Missing data and chance variation in public reporting of cancer stage at diagnosis: Cross-sectional analysis of population-based data in England.

•Indicators of early stage at diagnosis are routinely reported for geographical populations.•The current specification of these indicators results in biased and unreliable comparisons.•Changes to the approach to handling missing data, and the reporting period are suggested.•Organisational indicators for cancer care must address bias from missing data and low reliability.