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

    • technavio.com
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    Technavio, 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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    Dataset provided by
    TechNavio
    Authors
    Technavio
    License

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

    Time period covered
    2021 - 2025
    Area covered
    Global, Mexico, Germany, Canada, United States
    Description

    Snapshot img

    Alternative Data Market Size 2025-2029

    The alternative data market size is forecast to increase by USD 60.32 billion, at a CAGR of 52.5% between 2024 and 2029.

    The market is experiencing significant growth, driven by the increased availability and diversity of data sources. This expanding data landscape is fueling the rise of alternative data-driven investment strategies across various industries. However, the market faces challenges related to data quality and standardization. As companies increasingly rely on alternative data to inform business decisions, ensuring data accuracy and consistency becomes paramount. Addressing these challenges requires robust data management systems and collaboration between data providers and consumers to establish industry-wide standards. Companies that effectively navigate these dynamics can capitalize on the wealth of opportunities presented by alternative data, driving innovation and competitive advantage.

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

    Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
    Request Free SampleThe market continues to evolve, with new applications and technologies shaping its dynamics. Predictive analytics and deep learning are increasingly being integrated into business intelligence systems, enabling more accurate risk management and sales forecasting. Data aggregation from various sources, including social media and web scraping, enriches datasets for more comprehensive quantitative analysis. Data governance and metadata management are crucial for maintaining data accuracy and ensuring data security. Real-time analytics and cloud computing facilitate decision support systems, while data lineage and data timeliness are essential for effective portfolio management. Unstructured data, such as sentiment analysis and natural language processing, provide valuable insights for various sectors. Machine learning algorithms and execution algorithms are revolutionizing trading strategies, from proprietary trading to high-frequency trading. Data cleansing and data validation are essential for maintaining data quality and relevance. Standard deviation and regression analysis are essential tools for financial modeling and risk management. Data enrichment and data warehousing are crucial for data consistency and completeness, allowing for more effective customer segmentation and sales forecasting. Data security and fraud detection are ongoing concerns, with advancements in technology continually addressing new threats. The market's continuous dynamism is reflected in its integration of various technologies and applications. From data mining and data visualization to supply chain optimization and pricing optimization, the market's evolution is driven by the ongoing unfolding of market activities and evolving patterns.

    How is this Alternative Data Industry 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. TypeCredit and debit card transactionsSocial mediaMobile application usageWeb scrapped dataOthersEnd-userBFSIIT and telecommunicationRetailOthersGeographyNorth AmericaUSCanadaMexicoEuropeFranceGermanyItalyUKAPACChinaIndiaJapanRest 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 card and debit card transactions plays a pivotal role in business intelligence, offering valuable insights into consumer spending behaviors. This data is essential for market analysts, financial institutions, and businesses aiming to optimize strategies and enhance customer experiences. Two primary categories exist within this data segment: credit card transactions and debit card transactions. Credit card transactions reveal consumers' discretionary spending patterns, luxury purchases, and credit management abilities. By analyzing this data through quantitative methods, such as regression analysis and time series analysis, businesses can gain a deeper understanding of consumer preferences and trends. Debit card transactions, on the other hand, provide insights into essential spending habits, budgeting strategies, and daily expenses. This data is crucial for understanding consumers' practical needs and lifestyle choices. Machine learning algorithms, such as deep learning and predictive analytics, can be employed to uncover patterns and trends in debit card transactions, enabling businesses to tailor their offerings and services accordingly. Data governance, data security, and data accuracy are critical considerations when dealing with sensitive financial d

  2. h

    Global Alternative Data Market Scope & Changing Dynamics 2024-2032

    • htfmarketinsights.com
    pdf & excel
    Updated Jun 23, 2025
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    HTF Market Intelligence (2025). Global Alternative Data Market Scope & Changing Dynamics 2024-2032 [Dataset]. https://www.htfmarketinsights.com/report/4360968-alternative-data-market
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    pdf & excelAvailable download formats
    Dataset updated
    Jun 23, 2025
    Dataset authored and provided by
    HTF Market Intelligence
    License

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

    Time period covered
    2019 - 2031
    Area covered
    Global
    Description

    Global Alternative Data is segmented by Application (Investment research, Risk analytics, Market forecasting, Competitive analysis, Policy impact), Type (Web scraping data, Satellite imagery, Credit card transactions, Social sentiment, Geolocation data) and Geography(North America, LATAM, West Europe, Central & Eastern Europe, Northern Europe, Southern Europe, East Asia, Southeast Asia, South Asia, Central Asia, Oceania, MEA)

  3. Alternative Data Provider Market Report | Global Forecast From 2025 To 2033

    • dataintelo.com
    csv, pdf, pptx
    Updated Oct 16, 2024
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    Dataintelo (2024). Alternative Data Provider Market Report | Global Forecast From 2025 To 2033 [Dataset]. https://dataintelo.com/report/alternative-data-provider-market
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    csv, pdf, pptxAvailable download formats
    Dataset updated
    Oct 16, 2024
    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 Provider Market Outlook



    The global alternative data provider market size was valued at approximately USD 2.5 billion in 2023 and is expected to reach around USD 11 billion by 2032, growing at a robust CAGR of 18% during the forecast period. The surge in market size is primarily driven by the increasing demand for unique insights that alternative data provides to investment firms, hedge funds, and other financial institutions.



    One of the prominent growth factors fueling the alternative data provider market is the escalating number of data sources. With the digital footprint expanding across social media, web scraping, credit card transactions, and satellite data, firms are constantly seeking new ways to gain a competitive edge. Social media platforms alone generate an immense volume of data daily, enabling businesses to derive real-time insights into consumer behavior, market trends, and sentiment analysis. This vast pool of unstructured data, when properly processed and analyzed, provides a goldmine of information for investment strategies and risk management.



    Another significant growth driver is the increasing adoption of advanced analytical tools and artificial intelligence (AI). These technologies enable the efficient processing and analysis of large datasets, thus enhancing the accuracy and reliability of the insights derived. AI algorithms, in particular, are adept at identifying patterns and trends that may not be immediately apparent to human analysts. Moreover, the integration of machine learning techniques allows for continuous improvement in data analysis capabilities, making alternative data an indispensable tool for financial institutions aiming to stay ahead of the market.



    Furthermore, the growing regulatory emphasis on transparency and accountability in financial markets is driving the adoption of alternative data. Regulatory bodies across the globe are increasingly scrutinizing traditional data sources to ensure fair trading practices and risk mitigation. In response, financial institutions are turning to alternative data providers to gain a more comprehensive view of market dynamics and to comply with stringent regulatory requirements. This shift toward greater transparency is expected to further bolster market growth.



    Regionally, North America dominates the alternative data provider market, owing to the early adoption of advanced technologies and the presence of major financial hubs. However, other regions such as Asia Pacific and Europe are rapidly catching up. In Asia Pacific, the burgeoning fintech sector and the increasing number of start-ups are contributing significantly to market growth. Europe, on the other hand, is witnessing a surge in demand due to stringent regulatory frameworks and a growing emphasis on sustainable investing practices.



    Data Type Analysis



    The alternative data provider market can be segmented by data type into social media data, web scraped data, credit card transactions, satellite data, and others. Social media data is a significant segment that impacts the market due to the sheer volume and variety of data generated through various platforms like Facebook, Twitter, and LinkedIn. This data includes user posts, comments, likes, shares, and other forms of engagement that can be analyzed to gauge market sentiment and predict consumer behavior. Social media data is invaluable for real-time analysis and immediate insights, making it a crucial component for investment and marketing strategies.



    Web scraped data is another vital segment, offering an extensive array of information collected from various online sources like e-commerce websites, news sites, blogs, and forums. This data type provides insights into market trends, product popularity, pricing strategies, and consumer preferences. Web scraping tools extract relevant information efficiently, which can then be analyzed to provide actionable insights for businesses looking to optimize their operations and investment strategies.



    Credit card transaction data is a high-value segment, offering precise insights into consumer spending patterns and financial behaviors. This data can be used to track economic trends, monitor the performance of specific sectors, and forecast future spending habits. Financial institutions and hedge funds rely heavily on this type of data to make informed investment decisions and to develop targeted marketing campaigns. The granularity and accuracy of credit card transaction data make it a powerful tool for financial analysis.



    Satellite data is an e

  4. Alternative Data Market Size & Share Analysis - Industry Research Report -...

    • mordorintelligence.com
    pdf,excel,csv,ppt
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    Mordor Intelligence, Alternative Data Market Size & Share Analysis - Industry Research Report - Growth Trends [Dataset]. https://www.mordorintelligence.com/industry-reports/alternative-data-market
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    pdf,excel,csv,pptAvailable download formats
    Dataset authored and provided by
    Mordor Intelligence
    License

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

    Time period covered
    2022 - 2030
    Area covered
    Global
    Description

    The Alternative Data Market report segments the industry into By Data Type (Credit & Debit Card Transactions, Email Receipts, Geo-location (Foot Traffic) Records, Mobile Application Usage, and more), By End-User Industries (BFSI, Automotive and Machine Parts, Oil & Energy, Industrial, IT & Telecommunications, Retail), and By Geography (North America, Europe, Asia, Australia and New Zealand, Latin America, Middle East and Africa).

  5. A

    Alternative Data Service Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Jun 18, 2025
    + more versions
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    Data Insights Market (2025). Alternative Data Service Report [Dataset]. https://www.datainsightsmarket.com/reports/alternative-data-service-533247
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    ppt, pdf, docAvailable download formats
    Dataset updated
    Jun 18, 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 Services market is experiencing robust growth, driven by the increasing demand for non-traditional data sources among financial institutions and investment firms. The market's expansion is fueled by several key factors. Firstly, the need for enhanced investment strategies and improved risk management is pushing firms to explore alternative data sources beyond traditional financial statements. This includes incorporating web scraping, social media sentiment analysis, satellite imagery, and transactional data to gain a competitive edge in market prediction and portfolio management. Secondly, advancements in data analytics and machine learning capabilities have made it easier to process and interpret this complex, unstructured alternative data, leading to more actionable insights. Finally, the rising availability of alternative data providers, many specializing in niche data segments, has fostered a dynamic and competitive market. While the exact market size in 2025 is unavailable, a reasonable estimation based on a plausible CAGR of 25% (a common growth rate for rapidly expanding technology sectors) from a hypothetical base year 2019 figure of $5 Billion, would place the 2025 market size at approximately $15 billion. This estimate acknowledges the market's dynamic nature and potential for faster or slower growth based on economic conditions and technological advancements. However, the upward trend remains undeniable. The market's segmentation includes various data types and service models. Companies are categorized into providers specializing in specific data sources (e.g., transactional data, satellite imagery) and those offering integrated platforms that combine multiple data types. Geopolitically, North America currently dominates the market, given the concentration of financial institutions and technology firms in the region. However, significant growth is expected from Asia-Pacific and Europe, driven by increasing adoption of alternative data in developing financial markets. Restraints include challenges related to data quality, regulation, and data privacy concerns. The increasing regulatory scrutiny around the use of alternative data necessitates robust compliance strategies for both data providers and users. Despite these challenges, the long-term outlook for the Alternative Data Services market remains extremely positive, with a projected substantial increase in market size over the next decade. This growth will be driven by continuous technological innovation, expanding data availability, and the increasing demand for data-driven investment decision-making.

  6. 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.

  7. A

    Alternative Data Solution Report

    • marketresearchforecast.com
    doc, pdf, ppt
    Updated Mar 6, 2025
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    Market Research Forecast (2025). Alternative Data Solution Report [Dataset]. https://www.marketresearchforecast.com/reports/alternative-data-solution-28310
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    ppt, pdf, docAvailable download formats
    Dataset updated
    Mar 6, 2025
    Dataset authored and provided by
    Market Research Forecast
    License

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

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

    The alternative data solutions market, valued at $2,882.2 million in 2025, is experiencing robust growth driven by the increasing need for enhanced investment strategies and improved business decision-making. The rising adoption of data analytics and machine learning across various sectors, including BFSI, retail & logistics, and IT & telecommunications, fuels this expansion. Credit card transactions and web traffic currently represent significant data sources, though mobile application usage is rapidly gaining traction. While data privacy regulations present a challenge, the market's resilience is evident in the diverse range of alternative data providers, including established players like Equifax and emerging companies like Alternative Data Group and FinScience, constantly innovating to meet evolving market demands. The market's segmentation by application and data type reflects the versatility of alternative data, catering to specific industry needs. For example, BFSI institutions leverage alternative data for credit scoring and fraud detection, while retail and logistics firms use it for supply chain optimization and customer behavior analysis. Geographic distribution shows strong growth potential across North America and Europe, with Asia-Pacific emerging as a key region for future expansion. This growth is fuelled by increasing digitalization and the proliferation of data sources in these regions. The forecast period (2025-2033) anticipates sustained growth, propelled by technological advancements and the growing recognition of alternative data’s value in unlocking actionable insights. The competitive landscape is dynamic, with both established players and agile startups contributing to market innovation. Companies are continuously developing sophisticated analytical tools and expanding their data sources to offer comprehensive solutions. Furthermore, partnerships and collaborations between data providers and technology companies are further accelerating market growth. The continuous evolution of data analytics techniques and the increasing sophistication of AI-driven insights further contribute to market expansion. The market is expected to consolidate somewhat in the coming years, with larger players potentially acquiring smaller, more specialized firms to broaden their data offerings and expand their market reach. This market growth, coupled with ongoing innovation, positions alternative data solutions as a crucial element of modern business intelligence.

  8. A

    Alternative Data (Alt-Data) Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 3, 2025
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    Market Report Analytics (2025). Alternative Data (Alt-Data) Report [Dataset]. https://www.marketreportanalytics.com/reports/alternative-data-alt-data-55049
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    doc, ppt, pdfAvailable download formats
    Dataset updated
    Apr 3, 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 (Alt-Data) market is experiencing robust growth, driven by the increasing demand for enhanced investment strategies and improved decision-making across various sectors. The market's value in 2025 is estimated at $8 billion, exhibiting a Compound Annual Growth Rate (CAGR) of 20% from 2025 to 2033. This significant expansion is fueled by several key drivers, including the proliferation of readily available digital data sources, advancements in data analytics and artificial intelligence (AI), and the growing need for more granular and timely insights beyond traditional data sources. The BFSI (Banking, Financial Services, and Insurance) sector is currently the largest application segment, leveraging alt-data for credit scoring, fraud detection, and risk management. However, substantial growth is also expected from the IT and Telecommunications, Retail and Logistics, and Industrial sectors, as these industries increasingly recognize the value of alternative data for optimizing operations and gaining a competitive edge. The widespread adoption of cloud computing and the increasing affordability of sophisticated analytical tools further accelerate market growth. Several trends are shaping the Alt-Data landscape. The increasing sophistication of AI and machine learning algorithms allows for more complex data analysis, leading to more accurate predictions and improved decision-making. Furthermore, the emergence of new data sources, including social media sentiment analysis, web traffic data, and satellite imagery, expands the scope and potential of alt-data applications. However, challenges remain, including data quality concerns, regulatory uncertainties regarding data privacy and security, and the need for skilled professionals to manage and interpret complex datasets effectively. These restraints, while present, are not expected to significantly impede the overall positive growth trajectory of the Alt-Data market in the forecast period. The market's segmentation by data type (credit card transactions, web data, sentiment analysis etc.) reflects the diverse applications and evolving nature of this dynamic market.

  9. A

    Alternative Data Solution Report

    • marketresearchforecast.com
    doc, pdf, ppt
    Updated Mar 18, 2025
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    Market Research Forecast (2025). Alternative Data Solution Report [Dataset]. https://www.marketresearchforecast.com/reports/alternative-data-solution-39103
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    pdf, doc, pptAvailable download formats
    Dataset updated
    Mar 18, 2025
    Dataset authored and provided by
    Market Research Forecast
    License

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

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

    The Alternative Data Solutions market is experiencing robust growth, projected to reach $1557.8 million in 2025 and maintain a Compound Annual Growth Rate (CAGR) of 9.2% from 2025 to 2033. This expansion is fueled by several key drivers. The increasing availability and affordability of alternative data sources, such as credit card transactions, email receipts, and web traffic, empower businesses to gain deeper insights into consumer behavior and market trends. Furthermore, the rising adoption of advanced analytics and machine learning techniques allows for more sophisticated data processing and interpretation, leading to improved decision-making across various sectors. The BFSI (Banking, Financial Services, and Insurance) sector is a major adopter, leveraging alternative data for credit scoring, fraud detection, and risk management. The IT & Telecommunications and Retail & Logistics sectors also show significant uptake, using these solutions for customer segmentation, supply chain optimization, and targeted marketing campaigns. However, challenges such as data privacy concerns, data quality issues, and the need for specialized expertise to effectively utilize alternative data sources act as potential restraints on market growth. The market is segmented geographically, with North America currently holding a dominant market share due to early adoption and well-established technological infrastructure. However, growth in the Asia-Pacific region is expected to accelerate as businesses in emerging economies increasingly recognize the value of alternative data analysis. The competitive landscape is characterized by a mix of established players and emerging startups. Established data providers offer extensive data sets and robust analytical tools, while smaller companies specialize in niche areas or offer innovative data solutions. The ongoing innovation in data acquisition technologies and analytical methods is expected to further propel market expansion. Over the forecast period (2025-2033), the market will witness further consolidation, with larger players potentially acquiring smaller firms to expand their data offerings and market reach. The ongoing demand for enhanced risk management, improved customer understanding, and data-driven decision-making across various sectors points towards a consistently positive outlook for the alternative data solutions market. This trend is likely to be reinforced by continuing technological advancements and the growing availability of alternative data sources.

  10. A

    Alternative Data Provider Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 2, 2025
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    Market Report Analytics (2025). Alternative Data Provider Report [Dataset]. https://www.marketreportanalytics.com/reports/alternative-data-provider-53079
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    doc, pdf, pptAvailable 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 Provider market, currently valued at $1.252 billion (2025), is experiencing robust growth, projected to expand at a Compound Annual Growth Rate (CAGR) of 9% from 2025 to 2033. This expansion is driven by several key factors. Firstly, the increasing demand for more granular and timely insights across various sectors – BFSI (Banking, Financial Services, and Insurance), industrial, IT and telecommunications, retail and logistics – fuels the adoption of alternative data sources beyond traditional financial data. Secondly, the sophistication of analytical techniques and AI/ML-powered solutions allows for more effective processing and interpretation of diverse data types, including credit card transactions, web data, sentiment analysis, and public records. This enables businesses to make more informed, data-driven decisions. Finally, the emergence of specialized providers catering to niche needs within these sectors has created a competitive yet innovative marketplace. While regulatory hurdles and data privacy concerns pose challenges, the overall market trajectory remains positive, indicating strong potential for future growth and investment. The market segmentation reveals a diverse landscape. Application-wise, BFSI currently holds a significant share due to the sector's reliance on real-time insights for risk management and investment strategies. However, the IT and telecommunications and Retail and Logistics sectors are exhibiting strong growth potential, driving demand for alternative data solutions to improve operational efficiency and customer understanding. Regarding data types, credit card transactions and web data are currently dominant, but sentiment and public data are gaining traction due to their ability to provide nuanced understanding of market trends and consumer behavior. Leading companies such as Preqin, Dataminr, and others are constantly innovating their offerings, focusing on the development of advanced analytics and data integration capabilities to capture a larger market share in this dynamic space. Geographical expansion, particularly in the Asia-Pacific region driven by increasing digital adoption and economic growth, presents significant opportunities for future market expansion.

  11. A

    Alternative Data (Alt-Data) Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 3, 2025
    + more versions
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    Market Report Analytics (2025). Alternative Data (Alt-Data) Report [Dataset]. https://www.marketreportanalytics.com/reports/alternative-data-alt-data-55302
    Explore at:
    ppt, pdf, docAvailable download formats
    Dataset updated
    Apr 3, 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 (Alt-Data) market is experiencing robust growth, driven by the increasing demand for enhanced investment strategies and improved decision-making across various sectors. The market, estimated at $15 billion in 2025, is projected to exhibit a Compound Annual Growth Rate (CAGR) of 25% from 2025 to 2033, reaching approximately $75 billion by 2033. This expansion is fueled by several key drivers, including the proliferation of readily available digital data, advancements in artificial intelligence (AI) and machine learning (ML) for data analysis, and the rising adoption of alternative data sources by financial institutions, businesses, and governments seeking a competitive edge. Specific application areas like BFSI (Banking, Financial Services, and Insurance), and the retail and logistics sectors are spearheading this growth, leveraging alt-data for credit risk assessment, fraud detection, and supply chain optimization. However, challenges such as data quality issues, data privacy concerns, and regulatory hurdles continue to act as restraints. The segment breakdown reveals a diverse market landscape. Credit card transactions and web data/web traffic currently dominate the "Types" segment, reflecting their established utility in various analytical applications. However, the "Sentiment and Public Data" segment is expected to witness significant growth owing to increased focus on understanding public opinion and market sentiment. Geographically, North America holds a dominant market share due to the early adoption of alt-data technologies and the presence of key market players. However, the Asia-Pacific region, particularly China and India, is emerging as a rapidly growing market, fueled by increasing digitalization and expanding fintech sectors. The competitive landscape is dynamic, with established players like S&P Global and Bloomberg Second Measure alongside agile technology companies like Dataminr and SymphoneyAI vying for market share. This competition is pushing innovation and driving down the cost of access to alternative datasets, further boosting market adoption.

  12. A

    Alternative Data Provider Report

    • datainsightsmarket.com
    doc, pdf, ppt
    Updated Feb 4, 2025
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    Data Insights Market (2025). Alternative Data Provider Report [Dataset]. https://www.datainsightsmarket.com/reports/alternative-data-provider-530953
    Explore at:
    doc, pdf, pptAvailable download formats
    Dataset updated
    Feb 4, 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

    Alternative Data Provider Market Analysis The alternative data provider market is projected to reach a value of USD 1252 million in 2025, exhibiting a CAGR of 9% during the forecast period 2025-2033. Key drivers of this growth include increasing demand for actionable insights, the rise of artificial intelligence (AI) and machine learning (ML) technologies, and the need for real-time data analysis. The market is segmented into application areas such as BFSI, industrial, IT and telecommunications, retail and logistics, and others; and data types including credit card transactions, consultants, web data, sentiment and public data, and others. The market is highly competitive, with established players such as Preqin, Dataminr, YipitData, and S&P Global holding significant market share. However, the entry of new players and the development of innovative technologies are expected to intensify competition in the future. The geographical distribution of the market highlights the dominance of North America, followed by Europe and Asia Pacific. The adoption of alternative data is expected to be particularly strong in emerging markets, as organizations seek to gain a competitive edge by leveraging data-driven decision-making.

  13. d

    Europe & UK Insider Trading Data | 25+ Years Historic Data | 55,000...

    • datarade.ai
    Updated Nov 27, 2023
    + more versions
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    Smart Insider (2023). Europe & UK Insider Trading Data | 25+ Years Historic Data | 55,000 Companies | 67 Countries | Public Equity Market Data for Investment Management [Dataset]. https://datarade.ai/data-products/europe-uk-insider-trading-data-25-years-historic-data-smart-insider
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    .xml, .csv, .xls, .txtAvailable download formats
    Dataset updated
    Nov 27, 2023
    Dataset authored and provided by
    Smart Insider
    Area covered
    United Kingdom
    Description

    When there is a vast variety of metrics and tools available to gain market insight, Insider trading offers valuable clues to investors related to future share performance. We at Smart Insider provide global insider trading data and analysis on share transactions made by directors & senior staff in the shares of their own companies.

    Monitoring all the insider trading activity is a huge task, we identify 'Smart Insiders' through specialist desktop and quantitative feeds that enable our clients to generate alpha.

    Our experienced analyst team use quantitative and qualitative methods to identify the stocks most likely to outperform based on deep analysis of insider trades, and the insiders themselves. Using our easy-to-read derived data we help our clients better understand insider transactions activity to make informed investment decisions.

    We provide full customization of reports delivered by desktop, through feeds, or alerts. Our quant clients can receive data in a variety of formats such as XML, XLSX or API via SFTP or Snowflake.

    Sample dataset for Desktop Service has been provided with some proprietary fields concealed. Upon request, we can provide a detailed Quant sample.

    Tags: Stock Market Data, Equity Market Data, Insider Transactions Data, Insider Trading Intelligence, Trading, Investment Management, Alternative Investment, Asset Management, Equity Research, Market Analysis, United Kingdom, Europe

  14. Market Research & Public Opinion Polling in Europe - Market Research Report...

    • ibisworld.com
    Updated Mar 15, 2024
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    IBISWorld (2024). Market Research & Public Opinion Polling in Europe - Market Research Report (2015-2030) [Dataset]. https://www.ibisworld.com/europe/industry/market-research-public-opinion-polling/200292/
    Explore at:
    Dataset updated
    Mar 15, 2024
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2014 - 2029
    Area covered
    Europe
    Description

    Market researchers investigate clients' target markets' behaviour, values and opinions, providing insights that allow them to tailor their products, services and marketing. Researchers rely on high European research and development expenditure to fuel demand for market research. Increased digitalisation has opened new doors for market research providers while intensifying competition. Artificial intelligence is increasingly important in analysing, identifying and generating research insights from social media posts using a flood of data. Meanwhile, digital surveys have allowed research companies to expand their outreach, save resources and costs and often attain more accurate and comprehensive insights for clients. Over the five years through 2024, industry revenue is expected to contract at a compound annual rate of 3.6% to €27.2 billion. The COVID-19 outbreak and ensuring low business sentiment took a toll on market research budgets. A sharp contraction in business sentiment squeezed corporate profit, discouraging companies from investing in research and development activities and negatively affecting professional research providers in 2022. A greater availability of data and alternative research methods means that researchers are competing more and more with in-house research departments. In 2024, industry revenue is expected to drop by 3.1% as consumers lower their private consumption expenditure, reducing consumer research activity. Over the five years through 2029, industry revenue is forecast to climb at a compound annual rate of 2.9% to reach €31.4 billion. Over the coming years, market research companies will face higher external competition from technology specialists leveraging insights internally, constraining revenue growth. Nonetheless, researchers will benefit from increasing online advertising activity. Those incorporating advanced data analytics systems and digital market research technology will remain competitive and benefit from greater digitalisation. Smart mobile surveys will also become an invaluable tool for consumer research companies.

  15. Alternative Finance Market Analysis North America, APAC, Europe, South...

    • technavio.com
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    Technavio, Alternative Finance Market Analysis North America, APAC, Europe, South America, Middle East and Africa - US, UK, Germany, China, Indonesia - Size and Forecast 2024-2028 [Dataset]. https://www.technavio.com/report/alternative-finance-market-industry-analysis
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    Dataset provided by
    TechNavio
    Authors
    Technavio
    Time period covered
    2021 - 2025
    Area covered
    Global, United States
    Description

    Snapshot img

    Alternative Finance Market Size 2024-2028

    The alternative finance market size is estimated to increase by USD 64.3 billion at a CAGR of 7.44% between 2023 and 2028. The key factor driving the market forward is the potential for higher returns for investors. Alternative finance channels offer significantly greater returns compared to traditional investment options like fixed deposits (FDs) or government bonds from conventional financial institutions. Another important contributor to market growth is the rapid expansion in the APAC region and the increasing focus on structured finance. Alternative finance platforms, such as P2P lending, crowdfunding, and invoice trading, are gaining traction in APAC, driven by the presence of numerous small and medium-sized enterprises (SMEs).

    What will be the Size of the Alternative Finance Market During the Forecast Period?

    To learn more about this alternative finance market report, Download Report Sample

    Alternative Finance Market Segmentation

    The alternative finance market research report provides comprehensive data (region wise segment analysis), with forecasts and estimates in 'USD Billion' for the period 2024 to 2028, as well as historical data from 2018 to 2022 for the following segments.

    Type Outlook 
    
      P2P lending
      Crowdfunding
      Invoice trading
    
    
    
    
    
    End-User Outlook
    
      Individual
      Organization
    
    
    
    
    
    Region Outlook
    
      North America
    
        The U.S.
        Canada
    
    
    
    
    
      Europe
    
        The U.K.
        Germany
        France
        Rest of Europe
    
    
    
    
    
      APAC
    
        China
        India
    
    
      South America
    
        Chile
        Argentina
        Brazil
    
    
    
    
    
      Middle East & Africa
    
        Saudi Arabia
        South Africa
        Rest of the Middle East & Africa
    

    By Type

    The alternative financing market share growth in the segment of P2P lending will be significant during the forecast period. The P2P consumer lending sub-segment holds a major share of the P2P lending segment due to the growth in the number of online consumer lending platforms and the increasing use of technology in financial transactions. Some popular P2P lending platforms include LendingClub, Zopa, Bondora Capital, Prosper Marketplace, and Upstart Network. However, P2P lending is associated with a high risk of defaults as the loans are unsecured. Therefore, large investors usually maintain a spread portfolio of their investments. P2P lending is also associated with challenges such as platform failures, the risk of fraud, hacking, and data theft. These factors are expected to augment the demand of the P2P lending segment hence driving the growth of the market in focus during the forecast period.

    Get a glance at the market contribution of various segments. Request PDF Sample

    The P2P lending segment was valued at USD 123.70 billion in 2018. In this segment, P2P lending is similar to credit obtained from financial institutions. However, the funds are raised from one or more independent investors. P2P borrowers must make weekly or monthly repayments of the principal amount with interest. P2P lending is usually carried out through online platforms. Investors directly select businesses to fund, or the lending platforms provide the terms of credit. Some variations in the model allow investors to bid on loan amounts and interest rates through an online auction. P2P lending is popular among individual borrowers and SMEs, as small to medium-scale loans can be obtained easily. Several individuals opt for P2P loans for debt consolidation, which allows them to pay debts accrued from credit cards or loans from financial institutions.

    By Region

    For more insights on the market share of various regions, Request PDF Sample now!

    North America is estimated to contribute 70% to the global alternative financing market during the forecast period. Technavio's analysts have elaborately explained the regional market growth and trends that shape the market during the forecast period. The growth of P2P lending and crowdfunding has increased significantly in North America. The increasing number of students, growing awareness about clearing personal debt, rising Internet penetration, technological advances, the rise of online trading platforms and finance platforms, and the presence of prominent companies are the major factors driving the market in North America. The number of SMEs has grown significantly in North America. Therefore, a growing number of SMEs in this region are boosting the growth in North America.

    Alternative Finance Market Dynamics

    The market is reshaping the landscape traditionally dominated by conventional big banks and regulated banks. Instead of relying solely on traditional finance systems, entrepreneurs and investors are increasingly turning to alternative lenders and innovative financial services solutions. Online lenders offer streamlined access to capital, while reward-based crowdfunding and equity-based crowdfunding present opp

  16. A

    Alternative Data Vendor Report

    • marketreportanalytics.com
    doc, pdf, ppt
    Updated Apr 3, 2025
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    Market Report Analytics (2025). Alternative Data Vendor Report [Dataset]. https://www.marketreportanalytics.com/reports/alternative-data-vendor-55052
    Explore at:
    doc, ppt, pdfAvailable download formats
    Dataset updated
    Apr 3, 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 increasing demand for non-traditional data sources across diverse sectors. The market's expansion is fueled by the need for more granular and timely insights than traditional data sources can provide. Financial institutions (BFSI), in particular, are heavily investing in alternative data to enhance risk assessment, improve fraud detection, and gain a competitive edge in investment strategies. The adoption of alternative data is also accelerating in the industrial, IT & telecommunications, and retail & logistics sectors, where it's utilized for optimizing supply chains, improving customer targeting, and enhancing operational efficiency. The various types of alternative data, including credit card transactions, web data, and sentiment analysis, cater to specific business needs, contributing to the market's segmentation. While challenges such as data privacy concerns and the need for sophisticated data processing capabilities exist, the overall market trajectory remains positive. We estimate the 2025 market size to be $8 billion, growing at a Compound Annual Growth Rate (CAGR) of 15% from 2025 to 2033. This growth is projected to be driven by increasing data availability, advancements in data analytics, and a growing awareness among businesses of the value of alternative data insights. The North American region currently holds the largest market share due to early adoption and the presence of key players, but the Asia-Pacific region is projected to witness significant growth in the coming years. This growth is fueled by increasing digitization and the rising adoption of advanced analytics within various industry sectors. The competitive landscape is characterized by a mix of established players and emerging startups. Established firms like S&P Global and Bloomberg offer comprehensive data solutions alongside their traditional offerings, while newer companies like Dataminr and Preqin specialize in providing niche alternative data sets. This competitive environment fosters innovation and drives the development of new data sources and analytics capabilities. The ongoing consolidation and partnerships within the industry suggest a trend towards integrated platforms that combine different types of alternative data, allowing businesses to access more holistic and comprehensive insights. Continued investment in AI and machine learning technologies will further enhance the capabilities of alternative data vendors, enabling the extraction of more meaningful insights from complex datasets. The continued focus on data security and compliance will also shape the market's development, leading to the implementation of more robust data governance frameworks.

  17. Collection Agencies & Credit Bureaus in Europe - Market Research Report...

    • ibisworld.com
    Updated Apr 15, 2024
    + more versions
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    IBISWorld (2024). Collection Agencies & Credit Bureaus in Europe - Market Research Report (2015-2030) [Dataset]. https://www.ibisworld.com/europe/industry/collection-agencies-credit-bureaus/200709/
    Explore at:
    Dataset updated
    Apr 15, 2024
    Dataset authored and provided by
    IBISWorld
    License

    https://www.ibisworld.com/about/termsofuse/https://www.ibisworld.com/about/termsofuse/

    Time period covered
    2014 - 2029
    Area covered
    Europe
    Description

    Europe's Collection Agencies and Credit Bureaux industry has contended with numerous challenges in recent years. Lending activity has been muted as businesses became cautious about borrowing in the face of turbulent economic conditions and rising interest rates, draining the pool of debt available for collection. Revenue is expected to fall at a compound annual rate of 3.8% over the five years through 2024 to €19.6 billion, including an estimated decline of 3.2% in 2024. In recent years, the industry has witnessed a significant transformation driven by digitalisation. Collection agencies and credit bureaux embraced digital platforms and automation tools to streamline processes, enhance data analysis efficiency and improve consumer communication. The integration of AI and alternative credit scoring models has revolutionised credit assessment practices, offering more inclusive evaluation methods and personalised debt collection strategies. The adoption of blockchain technology for secure data management has also gained traction, promising enhanced data security and transparency across operations. Revenue is slated to mount at a compound annual rate of 2.7% over the five years through 2029 to €22.5 billion, while profit is also expected to edge upwards. Looking ahead, Europe's collection agencies and credit bureaux are poised for further evolution and innovation. Expanding alternative data sources for credit assessment will provide more comprehensive credit profiles and improve risk assessment accuracy. Companies will also continue to integrate blockchain technology for secure data management, offering increased data security, fraud prevention and operational efficiencies.

  18. d

    Vision Europe Retail & In-Store Sales Data | Austria, France, Germany,...

    • datarade.ai
    .csv, .xls
    + more versions
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    Consumer Edge, Vision Europe Retail & In-Store Sales Data | Austria, France, Germany, Italy, Spain, UK | 6.7M Accounts, 5K Merchants, 600 Companies [Dataset]. https://datarade.ai/data-products/consumer-edge-vision-eur-aggregated-consumer-transaction-da-consumer-edge
    Explore at:
    .csv, .xlsAvailable download formats
    Dataset authored and provided by
    Consumer Edge
    Area covered
    Austria, United Kingdom, Germany, Italy, Spain, France
    Description

    Consumer Edge is a leader in alternative consumer data for public and private investors and corporate clients. CE Vision Europe includes consumer transaction data on 6.7M+ credit cards, debit cards, direct debit accounts, and direct transfer accounts, including 5.3M+ active monthly users. Capturing online, offline, and 3rd-party consumer spending on public and private companies, data covers 5K+ merchants, 3K+ brands mapped to 600 global parent companies (500 publicly traded), and deep geographic breakouts with demographic breakouts coming soon for UK. Brick & mortar and ecommerce direct-to-consumer sales are recorded on transaction date and purchase data is available for most companies as early as 5 days post-swipe.

    Consumer Edge’s consumer transaction datasets offer insights into industries across consumer and discretionary spend such as: • Apparel, Accessories, & Footwear • Automotive • Beauty • Commercial – Hardlines • Convenience / Drug / Diet • Department Stores • Discount / Club • Education • Electronics / Software • Financial Services • Full-Service Restaurants • Grocery • Ground Transportation • Health Products & Services • Home & Garden • Insurance • Leisure & Recreation • Limited-Service Restaurants • Luxury • Miscellaneous Services • Online Retail – Broadlines • Other Specialty Retail • Pet Products & Services • Sporting Goods, Hobby, Toy & Game • Telecom & Media • Travel

    Private equity and venture capital firms can leverage insights from CE’s synthetic data to assess investment opportunities, while consumer insights teams and retailers can gain visibility into transaction data’s potential for competitive analysis, shopper behavior, and market intelligence.

    CE Vision Benefits • Discover new competitors • Compare sales, average ticket & transactions across competition • Evaluate demographic and geographic drivers of growth • Assess customer loyalty • Explore granularity by geos • Benchmark market share vs. competition • Analyze business performance with advanced cross-cut queries

    Corporate researchers and consumer insights teams use CE Vision for:

    Corporate Strategy Use Cases • Ecommerce vs. brick & mortar trends • Real estate opportunities • Economic spending shifts

    Marketing & Consumer Insights • Total addressable market view • Competitive threats & opportunities • Cross-shopping trends for new partnerships • Demo and geo growth drivers • Customer loyalty & retention

    Investor Relations • Shareholder perspective on brand vs. competition • Real-time market intelligence • M&A opportunities

    Most popular use cases for private equity and venture capital firms include: • Deal Sourcing • Live Diligences • Portfolio Monitoring

  19. Alternative finance: Spanish market size 2012-2018

    • statista.com
    Updated Mar 11, 2022
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    Statista (2022). Alternative finance: Spanish market size 2012-2018 [Dataset]. https://www.statista.com/statistics/412536/spain-alternative-finance-market/
    Explore at:
    Dataset updated
    Mar 11, 2022
    Dataset authored and provided by
    Statistahttp://statista.com/
    Time period covered
    2012 - 2018
    Area covered
    Spain
    Description

    The size of the alternative finance market in Spain increased in 2018 by more than 130% as compared to its 2017 volume, ranking as one of the largest in Europe. Alternative finance market size stood at 419 million euros in the last year.

  20. c

    Vision EUR Retail & Ecommerce Sales Data | Austria, France, Germany, Italy,...

    • dataproducts.consumeredge.com
    Updated Jan 3, 2018
    + more versions
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    Consumer Edge (2018). Vision EUR Retail & Ecommerce Sales Data | Austria, France, Germany, Italy, Spain, UK | 6.7M Accounts, 5K Merchants, 600 Companies [Dataset]. https://dataproducts.consumeredge.com/products/consumer-edge-vision-eur-retail-ecommerce-sales-data-aust-consumer-edge
    Explore at:
    Dataset updated
    Jan 3, 2018
    Dataset authored and provided by
    Consumer Edge
    Area covered
    Austria, United Kingdom, Germany, Italy, Spain, France
    Description

    CE Vision is the premier alternative data set tracking credit & debit consumer spend in Europe. Clients use CE Vision global retail & ecommerce sales data for market research and competitive intelligence analysis public & private company growth and macro trends by country.

Share
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Technavio, 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:
Dataset provided by
TechNavio
Authors
Technavio
License

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

Time period covered
2021 - 2025
Area covered
Global, Mexico, Germany, Canada, United States
Description

Snapshot img

Alternative Data Market Size 2025-2029

The alternative data market size is forecast to increase by USD 60.32 billion, at a CAGR of 52.5% between 2024 and 2029.

The market is experiencing significant growth, driven by the increased availability and diversity of data sources. This expanding data landscape is fueling the rise of alternative data-driven investment strategies across various industries. However, the market faces challenges related to data quality and standardization. As companies increasingly rely on alternative data to inform business decisions, ensuring data accuracy and consistency becomes paramount. Addressing these challenges requires robust data management systems and collaboration between data providers and consumers to establish industry-wide standards. Companies that effectively navigate these dynamics can capitalize on the wealth of opportunities presented by alternative data, driving innovation and competitive advantage.

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

Explore in-depth regional segment analysis with market size data - historical 2019-2023 and forecasts 2025-2029 - in the full report.
Request Free SampleThe market continues to evolve, with new applications and technologies shaping its dynamics. Predictive analytics and deep learning are increasingly being integrated into business intelligence systems, enabling more accurate risk management and sales forecasting. Data aggregation from various sources, including social media and web scraping, enriches datasets for more comprehensive quantitative analysis. Data governance and metadata management are crucial for maintaining data accuracy and ensuring data security. Real-time analytics and cloud computing facilitate decision support systems, while data lineage and data timeliness are essential for effective portfolio management. Unstructured data, such as sentiment analysis and natural language processing, provide valuable insights for various sectors. Machine learning algorithms and execution algorithms are revolutionizing trading strategies, from proprietary trading to high-frequency trading. Data cleansing and data validation are essential for maintaining data quality and relevance. Standard deviation and regression analysis are essential tools for financial modeling and risk management. Data enrichment and data warehousing are crucial for data consistency and completeness, allowing for more effective customer segmentation and sales forecasting. Data security and fraud detection are ongoing concerns, with advancements in technology continually addressing new threats. The market's continuous dynamism is reflected in its integration of various technologies and applications. From data mining and data visualization to supply chain optimization and pricing optimization, the market's evolution is driven by the ongoing unfolding of market activities and evolving patterns.

How is this Alternative Data Industry 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. TypeCredit and debit card transactionsSocial mediaMobile application usageWeb scrapped dataOthersEnd-userBFSIIT and telecommunicationRetailOthersGeographyNorth AmericaUSCanadaMexicoEuropeFranceGermanyItalyUKAPACChinaIndiaJapanRest 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 card and debit card transactions plays a pivotal role in business intelligence, offering valuable insights into consumer spending behaviors. This data is essential for market analysts, financial institutions, and businesses aiming to optimize strategies and enhance customer experiences. Two primary categories exist within this data segment: credit card transactions and debit card transactions. Credit card transactions reveal consumers' discretionary spending patterns, luxury purchases, and credit management abilities. By analyzing this data through quantitative methods, such as regression analysis and time series analysis, businesses can gain a deeper understanding of consumer preferences and trends. Debit card transactions, on the other hand, provide insights into essential spending habits, budgeting strategies, and daily expenses. This data is crucial for understanding consumers' practical needs and lifestyle choices. Machine learning algorithms, such as deep learning and predictive analytics, can be employed to uncover patterns and trends in debit card transactions, enabling businesses to tailor their offerings and services accordingly. Data governance, data security, and data accuracy are critical considerations when dealing with sensitive financial d

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