Demographic Differences in Responses to a Two-Step Gender Identity Measure

Christina Pao, Christopher A. Julian, D’Lane Compton, Danya Lagos, Lawrence Stacey

Sociological Science May 6, 2025
10.15195/v12.a13


Strategies for including noncisgender responses in demographic analyses remain subjects of ongoing debate and refinement. The Household Pulse Survey is one of the first data products by the U.S. Census Bureau to incorporate a two-step gender identity measure. This is significant because the survey, although experimental, is one of the largest federal nationally representative samples (n = 668,273) that allows for the enumeration of noncisgender people. These data enable researchers to examine how respondents’ selection of different response categories may differ across their demographic characteristics. Many studies using a two-step gender measure either exclude noncisgender respondents or aggregate them into a single analytic group, obscuring within-group heterogeneity. We find significant socioeconomic differences between cisgender and noncisgender responses, with cisgender individuals generally faring better. There is additional heterogeneity within noncisgender groups; for example, individuals who mark “transgender” are more likely to identify as non-heterosexual and never married, and those outside defined gender categories often report “don’t know” or “something else” about their sexual identity. Although differences persist between cisgender and noncisgender populations, this work emphasizes the need to also perform within-group analyses (e.g., with a two-step measure) to capture the unique and shared experiences of noncisgender populations.
Creative Commons LicenseThis work is licensed under a Creative Commons Attribution 4.0 International License.

Christina Pao: Department of Sociology, Princeton University
E-mail: christina.pao@princeton.edu

Christopher A. Julian: Department of Sociology, Bowling Green State University
E-mail: cjulian@bgsu.edu

D’Lane Compton: Department of Sociology, University of New Orleans
E-mail: dcompton@uno.edu

Danya Lagos: Department of Sociology, University of California Berkeley
E-mail: dlagos@berkeley.edu

Lawrence Stacey: Department of Sociology, Vanderbilt University
E-mail: lawrence.stacey@vanderbilt.edu

Acknowledgments: This publication was supported by the Princeton University Library Open Access Fund.

Reproducibility Package: Stata replication code is available on the Open Science Framework (OSF), https://osf.io/vk36p/. At the time of writing, data are publicly available via the U.S. Census Bureau website: https://www.census.gov/programs-surveys/household-pulse-survey/data/datasets.html. Please contact the authors if there are difficulties accessing the data.

  • Citation: Pao, Christina, Christopher A. Julian, D’Lane Compton, Danya Lagos, Lawrence Stacey. 2025. “Demographic Differences in Responses to a Two-Step Gender Identity Measure” Sociological Science 12: 277-293.
  • Received: February 12, 2025
  • Accepted: March 24, 2025
  • Editors: Arnout van de Rijt, Kristen Schilt
  • DOI: 10.15195/v12.a13

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