Male Agency? Analyzing Fatherhood Roles in Swedish Parliamentary Documents, 1993–2021

Abstract Policymakers influence citizens’ behavior through language and through policy. In this study, we build on this distinction and use Large Language Models to study how fathers are talked about, i.e., portrayals of fathers, in parliamentary documents. The case is Sweden, a forerunner in policies encouraging an engaged father. Portrayals of fathers are related to policymaking and to fathers’ use of parental leave. The results show that an active fatherhood role dominates over a passive role in this type of documents, and that an active positive role dominates over an active negative role. However, over time (1993–2021) there is a narrowing of the gap between mentions of active positive and active negative fatherhood roles, which coincides with stalled developments in fathers’ use of parental leave. We conclude that portrayals of fathers are more mixed than expected and theorize about a signaling mechanism through which language surrounding fathers may influence their behavior.