Measuring open innovation practices through topic modelling: Revisiting their impact on firm financial performance
Summary. This study uses topic modelling and natural language processing to analyze companies' open innovation practices and their effect on financial performance. The researchers find that overall openness improves firm performance, but specific practices show mixed results with some displaying inverted U-shaped relationships. The impact of open innovation varies by sector and by how well internal R&D complements individual practices. The findings show open innovation's effects are nuanced with no universal best practices.
Cite this article
Lu, Q., & Chesbrough, H.. (2021). Measuring open innovation practices through topic modelling: Revisiting their impact on firm financial performance. Technovation. https://doi.org/10.1016/j.technovation.2021.102434
Lu, Qinli, and Henry Chesbrough. “Measuring open innovation practices through topic modelling: Revisiting their impact on firm financial performance.” Technovation, 2021. https://doi.org/10.1016/j.technovation.2021.102434.
Lu, Qinli, and Henry Chesbrough. 2021. “Measuring open innovation practices through topic modelling: Revisiting their impact on firm financial performance.” Technovation. https://doi.org/10.1016/j.technovation.2021.102434.
@article{lu-2021-measuring-open-innovation-practices-topic,
title = {Measuring open innovation practices through topic modelling: Revisiting their impact on firm financial performance},
author = {Qinli Lu and Henry Chesbrough},
journal = {Technovation},
year = {2021},
doi = {10.1016/j.technovation.2021.102434},
url = {https://doi.org/10.1016/j.technovation.2021.102434}
}
TY - JOUR TI - Measuring open innovation practices through topic modelling: Revisiting their impact on firm financial performance AU - Qinli Lu AU - Henry Chesbrough JO - Technovation PY - 2021 DO - 10.1016/j.technovation.2021.102434 UR - https://doi.org/10.1016/j.technovation.2021.102434 ER -
Details
- DOI
- 10.1016/j.technovation.2021.102434
- Countries
- Switzerland, United States, Italy
- Regions
- Europe, North America
- Categories
- innovation-theory, innovation-networks, general-innovation
- Added
- 2026-04-28