Quantifying With CARE: A Framework for Applying Critical Epistemologies in Quantitative Health Research

Quantitative health research remains anchored in positivist assumptions that can obscure structural drivers of inequity. This article introduces the CARE Model-Community-accountability, Anti-oppression, Reflexivity, and Equity-centered evidence-to align quantitative methods with critical epistemologies. Drawing on critical theories, qualitative methodology, and existing critical quantitative approaches, the proposed model details implications for study design, measurement, coding strategies, modeling choices, interpretation, and dissemination. CARE offers a systematic approach for rigorous, reflexive, and community-guided inquiry that reframes variables, integrates structural context, and informs action. The model advances quantitative research that not only documents disparities but also targets the systems that produce them.

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Publication Details

Journal
Advances in Nursing Science
Published
2026-01-22
DOI
https://doi.org/10.1097/ans.0000000000000617
Primary Topic
Health Policy Implementation Science
Type
article
Field-Weighted Citation Impact
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article

Quantifying With CARE: A Framework for Applying Critical Epistemologies in Quantitative Health Research

Mary Olukotun, Tosin Seun Adebayo, Angelica Walton, Yamikani B Nkhoma et al.
Advances in Nursing Science
Health Policy Implementation Science
article

Quantifying With CARE: A Framework for Applying Critical Epistemologies in Quantitative Health Research

Mary Olukotun, Tosin Seun Adebayo, Angelica Walton, Yamikani B Nkhoma, Oluwatoyin Olukotun, Lucy Mkandawire-Valhmu
article en

Abstract

Quantitative health research remains anchored in positivist assumptions that can obscure structural drivers of inequity. This article introduces the CARE Model-Community-accountability, Anti-oppression, Reflexivity, and Equity-centered evidence-to align quantitative methods with critical epistemologies. Drawing on critical theories, qualitative methodology, and existing critical quantitative approaches, the proposed model details implications for study design, measurement, coding strategies, modeling choices, interpretation, and dissemination. CARE offers a systematic approach for rigorous, reflexive, and community-guided inquiry that reframes variables, integrates structural context, and informs action. The model advances quantitative research that not only documents disparities but also targets the systems that produce them.

Advances in Nursing Science
University of Alberta (CA), Walton Hospital (GB), AOMA Graduate School of Integrative Medicine (US)
Reduced inequalities
Openalex Percentile: Top 80%
Health Policy Implementation Science
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