About Isabelle Grant
Isabelle Grant writes the mathematics guides on this site: house edge, variance, loyalty programmes and bankroll structure.
Her guides are built from published figures — the return percentage in a game's information panel, the wagering multiple in a set of bonus terms — and from arithmetic the reader can repeat. No calculation appears without the inputs it was made from.
She writes for this site independently, is not employed by any operator, and has no access to player or operator data. Where a figure would require that access, her guides label the example as illustrative rather than presenting it as measured.
She does not publish simulation results, and one of her guides explains why: a simulation large enough to be meaningful converges on the house edge, which the game already publishes.
Her guides state the limit of what bankroll management does. It buys time and stability; it does not turn a negative-expectation game positive, and no staking rule ever has.
The recurring point in her writing is that the only measure worth keeping is the one from your own account — total deposited and total withdrawn, monthly.
How Isabelle Builds a Calculation
Every calculation lists the inputs it was made from, so the reader can redo it with different numbers.
Illustrative examples are labelled as illustrative; nothing is presented as measured data unless it comes from a published source.
No claim is made about aggregated player data or internal testing, because she has access to neither.
Guides state explicitly where a method stops working, rather than leaving the limit for the reader to discover.
Articles by Isabelle Grant
4
August 6, 2026
No single decision here changes an outcome. Together they change the expected cost of a month of play by more than any strategy on offer — and every one of them is checkable before a bet is placed.
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March 30, 2026
A simulation large enough to be meaningful always converges on the same answer, and it is the one printed in the game rules. What the arithmetic shows, why short runs look like patterns, and the one dataset worth keeping.
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March 30, 2026
Tier progression is driven by turnover, so every article promising a faster climb is describing a more expensive one. The arithmetic, what the rewards are actually worth, and the case for ignoring the ladder.
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July 4, 2026
Bankroll management does not turn a losing game into a winning one. What it does is decide how long the money lasts and whether one bad month ends the whole thing — here is the arithmetic.
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