Truncated count models are statistical models used to analyze count data that do not include zero or other specific values, often applied when the data collection process inherently excludes certain counts. These models are crucial for accurately estimating parameters and making inferences when standard count models like Poisson or negative binomial would be inappropriate due to the absence of certain data points.