Nicholas Parmigiano Data Analyst
Statistics · UF ’26

Open to Data Analyst, Legal Ops & Compliance roles: South Florida or remote

Work / School / 2026

NFL Combine Analysis

University of Florida · required graduation presentation

Does 40-yard dash speed matter equally for every position? A two-way factorial ANOVA said no. I presented it as part of my graduation requirements, to an audience that had never heard of ANOVA.

Headline
p < .05position × draft interaction
Stack
PythonTwo-way factorial ANOVAExecutive reporting
DRAFTED UNDRAFTEDSKILLFRONT 7LINE
40-yd time by position group × draft outcome · illustrative sketch, not the source data

The question

Is speed a universal draft signal, or does it only matter for certain positions?

Approach

Two-way factorial ANOVA on 40-yard dash times by position group and draft outcome, with assumption checks.

What I found

A significant interaction. The speed gap between drafted and undrafted players depends on position. I delivered it as an executive report and graduation presentation for a non-technical audience.

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