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Do hot or cold streaks exist in casino games?

by Asher Thomas
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Do hot or cold streaks exist in casino games

You’ve probably heard players talk about “hot streaks” after a series of casino wins, or claim a machine’s on a “cold streak” following multiple losses. These expressions are widely used across both land-based and online casinos, often as a way to try and explain patterns in gameplay. But do hot or cold streaks actually exist in casino games like Slots online, or are they just perception?

To answer this, we need to look at how outcomes are generated on the virtual reels or chance-based tables, and what role probability plays in games of chance.

What is a streak in casino terms?

A hot streak refers to a period where a player wins several times in succession or within a short timeframe. A cold streak implies the opposite — an extended run of losing outcomes.

These terms are most commonly used in Slots, Roulette, Blackjack and sports betting, and they’re usually based on short-term results rather than long-term probability.

Random number generators and independent outcomes

In online casino games, outcomes are driven by Random Number Generators (RNGs) — algorithms that produce unpredictable results. Each spin, card deal or Roulette game is an independent event. The outcome of a current round isn’t affected by what happened in previous rounds.

For example:

  • In online Slots, each spin is calculated independently, regardless of whether the last spin resulted in a win or a loss.
  • In Roulette, the chance of the ball landing on red remains the same every time, no matter how many times black has come up previously.
  • In Blackjack, unless the game’s using a finite deck without reshuffling, each card dealt is drawn randomly with no memory of previous hands.

The underlying mechanics of regulated casino games don’t support the concept of a streak. Any pattern you notice is more likely a coincidence than an actual shift in odds.

The role of probability and variance

Casino games are built on mathematical models, which include elements like:

  • RTP (Return to Player) – the long-term statistical payback of a game
  • Variance or volatility – how much the outcomes fluctuate in the short term

In high volatility games, you may experience long losing periods followed by a large payout. In low volatility games, small wins might occur more regularly.

These swings in results can feel like streaks, but they’re simply normal statistical variance. Over time, results tend to return to the game’s expected range, but short-term sessions can appear inconsistent.

Why players perceive streaks

Even though outcomes are random, human psychology often interprets patterns where none exist. This is known as the Gambler’s Fallacy — the belief that future outcomes are influenced by past events.

Examples include:

  • Believing a slot’s “about to pay” after a series of losses
  • Thinking red is due to appear after several black results in Roulette
  • Assuming a dealer is “hot” and will keep dealing winning hands

These interpretations are driven by confirmation bias and selective memory. Players tend to remember winning streaks more vividly than neutral or losing sessions, which reinforces the belief that streaks are real.

Do any games track previous outcomes?

Some casino games, such as Baccarat or Roulette, display previous results on screen. These are known as roadmaps or trends and are intended to show past outcomes for reference.

These visual histories don’t affect the game’s mechanics, though. They serve a cosmetic purpose and can be used by players who like tracking patterns, but they have no statistical bearing on the next result. Whether you choose to use these displays or ignore them, the odds remain unchanged.

What about live dealers and physical games?

In live casino games or physical venues, players may attribute streaks to the dealer, the wheel, or the table. Despite this, in regulated casinos:

  • Roulette wheels are tested for fairness and balance
  • Card shufflers randomise decks in line with regulatory standards
  • Dealers follow strict procedures to keep outcomes fair

Any winning or losing streak observed in live settings is still the result of randomness, even though it may appear otherwise in the moment.

Why you should bust the myths

Believing in hot or cold streaks can influence how you play — and not always in positive ways:

  • Increasing your stake during a perceived hot streak may expose you to unnecessary risk
  • Chasing losses during a cold streak might lead to unplanned spending
  • Relying on patterns may distract from playing within your limits

Recognising that outcomes are random and independent supports responsible gaming habits and keeps expectations grounded in how casino games actually work.

Hot and cold streaks may feel real in the short term, but the mechanics of regulated casino games do not support them. All outcomes are generated independently, whether by RNGs or physical processes, and past results don’t influence future ones.

Understanding the nature of randomness, probability and variance helps you approach games with a clear perspective — and avoid the pitfalls of interpreting chance as a pattern. 

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