ArticleFrontiers in psychology2021
The Influence of Entrepreneurial Cognition on Business Model Innovation: A Hybrid Method Based on Multiple Regressions and Machine Learning.
Article in Frontiers in psychology, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.
What it found
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Who cites it
7 citing papers in PubMed, 14 citations in OpenAlex.
- Entrepreneurship as a driver of rural women's empowerment in Iran.Scientific reports · 2025Article
- Financial awareness and business development cognition positively influence the sustainable development of rural family businesses.Frontiers in sociology · 2025Article
- Review
- Signals for Entrepreneurial Family Lending: Psychological Capital as an Intent Signal.Frontiers in psychology · 2022Article
- Executive cognitive ability and business model innovation in start-ups: The role of entrepreneurial bricolage and environmental dynamism.Frontiers in psychology · 2022Article
- The Relationship Between Personality Traits and Entrepreneurial Intention Among College Students: The Mediating Role of Creativity.Frontiers in psychology · 2022Article
- Start-Up's Road to Disruptive Innovation in the Digital Era: The Interplay Between Dynamic Capabilities and Business Model Innovation.Frontiers in psychology · 2022Article
Corrections and comments
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Authors and funding
5 authors at 4 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
How to achieve business model innovation (BMI) has always been a focus topic in the field of entrepreneurship. Based on cognitive theory, this study takes new ventures as the research object to build a theoretical model to explore the impact of entrepreneurial cognition on BMI choice, its intermediary mechanism, and boundary conditions. We test our framework with a sample of 242 questionnaires; the empirical research results show that entrepreneurial configuration cognition, willing cognition, and ability cognition indirectly affect the BMI of new ventures. Strategic sensitivity (SSE) mediated the relationship between entrepreneurial cognition and BMI; knowledge diversity positively moderates the relationship between SSE and BMI. Machine learning algorithm research has found three prediction models for BMI of new ventures. By constructing a theoretical analysis framework of BMI from the perspective of cognition, the results deepen the relevant research on BMI of new ventures, clarify the source of unique characteristics and capabilities of entrepreneurs, provide a new research perspective for analyzing the impact mechanism of entrepreneurial cognition on BMI, enrich the research results in the field of "situation-cognition behavior," and further clarify the important role of knowledge in the development of new ventures.
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Registered trials
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