2: The Veneer of Objectivity: Power, Privilege, and Perspective in Data
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Published:2026
Ivory A. Toldson, 2026. "The Veneer of Objectivity: Power, Privilege, and Perspective in Data", Possibility and Statistics: How to Use Data to Illuminate Pathways to Success, Ivory A. Toldson
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I recall sitting in a district-level meeting a few years ago, a thick, glossy report titled “Pathways to Success: An Objective Analysis of Student Outcomes in the Urban Core” placed before each participant. The consulting firm, lauded for its data-driven approach, had crunched years of student performance data, attendance records, and demographic information. Their key “objective” finding, highlighted in bold on page three, was that students from a particular predominantly Black, low-income neighborhood—let’s call it the “Eastwood” community—had a statistically significant lower probability of graduating high school prepared for college compared to students from other, more affluent areas of the city. The report meticulously detailed the correlations: lower parental education levels, higher rates of single-parent households, and lower elementary school test scores in Eastwood were all strong predictors of this diminished “college readiness.” The implication, cloaked in the neutral language of statistical significance, was clear: the problem resided primarily within the Eastwood community, its families, and by extension, its students.
