Statsmodels is a Python library that provides tools for fitting and working with statistical models, including linear regression, time series analysis, generalized linear models, and hypothesis testing. Developers use it to perform statistical analysis, build predictive models, and conduct empirical research when they need more specialized statistical functionality than general-purpose libraries offer. It integrates well with pandas and numpy, making it useful for data analysis workflows that require formal statistical inference.