A New Look at the Odds Ratio in Logistic Regression

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This is a Quantitative Study study.

José Raúl Martínez

doi:10.48550/arxiv.2504.17205

April 23, 2025Open Access

A New Look at the Odds Ratio in Logistic Regression

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Key Points

This new model enables a broader interpretation of the odds ratio across multiple variables.
The derived multivariable odds ratio can incorporate combinations of explanatory variables effectively.
Logistic regression standard practices may be enhanced through this innovative odds ratio approach.
The work addresses limitations of traditional odds ratios, expanding their applicability in statistical analyses.

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Implication

Analysis reveals a new multivariable odds ratio in logistic regression, suggesting a broader application across explanatory variables.

Abstract

The standard odds ratio of logistic regression is foundational but limited to individual explanatory variables. This work derives a multivariable odds ratio that applies to all the explanatory variables in all their combinations.

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Cite This Study

José Raúl Martínez (2025) studied this question.

synapsesocial.com/papers/68f43f92854d1061a58acb07 https://doi.org/10.48550/arxiv.2504.17205

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A New Look at the Odds Ratio in Logistic Regression

Key Points

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Implication

Abstract

Discussion

Cite This Study

A New Look at the Odds Ratio in Logistic Regression

Key Points

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Implication

Abstract

Discussion

Cite This Study

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