Investing in Data Quality for High-Impact Entrepreneurship Research

High-impact entrepreneurship research stands or falls with data quality. Yet research design and data collection choices often force researchers into trade-offs among relevance, validity, and replicability. Reliance on existing databases constrains the questions we can study, while primary data collection to address new questions often struggles to deliver high-quality, large, and representative samples. Increasingly, the most tangible contributions come from unique, high-quality data that answer novel, important questions. We present a 5I framework (Invest, Integrate, Innovate, Incentivize, Impact), offering guidance for authors, reviewers, and editors to navigate these trade-offs and build unique datasets that enable relevant, valid, and replicable research.

Authors

Institutions

Publication Details

Journal
Entrepreneurship Theory and Practice
Published
2026-04-06
DOI
https://doi.org/10.1177/10422587261435916
Primary Topic
Entrepreneurship Studies and Influences
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Investing in Data Quality for High-Impact Entrepreneurship Research

Tomasz Mickiewicz, Markku Maula, Johan Wiklund, Silvio Vismara
Entrepreneurship Theory and Practice
Entrepreneurship Studies and Influences
article

Investing in Data Quality for High-Impact Entrepreneurship Research

Tomasz Mickiewicz, Markku Maula, Johan Wiklund, Silvio Vismara
article en

Abstract

High-impact entrepreneurship research stands or falls with data quality. Yet research design and data collection choices often force researchers into trade-offs among relevance, validity, and replicability. Reliance on existing databases constrains the questions we can study, while primary data collection to address new questions often struggles to deliver high-quality, large, and representative samples. Increasingly, the most tangible contributions come from unique, high-quality data that answer novel, important questions. We present a 5I framework (Invest, Integrate, Innovate, Incentivize, Impact), offering guidance for authors, reviewers, and editors to navigate these trade-offs and build unique datasets that enable relevant, valid, and replicable research.

Entrepreneurship Theory and Practice
University of Bergamo (IT), IMT School for Advanced Studies Lucca (IT), Aston University (GB), Syracuse University (US), Aalto University (FI)
Decent work and economic growth
Openalex Percentile: Top 32%
Entrepreneurship Studies and Influences
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.