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Studies of women’s electoral participation face a major data constraint: very few countries collect and publish gender-disaggregated turnout data. Accordingly, previous scholarship mostly relied on survey data to gauge women’s electoral participation relative to men’s, despite the fact that survey respondents notoriously over-report having voted and we know nothing about whether this behavior is gendered. I explore this potential source of error by comparing a new dataset of administrative turnout data disaggregated by gender and survey-based estimates of turnout among men and women for about two dozen countries worldwide. I find that men overreport their turnout at even higher rates than women, obfuscating the gender turnout gap, that is, the difference between male and female turnout rates. This finding has important implications for scholars studying electoral participation, as survey results can either hide or exaggerate actual gender differences in turnout.