Fragility Metrics as Legal Standards in Gun Control Research

Empirical claims about gun policy often enter courtrooms framed through p-values and confidence intervals—conventions not designed to answer whether a proposition is more likely than not helpful, or how stable that conclusion is under small data perturbations. This article proposes two diagnostics for firearm policy evidence: the Percent Fragility Index (PFI) and the Risk Quotient (RQ). PFI reports the minimum percentage of outcomes that would need to change to reverse statistical significance. RQ reports the minimum percentage needed to eliminate any claimed policy benefit, independent of p-values. Together these measures translate statistical uncertainty into legally relevant information about reliability and probative value, giving courts and policymakers clearer guidance for admissibility and weight assignment.

Authors

Publication Details

Journal
Knowledge Commons (Lakehead University)
Published
2025-09-26
DOI
https://doi.org/10.17613/0pqm6-5q824
Primary Topic
Gun Ownership and Violence Research
Type
article
Field-Weighted Citation Impact
0.00
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article

Fragility Metrics as Legal Standards in Gun Control Research

Thomas F Heston
Knowledge Commons (Lakehead University)
Gun Ownership and Violence Research
article

Fragility Metrics as Legal Standards in Gun Control Research

Thomas F Heston
article en

Abstract

Empirical claims about gun policy often enter courtrooms framed through p-values and confidence intervals—conventions not designed to answer whether a proposition is more likely than not helpful, or how stable that conclusion is under small data perturbations. This article proposes two diagnostics for firearm policy evidence: the Percent Fragility Index (PFI) and the Risk Quotient (RQ). PFI reports the minimum percentage of outcomes that would need to change to reverse statistical significance. RQ reports the minimum percentage needed to eliminate any claimed policy benefit, independent of p-values. Together these measures translate statistical uncertainty into legally relevant information about reliability and probative value, giving courts and policymakers clearer guidance for admissibility and weight assignment.

Knowledge Commons (Lakehead University)
Peace, Justice and strong institutions
Openalex Percentile: Top 24%
Gun Ownership and Violence Research
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