How Do Bookmakers Generate Sports Odds?

Odds shift frequently, and understanding how they work is key to making informed bets in the sports betting industry. Ever wondered, despite the fluctuations, how bookmakers assign probabilities to outcomes and set the odds accordingly? Several questions may flood your minds regardless of the fact whether you are a seasoned professional or a professional bettor for sure. Whether you are thinking about how bookmakers calculate or set their odds, or trying to know the real math behind it? We’ve got you covered!

This blog is your guide to understanding how bookmakers set odds, the process they follow and the calculations behind determining these odds.

Sports Betting Odds Explained

Sports betting odds represent the bookmaker’s implied probability of each possible outcome in a sporting event, depicting the team’s or competitor’s chances of winning.

In American odds, negative (–) numbers represent favorites, while positive (+) numbers indicate underdogs. Betting odds are vital to pay attention to because they determine the potential payout of the bettors.

There are several sporting events bettors can choose to bet on, the most popular ones include the following:
  • NBA
  • NHL
  • UFC
  • MLB and,
  • NFL.

How Bookmakers Set Odds: Demystifying Their Calculation

Bookmakers consider their margins first while they are setting the odds, because it is the key to running their sportsbook business successfully.

  • They start by considering the probabilities of an event in the long run, they rely on predictive models and risk management techniques to anticipate betting behavior and adjust odds.
  • If the game is in favour of bettors but only to one side of the betting line, then the bookmaker is likely to suffer a loss.
  • Hence, considering it the bookmakers try to balance out all the bets, so they can make a profit in the long run.
  • They know how to attract the action on both sides equally, which ensures that either bettors lose or win.

Let’s understand how odds calculation in sports betting works, or how bookmakers set odds in modern days, and how it is different from the early days.

Conversion of Odds into Probabilities

  • There is a general formula for the conversion of odds into probability, where the stake(the amount wagered) is divided by the total payout to get the probability of the outcome of an event:

    Probability of an Outcome = Stake/Total Payout
  • Though the sports betting odds formula remains the same, the odds vary with the bets and circumstances of an event, which can also change the probability estimations with time.

Oddsmaking in Early Days

  • When there were no advanced systems or computers, oddsmakers used to communicate using chalkboards to figure out the right numbers.
  • It was like a physical playbook, and the “power rankings” were mostly preferred.
  • The creation of power rankings is still a mystery, as power rankings are typically based on public performance metrics such as player stats, team efficiency, and historical outcomes involved in delivering these rankings.
  • However, it can be anticipated that these rankings were established by considering the common factors only, such as individual player performance, team performance and past records for odds calculation in sports betting during the mid-20th century.
  • In the past, the oddsmakers used to rely more on their gut feeling and individual expertise, which used to help them generate the odds or shift the odds and set their prices accordingly.

Oddsmaking in Modern Days

  • With the advent of technology and the introduction of robust AI algorithms, things have shifted drastically, which has improved the ways for bookmakers to establish odds.
  • Betting odds are now determined using large databases where the experts analyze several sports to correctly evaluate and assess the profitability of each sporting event.
  • After this, bookmakers build in a vig—usually between 5% and 10%—when setting odds to secure a profit margin.
  • The numbers are not just guessed but run through calculative models that run mathematical computations, which helps the bookmakers set the odds in real-time.

Readers of this Blog Also Read

A Guide to Understanding Sports Betting Odds

A Guide to Understanding Sports Betting Odds

Top 10 Odds Providers for Sports Betting Websites 2025

Top 10 Odds Providers for Sports Betting Websites 2025

Ultra-Modern Sports Betting Trends in 2025 

Ultra-Modern Sports Betting Trends in 2025 

How do Bookmakers Set their Margins?

Bookmakers consider their margins first while they are setting the odds, because it is the key to running their sportsbook business successfully.

  • They start by considering the probabilities of an event in the long run, they rely on predictive models and risk management techniques to anticipate betting behavior and adjust odds.
  • If the game is in favour of bettors but only to one side of the betting line, then the bookmaker is likely to suffer a loss.
  • Hence, considering it the bookmakers try to balance out all the bets, so they can make a profit in the long run.
  • They know how to attract the action on both sides equally, which ensures that either bettors lose or win.


Let’s understand how odds calculation in sports betting works, or how bookmakers set odds in modern days, and how it is different from the early days.

Future of Oddsmaking

The future of oddsmaking is expected to be brighter and more convenient for bookmakers because of the automated means they have employed, as well as the introduction of predictive analytics and algorithms in the sports betting landscape. Though statisticians play a crucial role in the bookmaker odds determination, still a major portion of credit for generating bookmaking odds goes to the machine learning and AI algorithms, which reduce the potential human errors by providing accuracy and precision.

As the technology moves forward in the sports betting landscape, sportsbooks will be able to generate even more profitable betting lines in no time, serving the highest level of accuracy. Adoption of AI and ML is setting the pathway for bookmakers to become even more standardized and geared towards their own way of odds calculation.

Explore Blogs From Other Categories

Frequently Asked Questions (FAQs)

Are the odds displayed by bookmakers on sportsbooks accurate?

The odds are generally a fair representation of the expected outcomes, however, the accuracy cannot be determined beforehand. A bettor is responsible for assessing and evaluating the value of odds to win the bets and getting the potential payout.

How do bookmakers determine the odds?

Bookmakers determine the odds with the help of statisticians, mathematicians, as well as predictive algorithms by considering several factors such as team or individual performance, past record of the players over time, as well as the total bets, margins and the probabilities of outcomes of an event.

Do all sportsbooks display the same odds?

The uniformity will be there, however, each sportsbook has its own way of determining sports odds; the difference lies in several factors such as risk assessment, market competition, as well as the strategic position of each sports betting platform.

When do sports odds change?

The odds change or fluctuate over time when there are changes in market dynamics, such as increased bet sizes on one side or the other, which is considered an external factor. The internal factors also shift, which may cause the odds to change, such as player injuries, changes in weather, suspensions, unavailable players, or altered match schedules.