Learning

Sports betting course

A betting course that does not want to make you rich but teaches you to understand. Nine modules, from the mathematics of odds through variance to your own strategy, with a practice test at the end of every chapter.

modules

chapters

149

subchapters

free chapters

What this course promises, and what it does not

This course was born from sobering research. We built our own prediction models, tested them on more than 50,000 matches across 11 seasons, and measured seven profit-seeking methods end to end. None of them worked: the bookmakers' closing price, the last odds before kick-off, was more accurate than every model we built. We show the numbers, failures included, in chapter 14. That is why we teach understanding and measurement instead of selling tips.

We promise

You read out of the odds what chance the bookmaker is pricing in, and you calculate the margin: the built-in fee the bookmaker does not list separately.
You learn to check a tipster's published record in a few simple steps and to test whether a pretty run of results could be pure luck.
If you bet, you learn to measure your decisions in numbers: you keep a log and track CLV, i.e. whether you got a better price than the closing odds. It measures decision quality, it does not promise winnings.
You learn bankroll management: how to divide a gaming budget and stake sizes by rules set in advance, so that momentary mood does not decide.
You learn to notice when the numbers do not give enough basis for a decision. We teach skipping as a strategy.

We do not promise

We do not give tips. No match, no team, no betting slip from us; thinking tools instead.
We do not promise profit. Run from anyone who promises a sure thing: they either never measured themselves or will not tell you. We measured, and we published.
No secret system. Open maths and statistics: we derive the formulas and show our failed experiments too.
Not betting advice and not investment advice: we teach general methodology, we do not make individual decisions for you.
We do not ask for blind trust. 19 of the 47 chapters are free to read without registration: see what we know first, then decide.

Basics

The language and mathematics of sports betting: how a bookmaker works, what odds mean, and how to calculate with them.

1Introduction to sports bettingFreeHow the betting market works, who its participants are, and what this course promises (and what it does not).2Odds formatsFreeDecimal, fractional and American odds, plus the exotic formats, and converting them back and forth.3Implied probabilityFreeOdds are really probability; you learn to convert both ways.4Margin and overroundFreeThe bookmaker’s built-in profit: you calculate how much you would actually pay on every bet.5Market types I, main marketsFreeThe most common markets: 1X2, double chance, DNB, Over/Under, European handicap.6Market types II, Asian handicapFreeThe sharp markets’ favourite format: whole, half and quarter lines worked through.7Market types III, specialsFreeBTTS, correct score, corners, props, and why side markets are pricier.8Multiples, systems, combinationsFreeTrixie, yankee and friends: how the margin compounds, and why the accumulator is the bookmaker’s favourite product.9Live betting and cash outFreeHow the live market differs, and why cash out is almost always a bad deal.

Module exam

Value and the market

In the long run, value decides. What EV is, what CLV is, and what market efficiency says about your chances of winning.

10Expected value (EV)The "price" of a bet: recognising positive and negative EV, with worked examples.11Value bettingWhen your tip is worth more than the odds say, and why a hunch is not enough.12CLV, closing line valueFew metrics say anything meaningful about your decisions even in the short run: CLV is one of them.13Odds movement and market dynamicsWhy the line moves, what steam is, and what line shopping brings.14Market efficiencyA case study from our own research: 7 methods we tested, and why they all failed.

Module exam

III

The world of bookmakers

Soft and sharp bookmakers, limiting, exchanges, bonuses and arbitrage: the betting industry’s machinery from the inside.

15Soft vs sharp bookmakersTwo completely different business models, and why the sharp tolerates the winning player.16Limiting and profilingWhat the bookmaker watches, what triggers a limit, and what you can do within ethical bounds.17Betting exchangesBack and lay, commission and liquidity: when you are not playing against the bookmaker.18Bonuses and matched bettingThe maths of bonuses: when the numbers come out positive, and where the traps are.19ArbitrageSurebet calculation, and why it is not free money in practice.

Module exam

Variance

The heart of the course: the mathematics of luck. Whoever understands this understands why the winner gives up and why the loser thinks himself a genius.

20The mathematics of luckFreeA tip is a weighted coin flip, and the spread of a series of tips can be calculated.21Losing streaksEven as a winning player a 10-long losing streak comes; we calculate what is "normal".22Drawdown and risk of ruinHow big a setback fits, and at what stake you wipe yourself out even with positive EV.23Luck vs skillThe +EV player in the red, the −EV player in the black: we show why with simulations.

Module exam

Money management

Bankroll, stake sizing, the Kelly criterion and the metrics that give you a clearer view of where you actually stand.

24Bankroll basicsA separate bankroll, flat vs percentage staking, the unit system.25The Kelly criterionDeriving the optimal stake size, and why full Kelly is suicidal.26MetricsROI, yield, hit rate, turnover, and why hit rate alone is misleading.27Statistical significanceHow many tips prove anything? A small sample is noise; you learn to calculate when it becomes signal.

Module exam

Models

Poisson, Elo, xG, calibration and machine learning: how a probability model is built, and where the backtest goes wrong.

28The basics of modellingA model’s output is a probability, not a tip. Everything starts here.29The Poisson modelFrom goal expectation to odds: the score matrix worked through by hand.30Rating systemsElo and its relatives: quantifying form and handling home advantage.31Advanced statisticsxG and shot-based metrics: what they measure, what they don’t, and how to access them.32CalibrationBrier score, log loss, reliability diagram: a calibrated model is not the same as a winning one.33Machine learning in bettingWhat ML can and can’t do, hype vs reality.34BacktestingOverfitting, look-ahead bias, survivorship bias: the art of a correct backtest.

Module exam

VII

Psychology and reality

Cognitive biases, tilt, the tricks of the tipster industry and the reality of the professional world, plus responsible gambling.

35Cognitive biasesFreeGambler’s fallacy, confirmation bias, resulting: your brain’s built-in errors.36Tilt and self-controlThe mechanics of chasing losses; tilt is a misreading of variance.37The tipster industry exposedFreeHow records can be faked, and how you can check a tipster in five minutes.38The professional worldSyndicates, odds compilers, realistic earnings, and why real professional life is boring.39Responsible gamblingFreeThe signs of addiction in yourself, self-exclusion, and when NOT to bet.

Module exam

VIII

Using the platform

The LabOfMetrics handbook: account and plans, models and AI analysis, market-watch tools, journal, simulator and the research pages. When to look at what, and how to read it.

40Getting started: account, plans, daily viewFreeRegistration and the 14-day trial, the logic of the plans, the home page, the match page and the tipping game.41Models and AI analysisFreeThe pages of the seven predictive models, the calibration panels and the independent AI analyses, and how to read them.42Market-watch toolsFreePro odds with a sharp reference, a market-movement radar and an arbitrage watcher: what they measure, and what they don’t promise.43Betting journal, simulator, calculatorsFreeAn honest measure of your own results: a journal with CLV and a luck-skill breakdown, a what-if simulator and the calculators.44Research, testing, your own strategyFreeThe research pages, the market-efficiency map, the walk-forward strategy tester and your own filter strategies.

Module exam

Practice

Knowledge tied to the platform: record keeping, taxation, and the capstone project of building and validating your own strategy.

45Record keepingWhat to record for every tip, and how to use the betting journal for it.46Taxation in HungaryFreeLicensed vs foreign bookmaker: what is tax-free, what isn’t, and what to document.47Building your own strategy (capstone)Screener filters, simulator validation and a 100-tip paper trade plan.

Module exam

Important reminder: The course is educational content, not sports-betting or investment advice. The outcome of sporting events is uncertain, betting can lead to losses, and every decision is made at your own risk. Gambling is prohibited for under-18s. If you feel that gambling is becoming a problem, seek help.