This study investigates the quality of the National Family Health Survey-4 data on contraceptive use by estimating investigator-induced bias. An outlier-bound approach was used to detect investigator bias, and contraceptive use was re-estimated adjusting for the bias in six study states. The findings suggest investigator bias at two levels: over-reporting of women as “never