ExtractAlpha 2024 Retrospective

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By Vinesh Jha, ExtractAlpha CEO and founder 

2024 saw significant growth in ExtractAlpha’s client base, team, and product offerings. We saw the general demand for alternative data grow, and in particular have seen that the market for data and signals with provable alpha remains very strong. Much of the demand for these datasets comes from the quant market, and newly launched funds and pods are often especially keen to take on datasets which can help them generate alpha on day one.

At a high level, what ExtractAlpha aims to do is to help our clients find alpha in alternative datasets. Our internal research team does extensive research on dozens of datasets per year, vets and identifies those which have predictive power for returns or KPIs, and then delivers those datasets to our clients, either in raw form or as stock selection signals. Our product suite now includes 16 different offerings, several with global coverage.

In this brief retrospective I’ll cover the growth in our client base, team, and products, and highlight the performance of our flagship stock selection signals. I’ll end with a look forward to what we’ll be bringing to the market over the course of 2025.

Clients

Our clients are primarily hedge funds, but also include asset managers, asset owners, and partners in the FinTech space. Most of the funds have a quantitative focus and that is where most of our growth in 2024 has come from. We expect that mix to diversify quite a bit in the coming year. Our clients are also global, including funds from the Americas, EMEA, and APAC; although we’re Hong Kong-based, most of our clients are in the US, but we are seeing growth in all regions.

During a recent trip to New York to visit our clients, I heard quite a lot of positive feedback about our offerings. In particular, our clients seemed to appreciate that we make our data easy to access, with good formatting, timestamping, and identifier mappings; that our white papers and other collateral are informative; and that our client success team is very responsive and helpful. Our hope is that we can set up trials to maximize the efficiency of our clients finding (or failing to find!) value in our data, and to be as transparent as possible about what they are likely to find before they get started. 

Here are a few recent testimonials:

“We’re impressed with your breadth of data sources, and your commitment to research and adding new signals, sources, and geographies over time.”

“We literally looked at all of your signals. As an asset manager, your focus on new sources of data, and converting it to signals is invaluable.”

“Your data was extremely easy to map to our identifiers. That’s not our usual experience with alt data vendors, so thank you for having such clean data!”

“Vinesh and his team continue to partner and innovate in the space. If there is one person in alternative data that understands how to build products and partnerships, it’s Vinesh Jha.”

Team and significant events

Our global team continues to grow with a presence in Hong Kong, the US, Canada, and Europe, including our Estimize subsidiary. This year, we are very excited to welcome Professor Alan Kwan from the University of Hong Kong as our research advisor. 

We attended several events throughout the course of the year and look forward to seeing you at those conferences this coming year. We also received recognition for “best alternative data provider,” and “best data analytics provider” from the Inside Market Data Awards, and the A-Team Data Management Insights Awards.

Products

In 2024 we launched several new and exciting products.

In February we went live with the Japan News Signal. We developed this innovative stock selection signal in partnership with Nikkei and leverages Japanese-language NLP to capture mid-horizon alpha from Japanese news stories.

In November we launched our U.S. Analyst Model. This powerful signal leverages our flagship TrueBeats surprise predictions for EPS, revenues, and other KPIs, as well as other sell side analyst forecasts such as price targets and industry-specific forecasts.

We launched a new integration of the Estimize platform on Interactive Brokers. The new widget, available to all IBKR users, delivers our crowdsourced earnings estimates and also allows those users to input their forecasts directly within the IBKR platform. We also offer this service to other brokers and financial websites. 

Finally, we soft-launched our Sell Side Coverage Matrix late last year – more information coming soon, but this is a new way for investors to benchmark their stocks and signals using a dynamic metric of overlapping sell side analyst coverage, as an alternative or supplement to traditional industry groupings.

Performance

The most important thing to our team is that we deliver alpha to our clients, and we’ve continued to do that. We track performance of all of our signals on an ongoing basis and offer full transparency to our users, with realistic yet replicable backtests on universes of liquid names 

The below chart and table show the performance of our flagship stock selection signals, all of which delivered gross long-short Sharpe ratios in the 1.5 to 3.3 range over 2024.

Our TrueBeats and Estimize datasets also continued to deliver accurate predictions of earnings and revenue surprises, being more accurate than the sell side consensus over 70% of the time every quarter this year.

Looking ahead to 2025

In 2025 we’ll find more ways to help our clients extract alpha. We’ll increase our dataset and signal suite, starting with a global version of our Analyst Model. We’ll release some exciting web-based products for wealth managers, and we’ll continue to research and implement new ways to improve our research infrastructure, methodologies, data delivery, and client success.

We’d like to take this time to thank our clients and partners for a successful year. And if you have any questions or feedback, or would like to learn more about our offerings or trial our datasets, please reach out at any time.

Happy trading!

Vinesh

More To Explore

Alan Kwan

Alan joined ExtractAlpha in 2024. He is a tenured associate professor of finance at the University of Hong Kong, where he serves as the program director of the MFFinTech, teaches classes on quantitative trading and big data in finance, and conducts research in finance specializing in big data and alternative datasets. He has published research in prestigious journals and regularly presents at financial conferences. He previously worked in technical and trading roles at DC Energy, Bridgewater Associates, Microsoft and advises several fintech startups. He received his PhD in finance from Cornell and his Bachelors from Dartmouth.

John Chen

John joined ExtractAlpha in 2023 as the Director of Partnerships & Customer Success. He has extensive experience in the financial information services industry, having previously served as a Director of Client Specialist at Refinitiv. John holds dual Bachelor’s degrees in Commerce and Architecture (Design) from The University of Melbourne.

Chloe Miao

Chloe joined ExtractAlpha in 2023. Prior to joining, she was an associate director at Value Search Asia Limited. She earned her Masters of Arts in Global Communications from the Chinese University of Hong Kong.

Matija Ratkovic

Matija is a specialist in software sales and customer success, bringing experience from various industries. His career, before sales, includes tech support, software development, and managerial roles. He earned his BSc and Specialist Degree in Electrical Engineering at the University of Montenegro.

Jack Kim

Jack joined ExtractAlpha in 2022. Previously, he spent 20+ years supporting pre- and after-sales activities to drive sales in the Asia Pacific market. He has worked in many different industries including, technology, financial services, and manufacturing, where he developed excellent customer relationship management skills. He received his Bachelor of Business in Operations Management from the University of Technology Sydney.

Perry Stupp

Perry brings more than 20 years of Enterprise Software development, sales and customer engagement experience focused on Fortune 1000 customers. Prior to joining ExtractAlpha as a Technical Consultant, Perry was the founder, President and Chief Customer Officer at Solution Labs Inc. a data analytics company that specialized in the analysis of very large-scale computing infrastructures in place at some of the largest corporate data centers in the world.

Perry Stupp

Perry brings more than 20 years of Enterprise Software development, sales and customer engagement experience focused on Fortune 1000 customers. Prior to joining ExtractAlpha as a Technical Consultant, Perry was the founder, President and Chief Customer Officer at Solution Labs Inc. a data analytics company that specialized in the analysis of very large-scale computing infrastructures in place at some of the largest corporate data centers in the world.

Janette Ho

Janette has 22+ years of leadership and management experience in FinTech and analytics sales and business development in the Asia Pacific region. In addition to expertise in quantitative models, she has worked on risk management, portfolio attribution, fund accounting, and custodian services. Janette is currently head of relationship management at Moody’s Analytics in the Asia-Pacific region, and was formerly Managing Director at State Street, head of sales for APAC Asset Management at Thomson Reuters, and head of Asia for StarMine. She is also a board member at Human Financial, a FinTech firm focused on the Australian superannuation industry.

Leigh Drogen

Leigh founded Estimize in 2011. Prior to Estimize, Leigh ran Surfview Capital, a New York based quantitative investment management firm trading medium frequency momentum strategies. He was also an early member of the team at StockTwits where he worked on product and business development.  Leigh is now the CEO of StarKiller Capital, an institutional investment management firm in the digital asset space.

Andrew Barry

Andrew is the CEO of Human Financial, a technology innovator that is pioneering consumer-led solutions for the superannuation industry. Andrew was previously CEO of Alpha Beta, a global quant hedge fund business. Prior to Alpha Beta he held senior roles in a number of hedge funds globally.

Natallia Brui

Natallia has 7+ years experience as an IT professional. She currently manages our Estimize platform. Natallia earned a BS in Computer & Information Science in Baruch College and BS in Economics from BSEU in Belarus. She has a background in finance, cybersecurity and data analytics.

June Cook

June has a background in B2B sales, market research, and analytics. She has 10 years of sales experience in healthcare, private equity M&A, and the tech industry. She holds a B.B.A. from Temple University and an M.S. in Management and Leadership from Western Governors University.

Jenny Zhou, PhD

Jenny joined ExtractAlpha in 2023. Prior to that, she worked as a quantitative researcher for Chorus, a hedge fund under AXA Investment Managers. Jenny received her PhD in finance from the University of Hong Kong in 2023. Her research covers ESG, natural language processing, and market microstructure. Jenny received her Bachelor degree in Finance from The Chinese University of Hong Kong in 2019. Her research has been published in the Journal of Financial Markets.

Kristen Gavazzi

Kristen joined ExtractAlpha in 2021 as a Sales Director. As a past employee of StarMine, Kristen has extensive experience in analyst performance analytics and helped to build out the sell-side solution, StarMine Monitor. She received her BS in Business Management from Cornell University.

Triloke Rajbhandary

Triloke has 10+ years experience in designing and developing software systems in the financial services industry. He joined ExtractAlpha in 2016. Prior to that, he worked as a senior software engineer at HSBC Global Technologies. He holds a Master of Applied Science degree from Ryerson University specializing in signal processing.

Jackie Cheng, PhD

Jackie joined ExtractAlpha in 2018 as a quantitative researcher. He received his PhD in the field of optoelectronic physics from The University of Hong Kong in 2017. He published 17 journal papers and holds a US patent, and has 500 citations with an h-index of 13. Prior to joining ExtractAlpha, he worked with a Shenzhen-based CTA researching trading strategies on Chinese futures. Jackie received his Bachelor’s degree in engineering from Zhejiang University in 2013.

Yunan Liu, PhD

Yunan joined ExtractAlpha in 2019 as a quantitative researcher. Prior to that, he worked as a research analyst at ICBC, covering the macro economy and the Asian bond market. Yunan received his PhD in Economics & Finance from The University of Hong Kong in 2018. His research fields cover Empirical Asset Pricing, Mergers & Acquisitions, and Intellectual Property. His research outputs have been presented at major conferences such as AFA, FMA and FMA (Asia). Yunan received his Masters degree in Operations Research from London School of Economics in 2013 and his Bachelor degree in International Business from Nottingham University in 2012.

Willett Bird, CFA

Prior to joining ExtractAlpha in 2022, Willett was a sales director for Vidrio Financial. Willett was based in Hong Kong for nearly two decades where he oversaw FIS Global’s Asset Management and Commercial Banking efforts. Willett worked at FactSet, where he built the Asian Portfolio and Quantitative Analytics team and oversaw FactSet’s Southeast Asian operations. Willett completed his undergraduate studies at Georgetown University and finished a joint degree MBA from the Northwestern Kellogg School and the Hong Kong University of Science and Technology in 2010. Willett also holds the Chartered Financial Analyst (CFA) designation.

Julie Craig

Julie Craig is a senior marketing executive with decades of experience marketing high tech, fintech, and financial services offerings. She joined ExtractAlpha in 2022. She was formerly with AlphaSense, where she led marketing at a startup now valued at $4B. Prior to that, she was with Interactive Data where she led marketing initiatives and a multi-million dollar budget for an award-winning product line for individual and institutional investors.

Jeff Geisenheimer

Jeff is the CFO and COO of ExtractAlpha and directs our financial, strategic, and general management operations. He previously held the role of CFO at Estimize and two publicly traded firms, Multex and Market Guide. Jeff also served as CFO at private-equity backed companies, including Coleman Research, Ford Models, Instant Information, and Moneyline Telerate. He’s also held roles as advisor, partner, and board member at Total Reliance, CreditRiskMonitor, Mochidoki, and Resurge.

Vinesh Jha

Vinesh founded ExtractAlpha in 2013 with the mission of bringing analytical rigor to the analysis and marketing of new datasets for the capital markets. Since ExtractAlpha’s merger with Estimize in early 2021, he has served as the CEO of both entities. From 1999 to 2005, Vinesh was the Director of Quantitative Research at StarMine in San Francisco, where he developed industry leading metrics of sell side analyst performance as well as successful commercial alpha signals and products based on analyst, fundamental, and other data sources. Subsequently, he developed systematic trading strategies for proprietary trading desks at Merrill Lynch and Morgan Stanley in New York. Most recently he was Executive Director at PDT Partners, a spinoff of Morgan Stanley’s premiere quant prop trading group, where in addition to research, he also applied his experience in the communication of complex quantitative concepts to investor relations. Vinesh holds an undergraduate degree from the University of Chicago and a graduate degree from the University of Cambridge, both in mathematics.

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