How to unleash frugal innovation through internet of things and artificial intelligence: Moderating role of entrepreneurial knowledge and future challenges
Summary. IoT and artificial intelligence both significantly predict frugal innovation in China, according to analysis of 779 responses. Entrepreneurial knowledge moderates this relationship, meaning business skills help organizations effectively adopt these technologies for affordable, simple solutions. The study recommends that managers incorporate both IoT and AI capabilities while developing entrepreneurial competencies to compete in technology-driven markets.
Cite this article
Qin, W.. (2024). How to unleash frugal innovation through internet of things and artificial intelligence: Moderating role of entrepreneurial knowledge and future challenges. Technological Forecasting and Social Change. https://doi.org/10.1016/j.techfore.2024.123286
Qin, Weiwei. “How to unleash frugal innovation through internet of things and artificial intelligence: Moderating role of entrepreneurial knowledge and future challenges.” Technological Forecasting and Social Change, 2024. https://doi.org/10.1016/j.techfore.2024.123286.
Qin, Weiwei. 2024. “How to unleash frugal innovation through internet of things and artificial intelligence: Moderating role of entrepreneurial knowledge and future challenges.” Technological Forecasting and Social Change. https://doi.org/10.1016/j.techfore.2024.123286.
@article{qin-2024-how-unleash-frugal-innovation-internet,
title = {How to unleash frugal innovation through internet of things and artificial intelligence: Moderating role of entrepreneurial knowledge and future challenges},
author = {Weiwei Qin},
journal = {Technological Forecasting and Social Change},
year = {2024},
doi = {10.1016/j.techfore.2024.123286},
url = {https://doi.org/10.1016/j.techfore.2024.123286}
}
TY - JOUR TI - How to unleash frugal innovation through internet of things and artificial intelligence: Moderating role of entrepreneurial knowledge and future challenges AU - Weiwei Qin JO - Technological Forecasting and Social Change PY - 2024 DO - 10.1016/j.techfore.2024.123286 UR - https://doi.org/10.1016/j.techfore.2024.123286 ER -
Details
- DOI
- 10.1016/j.techfore.2024.123286
- Countries
- China
- Regions
- Asia
- Categories
- agtech, innovation-theory, entrepreneurship, general-innovation
- Added
- 2026-04-28