Shannon information is closely related to the log-odds. The log-odds of an event , with probability , is defined as the logarithm of the odds, . This can be expressed as a difference of two information content values:where denotes the event not .

This expression can be interpreted as the amount of information gained (or surprise) from learning the event did not occur, minus the information gained from learning it did occur. This connection is particularly relevant in statistical modeling