An enthusiastic, science-y explainer with a curious, slightly mischievous autopsy of how casino math really works.
- RTP (Return to Player) = the long-run percentage of all wagered money a game pays back.
- House Edge = the casino’s long-run cut.
- They’re complementary: House Edge = 100% − RTP.
- Your expected loss per bet ≈ bet size × house edge.
- Variance (a.k.a. volatility) makes results swing wildly in the short run, but the edge wins in the long run.
1) What is RTP—really?
Imagine you pour ₹100 (or $100) into a slot machine. If its RTP is 96%, the machine is designed so that over a very large number of spins, it pays back ₹96 and keeps ₹4 on average.
That “very large number” is crucial—think lab-experiment scale, not a few Friday spins. RTP is a property of the game’s math model (the probabilities behind all the possible outcomes), not a promise for your next session.
The simple relationship
- RTP (%) + House Edge (%) = 100%
- So House Edge = 100 − RTP and RTP = 100 − House Edge
Why RTP isn’t your personal refund
Short sessions are noisy. Big wins and long dry spells are features, not bugs. The game’s variance (how spread out the outcomes are) determines how bumpy your ride feels on the way to that long-run average.
2) What is House Edge—and why the casino sleeps well?
House Edge is the built-in advantage on every bet. Think of it like the casino’s lab-grade pipette: tiny, precise, and relentless. On each spin/hand/roll, a fraction of all money wagered sticks to the house.
Expected loss (your quick calculation)
- Expected loss per bet = Bet size × House Edge
(where House Edge is a decimal: e.g., 4% → 0.04) - Expected loss per hour = Bet size × bets per hour × House Edge
Example (slot): Bet ₹100 per spin, ~500 spins/hour, house edge 4% →
Expected loss/hour ≈ ₹100 × 500 × 0.04 = ₹2,000
Example (blackjack): Bet $10 per hand, ~70 hands/hour, house edge 0.5% →
Expected loss/hour ≈ $10 × 70 × 0.005 = $3.50
Small edge, big volume. That’s the whole business model.
3) A tour of common games (with typical numbers)
| Game (typical rules) | Approx. RTP | House Edge | Notes You’ll Actually Use |
|---|---|---|---|
| European Roulette (single zero) | ~97.30% | ~2.70% | Better than American. Even-money bets still carry 2.70% edge. |
| American Roulette (double zero) | ~94.74% | ~5.26% | Same wheel, extra zero doubles the edge. |
| Blackjack (basic strategy) | ~99.5% | ~0.5% | Rules matter. Bad play can push edge >2%. |
| Baccarat – Banker | ~98.94% | ~1.06% | Best standard wager on the table. |
| Baccarat – Player | ~98.76% | ~1.24% | Close second. Tie bet is a trap. |
| Baccarat – Tie | ~85–90% | ~10–15%+ | Varies by payout; usually very poor value. |
| Craps – Pass/Don’t Pass | ~98.6–98.7% | ~1.36–1.41% | Odds bets have 0% edge but require a line bet. |
| Video Poker (9/6 JoB, optimal) | ~99.54% | ~0.46% | Only if you play perfect strategy. |
| Online Slots (typical) | ~94–97% | ~3–6% | Multiple RTP “versions” may exist per title. |
| Land-based Slots (varies widely) | ~85–92%+ | ~8–15% | Heavily dependent on jurisdiction and denomination. |
(Exact values depend on specific rulesets and paytables.)
4) Variance, volatility, and why streaks feel “haunted”
Two machines can both be 96% RTP yet feel totally different:
- Low-volatility: frequent small hits; bankroll erodes slowly or bobs along.
- High-volatility: long droughts punctuated by big fireworks. Same long-run RTP, far spikier path.
Think of volatility as the texture of the journey; RTP/edge is the slope.
Hit frequency ≠ RTP
A game can hit often (feel generous) while still taking the same long-run slice. Lots of small wins don’t guarantee better value; they just change the pacing.
5) Worked examples you can reuse
A) Slot math snapshot
- RTP: 96% → House Edge: 4%
- Bet: ₹50 per spin, 600 spins/hour → ₹50 × 600 × 0.04 = ₹1,200 expected loss/hour
- If variance is high, your actual result might be +₹30,000 or −₹50,000 in the short run—but the math keeps tugging toward that −₹1,200/h expectation.
B) Roulette comparison (per ₹100 even-money bet)
- European: EV ≈ −₹2.70 per spin
- American: EV ≈ −₹5.26 per spin
Same bet, nearly double the cost on the American wheel.
C) Blackjack sensitivity to skill
- Perfect basic strategy: ~0.5% edge to the house
- Casual mistakes: easily 1.5–2.5% (or worse)
At $25/hand × 80 hands/hour, your expected loss might triple just from sloppy decisions.
6) Online-specific quirks (that matter to your wallet)
- Multiple RTP versions
Many online slots ship with selectable RTPs (e.g., 96%, 94%, 92%). Operators choose. If a game screen or help file shows an RTP range, assume the lower unless stated. - Progressive jackpots
Jackpots make volatility skyrocket. Base game RTP might be modest while the rare jackpot carries much of the return. Fun? Yes. Smooth? No. - Bonuses and wagering requirements
A 100% bonus with 30× wagering sounds great, but the edge applies during the grind. The effective value depends on game choice, allowed stakes, and whether the bonus is “sticky.” Sometimes +EV; often not. - Autoplay ≠ better odds
Speeding through spins just applies the edge faster.
7) Common myths, poked and prodded
- “Machines are due.”
That’s the gambler’s fallacy. Each spin is independent; past droughts don’t fatten future odds. - “Tight at night, loose on weekends.”
In regulated markets, game math is fixed in the software/cert. What changes is traffic (more play = more visible wins/losses). - “Higher hit rate means better game.”
Not necessarily. You can trade frequent small hits for fewer big ones with the same RTP. - “This table is hot.”
Humans are great at finding patterns in noise. The edge doesn’t sweat.
8) How to play smarter (if you’re going to play)
- Prefer lower house edge games: blackjack (with basic strategy), baccarat banker, European roulette, full-pay video poker.
- Check RTP where available: aim for ≥96% on slots online.
- Mind volatility: choose the “texture” you actually want.
- Throttle bet speed: fewer decisions/hour = less edge applied.
- Set a loss limit and time limit: pre-commit like a scientist defining an experiment window.
- Use strategy charts for blackjack/video poker if allowed.
- Be bonus-literate: read wagering terms; avoid games excluded or penalized.
9) The clean formula sheet (pin this)
- House Edge (%) = 100 − RTP (%)
- Expected Loss per Bet = Bet × (House Edge as decimal)
- Expected Loss per Hour = Bet × (Bets/hour) × (House Edge as decimal)
Example quickies
• 96% RTP slot @ ₹100, 400 spins/h → 4% × ₹40,000 = ₹1,600/h
• 0.5% edge blackjack @ $15, 70 hands/h → 0.005 × $1,050 = $5.25/h
10) Final takeaway (pinned to the lab wall)
Casinos don’t need to win your next spin; they just need to be the house for enough spins. RTP tells you how the money flows back to players in aggregate; house edge tells you what the casino keeps on average. Volatility decides how dramatic the story feels along the way.
If you treat gambling like entertainment, price it like a night out. If you treat it like an experiment, remember: the edge is the constant, and you are sampling from a very wiggly distribution.
Bonus mini-FAQ
A: No. They change the path of your bankroll, not the underlying expectation. Try our Martingale calculator to see why.
A: RTP doesn’t care about your stake size; it’s about long-run proportions.
A: In some blackjack games with deep penetration and tolerant rules, advantage play can flip the edge—rare online, heavily policed live.