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jbv-data-analysis

Use when running and reporting the analysis for a Journal of Business Venturing (JBV) manuscript — choosing estimators that fit entrepreneurial data (survival/event-history, selection models, panels, experiments, qualitative trustworthiness), handling attrition and endogenous founding, and reporting robustness. Executes and reports the analysis; it does not design the study (jbv-methods) or frame the contribution (jbv-contribution-framing).

Journal-of-Business-Venturing-Skills/skills/jbv-data-analysis/SKILL.md

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Last checked: Nov 9, 2026

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Repository stars (not skill ratings): 1,411
Repository last updated: Sep 27, 2026
License: MIT

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# Data Analysis & Validity (jbv-data-analysis)

## When to trigger

- Data are collected and it is time to estimate and report
- You are unsure the estimator matches an entrepreneurial-data structure (venture survival, founding choice, nested funding events)
- Reviewers will probe survivorship, selection into founding, or endogeneity
- A handling editor says "the analysis does not support the inference about entrepreneurship"

## Match the estimator to the entrepreneurial data structure

JBV is methodologically pluralistic, so the right tool depends on the claim. Common patterns in new-venture data:

| Data structure / claim                                  | Estimator                                                       |