Comparison of linear and nonlinear models in explanation of dishonest behavior
| dc.contributor.author | Martinčíková Sojková, Olga | |
| dc.contributor.author | Martinčík, David | |
| dc.date.accessioned | 2025-02-12T09:59:38Z | |
| dc.date.available | 2025-02-12T09:59:38Z | |
| dc.date.issued | 2024 | |
| dc.description.abstract-translated | Dishonest behavior impacts various sectors, including environmental protection, production quality, finance, and taxation. This study compares linear and nonlinear models for explaining behavioral data obtained through a laboratory experiment with economics students at the University of West Bohemia. Participants chose between honest production at a higher cost or dishonest production to save costs. The experiment varied inspection probabilities and introduced punishment for dishonesty or rewards for honesty. Personality traits (MBTI) and risk aversion (Holt-Laury measurement) were also assessed. Both linear and nonlinear (GAM, neural networks) models produced similar results. Increased inspection significantly reduced dishonesty (p < 0.01), while punishment and reward had no significant effect (p > 0.10). Thinking-oriented individuals were more prone to dishonesty (p ≈ 0.05), and higher risk aversion correlated with lower dishonest behavior (p ≈ 0.10). All models achieved a similar power to predict dishonest behavior. | en |
| dc.description.sponsorship | This paper was created within the project SGS Výzkum kvantitativních přístupů pro řešení ekonomických problémů. Project registration number SGS-2024-030. | en |
| dc.format | 10 s. | cs |
| dc.format.mimetype | application/pdf | |
| dc.identifier.isbn | 978-80-261-1270-9 | |
| dc.identifier.uri | http://hdl.handle.net/11025/58236 | |
| dc.language.iso | en | en |
| dc.publisher | Faculty of Economics University of West Bohemia | en |
| dc.rights | © Authors of papers | en |
| dc.rights.access | openAccess | en |
| dc.subject | nečestné chování | cs |
| dc.subject | generalizovaný aditivní model | cs |
| dc.subject | zobecněný lineární model | cs |
| dc.subject | laboratorní experiment | cs |
| dc.subject | neuronové sítě | cs |
| dc.subject.translated | dishonest behavior | en |
| dc.subject.translated | Generalized Additive Model | en |
| dc.subject.translated | Generalized Linear Model | en |
| dc.subject.translated | laboratory experiment | en |
| dc.subject.translated | neural network | en |
| dc.title | Comparison of linear and nonlinear models in explanation of dishonest behavior | en |
| dc.type | konferenční příspěvek | cs |
| dc.type | conferenceObject | en |
| dc.type.status | Peer-reviewed | en |
| dc.type.version | publishedVersion | en |
| local.files.count | 2 | * |
| local.files.size | 721094 | * |
| local.has.files | yes | * |
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