2024
DOI: 10.1002/sej.1519
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Shifts in national entrepreneurial culture: The promise of linguistic cultural artifacts and machine learning analysis

Christina Kyprianou,
Siddharth Vedula,
Wenxi Pu
et al.

Abstract: Research SummaryWe develop a dynamic view of national entrepreneurial culture by examining the linguistic evolution of media‐produced cultural artifacts—entrepreneurship‐related newspaper articles. Applying machine learning to 690,088 articles from 103 newspapers across the United States between 1996 and 2016, we identify a growing positivity bias toward entrepreneurship at the national level evidenced by rising emotional tone and declining analytical thinking. This bias varies by topic, with “entrepreneurial … Show more

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