Alternative data datasets
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Research-vendor language analytics offering sentiment indices and textual signals aimed at institutional investment strategies.
Compiled summaries of FEMA-declared disasters along with trend breakdowns for emergency management research.
A reconstructed EDGAR corpus of company filings in English (Apache 2.0): a large sample of annual and quarterly reports and exhibits, hundreds of thousands of records. Comparable to other public SEC text sets and a solid starting point for filings-based research.
A collection of earnings call transcripts covering S&P 500 firms and other U.S. large-cap companies across the years 2005 through 2025, intended for financial analysis, NLP modeling, and sentiment research.
A detailed offering aimed at benchmarking and investigating clinical research activities across regions and phases.
Research and intelligence covering pharmaceutical products, clinical trials, patent filings and regulatory progress.
Data-driven services building institutional and portfolio-focused ESG analytics and research offerings.
A tabular extract of clinical study descriptions drawn from ClinicalTrials.gov on 5 February 2025, emphasizing eligibility, design, and objective fields for healthcare and machine learning research.
Dataset covering research and development, innovation, and artificial intelligence within high-technology industry sectors.
Sustainability metrics spanning general and sector-specific ESG themes across three tiers, 334 subjects, and more than 700 explanatory measures.
Sustainability information organized into general and industry-focused ESG categories with three layers, 334 subjects, and over 700 supporting indicators.
Computed metrics include news-based sentiment scores and the degree to which individual companies track commodity futures performance.
Aggregated hiring information from Chinese firms, including vacancy counts and associated pay bands.
Non-traditional Chinese financial datasets include capital movement patterns and broader macroeconomic signals.
Content structured to serve as a retrieval-augmented knowledge foundation for a domain-specific research tool.
A curated collection designed to function as a retrieval-augmented generation knowledge base and a resource for historical research.
Cross-sector knowledge marketplace supplying curated expert calls and research support to corporate and investment decision-makers across more than twenty-five industries.
Worldwide advisory community providing pay-per-use expert conversations and panel-based research studies on a broad range of industry topics.
Extensive historical air-quality measurements sourced from the EPA, suited for research and longitudinal analysis.
A corpus of SEC EDGAR filings in English (Apache 2.0), roughly a few hundred thousand company documents including annual and quarterly reports and exhibits. The filings text is organized for model pretraining and retrieval, but the same documents are the raw material for filings-based and disclosure signals.
Open electricity statistics by source for more than 200 countries: capacity, generation mix, carbon intensity and cross-border flows, updated annually and monthly, with CSVs and an API.
Well-by-well oil and gas output figures widely used for energy fundamentals research.
Zillow Home Listings in the U.S: Buyable Homes Dataset. Explore U.S. Real Estate
A curated collection of earnings call recordings broken into intelligent segments and paired with high-accuracy transcripts produced by Mistral's Voxtral model, intended for ASR benchmarking, transcription quality studies, and audio-to-text alignment research.
Researcher-driven sustainability ratings spanning more than 90% of the leveraged finance markets in Europe and the United States.
More than 800,000 US and international economic time series from roughly 100 official sources: GDP components, employment, inflation, rates, money supply, housing and regional series, downloadable as CSV or XLSX or via the FRED and ALFRED APIs, with vintages preserved for point-in-time research.
A location-analytics platform that fuses satellite pictures, movement datasets, and commercial indicators to produce research-ready geospatial intelligence for investors.
A major expert network pairing institutional investors and corporates with senior industry practitioners for research interviews.
Worldwide investigator directory containing more than 460,000 researcher records plus roughly 3 million U.S. physician profiles.
Exhaustive registry of locations linked to clinical research studies conducted worldwide.
S&P 500 earnings-call transcripts preprocessed into optimized Parquet, tens of thousands of calls (MIT). Ready for sentiment, QA and summarization research on the large-cap earnings season.
A multi-petabyte catalogue of analysis-ready geospatial datasets, Landsat, Sentinel, MODIS, DEMs, land-cover classifications, population grids and climate reanalysis, hosted for server-side computation, free for research and non-commercial use.
Electric Vehicle Population Data in Washington State: BEVs and PHEVs registered
Custom sourcing research for alternative datasets: structured briefs that map the available feeds to a specific investment thesis, rather than raw data sales.
Dataset of 1.3 million credit card transactions enriched with behavioral attributes, serving as a stand-in for card-panel research.
Earnings call transcripts for S&P 500 and other large U.S. companies covering 2005 through 2025, useful for financial research, natural language processing, and sentiment analysis.
Worldwide business-entity and firmographic records consolidating corporate registries, ownership hierarchies and contact details.
IQVIA's Pharmetrics medical-claims dataset marketed on Snowflake Marketplace, offering United States healthcare billing records for pharmaceutical and biotechnology research.
Earnings-call transcripts from an IBM research project, tens of thousands of records with finance tags, in CC0. A filings-adjacent corpus for call-tone and question-and-answer analysis.
S&P 500 Corporate Filings (SEC EDGAR 10-K & 8-K Archive) Overview This dataset contains clean, structured public data exported directly from production runs of Apify actors. It serves as a benchmark and sample for lead qualification, market intelligence, research, and machine learning pipelines. Source Actor: captainhandsome/sec-edgar-filings-search Dataset Page: Public sample and schema Preconfig
A collection of widely used datasets covering sustainable finance and responsible investment research.
What the world is reading and talking about - 6,960 rows, 8 languages
Free annual archives of terrestrial AIS vessel-position messages covering all US coastal waters, from 2009 onward, ship tracks, speeds and port calls that serve as ground truth for trade-flow and commodity-shipping research.
An analytical project examining the Paris Housing Dataset to uncover which property attributes most strongly affect asking prices. It involves cleaning, visualizing, and statistically modeling the records to answer targeted research questions.
A subscription-based offering provides hosted access to the MarketScan Research Databases, delivering analytics and insights on healthcare claims, encounters, and related data for research purposes.
An analysis-ready compilation of roughly 3,000 ClinicalTrials.gov studies registered between 2000 and 2025 that involve AI, machine learning, or digital-health tools, enriched with 30 LLM-derived variables covering use case, therapeutic area, sponsor composition, trial phase, deployment score, evidence strength, and responsible-AI keyword indicators.
FinSight gathers plain-text 10-K and 10-Q SEC filings for twenty major US public firms spanning six sectors, yielding 97 records intended for BERT fine-tuning, retrieval-augmented generation, and multi-agent financial research.
Designed to aid Nifty50 trading research, this dataset merges financial news, sentiment indicators, and stock market data into a single analysis-ready resource, enabling pipelines that cover news cleaning, impact categorization, FinBERT-based sentiment scoring, and Temporal Fusion Transformer forecasting.
Global Job Postings – Multi-ATS is a single dated snapshot of 112,816 job listings aggregated from 23 applicant tracking systems and parsed into a 47-column schema by NextGig-Rocks. It is distributed as Parquet via the Hugging Face datasets library and targets labor-market research, not production job boards.
Comprehensive officer records spanning more than 140 jurisdictions to support corporate governance research and due diligence checks.
Live ADS-B transponder broadcasts picked up by a community-operated sensor network covering aircraft worldwide, open to free historical access for research, a practical proxy for flight activity, tourism and corporate-jet movements.
A CC-BY-4.0 licensed compilation from Ozari Health cataloging 22 major published GLP-1 clinical trials as of May 2026, consolidating peer-reviewed trial-level data into a single structured index.
Patent-linked intelligence that connects intellectual property activity to research strategy and competitive standing.
Papers published in arXiv/quant-ph between 2012-2016 with number of Scites
A Comprehensive Job Dataset for Data Science, Research, and Analysis