•This study analyzed the total health inequality on risks of chronic inflammation.•We used Bayesian multiple and distributional regression models.•Between-group posterior distributions show a robust educational gradient in health.•Within-group posterior distributions show polarized risks for individuals.
© 2023 The Authors.