Work-life balance and life satisfaction: Serial mediation by basic psychological needs satisfaction

Öz

Several factors influence life satisfaction, including how well the work-life balance process meets an individual's basic psychological needs. In this study, a model examining the mediating effect of basic psychological needs on the relationship between work-life balance and life satisfaction was tested. The sample comprised 360 full-time employees aged 25 to 55. Data were collected using the Work-Life Balance Scale, the Basic Needs Satisfaction in General Scale, and the Satisfaction with Life Scale. Preliminary findings showed a positive and significant correlation between life satisfaction and work-life balance. Furthermore, multiple mediation analyses indicated that basic psychological needs—autonomy, competence, and relatedness—serially mediate the relationship between work-life balance and life satisfaction.

Anahtar Kelimeler

• Work-life balance
• Life satisfaction
• Basic psychological needs satisfaction
• Employees

Destekleyen Kurum

Bu çalışma, İzmir Demokrasi Üniversitesi Etik Kurulu tarafından onaylanmıştır. Veri toplama öncesinde tüm katılımcılardan bilgilendirilmiş onam alınmıştır. Çalışma, etik standartlara uygun olarak yürütülmüştür.

Etik Beyan

This study was approved by the Ethics Committee of İzmir Demokrasi University. Informed consent was obtained from all participants prior to data collection. The study was conducted in accordance with the ethical standards

Kaynakça

1. Allen, T. D., Herst, D. E., Bruck, C. S., & Sutton, M. (2000). Consequences associated with work-to-family conflict: A review and agenda for future research. Journal of Occupational Health Psychology, 5(2), 278–308. https://doi.org/10.1037/1076-8998.5.2.278
2. Allen, T. D., Johnson, R. C., Kiburz, K. M., & Shockley, K. M. (2013). Work-family conflict and flexible work arrangements: Deconstructing flexibility. Personnel Psychology, 66(2), 345–376. https://doi.org/10.1111/peps.12017
3. Amstad, F. T., Meier, L. L., Fasel, U., Elfering, A., & Semmer, N. K. (2011). A meta-analysis of work-family conflict and various outcomes with a special emphasis on cross-domain versus matching-domain relations. Journal of Occupational Health Psychology, 16(2), 152–169. https://doi.org/10.1037/a0022170
4. Best, S., & Chinta, R. (2021). Work–life balance and life satisfaction among the self-employed. Journal of Small Business and Enterprise Development, 28(7), 995–1011. https://doi.org/10.1108/JSBED-06-2019-0186
5. Brough, P., Timms, C., O'Driscoll, M. P., Kalliath, T., Siu, O. L., & et al. (2014). Work–life balance: A longitudinal evaluation of a new measure across Australia and New Zealand workers. The International Journal of Human Resource Management, 25(19), 2724–2744. https://doi.org/10.1080/09585192.2014.899262
6. Carlson, D. S., & Frone, M. R. (2003). Relation of behavioral and psychological involvement to a new four-factor conceptualization of work-family interference. Journal of Business and Psychology, 17(4), 515–535. https://doi.org/10.1023/A: 1023404302295
7. Casper, W. J., Vaziri, H., Wayne, J. H., DeHauw, S., & Greenhaus, J. (2018). The jingle jangle of work–nonwork balance: A comprehensive and meta-analytic review of its meaning and measurement. Journal of Applied Psychology, 103(2), 182–214. https://doi.org/10.1037/apl0000259
8. Chen, B., Vansteenkiste, M., Beyers, W., Boone, L., Deci, E. L., & et al. (2015). Basic psychological need satisfaction, need frustration, and need strength across four cultures. Motivation and Emotion, 39(2), 216–236. https://doi.org/10.1007/s11031-014-9450-1

9. Clark, S. C. (2000). Work/family border theory: A new theory of work/family balance. Human Relations, 53(6), 747–770. https://doi.org/10.1177/0018726700536001
10. Consiglio, C., Borgogni, L., Alessandri, G., & Schaufeli, W.B. (2013). Does self-efficacy matter for burnout and sickness absenteeism? The mediating role of demands and resources at the individual and team levels. Work & Stress, 27, 22–42. http://doi.org/10.1080/02678373.2013.769325
11. Custers, A. F., Westerhof, G. J., Kuin, Y., & Riksen-Walraven, M. (2010). Need fulfillment in caring relationships: Its relation with well-being of residents in somatic nursing homes. Aging & Mental Health, 14, 731–739. https://doi.org/10.1080/13607861003713133
12. Deci, E. L., & Ryan, R. M. (2000). The “what” and “why” of goal pursuits: Human needs and the self-determination of behavior. Psychological Inquiry, 11, 227–268. https://doi.org/10.1207/S15327965PLI1104_01
13. Deci, E. L., & Ryan, R. M. (2008). Facilitating optimal motivation and psychological well-being across life's domains. Canadian Psychology / Psychologie Canadienne, 49(1), 14–23. https://doi.org/10.1037/0708-5591.49.1.14
14. Deci, E. L., Olafsen, A. H., & Ryan, R. M. (2017). Self-determination theory in work organizations: The state of a science. Annual Review of Organizational Psychology and Organizational Behavior, 4, 19–43.
15. DeHaan, C. R., Hirai, T., & Ryan, R. M. (2016). Nussbaum’s capabilities and self-determination theory’s basic psychological needs: Relating some fundamentals of human wellness. Journal of Happiness Studies: An Interdisciplinary Forum on Subjective Well-Being, 17(5), 2037–2049. https://doi.org/10.1007/s10902-015-9684-y
16. Diener, E. (1994). Assessing subjective well-being: Progress and opportunities. Social Indicators Research, 31(2), 103–157. https://doi.org/10.1007/BF01207052
17. Diener, E. (1984). Subjective well-being. Psychological Bulletin, 95(3), 542–575. https://doi.org/10.1037/0033-2909.95.3.542
18. Diener, E., Emmons, R. A., Larsen, R. J., & Griffin, S. (1985). The Satisfaction with life scale. Journal of Personality Assessment, 49(1), 71–75. https://doi.org/10.1207/s15327752jpa4901_13
19. Diener, E., & Seligman, M. E. P. (2002). Very happy people. Psychological Science, 13(1), 81–84. https://doi.org/10.1111/1467-9280.00415
20. Eby, L. T., Casper, W. J., Lockwood, A., Bordeaux, C., & Brinley, A. (2005). Work and family research in IO/OB: Content analysis and review of the literature (1980-2002). Journal of Vocational Behavior, 66(1), 124–197. https://doi.org/10.1016/j.jvb.2003.11.003
21. Feery, K., & Conway, E. (2023). The impact of work-related technology and boundary management on work-family conflict and enrichment during COVID-19. The Irish Journal of Management, 42(1), 67–85. https://doi.org/10.2478/ijm-2023-0009
22. Ferdous, T., Ali, M., & French, E. (2023). Use of flexible work practices and employee outcomes: the role of work–life balance and employee age. Journal of Management & Organization, 29(5), 833–853. https://doi.org/10.1017/jmo.2020.44
23. Fernandez, S., & Moldogaziev, T. (2015). Employee empowerment and job satisfaction in the US Federal Bureaucracy: A self-determination theory perspective. The American Review of Public Administration, 45(4), 375-401. https://doi.org/10.1177/0275074013507478
24. Fernet, C., Chanal, J., & Guay, F. (2017). What fuels the fire: Job- or task-specific motivation (or both)? On the hierarchical and multidimensional nature of teacher motivation in relation to job burnout. Work & Stress, 31(2), 145–163. https://doi.org/10.1080/02678373.2017.1303758
25. Fernet, C., Morin, A.J.S., Mueller, M.B, Gillet, N., & Austin, S. (2023). Psychological need satisfaction across work and personal life: an empirical test of a comprehensive typology. Frontiers in Psychology, 14,(1),1–18. https://doi.org/10.3389/fpsyg.2023.1216450
26. Fiksenbaum, L. M. (2014). Supportive work-family environments: implications for workfamily conflict and well-being. The International Journal of Human Resource Management, 25(5), 653–672. https://doi.org/10.1080/09585192.2013.796314
27. Fotiadis, A., Abdulrahman, K., & Spyridou, A. (2019). The mediating roles of psychological autonomy, competence, and relatedness on work-life balance and well-being. Frontiers in Psychology, 10, 1- 17. https://doi.org/10.3389/fpsyg.2019. 01267
28. Frone, M. R. (2000). Work-family balance. In M. R. Frone (Ed.), Work and family in the 21st century (pp. 287–310). Greenwood Publishing Group.
29. Gagne, M., & Deci, E. L. (2005). Self-determination theory and work motivation. Journal of Organizational Behavior, 26(4), 331–362. https://doi.org/10.1002/job.322
30. Gagné, M., Deci, E. L., & Ryan, R. M. (2018). Self-determination theory applied to work motivation and organizational behavior. In D. S. Ones, N. Anderson, C. Viswesvaran, & H. K. Sinangil (Eds.), The SAGE handbook of industrial, work & organizational psychology: Organizational psychology (2nd ed., pp. 97–121). Sage Reference.
31. Gajendran, R. S., & Harrison, D. A. (2007). The good, the bad, and the unknown about telecommuting: Meta-analysis of psychological mediators and individual consequences. Journal of Applied Psychology, 92(6), 1524–1541. https://doi.org/10.1037/0021-9010.92.6.1524
32. Gillet, N., Lafrenière, M. A. K., Huyghebaert, T., & Fouquereau, E. (2015). Autonomous and controlled reasons underlying achievement goals: Implications for the 3 × 2 achievement goal model in educational and work settings. Motivation and Emotion, 39(6), 858–875. https://doi.org/10.1007/s11031-015-9505-y
33. Gillet, N., Alexandre J. S. Morin, A. J. S, Choisay, F., & Fouquereau, E. (2019). A person-centered representation of basic need satisfaction balance at work. Journal of Personnel Psychology, 18(3),113–128. https://doi.org/10.1027/1866-5888/a000228
34. Grawitch, M. J., Barber, L. K., & Justice, L. (2010). Rethinking the work-life interface: It’s not about balance, it’s about resource allocation. Applied Psychology – Health and Well Being, 2(2), 127–159. https://doi.org/10.1111/j.1758-0854.2009.01023.x
35. Grawitch, M. J., Maloney, P. W., Barber, L. K., & Mooshegian, S. E. (2013). Examining the nomological network of satisfaction with work–life balance. Journal of Occupational Health Psychology, 18(3), 276–284. https://doi.org/10.1037/ a0032754
36. Grzywacz, J. G., & Bass, B. L. (2003). Work, family, and mental health: Testing different models of work-family fit. Journal of Marriage and Family, 65(1), 248–261. https://doi.org/10.1111/j.1741-3737.2003.00248.x
37. Grzywacz, J. G., & Carlson, D. S. (2007). Conceptualizing work-family balance: Implications for practice and research. Advances in Developing Human Resources, 9(4), 455–471. https://doi.org/10.1177/1523422307305487
38. Grzywacz, J. G., & Marks, N. F. (2000). Reconceptualizing the work-family interface: An ecological perspective on the correlates of positive and negative spillover between work and family. Journal of Occupational Health Psychology, 5(1), 111–126. https://doi.org/10.1037/1076-8998.5.1.111
39. Greenhaus, J. H., & Beutell, N. J. (1985). Sources of conflict between work and family roles. Academy of Management Review, 10(1), 76–88.
40. Greenhaus, J. H., Collins, K. M., & Shaw, J. D. (2003). The relation between work-family balance and quality of life. Journal of Vocational Behavior, 63(3), 510–531. https://doi.org/10.1016/S0001-8791(02)00042-8
41. Greenhaus, J. H., & Powell, G. N. (2006). When work and family are allies: A theory of work-family enrichment. Academy of Management Review, 31(1), 72–92. https://doi.org/10.5465/amr.2006.19379625
42. Haar, J. M., Russo, M., Sune, A., & Ollier-Malaterre, A. (2014). Outcomes of work–life balance on job satisfaction, life satisfaction and mental health: A study across seven cultures. Journal of Vocational Behavior, 85(3), 361–373. https://doi.org/10.1016/j.jvb.2014.08.010
43. Haar, J. M. (2013). Testing a new measure of work–life balance: A study of parent and non-parent employees from New Zealand. The International Journal of Human Resource Management, 24(17), 3305–3324. https://doi.org/10.1080/ 09585192.2013.775175
44. Haar, J. M., Russo, M., Suñe, A., & Ollier-Malaterre, A. (2014). Outcomes of work–life balance on job satisfaction, life satisfaction and mental health: A study across seven cultures. Journal of Vocational Behavior, 85(3), 361–373. https://doi.org/10.1016/j.jvb.2014.08.010
45. Hair, J. F., Jr., Sarstedt, M., Matthews, L. M., & Ringle, C. M. (2016). Identifying and treating unobserved heterogeneity with FIMIX-PLS: Part I—Method. European Business Review, 28(1), 63–76. https://doi.org/10.1108/EBR-09-2015-0094
46. Hannafey, F. T. (2003). Entrepreneurship and ethics: A literature review. Journal of Business Ethics, 46(2), 99–110. https://doi.org/10.1023/A:1025054220365
47. Haynie, J. M., & Shepherd, D. (2011). Toward a theory of discontinuous career transition: Investigating career transitions necessitated by traumatic life events. Journal of Applied Psychology, 96(3), 501–524. https://doi.org/10.1037/a0021450
48. Hill, G., & Howell, R. T. (2014). Moderators and mediators of pro-social spending and well-being: The influence of values and psychological need satisfaction. Personality and Individual Differences, 69, 69–74. https://doi.org/10.1016/j.paid. 2014.05.013
49. Hobfoll, S. E. (1989). Conservation of resources: A new attempt at conceptualizing stress. American Psychologist, 44(3), 513–524. https://doi.org/10.1037/0003-066X.44.3.513
50. Hobfoll, S. E. (2001). The influence of culture, community, and the nested-self in the stress process: Advancing Conservation of Resources theory. Applied Psychology: An International Review, 50(3), 337–370. https://doi.org/10.1111/1464-0597.00062
51. Hofstede, G. (1980). Culture's Consequences: International differences in work-related values. Beverly Hills, CA: Sage Publications.
52. Jenkins, S., Bhanugopan, R., & Lockhart, P. (2016). A framework for optimizing work–life balance practices in Australia: Perceived options for employee support. Journal of Employment Counseling, 53(3), 112–129.
53. Ienuso, J.F. (2020). Satisfaction with work-life balance, autonomy need fulfillment, and autonomous motivation among full-time U.S. employees. [Unpublished doctoral dissertation]. Grand Canyon University
54. Ingledew, D. K., Markland, D., & Sheppard, K. E. (2004). Personality and self determination of exercise behaviour. Personality and Individual Differences, 36(8), 1921–1932. https://doi.org/10.1016/j.paid.2003.08.021
55. Jungert, T., Van den Broeck, A., Schreurs, B., & Osterman, U. (2017). How colleagues can support each other's needs and motivation: an intervention on employee work motivation. Applied Psychology, 67(1), 3–29. https://doi.org/10.1111/apps. 12110
56. Kağıtçıbaşı, Ç. (2000). Kültürel Psikoloji: Kültür Bağlamında İnsan ve Sile (2. Basım). Evrim Yayınevi.
57. Kanat-Maymon, Y., Antebi, A., & Zilcha-Mano, S. (2016). Basic psychological need fulfillment in human–pet relationships and well-being. Personality and Individual Differences, 92, 69–73. https://doi.org/10.1016/j.paid.2015.12.025
58. Kalliath, T., & Brough, P. (2008). Work–life balance: A review of the meaning of the balance construct. Journal of Management & Organization, 14(3), 323–327. https://doi.org/10.5172/jmo.837.14.3.323
59. Kossek, E. E., & Lautsch, B. A. (2012). Work-family boundary management styles in organizations: A cross-level model. Organizational Psychology Review, 2(2), 152–171. https://doi.org/10.1177/2041386611436264
60. Martela, F., & Ryan, R. M. (2016). The benefits of benevolence: Basic psychological needs, beneficence, and the enhancement of well‐being. Journal of Personality, 84(6), 750–764. https://doi.org/10.1111/jopy.12215
61. Matthews, R. A., Wayne, J. H., & Ford, M. T. (2014). A work-family conflict/subjective well-being process model: A test of competing theories of longitudinal effects. Journal of Applied Psychology, 99(6), 1173–1187. https://doi.org/10.1037/a0037010
62. Mas-Machuca, M., Berbegal-Mirabent, J., & Alegre, I. (2016). Work-life balance and its relationship with organizational pride and job satisfaction. Journal of Managerial Psychology, 31(2), 586–602. https://doi.org/10.1108/JMP-09-2014-0272
63. McGrath, G. R., & MacMillan, J. (2000). Entrepreneurial mindset: Strategies for continuously creating opportunity in an age of uncertainty. Harvard Business School Press Books.
64. Milyavskaya, M., Gingras, I., Mageau, G. A., Koestner, R.,Gagnon, H., Fang, J., & Boiché, J. (2009). Balance across contexts: Importance of balanced need satisfaction across various life domains. Personality and Social Psychology Bulletin, 35(8), 1031–1045. https://doi.org/10.1177/0146167209337036
65. Noda, H. (2020). Work–life balance and life satisfaction in OECD countries: A cross-sectional analysis. Journal of Happiness Studies 21, 1325–1348. https://doi.org/10.1007/s10902-019-00131-9
66. Orkibi, H., & Ronen, T. (2017). Basic psychological needs satisfaction mediates the association between self-control skills and subjective well-being. Frontiers in Psychology, 8, 1-16. https://doi.org/10.3389/fpsyg.2017.00936
67. Özdemir, A. A. (2014). Kültür, benlik saygısı ve girişimcilik eğilimi: Amerikan ve Türk üniversite öğrencilerinde karşılaştırmalı bir çalışma. İstanbul Üniversitesi İşletme Fakültesi Dergisi, 43(2), 351-367.
68. Patrick, H. (2014). Ascending mount Maslow with oxygen to spare: A self determination theory perspective, Psychological Inquiry, 25(1), 101–107. https://doi.org/10.1080/1047840X.2014.878682
69. Pavot, W., & Diener, E. (1993). Review of the satisfaction with life scale. Psychological Assessment, 5(2), 164–172. https://doi.org/10.1037/1040-3590.5.2.164
70. Podsakoff, P. M., MacKenzie, S. B., Lee, J.-Y., & Podsakoff, N. P. (2003). Common method biases in behavioral research: A critical review of the literature and recommended remedies. Journal of Applied Psychology, 88(5), 879–903. https://doi.org/10.1037/0021-9010.88.5.879
71. Rahman, R. J., Hudson, J., Thøgersen-Ntoumani, C., & Doust, J. H. (2015). Motivational processes and well-being in cardiac rehabilitation: A self-determination theory perspective. Psychology, Health & Medicine, 20(5), 518–529. https://doi.org/10.1080/13548506.2015.1017509
72. Reis, H. T., Sheldon, K. M., Gable, S. L., Roscoe, J., & Ryan, R. M. (2016). Daily well-being: The role of autonomy, competence, and relatedness. Personality and Social Psychology Bulletin, 26(4), 419–435. https://doi.org/10.1177/ 0146167200266002
73. Ryan, R. M., Sheldon, K. M., Kasser, T., & Deci, E. L. (1996). All goals are not created equal: An organismic perspective on the nature of goals and their regulation. In P. M. Gollwitzer & J. A. Bargh (Eds.), The psychology of action: Linking cognition and motivation to behavior (pp. 7–26). The Guilford Press.
74. Schaufeli, W. B., Bakker, A. B., & Van Rhenen, W. (2009). How changes in job demands and resources predict burnout, work engagement, and sickness absenteeism. Journal of Organizational Behavior, 30(7), 893-917. https://doi.org/10.1002/job.595
75. Sheldon, K. M., & Bettencourt, B. A. (2002). Psychological need-satisfaction and subjective well-being within social groups. British Journal of Social Psychology, 41(1), 25–38. https://doi.org/10.1348/014466602165036
76. Sheldon, K. M., & Niemiec, C. P. (2006). It's not just the amount that counts: Balanced need satisfaction also affects well-being. Journal of Personality and Social Psychology, 91(2), 331–341. https://doi.org/10.1037/0022-3514.91.2.331
77. Sheldon, K. M., & Prentice, M. (2019). Self-determination theory as a foundation for personality researchers. Journal of Personality, 87, 5–14. https://doi.org/10.1111/jopy.12360
78. Shepherd, D., & Haynie, J. M. (2009). Family business, identity conflict, and an expedited entrepreneurial process: A process of resolving identity conflict. Entrepreneurship Theory and Practice, 33(6), 1245–1264. https://doi.org/10.1111/j.1540-6520.2009.00344.x
79. Shockley, K. M., Shen, W., DeNunzio, M. M., Arvan, M. L., & Knudsen, E. A. (2017). Disentangling the relationship between gender and work-life conflict: An integration of theoretical perspectives using meta-analytic methods. Journal of Applied Psychology, 102(12), 1601–1635. https://doi.org/10.1037/apl0000260
80. Sirgy, M. J., & Lee, D. J. (2018). Work-life balance: An integrative review. Applied Research Quality of Life, 13, 229–254. https://doi.org/10.1007/s11482-017-9509-8
81. Steckermeier, L.C. (2021). The value of autonomy for the good life. An empirical investigation of autonomy and life satisfaction in Europe. Social Indicators Research, 154, 693–723. https://doi.org/10.1007/s11205-020-02565-8
82. Tang, M., Wang, D. & Guerrien, A. (2020). A systematic review and meta-analysis on basic psychological need satisfaction, motivation, and well-being in later life: Contributions of self-determination theory. PsyCh Journal, 9, 5–33. https://doi.org/10.1002/pchj.293
83. Taşdelen-Karçkay, A., & Bakalım, O. (2017). The mediating effect of work–life balance on the relationship between work–family conflict and life satisfaction. Australian Journal of Career Development, 26(1), 3–13. https://doi.org/10.1177/ 103841621668295
84. ten Brummelhuis, L. L., & Bakker, A. B. (2012). A resource perspective on the work–home interface: The work–home resources model. American Psychologist, 67(7), 545–556. https://doi.org/10.1002/hrdq.21119
85. Trépanier, S.-G., Fernet, C., & Austin, S. (2016). Longitudinal relationships between workplace bullying, basic psychological needs, and employee functioning: A simultaneous investigation of psychological need satisfaction and frustration. European Journal of Work and Organizational Psychology, 25, 690–706. http://doi.org/10.1080/1359432X.2015.1132200
86. Trepanier, S., Fernet, C., & Austin, S. (2015). A longitudinal investigation of workplace bullying, basic need satisfaction, and employee functioning. Journal of Occupational Health Psychology, 20(1), 105–116. https://doi.org/10.1037/a0037726
87. Van den Bosch, R., & Taris, T. (2018). Authenticity at work: Its relations with worker motivation and well-being. Frontiers in Communication 3(2). 1–11. https://doi.org/10.3389/fcomm.2018.00021
88. Van den Broeck, A., Vansteenkiste, M., De Witte, H., Soenens, B., & Lens, W. (2010). Capturing autonomy, competence, and relatedness at work: Construction and initial validation of the Work-Related Basic Need Satisfaction Scale. Journal of Occupational and Organizational Psychology, 83(4), 981–1002. https://doi.org/10.1348/096317909X481382
89. Van den Broeck, A., Ferris, D. L., Chang, C.-H., & Rosen, C. C. (2016). A review of Self-determination theory’s basic psychological needs at work. Journal of Management, 42(5), 1195–1229. https://doi.org/10.1177/0149206316632058
90. Vansteenkiste, M., Ryan, R. M., & Deci, E. L. (2008). Self-determination theory and the explanatory role of psychological needs in human wellbeing. In L. Bruni, F. Comim, & M. Pugno (Eds.), Capabilities and happiness (pp. 187–223). Oxford University Press. https://doi.org/10.1093/oso/9780199532148.003.0009
91. Ventura, M., Salanova, M., & Llorens, S. (2015). Professional self-efficacy as a predictor of burnout and engagement: The role of challenge and hindrance demands. The Journal of Psychology: Interdisciplinary and Applied, 149, 277–302. http://doi.org/10.1080/00223980.2013.876380
92. Weinstein, N., Legate, N., Kumashiro, M., & Ryan, R. M. (2016). Autonomy support and diastolic blood pressure: Long-term effects and conflict navigation in romantic relationships. Motivation and Emotion, 40(2), 212–225. https://doi.org/10.1007/s11031-015-9526-6
93. Williams, G., Gagné, M., Ryan, R., & Deci, E. (2002). Facilitating autonomous motivation for smoking cessation. Health Psychology, 21(1), 40–50. https://doi.org/10.1037/0278-6133.21.1.40
94. Yetim, Ü. (2003). The impacts of individualism/collectivism, self-esteem, and feeling of mastery on life satisfaction among the Turkish university students and academicians. Social Indicators Research, 61, 297–317. https://doi.org/10.1023/A:1021911504113
95. Yang, C., & Srinivasan, P. (2016). Life satisfaction and the pursuit of happiness on twitter. PLOS ONE, 11(3), 1–14. https://doi.org/10.1371/journal.pone.0150881