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研究生: 涂佑儒
Tu, You-Ru
論文名稱: 以潛在類別模式分析人格特質與職業選擇風險
A Latent Class Analysis of Personality Traits and Risk Preferences in Career Choices
指導教授: 田維華
Tian, Wei-Hua
學位類別: 碩士
Master
系所名稱: 社會科學院 - 經濟學系
Department of Economics
論文出版年: 2025
畢業學年度: 113
語文別: 中文
論文頁數: 87
中文關鍵詞: Big Five人格特質職業選擇潛在類別分析Ordered ProbitGLM Gamma模型
外文關鍵詞: Personality traits, occupational risk, Latent Class Analysis, Ordered Probit, Gamma model
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  • 本研究旨在探討不同人格特質組合對職業風險選擇傾向之影響。研究資料取自中央研究院「華人家庭動態資料庫」(Panel Study of Family Dynamics, PSFD)之2020 年度調查,分析對象為具備完整職業與人格問項填答資料之樣本。研究方法結合潛在類別分析(Latent Class Analysis, LCA)與 Likert 總分分組,依據Big Five人格特質將受訪者劃分為三類,分別為「具備正向特質(Positive)」、「部分具備正向特質(Partial Positive)」以及「未具備正向特質(Non Positive),並分別以有序Probit 模型(Ordered Probit)分析此三類人格特質組合之產業風險選擇行為,及以廣義線性模型(Generalized Linear Model, GLM)中之Gamma分佈回歸檢驗此三類人格特質組合之職業風險承擔程度。
    實證結果顯示,正向人格特質(包括高外向性、盡責性、經驗開放性、親和性及低神經質)越少之個體,顯著傾向於進入風險程度較高之產業或從事風險較高之職業,且結果在控制年齡、性別、教育程度、健康狀況與就業地區等背景變數後仍具統計顯著性。本研究補足過去僅聚焦單一人格維度與職業偏好間關聯之侷限,進一步提出將人格測評納入職涯諮詢與風險教育機制之政策建議,期能提升個體職涯選擇的適配性,並強化整體勞動市場之風險管理與安全性。

    This study aims to explore the impact of various combinations of personality traits on individuals’ occupational risk preferences in Taiwan. Utilizing data from the 2020 Panel Study of Family Dynamics and adopting Big Five personality indicators, individuals were classified into three groups based on Latent Class Analysis and composite Likert scores. Ordered Probit and Generalized Linear Models with a Gamma distribution were further employed to assess individuals’ occupational risk tendencies. The results indicate that individuals with fewer positive traits, such as openness, conscientiousness, extraversion, and agreeableness, and higher levels of neuroticism are more likely to engage in high-risk occupations. These associations remain robust after controlling for demographic and socioeconomic variables. The findings highlight the explanatory power of personality trait profiles and offer valuable implications for career counseling and labor market risk management.

    第一章 緒論 1 第一節 研究背景與動機 1 第二節 研究架構 6 第二章 文獻回顧 7 第一節 外在環境因素 7 第二節 內在心理因素 11 第三節 產業之分類與風險 14 第四節 人格特質與風險承擔行為 18 第三章 研究方法 21 第一節 潛在類別模式之簡介 22 第二節 潛在類別模式之適配評鑑準則 25 第三節 Ordered Probit模型之簡介與應用說明 27 第四節 GLM Gamma模型之簡介與應用說明 29 第四章 資料來源與樣本分析 31 第一節 資料來源 32 第二節 台灣職業分類與風險衡量指標 33 第三節 變數建構與敘述性統計 34 第五章 實證結果 51 第一節 以Ordered Probit模型分析人格特質對產業風險選擇之影響 52 第二節 以GLM Gamma模型檢驗人格特質對工作風險傾向之影響 59 第六章 結論 66 第一節 實證結果之分析與詮釋 66 第二節 政策建議 68 第三節 研究限制 69 參考文獻 71

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