| 研究生: |
邱思嘉 Ciou, Sih-Jia |
|---|---|
| 論文名稱: |
主觀幸福感與樣本流失分析 : 以家庭動態調查為例 Determinants of Subjective Well-Being and Sample Attrition: Evidence from the Panel Study of Family Dynamics |
| 指導教授: | 余清祥 |
| 口試委員: |
余清祥
于若蓉 別蓮蒂 謝淑惠 |
| 學位類別: |
碩士
Master |
| 系所名稱: |
商學院 - 企業管理研究所(MBA學位學程) Master of Business Administration Program(MBA) |
| 論文出版年: | 2026 |
| 畢業學年度: | 114 |
| 語文別: | 中文 |
| 論文頁數: | 61 |
| 中文關鍵詞: | 主觀幸福感 、生活滿意度 、樣本流失 、家庭動態調查 、追蹤資料 |
| 外文關鍵詞: | Subjective Well-being, Life Satisfaction, Sample Attrition, Panel Study of Family Dynamics, Longitudinal Data |
| 相關次數: | 點閱:330 下載:5 |
| 分享至: |
| 查詢本校圖書館目錄 查詢臺灣博碩士論文知識加值系統 勘誤回報 |
本研究利用臺灣「家庭動態調查」(Panel Study of Family Dynamics, PSFD)2009~2022 年追蹤資料,以追蹤資料觀點分析臺灣民眾主觀幸福感的影響因素,並與國外文獻比較。本文使用順序羅吉斯迴歸、線性迴歸以及固定效果迴歸模型分析,分析顯示:女性、健康狀況良好、已婚或同居者、高教育程度以及高收入者有較高的生活滿意度;幸福感為年齡的U 型曲線,低谷發生於50多歲的中年階段。但在固定效果模型下,幸福感隨年齡增長微幅遞減,並未發現U型關係,失業對幸福感有明顯衝擊,當個體無經濟壓力時,失業未必與幸福感有關,此與國外研究結果不同。在婚姻與幸福感的關係,進入婚姻關係當年幸福感最高,離婚或喪偶兩年後幸福感回升至事前平均,似乎存在個體適應效果。
除了分析各項因素與臺灣民眾主觀幸福感之關係,本文同時也探討幸福感是否受到樣本流失影響。研究發現幸福感與流失樣本有關,流失與留存樣本間在資料流失首年存在明顯差異,使用聯合模型估計時,樣本流失與主觀幸福感具相關性,惟除了就業與幸福感的相關降低,各變數對幸福感的解釋大致一致,樣本流失對變數解釋的影響可能較為有限。
This study examines the determinants of subjective well-being in Taiwan using longitudinal data from the Panel Study of Family Dynamics (PSFD) spanning 2009 to 2022. Employing ordered logit, linear regression, and fixed-effects models, the analysis investigates life satisfaction from both cross-sectional and panel perspectives and compares the findings with those reported in the international literature.
The results indicate that women, individuals reporting better self-rated health, those who are married or cohabiting, individuals with higher educational attainment, and those with higher income levels report higher life satisfaction. In pooled models, age and well-being display a U-shaped relationship, with the lowest level observed in the early fifties. However, this pattern disappears in the fixed-effects model, where well-being instead shows a slight decline with age. Unemployment exerts a significant negative effect on well-being, although this effect is attenuated among individuals who do not experience economic pressure. Analysis of marital transitions further reveals that life satisfaction peaks in the year of marriage and returns to pre-event levels within two years following divorce or widowhood, indicating the presence of adaptation effects.
This study also examines the role of sample attrition. The results indicate a correlation between subjective well-being and attrition, particularly in the first year, during which noticeable differences emerge between retained and attrited respondents. Findings from joint estimation models further show that, apart from a weakened association between employment status and well-being, the effects of most explanatory variables remain stable, suggesting that sample attrition has a limited impact on the main conclusions.
第一章 前言 7
第一節 研究動機 7
第二節 研究問題 8
第二章 文獻回顧 10
第一節 主觀幸福感概念與發展 10
第二節 影響主觀幸福感的因素 11
第三節 追蹤調查與樣本流失 18
第四節 樣本流失率初探 22
第三章 探索性資料分析 24
第一節 樣本統計特性 24
第二節 各變數與生活滿意度之探索性資料分析 25
第四章 主觀幸福感迴歸模型 37
第一節 模型介紹 37
第二節 模型結果 38
第三節 樣本流失分析 42
第五章 結論與研究建議 51
第一節 結論 51
第二節 研究限制與建議 52
參考文獻 54
一、中文文獻
于若蓉(2005)。「樣本流失與勞動參與:華人家庭動態資料庫的分析」,《調查研究—方法與應用》,18,頁45-72。
于若蓉、黃奕嘉(2018)。「家庭動態調查:樣本結構、問卷內容、資料外釋與應用」,《中國統計學報》,56(4),頁 98-115。
陳光輝、劉從葦(2006)。「台灣選舉與民主化調查固定樣本 (TEDS Panel) 之代表性探討」,《選舉研究》,13(2),頁75-116。
陳鴻嘉、謝淑惠、張鑑如(2024)。「建立樣本流失檢視流程:以臺灣幼兒發展調查資料庫為例」,《調查研究—方法與應用》,53,頁1-26。
陶宏麟、鄭輝培(2019)。「快樂在年齡上的變化:U型的爭辯與臺灣兩性的差異」,《人口學刊》,59,頁35-88。
二、英文文獻
Becketti, S., Gould, W., Lillard, L., & Welch, F. (1988). The panel study of income dynamics after fourteen years: An evaluation. Journal of Labor Economics, 6(4), 472–492.
Blanchflower, D. G., & Oswald, A. J. (2004). Well-being over time in Britain and the USA. Journal of Public Economics, 88(7), 1359–1386. https://doi.org/10.1016/S0047-2727(02)00168-8
Blanchflower, D. G., & Oswald, A. J. (2008). Is well-being U-shaped over the life cycle? Social Science & Medicine, 66(8), 1733–1749.
Blanchflower, D. G., & Piper, A. (2022). There is a mid-life low in well-being in Germany. Economics Letters, 214, 110430. https://doi.org/10.1016/j.econlet.2022.110430
Boyce, C. J., Brown, G. D. A., & Moore, S. C. (2010). Money and happiness: Rank of income, not income, affects life satisfaction. Psychological Science, 21(4), 471–475. https://doi.org/10.1177/0956797610362671
Boyce, C. J., Wood, A. M., & Brown, G. D. A. (2010). The dark side of conscientiousness: Conscientious people experience greater drops in life satisfaction following unemployment. Journal of Research in Personality, 44(4), 535–539.
Brickman, P. (1971). Hedonic relativism and planning the good society. In M. H. Appley (Ed.), Adaptation-level theory: A symposium (pp. 287–301). Academic Press.
Clark, A. E. (2003). Unemployment as a social norm: Psychological evidence from panel data. Journal of Labor Economics, 21(2), 323–351.
Chang, W.-C. (2009). Social capital and subjective happiness in Taiwan. International Journal of Social Economics, 36, 844–868. https://doi.org/10.1108/03068290910967118
Clark, A. E., & Oswald, A. J. (1994). Unhappiness and unemployment. The Economic Journal, 104(424), 648–659.
Clark, A. E., Diener, E., Georgellis, Y., & Lucas, R. E. (2008). Lags and leads in life satisfaction: A test of the baseline hypothesis. The Economic Journal, 118(529), 815–835.
Clark, A. E., Frijters, P., & Shields, M. A. (2008). Relative income, happiness, and utility: An explanation for the Easterlin paradox and other puzzles. Journal of Economic Literature, 46(1), 95–144. https://doi.org/10.1257/jel.46.1.95
Clark, A. E., & Oswald, A. J. (1994). Unhappiness and unemployment. The Economic Journal, 104(424), 648–659. https://doi.org/10.2307/2234639
Deaton, A. (2008). Income, health, and well-being around the world: Evidence from the Gallup World Poll. Journal of Economic Perspectives, 22(2), 53–72. https://doi.org/10.1257/jep.22.2.53
Diener, E. (1984). Subjective well-being. Psychological Bulletin, 95(3), 542–575.
Diener, E. (2006). Guidelines for national indicators of subjective well-being and ill-being. Applied Research in Quality of Life, 1(2), 151–157.
Diener, E., Gohm, C. L., Suh, E., & Oishi, S. (2000). Similarity of the relations between marital status and subjective well-being across cultures. Journal of Cross-Cultural Psychology, 31(4), 419–436. https://doi.org/10.1177/0022022100031004001
Diener, E., Oishi, S., & Tay, L. (2018). Advances in subjective well-being research. Nature Human Behaviour, 2, 253–260. https://doi.org/10.1038/s41562-018-0307-6
Diener, E., Suh, E. M., Lucas, R. E., & Smith, H. L. (1999). Subjective well-being: Three decades of progress. Psychological Bulletin, 125(2), 276–302. https://doi.org/10.1037/0033-2909.125.2.276
Diener, E., Tay, L., & Oishi, S. (2013). Rising income and the subjective well-being of nations. Journal of Personality and Social Psychology, 104(2), 267–276. https://doi.org/10.1037/a0030487
Di Tella, R., MacCulloch, R. J., & Oswald, A. J. (2001). The macroeconomics of happiness. Review of Economics and Statistics, 85(4), 809–827.
Easterlin, R. A. (1974). Does economic growth improve the human lot? Some empirical evidence. In P. A. David & M. W. Reder (Eds.), Nations and households in economic growth (pp. 89–125). Academic Press. https://doi.org/10.1016/B978-0-12-205050-3.50008-7
Ferrer-i-Carbonell, A. (2005). Income and well-being: An empirical analysis of the comparison income effect. Journal of Public Economics, 89(5), 997–1019. https://doi.org/10.1016/j.jpubeco.2004.06.003
Ferrer-i-Carbonell, A., & Frijters, P. (2004). How important is methodology for the estimates of the determinants of happiness? The Economic Journal, 114(497), 641–659. https://doi.org/10.1111/j.1468-0297.2004.00235.x
Fitzgerald, J., Gottschalk, P., & Moffitt, R. A. (1998). An analysis of sample attrition in panel data: The Michigan Panel Study of Income Dynamics. Journal of Human Resources, 33(2), 251–299.
Frey, B. S., & Stutzer, A. (2002). What can economists learn from happiness research? Journal of Economic Literature, 40(2), 402–435. https://doi.org/10.1257/002205102320161320
Frijters, P., & Beatton, T. (2012). The mystery of the U-shaped relationship between happiness and age. Journal of Economic Behavior & Organization, 82(2), 525–542. https://doi.org/10.1016/j.jebo.2012.03.008
Gardner, J., & Oswald, A. J. (2006). Do divorcing couples become happier by breaking up? Journal of the Royal Statistical Society: Series A (Statistics in Society), 169(2), 319–336.
Glenn, N. D. (2003). Distinguishing age, period, and cohort effects. In J. T. Mortimer & M. J. Shanahan (Eds.), Handbook of the life course (pp. 465–476). Springer. https://doi.org/10.1007/978-0-306-48247-2_21
Gove, W. R. (1973). Sex, marital status, and mortality. American Journal of Sociology, 79(1), 45–67.
Gove, W. R., Hughes, M., & Style, C. B. (1983). Does marriage have positive effects on the psychological well-being of the individual? Journal of Health and Social Behavior, 24(2), 122–131.
Grover, S., & Helliwell, J. F. (2019). How’s life at home? New evidence on marriage and the set point for happiness. Journal of Happiness Studies, 20(2), 373–390.
Hao, L. (1996). Family structure, private transfers, and the economic well-being of families with children. Social Forces, 75(1), 269–292.
Hausman, J. A., & Wise, D. A. (1979). Attrition bias in experimental and panel data: The Gary income maintenance experiment. Econometrica, 47(2), 455–473.
Heckman, J. J. (1979). Sample Selection Bias as a Specification Error. Econometrica, 47(1), 153–161. https://doi.org/10.2307/1912352
Helliwell, J. F. (2003). How’s life? Combining individual and national variables to explain subjective well-being. Economic Modelling, 20(2), 331–360.
Helliwell, J. F., Layard, R., & Sachs, J. (2012). World happiness report 2012. Earth Institute, Columbia University.
Jebb, A. T., Tay, L., Diener, E., & Oishi, S. (2018). Happiness, income satiation and turning points around the world. Nature Human Behaviour, 2(1), 33–38. https://doi.org/10.1038/s41562-017-0277-0
Kahneman, D., & Deaton, A. (2010). High income improves evaluation of life but not emotional well-being. Proceedings of the National Academy of Sciences of the United States of America, 107(38), 16489–16493. https://doi.org/10.1073/pnas.1011492107
Kahneman, D., Diener, E., & Schwarz, N. (Eds.). (1999). Well-being: The foundations of hedonic psychology. Russell Sage Foundation.
Kassenboehmer, S. C., & Haisken-DeNew, J. P. (2012). Heresy or enlightenment? The well-being age U-shape effect is flat. Economics Letters, 117(1), 235–238. https://doi.org/10.1016/j.econlet.2012.05.013
Kessler, R. C., & Essex, M. (1982). Marital status and depression: The importance of coping resources. Social Forces, 61(2), 484–507.
Kassenboehmer, S. C., & Haisken-DeNew, J. P. (2012). Heresy or enlightenment? The well-being age U-shape effect is flat. Economics Letters, 117(1), 235–238. https://doi.org/10.1016/j.econlet.2012.05.013
Knabe, A., Rätzel, S., Schöb, R., & Weimann, J. (2010). Dissatisfied with life but having a good day: Time-use and well-being of the unemployed. The Economic Journal, 120(547), 867–889.
Layard, R., Mayraz, G., & Nickell, S. (2008). The marginal utility of income. Journal of Public Economics, 92(8), 1846–1857. https://doi.org/10.1016/j.jpubeco.2008.01.007
Li, N. (2014). Multidimensionality of longitudinal data: Unlocking the age-happiness puzzle. Social Indicators Research, 128(1), 305–320. https://doi.org/10.1007/s11205-015-1032-4
Lucas, R. E. (2005). Time does not heal all wounds: A longitudinal study of reaction and adaptation to divorce. Psychological Science, 16(12), 945–950.
Lucas, R. E. (2007a). Adaptation and the set-point model of subjective well-being. Current Directions in Psychological Science, 16(2), 75–79. https://doi.org/10.1111/j.1467-8721.2007.00479.x
Lucas, R. E. (2007b). Adaptation and the set-point model of subjective well-being: Does happiness change after major life events? Current Directions in Psychological Science, 16(2), 75–79.
Lucas, R. E., Clark, A. E., Georgellis, Y., & Diener, E. (2003). Reexamining adaptation and the set-point model of happiness: Reactions to changes in marital status. Journal of Personality and Social Psychology, 84(3), 527–539.
Luhmann, M., Hofmann, W., Eid, M., & Lucas, R. E. (2012). Subjective well-being and adaptation to life events: A meta-analysis. Journal of Personality and Social Psychology, 102(3), 592–615.
Luttmer, E. F. P. (2005). Neighbors as negatives: Relative earnings and well-being. The Quarterly Journal of Economics, 120(3), 963–1002.
Lykken, D., & Tellegen, A. (1996). Happiness is a stochastic phenomenon. Psychological Science, 7(3), 186–189.
Lyubomirsky, S., King, L., & Diener, E. (2005). The benefits of frequent positive affect: Does happiness lead to success? Psychological Bulletin, 131(6), 803–855.
OECD (2013), OECD Guidelines on Measuring Subjective Well-being, OECD Publishing. http://dx.doi.org/10.1787/9789264191655-en
Paul, K. I., & Moser, K. (2009). Unemployment impairs mental health: Meta-analyses. Journal of Vocational Behavior, 74(3), 264–282. https://doi.org/10.1016/j.jvb.2009.01.001
Richter, D., Körtner, J. L., & Saßenroth, D. (2014). Personality has minor effects on panel attrition. Journal of Research in Personality, 53, 31–35.
Rothenbühler, M., & Voorpostel, M. (2016). Attrition in the Swiss household panel: Are vulnerable groups more affected than others? In Surveying human vulnerabilities across the life course (pp. 223–244). Springer International Publishing.
Ryan, R. M., & Deci, E. L. (2001). On happiness and human potentials: A review of research on hedonic and eudaimonic well-being. Annual Review of Psychology, 52(1), 141–166.
Ryff, C. D. (1989). Happiness is everything, or is it? Explorations on the meaning of psychological well-being. Journal of Personality and Social Psychology, 57(6), 1069–1081.
Sacks, D., Stevenson, B., & Wolfers, J. (2012). The new stylized facts about income and subjective well-being. Emotion, 12(6), 1181–1187. https://doi.org/10.1037/a0029873
Seligman, M. E. P., & Csikszentmihalyi, M. (2000). Positive psychology: An introduction. American Psychologist, 55(1), 5–14. https://doi.org/10.1037/0003-066X.55.1.5
Stack, S., & Eshleman, J. R. (1998). Marital status and happiness: A 17-nation study. Journal of Marriage and Family, 60(2), 527–536. https://doi.org/10.2307/353867
Steptoe, A., Deaton, A., & Stone, A. A. (2015). Subjective well-being, health, and ageing. The Lancet, 385(9968), 640–648.
Stone, A. A., Schwartz, J. E., Broderick, J. E., & Deaton, A. (2010). A snapshot of the age distribution of psychological well-being in the United States. Proceedings of the National Academy of Sciences of the United States of America, 107(22), 9985–9990. https://doi.org/10.1073/pnas.1003744107
Stutzer, A., & Frey, B. S. (2006). Does marriage make people happy, or do happy people get married? The Journal of Socio-Economics, 35(2), 326–347.
van Praag, B. M. S., & Ferrer-i-Carbonell, A. (2004). Happiness quantified: A satisfaction calculus approach. Oxford University Press. https://doi.org/10.1093/0198286546.001.0001
Veenhoven, R. (1991). Is happiness relative? Social Indicators Research, 24(1), 1–34. https://doi.org/10.1007/BF00292648
Waite, L., & Gallagher, M. (2001). The case for marriage: Why married people are happier, healthier and better off financially. Crown.
Waite, L. J. (1995). Does marriage matter? Demography, 32(4), 483–507. https://doi.org/10.2307/2061670
Waterman, A. S. (1993). Two conceptions of happiness: Contrasts of personal expressiveness (eudaimonia) and hedonic enjoyment. Journal of Personality and Social Psychology, 64(4), 678–691.
Winkelmann, R. (2014). Unemployment and happiness. IZA World of Labor, 94.
Yap, S. C., Anusic, I., & Lucas, R. E. (2012). Does personality moderate reaction and adaptation to major life events? Evidence from the British Household Panel Survey. Journal of Research in Personality, 46(5), 477–488.
Zabel, J. E. (1998). An analysis of attrition in the Panel Study of Income Dynamics and the Survey of Income and Program Participation with an application to a model of labor market behavior. The Journal of Human Resources, 33(2), 479–506. https://doi.org/10.2307/146438