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Tested research, failures published

Research that tells you when it's just luck.

Picks are tested against random stocks; score studies must hold up on later, unseen data. Every result is labelled verified, verified (no edge), or failed, and we publish the failures too.

Research for firms Join the research waitlist
Research shortlist
Illustration
Signal A
Verified
Signal B
Verified (no edge)
Signal C
Failed / retracted

Illustration only. Not live data: no picks, prices, positions or names.

For firms

License tested research data

Research data where each result carries its label (verified, verified (no edge), or failed), plus the log of what didn't work.

  • A label on every result
  • Research log, including failures
  • Sample available on request
Request a sample
Research access

Join the research waitlist

A ranked research shortlist after each close, every evening, with an honest label on every result.

  • Shortlist after each close, every evening
  • A label on every result
  • Research log, failures included
Join the waitlist
How it works

Three steps, every evening.

01 · Scan

Scan

After each close, every evening, we run a nightly scan of nearly 4,000 US-listed stocks and ETFs and build the research shortlist.

02 · Test

Test

Picks are tested against random stocks. Score studies must hold up on later, unseen data.

03 · Label

Label

Every result is labelled verified, verified (no edge), or failed / retracted. Nothing is hidden.

Why testing matters
93%

of actively managed U.S. large-cap funds underperformed the S&P 500 over the 20 years ended June 30, 2026.

Source: S&P Dow Jones Indices, SPIVA® U.S. Mid-Year 2026 Scorecard (published September 17, 2026). https://www.spglobal.com/spdji/en/research-insights/spiva/

If most professionals can't tell skill from luck, a pick should have to beat a random stock before you trust it, and a score study should hold up on later, unseen data.

VerifiedVerified (no edge)Failed / retracted

And when an idea fails, it goes in the research log, not in the bin.

The team

Who's behind it

Watch: SageFusion overview with Michael Kelly (3:30).

Portrait of Michael Kelly

Michael Kelly

Founder & Chief Executive Officer

Michael Kelly is the founder of Investment Science and SageFusion and the author of The Wealth Almanac, a #1 Amazon Best Seller in Wealth Management, Economic History and Investing Portfolio Management (Kindle, October 2025). He has more than a decade in banking and financial technology, with roles at Citigroup, Barclays, UBS, and Mizuho Securities, and is an adjunct professor at Hofstra University.

LinkedIn
Portrait of Dr. Andrew Weinbach

Dr. Andrew Weinbach

Founder & Chief Compliance Officer

Dr. Andrew Weinbach is a distinguished professor of economics with extensive experience in both academia and business. Currently a Professor at Coastal Carolina University, he has held various academic positions and business consultancy roles. Dr. Weinbach holds a PhD in Applied Economics from Clemson University. He applies his expertise in advanced probability modeling for sports betting to financial markets.

LinkedIn
Insights

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Cover of The Wealth Almanac by Michael Kelly
The book

Read the book behind the method

The Wealth Almanac: Historical Insights for Contemporary Fortune, by Michael Kelly.

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See the research, failures included.

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by Investment Science LLC

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SageFusion is a research product of Investment Science LLC. Content on this website is for information only and is not investment advice, a recommendation, or an offer to buy or sell any security. Research results are historical, can be affected by data limitations (including survivorship bias), and do not guarantee future results. Investing involves risk, including possible loss of principal. Legal disclosure

© 2026 SageFusion™ · Investment Science LLC · Research tool, not investment advice.

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  • The Wealth Almanac
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