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Record W4310871947 · doi:10.1177/01614681221142535

Toward Deeper Unconscious Racial Bias Work in Education

2022· article· en· W4310871947 on OpenAlexafffundabout
Arlo Kempf

Bibliographic record

VenueTeachers College Record The Voice of Scholarship in Education · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicCritical Race Theory in Education
Canadian institutionsInstitute for Christian StudiesUniversity of Toronto
FundersSocial Sciences and Humanities Research Council of Canada
KeywordsRacismWhite supremacySociologyInstitutional racismContext (archaeology)MainstreamPolitical scienceGender studiesPublic relationsCriminologyLaw

Abstract

fetched live from OpenAlex

Background/Context: Unconscious racial bias (URB) can be a pernicious form of racism. In light of increased awareness of and research on the subject, URB work has become a key focus of equity work in health care, education, and corporate contexts as part of broader calls for racial justice. In Canada, targeting URB in education has become a policy priority at the national, provincial, and school board levels. The role of individual and organizational URB is now widely recognized in policy as central to equitable outcomes in schooling; however, research is limited on how to engage these forms of racism in educational contexts. Prevailing approaches to URB work in schools often include truncated one-off workshops, which leave unaddressed the connections between the individual racial biases, and the operations of white supremacy and racism at the institutional, systemic, and structural levels. Purpose/Objective/Research Question/Focus of Study: While URB is increasingly well-understood by social psychologists, there has been limited engagement from critical scholars working in areas such as critical race theory (CRT), anti-colonialism, and critical whiteness studies—despite the popularity of interrogating URB as an anti-racism strategy in education. CRT in education has laid bare and problematized the central function of schooling in the safeguarding and management of white supremacy. This project emerged from a dual recognition of URB as a productive entry point for racial awareness and anti-racism work, alongside a significant concern about the failure of mainstream URB discourse to address structural racism and white supremacy—masking at times the deeper ways that Euro-colonial racism underpins social relations in contemporary U.S., Canadian, European, and other contexts. This work seeks to address these limitations in the design of the study through deep work with participants. Specifically, the study sought to understand better the impacts of reading critical texts focusing on systemic, structural, and institutional racism on teachers’ understandings of their own racial biases, as well as teachers’ perspectives on the impacts of reading critical texts in terms of their professional practices. Research Design: This article reports on the findings of a 10-month study with secondary teachers in Toronto, Canada, focusing on critical approaches to racial bias mitigation in education. In addition to asking participants to enact a series of URB mitigation strategies developed in the field of social psychology, this study also required participants to read and reflect on one of the following critical anti-racism nonfiction texts: White Fragility: Why It’s So Hard for White People to Talk About Racism by Robin DiAngelo (2018); Policing Black Lives: State Violence in Canada From Slavery to the Present by Robyn Maynard (2017); Everyday Antiracism: Getting Real About Race in School, edited by Mica Pollock (2008); Unsettling the Settler Within: Indian Residential Schools, Truth Telling, and Reconciliation in Canada by Paulette Regan (2014); and Monstrous Intimacies: Making Post-Slavery Subjects by Christina Sharpe (2010). The project was designed using multiple data sources from participants, including electronic survey responses, ongoing journaling/reflection, a midpoint check-in questionnaire, and a final interview. These multiple entry points, as well as the duration of the project, aimed to go beyond the taken-for-granted and toward deeper understanding over time. Conclusions/Recommendations: Findings suggest that reading these works impacted teachers’ understandings of race and racism in terms of their teaching, as well as in terms of their personal relationships to race and racism, increasing their inclination and ability to address race and anti-racism. This work allowed for critical reflection to seep into the most intimate and invisible moments of operationalized whiteness in the professional and personal spheres of participants. This suggests an important complementarity between teacher intervention practices emerging from social psychology, and the introduction and engagement of critical anti-racist and anti-colonial texts in terms of teachers’ work for racial justice.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.014
metaresearch head score (Gemma)0.009
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.014
Threshold uncertainty score0.080

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.009
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0020.001
Science and technology studies0.0100.056
Scholarly communication0.0120.012
Open science0.0010.013
Research integrity0.0030.007
Insufficient payload (model declined to judge)0.0070.001

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.051
GPT teacher head0.363
Teacher spread0.312 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designTheoretical or conceptual
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations5
Published2022
Admission routes3
Has abstractyes

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