What ExtractAlpha does

ExtractAlpha is a private alternative data and quantitative analytics firm founded in 2013 by Vinesh Jha, a former Director of Quantitative Research at StarMine who subsequently built systematic trading strategies at Merrill Lynch, Morgan Stanley, and PDT Partners. The company identifies, validates, and packages alternative datasets into actionable trading signals and raw data feeds for institutional investors — primarily hedge funds, quantitative asset managers, and brokerages whose clients together manage more than $1.5 trillion (with top firms managing more than $10.9 trillion) in assets across the US, EMEA, and Asia Pacific.

Its product portfolio combines proprietary quantitative models with curated data assets. Flagship offerings include the TrueBeats EPS and Revenue Surprise Forecasts (developed over more than 23 years of earnings-estimate research), the Tactical Model (TM1) combining residualized reversal, factor momentum, liquidity shocks, and seasonality, and the Cross-Asset Model (CAM1) reading options-market sentiment. Through its May 2021 merger with Estimize, ExtractAlpha operates a crowdsourced earnings-estimate platform with more than 120,000 contributors, and it has since expanded coverage with the Japan News Signal, Japan POS data via the aiQ Corp partnership, the EMEA and India Alpha Bundles, Toyo Keizai Japanese data, and the February 2025 acquisition of ESG Analytics (now EA Labs). Signals and data are delivered through the AlphaClub self-serve backtesting and dataset-discovery platform, relaunched in April 2026 with an expanded interface and broader coverage.

ExtractAlpha monetizes through institutional subscriptions to alternative datasets and validated trading signals, with quote-based enterprise pricing and multi-year contracts typical of the buy-side data industry. Distribution is primarily direct enterprise sales to hedge funds and asset managers, supplemented by platform integration partnerships — most notably Interactive Brokers (December 2024) and Exabel (November 2021) — where ExtractAlpha data is embedded inside third-party trading and analytics platforms. Marketing is anchored by research publishing, CEO podcast appearances, industry events, and recurring award recognition (WatersTechnology, Inside Market Data, A-Team Innovation Awards). The company remains founder-controlled, with only de minimis disclosed external funding (approximately $141,250 across 2015–2016) and a global operational footprint spanning the US, EMEA, and Asia Pacific.

Name

ExtractAlpha

Legal name

ExtractAlpha Research Limited

Website

https://extractalpha.com

Company type

Private

Founded year

2013

Operating status

Operating

Headcount range

1–10 employees

Short description

ExtractAlpha provides vetted alternative data signals and trading datasets to institutional investors. Founded in 2013, it serves hedge funds and asset managers managing over $1.5 trillion in assets through products including the Estimize crowdsourced estimates platform and proprietary TrueBeats analytics.

Ownership category

akta.pro rank

Product category

Alternative Data and Quantitative Analytics

NAICS

Financial Transactions Processing, Reserve, and Clearinghouse Activities (522320)

SIC

Services-Computer Programming, Data Processing, Etc. (7370)

akta.pro primary industry

Alternative Data & Data Science Analytics (FSACAGAI)

akta.pro secondary industry

Alternative Data Providers (Web, Satellite, Geolocation, ESG Signals) (FSAFAIAH)

Keywords

• Alternative data signals
• Quantitative alpha models
• Institutional data analytics
• Crowdsourced earnings estimates
• Trading signals datasets

Headquarters

HQ city

Cyberport

HQ country

Hong Kong SAR China

HQ region

Asia

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Infrastructure, Operations

Revenue model

1. Alternative Data Subscription Access: ExtractAlpha provides alternative data signals and datasets to institutional investors on a subscription basis. Clients pay for access to validated alpha-generating datasets and trading signals, delivered as raw data and trading signals. Coverage includes US equities and nearly 30,000 global securities, with historical data ranging from years to decades.
2. Estimize Premium Access: Institutional-grade financial estimates platform (EPS, Revenues, KPIs, macroeconomic indicators) accessed via subscription, powered by a crowdsourced community of 120,000+ contributors. Revenue is generated from premium access to crowdsourced forecasts and the platform.

Pricing tiers

Go-to-market motion4 records

Distribution channels3 records

Marketing channels8 records

Core offering

ExtractAlpha provides validated alternative data signals and trading datasets — including the crowdsourced Estimize estimates platform — to institutional investors (hedge funds, asset managers, brokerages, fintechs). Offerings are delivered as raw data and trading signals built on proprietary quantitative methodologies such as TrueBeats, the Tactical Model (TM1), Cross-Asset Model (CAM1), and Analyst Model Global, covering most US equities plus nearly 30,000 global securities. Customers access datasets via the AlphaClub self-serve platform for backtesting and signal evaluation, with quote-based multi-year subscription pricing.

Differentiator

Problem solved

Functional benefit

Brands

• Estimize: Crowdsourced financial estimates platform providing institutional-grade earnings estimates (EPS, Revenues, KPIs, macroeconomic indicators) from over 120,000 contributors. Operated by ExtractAlpha since the 2021 merger.
• AlphaClub
• EA Labs

Products and services

• Estimize Crowdsourced institutional-grade financial estimates platform covering EPS, Revenues, industry-specific KPIs, and macroeconomic indicators from a community of 120,000+ contributors (buy-side, sell-side, independent, and amateur analysts). Demonstrated to be more accurate than traditional sell-side consensus. Sold to institutional investors via premium subscription.
• AlphaClub Self-serve platform for signal evaluation, backtesting, and dataset discovery. Provides access to historical data ranging from years to decades, white papers, data dictionaries, and full methodology descriptions for qualified buyers.
• TrueBeats EPS & Revenue Surprise Forecasts Proprietary earnings surprise prediction methodology using a TrueBeats approach for country and industry selection; consistently predicts EPS surprises across bull and bear markets by going long stocks with the largest predicted positive surprises and short those with negative surprises.
• Tactical Model (TM1) Global stock selection and position timing model with four components: Residualized Reversal, Factor Momentum, Liquidity Shocks, and Seasonality. Improves upon simple price reversal by controlling for risk factors, conditioning on volume effects, and incorporating uncorrelated mid-horizon alpha strategies.
• Analyst Model Global Stock selection signal based on sell-side analyst forecasts, using the proprietary TrueBeats methodology to transform analyst forecasts into a globally consistent alpha signal covering markets beyond the original US-focused model.
• Cross-Asset Model (CAM1) Model capturing options market sentiment through Put/Call volume ratios, option-to-stock volume comparisons, and implied volatility skew analysis for out-of-the-money puts.
• Japan News Signal NLP-based signal for Japanese equities leveraging news sentiment to generate stock-level predictions; part of broader expansion into global markets beyond US equities.
• Japan Employee Sentiment Signal Machine learning signal leveraging employee reviews, workplace metrics, and organizational health indicators to identify alpha opportunities in Japanese equities.
• India Alpha Bundle Comprehensive data solution providing precision predictive signals and alpha for Indian equities.
• EMEA Alpha Bundle Comprehensive data solution providing precision predictive signals for EMEA equities.
• ExtractAlpha Transcripts Model Model focused on earnings events, leveraging alternative data and transcript analysis to generate signals.
• 13F Sentiment Signal Long-horizon stock sentiment signal based on quarterly 13F institutional filings, capturing changes in institutional ownership and positioning.
• Sell Side Coverage Matrix Signal-supporting dataset redefining peer group analysis to boost the performance of analyst-based signals.
• ExtractAlpha Risk Model Proprietary multi-factor risk model covering US, Europe, and Asian markets, used to measure factor moves and stock exposures and enabling the Tactical Model's Factor Momentum component.
• Japan POS Data Point-of-Sale (POS) transaction data for Japan, launched through partnership with aiQ Corp Ltd. Extended with Japan POS Electric Goods Data (Feb 2025) and Toyo Keizai Japanese Data (Jul 2025).
• Web-Crawled Sentiment Data Alternative dataset using NLP to extract sentiment from web-crawled text; demonstrated to improve short-term stock forecast accuracy by 15%.
• IRP Sentiment Signal Independent Research Provider sentiment signal comparing alternative independent research versus traditional equity research to identify investor sentiment divergences.
• Digital Revenue Signal (DRS) Signal based on companies' digital footprints and online engagement metrics; particularly validated for China A-Shares with 1100+ companies covered.

Quantifiable outcome

• 78% of hedge funds incorporate alternative data, achieving 3% higher annual returns vs peers
• +5 more outcomes

Named customers2 records

Segments4 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability6 records

Feature12 records

Partnerships

Five partnerships are on record, tiered core.

• ESG AnalyticscoreStrategic or Co-development Partner · 3 February 2025ExtractAlpha acquired ESG Analytics, appointing Qayyum Rajan as Head of ExtractAlpha Labs (EA Labs). ESG Analytics leveraged AI to assess ESG performance. The acquisition expands ExtractAlpha's capabilities in ESG data and AI-driven analytics.
• Interactive BrokerscoreTechnology or Integration · 3 December 2024ExtractAlpha collaborates with Interactive Brokers to integrate Estimize data into trading platforms, enabling Interactive Brokers users to access crowd-sourced earnings estimates directly within their trading environment. Announced December 3, 2024.
• aiQ Corp Ltd.coreTechnology or Integration · 16 January 2024ExtractAlpha entered an agreement with aiQ Corp Ltd., a Japan-based company, to launch Japan POS (Point of Sale) data. The partnership expanded ExtractAlpha's Japan data coverage, subsequently adding POS Electric Goods Data in February 2025 and Toyo Keizai Japanese data in July 2025.
• ExabelcoreTechnology or Integration · 4 November 2021Exabel partnered with ExtractAlpha to launch an alternative data insights platform, delivering ExtractAlpha's alpha signals and datasets through Exabel's analytics platform for investment teams. Announced November 4, 2021.
• EstimizecoreStrategic or Co-development Partner · 11 May 2021ExtractAlpha merged with Estimize in early 2021. ExtractAlpha owns and operates Estimize, a crowd-sourced earnings sentiment engine with 120,000+ contributors. Leigh Drogen, Estimize founder, joined as advisor. The merger combined ExtractAlpha's alpha signals with Estimize's crowdsourced estimates platform.

Scale indicators12 records

Recent moves7 records

Expansion highlights6 records

Direct peers

• RavenPack: RavenPack is a leading alternative data provider applying NLP and sentiment analytics to news, filings, and alternative sources for institutional investors and hedge funds. Highly comparable as a direct competitor in the alt-data and NLP-driven alpha signals space ExtractAlpha occupies.
• M Science: M Science is an alternative data provider offering datasets spanning consumer transactions, web traffic, app usage, and supply chain signals to institutional investors. Directly comparable to ExtractAlpha in curating and validating alternative datasets for hedge fund alpha generation.
• YipitData: YipitData provides alternative data products derived from web-scraped consumer, e-commerce, and corporate data for institutional investors. Directly comparable as an alt-data provider selling vetted datasets and signals to hedge funds and asset managers.
• Eagle Alpha: Eagle Alpha is an alternative data marketplace and research provider helping institutional investors discover, evaluate, and purchase alternative datasets. Comparable to ExtractAlpha's role as an alt-data curator and signal-builder for the buy-side.
• AlphaSense: AlphaSense is an AI-powered market intelligence platform delivering search, sentiment, and document analytics to institutional investors and corporations. Adjacent competitor in NLP-driven financial intelligence, with overlapping enterprise buy-side customers served by ExtractAlpha.
• Thasos: Thasos provides alternative data derived from geolocation and foot-traffic signals for institutional investors. Comparable to ExtractAlpha as a specialized alt-data provider building alpha signals from non-traditional, real-world data sources.
• Thinknum: Thinknum offers alternative datasets derived from publicly available web sources covering company KPIs, job listings, and pricing data. Comparable as an alt-data provider curating web-derived datasets for institutional investment use cases.

Broad incumbents

• Bloomberg L.P. Bloomberg is the dominant incumbent financial data and analytics terminal provider increasingly bundling alternative datasets and analytics into its enterprise platform. A broad incumbent competing for the same hedge fund wallet with substantial scale advantages over ExtractAlpha.
• FactSet: FactSet is a major institutional financial data, analytics, and workflow provider serving portfolio managers, analysts, and quants. A broad incumbent that competes for the same alt-data and signals budget and whose quantitative analytics team overlaps directly with ExtractAlpha's CRO Willett Bird's prior background.
• S&P Global Market Intelligence: S&P Global Market Intelligence provides broad financial data, analytics, and research products to institutional investors, including expanding alternative data and ESG offerings. A broad incumbent competing for the same enterprise spend as ExtractAlpha with substantially larger data and distribution resources.

Market position

Strengths1 record

Weaknesses5 records

Competitive moat6 records

Key risks3 records

Key highlights7 records

Customer concentration

• Xx.com/extractalpha
• LinkedInlinkedin.com/company/extractalpha

Revenue estimate

Valuation estimate

Number of profiles

Profiles11 records

Subsidiaries1 record

Funding overview

Funding rounds3 records

Investors2 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A2 records

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about ExtractAlpha