machine learning, which enable investors to process and extract value from vast, unstructured datasets with unprecedented speed and accuracy.




    Another significant driver is the proliferation of data sources and the democratization of data access. The digital transformation across industries has generated an explosion of data, much of which can be harnessed for investment purposes. Social media platforms, e-commerce sites, geospatial technologies, and IoT devices are continuously generating valuable signals about consumer behavior, supply chain dynamics, and macroeconomic conditions. Financial institutions are increasingly collaborating with data vendors and fintech startups to integrate these alternative datasets into their investment models. Additionally, regulatory changes in data privacy and open banking are enabling greater access to transaction-level data, further broadening the scope of alternative data applications in investing.




    The growing sophistication and adoption of data analytics tools are also propelling the Alternative Data for Investing market forward. Cloud-based analytics platforms, advanced visualization tools, and scalable data management solutions have made it easier for investment professionals to ingest, process, and interpret large volumes of alternative data. This has led to the emergence of new investment strategies, such as sentiment-driven trading, real-time supply chain monitoring, and ESG (Environmental, Social, and Governance) analysis using non-traditional metrics. Furthermore, as more retail investors gain access to alternative data through digital platforms, the market is witnessing broader participation and innovation in data-driven investing.




    Regionally, North America dominates the Alternative Data for Investing market, accounting for the largest share in 2024 due to the presence of leading financial hubs, advanced technology infrastructure, and a high concentration of institutional investors. Europe is also experiencing robust growth, driven by regulatory support for data sharing and the rise of fintech innovation hubs. The Asia Pacific region is emerging as a high-growth market, fueled by rapid digitalization, expanding capital markets, and increasing adoption of alternative data by local asset managers and hedge funds. Meanwhile, Latin America and the Middle East & Africa are witnessing steady growth, supported by rising financial inclusion and the entry of global data providers into these regions.



    Data Type Analysis



    The data type segment of the Alternative Data for Investing market is highly diverse, encompassing a wide array of sources such as social and sentiment data, web-scraped data, satellite and geospatial data, credit and debit card transactions, mobile application usage, and other emerging categories. Social and sentiment data, derived from platforms like Twitter, Reddit, and financial forums, has become indispensable for gauging market sentiment and predicting short-term price movements. Investment prof

  15. A

    Alternative Data Vendor Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 2, 2025
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    Market Report Analytics (2025). Alternative Data Vendor Report [Dataset]. https://www.marketreportanalytics.com/reports/alternative-data-vendor-54495
    Explore at:
    doc, ppt, pdfAvailable download formats
    Dataset updated
    Apr 2, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Alternative Data Vendor market is experiencing robust growth, driven by the increasing need for enhanced investment strategies and improved business decision-making across diverse sectors. The market's expansion is fueled by the rising adoption of alternative data sources like credit card transactions, web data, and sentiment analysis, which offer valuable insights unavailable through traditional methods. This trend is particularly prominent in the BFSI (Banking, Financial Services, and Insurance) and IT & Telecommunications sectors, where the demand for real-time, granular data is paramount. The market is witnessing a shift towards sophisticated analytical tools and platforms, allowing businesses to effectively process and leverage alternative data for more accurate forecasting and risk management. Leading players are constantly innovating to enhance data quality, improve accessibility, and expand their data offerings to meet the evolving needs of clients. While regulatory hurdles and data privacy concerns present some restraints, the overall market outlook remains optimistic, projecting a continued strong growth trajectory for the foreseeable future. We estimate the market size in 2025 to be approximately $8 billion, based on reported market sizes and growth rates for similar data analytics markets. This will likely expand due to the increasing adoption of AI and machine learning, further unlocking the potential of alternative data and driving market expansion beyond 2033. The market is segmented by application (BFSI, Industrial, IT & Telecommunications, Retail & Logistics, Other) and data type (Credit Card Transactions, Consultants, Web Data and Web Traffic, Sentiment and Public Data, Other). North America currently holds the largest market share, followed by Europe and Asia Pacific. This is attributable to the high concentration of established financial institutions and tech companies in these regions, along with a robust regulatory framework encouraging innovation while addressing data privacy concerns. However, emerging markets in Asia Pacific are witnessing rapid growth, presenting significant opportunities for alternative data vendors. The competitive landscape is characterized by both established players and emerging startups, leading to a dynamic and innovative market environment. Continuous advancements in data analytics, along with increasing adoption of cloud-based solutions, are further propelling the market's expansion and providing alternative data vendors with a wider reach and scalability.

  16. Northern Ireland tourism latest alternative data sources: October 2022

    • gov.uk
    • s3.amazonaws.com
    Updated Oct 6, 2022
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    Northern Ireland Statistics and Research Agency (2022). Northern Ireland tourism latest alternative data sources: October 2022 [Dataset]. https://www.gov.uk/government/statistics/northern-ireland-tourism-latest-alternative-data-sources-october-2022
    Explore at:
    Dataset updated
    Oct 6, 2022
    Dataset provided by
    GOV.UKhttp://gov.uk/
    Authors
    Northern Ireland Statistics and Research Agency
    Area covered
    Ireland, Northern Ireland
    Description

    NISRA Tourism Statistics have published an alternative document containing information from a range of sources which users may find useful in the absence of our regular published data.

  17. w

    Global Alternative Data Service Market Research Report: By Data Source (Web...

    • wiseguyreports.com
    Updated Sep 15, 2025
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    (2025). Global Alternative Data Service Market Research Report: By Data Source (Web Scraping, Social Media Data, Geolocation Data, Transactional Data, Sensor Data), By Data Type (Structured Data, Unstructured Data, Semi-Structured Data), By End Use Industry (Finance, Retail, Healthcare, Technology, Real Estate), By Deployment Model (On-Premise, Cloud-Based, Hybrid) and By Regional (North America, Europe, South America, Asia Pacific, Middle East and Africa) - Forecast to 2035 [Dataset]. https://www.wiseguyreports.com/reports/alternative-data-service-market
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    Dataset updated
    Sep 15, 2025
    License

    https://www.wiseguyreports.com/pages/privacy-policyhttps://www.wiseguyreports.com/pages/privacy-policy

    Time period covered
    Sep 25, 2025
    Area covered
    Global
    Description
    BASE YEAR2024
    HISTORICAL DATA2019 - 2023
    REGIONS COVEREDNorth America, Europe, APAC, South America, MEA
    REPORT COVERAGERevenue Forecast, Competitive Landscape, Growth Factors, and Trends
    MARKET SIZE 20246.04(USD Billion)
    MARKET SIZE 20256.56(USD Billion)
    MARKET SIZE 203515.0(USD Billion)
    SEGMENTS COVEREDData Source, Data Type, End Use Industry, Deployment Model, Regional
    COUNTRIES COVEREDUS, Canada, Germany, UK, France, Russia, Italy, Spain, Rest of Europe, China, India, Japan, South Korea, Malaysia, Thailand, Indonesia, Rest of APAC, Brazil, Mexico, Argentina, Rest of South America, GCC, South Africa, Rest of MEA
    KEY MARKET DYNAMICSData privacy regulations, Increasing demand for insights, Growing investment in analytics, Expansion of data sources, Rising competition among providers
    MARKET FORECAST UNITSUSD Billion
    KEY COMPANIES PROFILEDQuantcube Technology, DataSift, Verisk Analytics, AlternativeData, Thomson Reuters, IQVIA, Thinknum, PitchBook, Crimson Hexagon, M Science, Bloomberg, YipitData, Second Measure, FactSet, S&P Global, Refinitiv
    MARKET FORECAST PERIOD2025 - 2035
    KEY MARKET OPPORTUNITIESIncreased demand for investment insights, Growing interest in consumer behavior data, Expansion of data analytics capabilities, Rise in regulatory compliance needs, Integration of AI with alternative data
    COMPOUND ANNUAL GROWTH RATE (CAGR) 8.6% (2025 - 2035)
  18. A

    Alternative Data Platform Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jul 10, 2025
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    Data Insights Market (2025). Alternative Data Platform Report [Dataset]. https://www.datainsightsmarket.com/reports/alternative-data-platform-533189
    Explore at:
    ppt, doc, pdfAvailable download formats
    Dataset updated
    Jul 10, 2025
    Dataset authored and provided by
    Data Insights Market
    License

    https://www.datainsightsmarket.com/privacy-policyhttps://www.datainsightsmarket.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Alternative Data Platform market is experiencing robust growth, driven by the increasing demand for non-traditional data sources within the financial services sector. The market's expansion is fueled by several key factors: the rise of quantitative investment strategies that heavily rely on alternative data for alpha generation; the growing sophistication of data analytics techniques capable of extracting meaningful insights from complex datasets; and the increasing availability of diverse alternative data streams, including social media sentiment, satellite imagery, and transactional data. This market is segmented across various data types (e.g., web traffic, social media, satellite imagery), industry verticals (e.g., finance, retail, healthcare), and deployment models (cloud-based, on-premise). The competitive landscape is characterized by both established players and emerging fintech companies, leading to ongoing innovation and consolidation. We estimate the market size in 2025 to be $5 billion, with a compound annual growth rate (CAGR) of 25% projected through 2033. This signifies substantial future opportunities for vendors and investors alike. Significant trends shaping this market include the increasing adoption of cloud-based platforms for scalability and cost-effectiveness, the rise of AI-powered data analytics for enhanced insight extraction, and a greater focus on data security and regulatory compliance. However, challenges remain. These include the high cost of alternative data acquisition and processing, the need for specialized expertise in data science and analytics, and concerns related to data quality and bias. Despite these restraints, the overall market outlook is positive, with continued growth driven by the expanding use of alternative data across a broader range of industries and investment strategies. The competitive landscape includes companies like Accelex, Exabel, Similarweb, Preqin, and many others actively innovating and expanding their offerings to meet the evolving needs of the market. This ongoing innovation and competition ensure a dynamic and rapidly changing marketplace.

  19. G

    Alternative Data Monetization for Banks Market Research Report 2033

    • growthmarketreports.com
    csv, pdf, pptx
    Updated Sep 1, 2025
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    Growth Market Reports (2025). Alternative Data Monetization for Banks Market Research Report 2033 [Dataset]. https://growthmarketreports.com/report/alternative-data-monetization-for-banks-market
    Explore at:
    pdf, csv, pptxAvailable download formats
    Dataset updated
    Sep 1, 2025
    Dataset authored and provided by
    Growth Market Reports
    Time period covered
    2024 - 2032
    Area covered
    Global
    Description

    Alternative Data Monetization for Banks Market Outlook



    According to our latest research, the global alternative data monetization for banks market size reached USD 5.22 billion in 2024, with a robust compound annual growth rate (CAGR) of 21.7% forecasted through 2033. By 2033, the market is projected to attain a value of USD 38.6 billion. This remarkable growth is primarily driven by banksÂ’ increasing adoption of alternative data sources to enhance decision-making, improve risk assessment, and develop new revenue streams through data-driven services.



    The expansion of the alternative data monetization for banks market is fundamentally propelled by the exponential growth in the volume and variety of data generated across digital channels. As banks seek to differentiate themselves in a highly competitive landscape, they are leveraging alternative data such as transactional records, social media activity, geolocation information, and sensor outputs to gain deeper customer insights and optimize product offerings. The proliferation of digital banking, coupled with advancements in artificial intelligence and machine learning, enables financial institutions to extract actionable intelligence from these unconventional data streams. This not only enhances operational efficiency but also opens avenues for innovative financial products and services that cater to evolving customer demands. Furthermore, regulatory encouragement for open banking and data sharing frameworks in major markets has accelerated the integration of alternative data into core banking processes, further fueling market growth.



    Another significant growth driver for the alternative data monetization for banks market is the rising demand for advanced risk management and fraud detection solutions. Traditional credit scoring and risk assessment models often fall short in accurately evaluating new-to-credit or thin-file customers. By incorporating alternative data sources—such as mobile phone usage, utility payments, and online behavioral patterns—banks can develop more comprehensive and predictive risk models. This capability not only reduces default rates but also expands financial inclusion by enabling access to credit for previously underserved segments. Additionally, the surge in digital fraud and cyber threats has compelled banks to invest in sophisticated analytics platforms that utilize alternative data to detect anomalies, prevent fraudulent transactions, and ensure regulatory compliance. The convergence of these trends is expected to sustain high growth rates in this market over the forecast period.



    The increasing focus on personalized marketing and customer engagement strategies is also catalyzing the growth of the alternative data monetization for banks market. With the financial services sector becoming increasingly customer-centric, banks are leveraging alternative data to segment customers more effectively, predict their needs, and tailor marketing campaigns with greater precision. This data-driven approach not only enhances customer satisfaction but also drives cross-selling and upselling opportunities, thereby boosting revenue generation. The integration of alternative data into customer relationship management (CRM) systems and marketing automation platforms is enabling banks to deliver highly relevant offers and experiences, fostering long-term loyalty and competitive differentiation. As banks continue to invest in digital transformation initiatives, the monetization of alternative data is expected to become a cornerstone of their growth strategies.



    The concept of a Financial Dataplace is gaining traction as banks and financial institutions seek to harness the power of alternative data. By creating a centralized platform where diverse data sets can be aggregated, analyzed, and shared, banks can unlock new insights and drive innovation. A Financial Dataplace not only facilitates the seamless integration of alternative data into existing banking processes but also fosters collaboration between banks, fintech companies, and data providers. This ecosystem approach enables financial institutions to develop more sophisticated risk models, enhance customer experiences, and create new revenue streams through data-driven services. As the demand for real-time analytics and personalized financial solutions grows, the establishment of Financial Dataplaces is poised to become a key enab

  20. A

    Alternative Data Service Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 2, 2025
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    Market Report Analytics (2025). Alternative Data Service Report [Dataset]. https://www.marketreportanalytics.com/reports/alternative-data-service-54488
    Explore at:
    pdf, ppt, docAvailable download formats
    Dataset updated
    Apr 2, 2025
    Dataset authored and provided by
    Market Report Analytics
    License

    https://www.marketreportanalytics.com/privacy-policyhttps://www.marketreportanalytics.com/privacy-policy

    Time period covered
    2025 - 2033
    Area covered
    Global
    Variables measured
    Market Size
    Description

    The Alternative Data Services market is experiencing robust growth, driven by the increasing need for sophisticated investment strategies and enhanced decision-making across various sectors. The market, currently estimated at $15 billion in 2025, is projected to witness a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033, reaching approximately $50 billion by 2033. This expansion is fueled by several key factors. The rise of alternative data sources, such as web data, social media sentiment, and credit card transactions, provides invaluable insights unavailable through traditional data channels. This is particularly crucial in sectors like BFSI (Banking, Financial Services, and Insurance), where understanding consumer behavior and credit risk is paramount. Furthermore, the increasing adoption of AI and machine learning technologies enhances the analytical capabilities of these services, allowing for more accurate predictions and better risk management. The market's segmentation, encompassing various data types (credit card transactions, web data, sentiment analysis, etc.) and applications across multiple industries, reflects its versatility and broad appeal. The competitive landscape is dynamic, with numerous established players and innovative startups vying for market share. This necessitates continuous innovation and strategic partnerships to remain competitive. Despite the promising outlook, the market faces certain challenges. Data privacy concerns and regulatory changes pose significant hurdles, requiring meticulous compliance and ethical data handling practices. The high cost of acquiring and processing alternative data can also limit adoption, particularly among smaller firms. However, the overall market trajectory remains positive, driven by the undeniable value proposition of alternative data in enhancing decision-making across finance, investment, and beyond. The increasing availability of more sophisticated data analytics tools, coupled with a growing appreciation for the predictive power of alternative data, will continue to fuel market expansion in the coming years.

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Technavio (2025). Alternative Data Market Analysis North America, Europe, APAC, South America, Middle East and Africa - US, Canada, China, UK, Mexico, Germany, Japan, India, Italy, France - Size and Forecast 2025-2029 [Dataset]. https://www.technavio.com/report/alternative-data-market-industry-analysis
Organization logo

Alternative Data Market Analysis North America, Europe, APAC, South America, Middle East and Africa - US, Canada, China, UK, Mexico, Germany, Japan, India, Italy, France - Size and Forecast 2025-2029

Explore at:
pdfAvailable download formats
Dataset updated
Jan 17, 2025
Dataset provided by
TechNavio
Authors
Technavio
License

https://www.technavio.com/content/privacy-noticehttps://www.technavio.com/content/privacy-notice

Time period covered
2025 - 2029
Area covered
Canada, United States
Description

Snapshot img

Alternative Data Market Size 2025-2029

The alternative data market size is valued to increase USD 60.32 billion, at a CAGR of 52.5% from 2024 to 2029. Increased availability and diversity of data sources will drive the alternative data market.

Major Market Trends & Insights

North America dominated the market and accounted for a 56% growth during the forecast period.
By Type - Credit and debit card transactions segment was valued at USD 228.40 billion in 2023
By End-user - BFSI segment accounted for the largest market revenue share in 2023

Market Size & Forecast

Market Opportunities: USD 6.00 million
Market Future Opportunities: USD 60318.00 million
CAGR from 2024 to 2029 : 52.5%

Market Summary

The market represents a dynamic and rapidly expanding landscape, driven by the increasing availability and diversity of data sources. With the rise of alternative data-driven investment strategies, businesses and investors are increasingly relying on non-traditional data to gain a competitive edge. Core technologies, such as machine learning and natural language processing, are transforming the way alternative data is collected, analyzed, and utilized. Despite its potential, the market faces challenges related to data quality and standardization. According to a recent study, alternative data accounts for only 10% of the total data used in financial services, yet 45% of firms surveyed reported issues with data quality.
Service types, including data providers, data aggregators, and data analytics firms, are addressing these challenges by offering solutions to ensure data accuracy and reliability. Regional mentions, such as North America and Europe, are leading the adoption of alternative data, with Europe projected to grow at a significant rate due to increasing regulatory support for alternative data usage. The market's continuous evolution is influenced by various factors, including technological advancements, changing regulations, and emerging trends in data usage.

What will be the Size of the Alternative Data Market during the forecast period?

Get Key Insights on Market Forecast (PDF) Request Free Sample

How is the Alternative Data Market Segmented ?

The alternative data industry research report provides comprehensive data (region-wise segment analysis), with forecasts and estimates in 'USD million' for the period 2025-2029, as well as historical data from 2019-2023 for the following segments.

Type

  Credit and debit card transactions
  Social media
  Mobile application usage
  Web scrapped data
  Others


End-user

  BFSI
  IT and telecommunication
  Retail
  Others


Geography

  North America

    US
    Canada
    Mexico


  Europe

    France
    Germany
    Italy
    UK


  APAC

    China
    India
    Japan


  Rest of World (ROW)

By Type Insights

The credit and debit card transactions segment is estimated to witness significant growth during the forecast period.

Alternative data derived from credit and debit card transactions plays a significant role in offering valuable insights for market analysts, financial institutions, and businesses. This data category is segmented into credit card and debit card transactions. Credit card transactions serve as a rich source of information on consumers' discretionary spending, revealing their luxury spending tendencies and credit management skills. Debit card transactions, on the other hand, shed light on essential spending habits, budgeting strategies, and daily expenses, providing insights into consumers' practical needs and lifestyle choices. Market analysts and financial institutions utilize this data to enhance their strategies and customer experiences.

Natural language processing (NLP) and sentiment analysis tools help extract valuable insights from this data. Anomaly detection systems enable the identification of unusual spending patterns, while data validation techniques ensure data accuracy. Risk management frameworks and hypothesis testing methods are employed to assess potential risks and opportunities. Data visualization dashboards and machine learning models facilitate data exploration and trend analysis. Data quality metrics and signal processing methods ensure data reliability and accuracy. Data governance policies and real-time data streams enable timely access to data. Time series forecasting, clustering techniques, and high-frequency data analysis provide insights into trends and patterns.

Model training datasets and model evaluation metrics are essential for model development and performance assessment. Data security protocols are crucial to protect sensitive financial information. Economic indicators and compliance regulations play a role in the context of this market. Unstructured data analysis, data cleansing pipelines, and statistical significance are essential for deriving meaningful insights from this data. New

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