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Do Managers Always Make Optimal Investment Decisions: Relationship between Managerial Optimism Measured by BERT and Investment Decision-making

Title
Do Managers Always Make Optimal Investment Decisions: Relationship between Managerial Optimism Measured by BERT and Investment Decision-making
Authors
ByunJinhoChoiHae RinLeeYoon Jung
Ewha Authors
변진호
SCOPUS Author ID
변진호scopus
Issue Date
2023
Journal Title
Korean Journal of Financial Studies
ISSN
2005-8187JCR Link
Citation
Korean Journal of Financial Studies vol. 52, no. 6, pp. 881 - 910
Keywords
InvestmentMachine LearningManagerial OptimismOverconfidencePerformance
Publisher
Korean Securities Association
Indexed
SCOPUS; KCI scopus
Document Type
Article
Abstract
This paper aims to investigate the effect of managerial optimism on corporate investment and performance. BERT’s methodology, a machine learning method developed by Google, was used to measure managerial optimism for companies listed on KSE (Korea Stock Ex-change) and KOSDAQ from 2009 to 2019. Optimism, when there are capital constraints of companies, is defined as overconfidence, and unlike previous studies, the meaning of managerial optimism and overconfidence is distinguished. The empirical analysis revealed the following: higher the manager’s optimism, higher the cash flow, smaller the size of the firm, larger the debt ratio and lastly, higher the growth potential, higher the investment. Fur-thermore, in analyzing the relationship between performance and investment, higher optimism and investment was associated with higher corporate performance. Finally, when a company is in a capital constraint state, it was found that managerial optimism negatively affected corporate performance. These findings are consistent with previous studies that showed that more optimistic managers have higher investment and that excessive optimism is not good for corporate value. © 2023, Korean Securities Association. All rights reserved.
DOI
10.26845/KJFS.2023.12.52.6.881
Appears in Collections:
경영대학 > 경영학전공 > Journal papers
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