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Measuring open innovation practices through topic modelling: Revisiting their impact on firm financial performance

Qinli Lu, Henry Chesbrough · 2021 · Technovation

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.

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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

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