2026 Academic Research Data Market Map

Academic Research Data Provider Collection Methodology:

A comprehensive review of Data as a Service (DaaS) companies was conducted to determine whether they offer programs or resources for academic use. This review primarily focused on data providers rather than tools for data manipulation or analysis. Data providers were identified through a structured, multi-source discovery process and validated before inclusion.

Discovery — Candidates were surfaced using 20 ranked search methods across four tiers:
- Tier 1 : WRDS vendor directory, research data guides from 10 major universities, the Dewey platform and seminar archive, citation analysis following Lim & Luo (2023), and AEA replication package mining.
- Tier 2 : Kilts Center dataset catalog, major conference programs (AFA, AEA, AMA), journal data disclosure sections, alternative data directories, NBER working paper acknowledgment mining, and international library guides.
- Tiers 3–4 : Discipline-specific hubs, research newsletters, academic program pages, and targeted journal searches.

Validation — Every candidate was evaluated against five criteria. To qualify, a provider must:
1. Produce or own proprietary, licensable datasets
2. Have a confirmed academic access pathway (WRDS/Dewey listing, library subscription, academic pricing, or peer-reviewed citation)
3. Require a license, DUA, or institutional subscription for research-relevant data
4. Support empirical research in economics, finance, marketing, sociology, public health, urban planning, or adjacent fields
5. Be independently operating and not already represented under a parent or prior name

Free/open datasets, data manipulation tools, and brokerage platforms were excluded. The database is continuously updated — contact [email protected] with any edits.

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Academic Usage Score

Each provider carries an Academic Usage Score from 1 to 5 reflecting current research activity, recency-weighted to prioritize 2023–present usage.

Scoring signals are drawn from eight sources in three tiers:
- Tier A (highest weight): Top-journal confirmation across 29 target journals; SSRN/NBER working paper citation counts; university library guide presence across 10 reference institutions
- Tier B (platform signals): WRDS vendor listing; Dewey published research database; DataCite registered DOIs
- Tier C (provider-reported): Provider-maintained academic paper lists

Scores of 4–5 require at least one Tier A signal. Platform presence alone cannot produce a score above 3.

• 5 [Foundational] : Cited in hundreds of top-journal papers; institutional research standard
• 4 [Widely used] : Regular citation across multiple top journals
• 3 [Moderately used] : Meaningful academic literature; recognized by the research community
• 2 [Emerging] : Some confirmed academic use; newer or more specialized provider
• 1 [Minimal] : Passes validation; academic citation evidence minimal or not yet established

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Categories of Data for Academic Research:

Providers are organized into four top-level groups, each containing related subcategories. Some categories may have overlap, and some providers may span multiple categories, which is noted in the table above.

🟢 Finance Data

Finance — Capital markets data covering equities, fixed income, derivatives, fund flows, and alternative investments. Supports asset pricing, investment research, and financial modeling.

Global Markets — Cross-border financial data including international equities, foreign exchange, emerging markets, and multi-country financial databases. Foundational for comparative capital markets research.

US Markets — US-specific market microstructure data: equity trades and quotes, options, index data, and exchange-level data. Supports high-frequency trading, market quality, and event studies.

Debt & Leveraged Finance — Corporate debt, syndicated loans, bond markets, M&A deal terms, and high-yield instruments. Standard for corporate finance, credit, and deal research.

Banking & Insurance — Financial institution data covering bank performance, insurance underwriting, risk assessments, and regulatory filings. Used in banking economics and financial stability research.

Company Financials — Standardized financial statements — income, balance sheet, cash flow, and earnings — for public and private companies globally. The backbone of corporate finance and accounting research.

Economic & Geopolitical — Macroeconomic time series, trade flows, policy indicators, political risk, commodity benchmarks, and cross-country statistics. Used in macroeconomics, trade policy, and political economy research.

News & Events — Structured news data, sentiment scores, and event signals from financial press and regulatory filings. Used in event studies, text-as-data research, and market microstructure analysis.

🔵 Company Data

Company Insights — Firmographics, executive and board profiles, competitive positioning, startup and private company data, and supply chain relationships. Supports strategy, governance, labor, and management research.

Intellectual Property — Patent filings, trademark registrations, licensing agreements, royalty benchmarks, and R&D activity. Supports innovation economics, technology transfer, and legal research.

🩷 People Data

Consumer Transaction — Spending data from card transactions, scanner panels, e-receipts, and purchase history across retail, e-commerce, and service sectors. Used in consumer economics, marketing science, and retail research.

Healthcare — Commercial claims, electronic health records, patient outcomes, hospital performance, and pharmaceutical utilization. The foundation for health economics and health services research.

Human Capital — Job postings, employment records, wage data, executive compensation, skills taxonomies, and labor market dynamics. Used in labor economics, organizational behavior, and human capital research.

Media — Audience measurement, advertising effectiveness, and digital and traditional media performance. Used in marketing, communications, and media economics research.

Web & App — Website traffic, app usage and downloads, search trends, and online platform analytics. Used to study digital markets, platform competition, and consumer digital behavior.

🟣 Places Data

Environment — Climate risk scores, ESG ratings, emissions data, physical risk assessments, and energy market data. Used in environmental economics, climate finance, and sustainability research.

Location — Points of interest, demographic distributions, geographic boundaries, and place-based economic activity. Used in urban economics, economic geography, and retail and policy research.

Mobility — Human movement data tracking foot traffic, commuting flows, and transportation patterns. Used in urban planning, transportation economics, and public health research.

Real Estate — Residential and commercial property transactions, valuations, mortgage data, rental markets, and construction activity. Used in real estate economics, urban economics, and housing policy research.

Travel & Hospitality — Tourism flows, hotel and short-term rental performance, airline data, and travel behavior. Used in hospitality economics, tourism research, and platform market studies.

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