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Cătălin Bărboianu, Ph.D.

Gaming Mathematician & Fact-Checker at 101RTP

Education & Credentials

All of my degrees are from the University of Bucharest, moving from pure mathematics through probability theory to the philosophy of science. That progression wasn't accidental: understanding games of chance requires knowing not just how to compute the odds, but how people reason — and misreason — about them.

University of Bucharest

B.Sc. in Pure Mathematics

Oct 1988-Jun 1992

University of Bucharest

M.Sc. in Probability Theory & Statistics

Oct 1992-Jun 1993

University of Bucharest

Ph.D. in Philosophy of Science

Oct 2013-Sep 2017

Infarom Publishing

14 Books on Gambling Mathematics

2004-2022

Peer-Reviewed Journals

17+ Gambling Research Articles

2003-Present

Aeon Magazine

Featured Essay on Gambling & Mathematics

2023

Experience

For over twenty years my work has lived at the intersection of three fields: probability theory, the psychology of gambling, and the philosophy of science. The common thread is simple — helping people see games of chance as they mathematically are, not as they appear.
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2026 - Present

Fact-Checker & Gaming Mathematician

Reviews and verifies every mathematical claim published on 101RTP: RTP figures, probability calculations, expected value breakdowns and payout structures.

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2018 - Present

Founder

Runs a science-communication organization connecting academic research with general audiences. Leads projects on how mathematical and scientific findings — including problem-gambling research — can be made accessible and citable outside academia.

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2003 - Present

Infarom Publishing

Runs a publishing house specializing in applied mathematics, with a core catalog on the mathematics of gambling — including Probability Guide to Gambling and The Mathematics of Lottery, the latter noted by The Washington Post.

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2003 - Present

Provides mathematical analysis of games of chance for the gaming industry and problem-gambling institutions. Research focus: cognitive distortions in gambling and the role of mathematics in prevention and treatment of problem gambling.

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1992 - 2003

Professor of Mathematics

Professor of Mathematics; undergraduate chair 1990–1994. Author of 20+ research papers in mathematical journals.

Catalin Articles

A summary of Cătălin's activity on 101RTP: articles written and pages mathematically verified.

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Texts written by Catalin Barboianu

Exclusive insights, player highlights and stories straight from the people behind the platform.

Common Questions

What exactly do I fact-check on 101RTP?

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Every number with mathematical content: RTP percentages, house edge figures, probability and odds calculations, expected value estimates, and volatility claims. I check them against provider documentation and, where needed, against the underlying probability models.

What makes someone qualified to verify RTP figures?

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Formal training in probability theory and two decades of building mathematical models of casino games. RTP is not a marketing number — it's the output of a probability model, and verifying it means understanding that model.

Have I worked with gambling websites before?

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Yes, openly: I've written mathematical guides for several gambling and lottery publications, always in the same role — explaining the real mathematics to players. I've studied games of chance for over twenty years and have never gambled myself.

Why does a gambling site need a problem-gambling researcher?

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Because the same cognitive distortions that fuel problem gambling start with misunderstanding the math. My academic work shows that players who correctly understand probability make safer decisions — that's precisely what accurate, verified numbers are for.

What happens when I find an error?

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The page doesn't go live until it's fixed. If an error is found after publication, the figure is corrected and the page's update date reflects the revision. In gambling content, a wrong number isn't a typo — it misleads real decisions with real money, and I treat it accordingly.