Abstract: An improved empirical formula-based estimation techniques based on correcting situational bias includes generating a map associated with situational bias in one or more empirical formulas. The map corresponds to trajectories of outputs for the one or more empirical formulas, where each trajectory of the trajectories is based on a change to an influencer variable of the one or more empirical formulas. The influencer variable is associated with data that is stable during the change to the influencer variable. The improved empirical formula-based estimation technique further includes identifying a convergence in the trajectories of the outputs for the one or more empirical formulas, where the convergence is based on adaptable boundary conditions and indicative of a compensation for the situational bias in the one or more empirical formulas, and outputting an inference based on the convergence in the trajectories of the outputs for the one or more empirical formulas.