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One reason is that it is usually difficult to model a variable which has restricted range, such as probability. This transformation is an attempt to get around the restricted range problem. It maps probability ranging between 0 and 1 to log odds ranging from negative infinity to positive infinity.
Odds and probability are both used to express the likelihood of an event occurring in the context of gambling. Probability is expressed as a percentage chance, while odds can be presented in a few different formats, such as a decimal, fraction, or moneyline.