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Abortion is a common reproductive healthcare process that is often stigmatised. Research on abortion stigma has grown significantly since the last major review over a decade ago, and there is a pressing need for an updated, comprehensive systematic review. The purpose of this review is to examine the extent and subjective experiences of abortion stigma among those seeking an abortion in high-income countries. We aim to explore the theoretical conceptualisations of abortion stigma in relevant studies. We conducted a mixed-method systematic review following the JBI and PRISMA guidelines. PubMed, CINHAL, PsychINFO, LIVIVO, and the Cochrane Library were searched for peer-reviewed articles. Quantitative studies were summarised narratively. Qualitative studies were synthesised using the JBI meta-aggregative approach. We included 41 qualitative, nine quantitative, and three mixed methods studies. Most studies lacked a substantial theoretical conceptualisation of abortion stigma. Quantitative studies reported prevalence rates of perceived abortion stigma ranging from 37% to 60%, suggesting that stigma remains a common experience among abortion seekers. Findings also indicate associations between abortion stigma and various sociodemographic factors (e.g., religion, race, age), as well as adverse mental health outcomes. In the qualitative studies, people seeking abortion care reported experiencing and anticipating judgment from healthcare professionals, anti-abortion activists, and their close social circle. Their experiences also centered on the internalisation of shame and guilt. Some studies highlighted the mitigating effect of social support. Longitudinal and mixed methods approaches with consistent assessment would be useful to better understand the developmental pathways of abortion stigma. This understanding is necessary to provide individual and structural support for people seeking abortion care.