Measured Inference: Scales, Statistics, and Scientific Inference

Abstract Despite the recent “epistemic turn” in the philosophy of measurement, philosophers have ignored a nearly 80-year controversy about the relationship between statistical inference and measurement theory. Some scholars maintain that measurement theory places no constraints on statistics, whereas others argue that the measurement scale (e.g., ordinal or interval) of one’s data determines which statistical methods are “permissible.” I defend an intermediate position: Even if existing measurement theory were irrelevant to statistical inference, it would be critical for scientific inference, which requires connecting statistical hypotheses to broader research hypotheses.

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Publication Details

Journal
Philosophy of Science
Published
2025-09-04
DOI
https://doi.org/10.1017/psa.2025.10173
Primary Topic
Statistics Education and Methodologies
Type
article
Field-Weighted Citation Impact
0.00
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article

Measured Inference: Scales, Statistics, and Scientific Inference

Conor Mayo‐Wilson
Philosophy of Science
Statistics Education and Methodologies
article

Measured Inference: Scales, Statistics, and Scientific Inference

Conor Mayo‐Wilson
article en

Abstract

Abstract Despite the recent “epistemic turn” in the philosophy of measurement, philosophers have ignored a nearly 80-year controversy about the relationship between statistical inference and measurement theory. Some scholars maintain that measurement theory places no constraints on statistics, whereas others argue that the measurement scale (e.g., ordinal or interval) of one’s data determines which statistical methods are “permissible.” I defend an intermediate position: Even if existing measurement theory were irrelevant to statistical inference, it would be critical for scientific inference, which requires connecting statistical hypotheses to broader research hypotheses.

Philosophy of Science
University of Washington (US)
Openalex Percentile: Top 77%
Statistics Education and Methodologies
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