Research Article
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Year 2025, Volume: 12 Issue: 3, 918 - 934, 30.09.2025
https://doi.org/10.54287/gujsa.1625448

Abstract

Project Number

GAP-109-2025-11576

References

  • Adjei, E. K., Eriksson, R. H., & Lindgren, U. (2016). Social proximity and firm performance: The importance of family member ties in workplaces. Regional Studies, Regional Science, 3(1), 303-319. https://doi.org/10.1080/21681376.2016.1189354
  • Aknin, L. B., Dunn, E. W., Proulx, J., Lok, I., & Norton, M. I. (2020). Does spending money on others promote happiness? A registered replication report. Journal of Personality and Social Psychology, 119(2), e15. https://doi.org/10.1037/pspa0000191
  • Andrade, V., Quarta, S., Tagarro, M., Miloseva, L., Massaro, M., Chervenkov, M., Ivanova, T., Jorge, R., Maksimova, V., Smilkov, K., Ackova, D. G., Ruskovska, T., Philippou, E., Deligiannidou, G. E., Kontogiorgis, C. A., Conesa, M.-T. G., & Pinto, P. (2022). Exploring hedonic and eudaimonic items of well-being in Mediterranean and non-Mediterranean countries: Influence of sociodemographic and lifestyle factors. International Journal of Environmental Research and Public Health, 19(3), 1715. https://doi.org/10.3390/ijerph19031715
  • Arimoto, A., & Tadaka, E. (2021). Individual, family, and community factors related to loneliness in mothers raising children less than 3 years of age: A cross-sectional study. BMC Women’s Health, 21(1), 226. https://doi.org/10.1186/s12905-021-01365-7
  • Bates, J., & Machin, A. (2016). Locality, loneliness and lifestyle: A qualitative study of factors influencing women’s health perceptions. Health & Social Care in the Community, 24(5), 639-648. https://doi.org/10.1111/hsc.12242
  • Bjarnason, T., & Haartsen, T. (2023). Closest family in the household or in the community? The role of family in residential satisfaction among intended stayers in Iceland. Population, Space and Place, 30(3), e2714. https://doi.org/10.1002/psp.2714
  • Brooks, S. P., & Gelman, A. (1998). General methods for monitoring convergence of iterative simulations. Journal of Computational and Graphical Statistics, 7(4), 434-455. https://doi.org/10.1080/10618600.1998.10474787
  • De Houwer, A. (2015). Harmonious bilingual development: Young families’ well-being in language-contact situations. International Journal of Bilingualism, 19(2), 169-184. https://doi.org/10.1177/1367006913489202
  • De Houwer, A. (2017). Minority-language parenting in Europe and children’s well-being. In: N. Cabrera & B. Leyendecker (Eds.), Handbook on Positive Development of Minority Children and Youth (pp. 231-246). Springer. https://doi.org/10.1007/978-3-319-43645-6_14
  • Dunn, E. W., Aknin, L. B., & Norton, M. I. (2008). Spending money on others promotes happiness. Science, 319(5870), 1687-1688. https://doi.org/10.1126/science.1150952
  • Dunn, E. W., Aknin, L. B., & Norton, M. I. (2014). Prosocial spending and happiness: Using money to benefit others pays off. Current Directions in Psychological Science, 23(1), 41-47. https://doi.org/10.1177/0963721413512503
  • Efron, B., Hastie, T., Johnstone, I., & Tibshirani, R. (2004). Least angle regression. Annals of Statistics, 32(2), 407-499. https://doi.org/10.1214/009053604000000067
  • Gelman, A., & Rubin, D. B. (1992). Inference from iterative simulation using multiple sequences. Statistical Science, 7(4), 457-472. https://doi.org/10.1214/ss/1177011136
  • Hajdu, G., & Hajdu, T. (2015). The impact of culture on well-being: Evidence from a natural experiment. Journal of Happiness Studies, 17, 1089-1110. https://doi.org/10.1007/s10902-015-9633-9
  • Hoffman, M. D., & Gelman, A. (2014). The No-U-Turn sampler: Adaptively setting path lengths in Hamiltonian Monte Carlo. Journal of Machine Learning Research, 15, 1593-1623.
  • Hoffman, M. D., Blei, D. M., Wang, C., & Paisley, J. (2013). Stochastic variational inference. Journal of Machine Learning Research, 14, 1303-1347.
  • Hu, M., Xiang, G., & Zhong, S. (2021). The burden of social connectedness: Do escalating gift expenditures make you happy? Journal of Happiness Studies: An Interdisciplinary Forum on Subjective Well-Being, 22(8), 3479-3497. https://doi.org/10.1007/s10902-020-00341-6
  • Larsen, J. (2014). Distance and proximity. In: P. Adey, D. Bissell, K. Hannam, P. Merriman, & M. Sheller (Eds.), The Routledge Handbook of Mobilities (pp. 125-134). Routledge. https://doi.org/10.4324/9781315857572
  • Lee, D.-H. (2011). Ethnic identity formation of second-generation Korean-American adolescents and its influence on communication with their fathers. Multicultural Education Review, 3(1), 45-74. https://doi.org/10.1080/2005615X.2011.11102879
  • Lee, K., Vasileiou, K., & Barnett, J. (2019). Lonely within the mother: An exploratory study of first-time mothers’ experiences of loneliness. Journal of Health Psychology, 24(10), 1334-1344. https://doi.org/10.1177/1359105317723451
  • Luoma, I., Korhonen, M., Salmelin, R., & Tamminen, T. (2015). Mothers’ feelings of loneliness: Prevalence, risk factors and longitudinal associations with depressive symptoms and child adjustment. European Psychiatry, 30(S1), 1. https://doi.org/10.1016/S0924-9338(15)30576-9
  • McElreath, R. (2018). Statistical Rethinking: A Bayesian Course with Examples in R and Stan (2nd ed.). CRC Press. https://doi.org/10.1201/9780429029608
  • Müller, L.-M., Howard, K., Wilson, E., Gibson, J., & Katsos, N. (2020). Bilingualism in the family and child well-being: A scoping review. International Journal of Bilingualism, 24(5-6), 1049-1070. https://doi.org/10.1177/1367006920920939
  • Nayernia, A., & Babayan, Z. (2019). EFL teacher burnout and self-assessed language proficiency: Exploring possible relationships. Language Testing in Asia, 9(1), 3. https://doi.org/10.1186/s40468-019-0079-6
  • Patterson, J. M. (2002). Understanding family resilience. Journal of Clinical Psychology, 58(3), 233-246. https://doi.org/10.1002/jclp.10019
  • Tseng, V., & Fuligni, A. J. (2000). Parent-adolescent language use and relationships among immigrant families with East Asian, Filipino, and Latin American backgrounds. Journal of Marriage and Family, 62(2), 465-476. https://doi.org/10.1111/j.1741-3737.2000.00465.x
  • Turkdogan, T., Duru, E., & Balkis, M. (2019). Circumplex model of family functioning in Turkish culture: Western family systems model in a Eurasian country. Journal of Comparative Family Studies, 50(2), 183-199. https://doi.org/10.3138/jcfs.50.2.005
  • Uskul, A. K., Kirchner-Häusler, A., Vignoles, V. L., Rodriguez-Bailón, R., Castillo, V. A., Cross, S. E., Yalçın, M. G., Harb, C., Husnu, S., Ishii, K., Jin, S., Karamaouna, P., Kafetsios, K., Kateri, E., Matamoros-Lima, J., Liu, D., Miniesy, R., Na, J., Özkan, Z., . . . Uchida, Y. (2023). Neither Eastern nor Western: Patterns of independence and interdependence in Mediterranean societies. Journal of Personality and Social Psychology, 125(3), 471-495. https://doi.org/10.1037/pspa0000342
  • Wang, X.-L. (2013). Multilingualism and family welfare. In: T. K. Bhatia & W. C. Ritchie (Eds.), The handbook of bilingualism and multilingualism (2nd ed., pp. 542-562). John Wiley & Sons. https://doi.org/10.1002/9781118332382.ch22

A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye

Year 2025, Volume: 12 Issue: 3, 918 - 934, 30.09.2025
https://doi.org/10.54287/gujsa.1625448

Abstract

Understanding the factors that contribute to family happiness is critical for fostering social cohesion and individual well-being, especially within the unique cultural and relational dynamics of Türkiye, a Mediterranean country. Being at the crossroads between the East and the West, Türkiye offers a heterogeneous environment for the analysis of family structure and happiness. Given that a large nationally representative dataset exists, we have a very rich source of information available to us. Utilizing the Turkish Family Structure Survey, conducted by the Turkish Statistical Institute in collaboration with the Ministry of Family and Social Services, this study uses the data from more than 35,000 individuals to analyze various aspects of family happiness and language consistency from a causal standpoint. Our analysis employs a Bayesian modeling framework to explore how family happiness interacts with key variables, including language consistency (the use of native language inside versus outside the home), as well as variables indicating family closeness, such as the frequency of meeting, giving gifts, living distance, and the frequency of arguments. To the best of our knowledge, no past studies have conducted such a comprehensive network analysis on distinct yet relevant aspects of family structure using Bayesian methods. The findings suggest a strong relationship among the family happiness, linguistic diversity, gift-giving, the living distance from family members, and the number of visits.

Ethical Statement

None

Supporting Institution

Middle East Technical University

Project Number

GAP-109-2025-11576

Thanks

We acknowledge the Republic of Turkey Ministry of Family, Labour and Social Services and the Turkish Statistical Institute (TurkStat) for providing access to the national Turkey Family Structure Survey. Moreover, The second author would like to than to Middle East Technical University Research Project (Project No: GAP-109-2025-11576) for their support.

References

  • Adjei, E. K., Eriksson, R. H., & Lindgren, U. (2016). Social proximity and firm performance: The importance of family member ties in workplaces. Regional Studies, Regional Science, 3(1), 303-319. https://doi.org/10.1080/21681376.2016.1189354
  • Aknin, L. B., Dunn, E. W., Proulx, J., Lok, I., & Norton, M. I. (2020). Does spending money on others promote happiness? A registered replication report. Journal of Personality and Social Psychology, 119(2), e15. https://doi.org/10.1037/pspa0000191
  • Andrade, V., Quarta, S., Tagarro, M., Miloseva, L., Massaro, M., Chervenkov, M., Ivanova, T., Jorge, R., Maksimova, V., Smilkov, K., Ackova, D. G., Ruskovska, T., Philippou, E., Deligiannidou, G. E., Kontogiorgis, C. A., Conesa, M.-T. G., & Pinto, P. (2022). Exploring hedonic and eudaimonic items of well-being in Mediterranean and non-Mediterranean countries: Influence of sociodemographic and lifestyle factors. International Journal of Environmental Research and Public Health, 19(3), 1715. https://doi.org/10.3390/ijerph19031715
  • Arimoto, A., & Tadaka, E. (2021). Individual, family, and community factors related to loneliness in mothers raising children less than 3 years of age: A cross-sectional study. BMC Women’s Health, 21(1), 226. https://doi.org/10.1186/s12905-021-01365-7
  • Bates, J., & Machin, A. (2016). Locality, loneliness and lifestyle: A qualitative study of factors influencing women’s health perceptions. Health & Social Care in the Community, 24(5), 639-648. https://doi.org/10.1111/hsc.12242
  • Bjarnason, T., & Haartsen, T. (2023). Closest family in the household or in the community? The role of family in residential satisfaction among intended stayers in Iceland. Population, Space and Place, 30(3), e2714. https://doi.org/10.1002/psp.2714
  • Brooks, S. P., & Gelman, A. (1998). General methods for monitoring convergence of iterative simulations. Journal of Computational and Graphical Statistics, 7(4), 434-455. https://doi.org/10.1080/10618600.1998.10474787
  • De Houwer, A. (2015). Harmonious bilingual development: Young families’ well-being in language-contact situations. International Journal of Bilingualism, 19(2), 169-184. https://doi.org/10.1177/1367006913489202
  • De Houwer, A. (2017). Minority-language parenting in Europe and children’s well-being. In: N. Cabrera & B. Leyendecker (Eds.), Handbook on Positive Development of Minority Children and Youth (pp. 231-246). Springer. https://doi.org/10.1007/978-3-319-43645-6_14
  • Dunn, E. W., Aknin, L. B., & Norton, M. I. (2008). Spending money on others promotes happiness. Science, 319(5870), 1687-1688. https://doi.org/10.1126/science.1150952
  • Dunn, E. W., Aknin, L. B., & Norton, M. I. (2014). Prosocial spending and happiness: Using money to benefit others pays off. Current Directions in Psychological Science, 23(1), 41-47. https://doi.org/10.1177/0963721413512503
  • Efron, B., Hastie, T., Johnstone, I., & Tibshirani, R. (2004). Least angle regression. Annals of Statistics, 32(2), 407-499. https://doi.org/10.1214/009053604000000067
  • Gelman, A., & Rubin, D. B. (1992). Inference from iterative simulation using multiple sequences. Statistical Science, 7(4), 457-472. https://doi.org/10.1214/ss/1177011136
  • Hajdu, G., & Hajdu, T. (2015). The impact of culture on well-being: Evidence from a natural experiment. Journal of Happiness Studies, 17, 1089-1110. https://doi.org/10.1007/s10902-015-9633-9
  • Hoffman, M. D., & Gelman, A. (2014). The No-U-Turn sampler: Adaptively setting path lengths in Hamiltonian Monte Carlo. Journal of Machine Learning Research, 15, 1593-1623.
  • Hoffman, M. D., Blei, D. M., Wang, C., & Paisley, J. (2013). Stochastic variational inference. Journal of Machine Learning Research, 14, 1303-1347.
  • Hu, M., Xiang, G., & Zhong, S. (2021). The burden of social connectedness: Do escalating gift expenditures make you happy? Journal of Happiness Studies: An Interdisciplinary Forum on Subjective Well-Being, 22(8), 3479-3497. https://doi.org/10.1007/s10902-020-00341-6
  • Larsen, J. (2014). Distance and proximity. In: P. Adey, D. Bissell, K. Hannam, P. Merriman, & M. Sheller (Eds.), The Routledge Handbook of Mobilities (pp. 125-134). Routledge. https://doi.org/10.4324/9781315857572
  • Lee, D.-H. (2011). Ethnic identity formation of second-generation Korean-American adolescents and its influence on communication with their fathers. Multicultural Education Review, 3(1), 45-74. https://doi.org/10.1080/2005615X.2011.11102879
  • Lee, K., Vasileiou, K., & Barnett, J. (2019). Lonely within the mother: An exploratory study of first-time mothers’ experiences of loneliness. Journal of Health Psychology, 24(10), 1334-1344. https://doi.org/10.1177/1359105317723451
  • Luoma, I., Korhonen, M., Salmelin, R., & Tamminen, T. (2015). Mothers’ feelings of loneliness: Prevalence, risk factors and longitudinal associations with depressive symptoms and child adjustment. European Psychiatry, 30(S1), 1. https://doi.org/10.1016/S0924-9338(15)30576-9
  • McElreath, R. (2018). Statistical Rethinking: A Bayesian Course with Examples in R and Stan (2nd ed.). CRC Press. https://doi.org/10.1201/9780429029608
  • Müller, L.-M., Howard, K., Wilson, E., Gibson, J., & Katsos, N. (2020). Bilingualism in the family and child well-being: A scoping review. International Journal of Bilingualism, 24(5-6), 1049-1070. https://doi.org/10.1177/1367006920920939
  • Nayernia, A., & Babayan, Z. (2019). EFL teacher burnout and self-assessed language proficiency: Exploring possible relationships. Language Testing in Asia, 9(1), 3. https://doi.org/10.1186/s40468-019-0079-6
  • Patterson, J. M. (2002). Understanding family resilience. Journal of Clinical Psychology, 58(3), 233-246. https://doi.org/10.1002/jclp.10019
  • Tseng, V., & Fuligni, A. J. (2000). Parent-adolescent language use and relationships among immigrant families with East Asian, Filipino, and Latin American backgrounds. Journal of Marriage and Family, 62(2), 465-476. https://doi.org/10.1111/j.1741-3737.2000.00465.x
  • Turkdogan, T., Duru, E., & Balkis, M. (2019). Circumplex model of family functioning in Turkish culture: Western family systems model in a Eurasian country. Journal of Comparative Family Studies, 50(2), 183-199. https://doi.org/10.3138/jcfs.50.2.005
  • Uskul, A. K., Kirchner-Häusler, A., Vignoles, V. L., Rodriguez-Bailón, R., Castillo, V. A., Cross, S. E., Yalçın, M. G., Harb, C., Husnu, S., Ishii, K., Jin, S., Karamaouna, P., Kafetsios, K., Kateri, E., Matamoros-Lima, J., Liu, D., Miniesy, R., Na, J., Özkan, Z., . . . Uchida, Y. (2023). Neither Eastern nor Western: Patterns of independence and interdependence in Mediterranean societies. Journal of Personality and Social Psychology, 125(3), 471-495. https://doi.org/10.1037/pspa0000342
  • Wang, X.-L. (2013). Multilingualism and family welfare. In: T. K. Bhatia & W. C. Ritchie (Eds.), The handbook of bilingualism and multilingualism (2nd ed., pp. 542-562). John Wiley & Sons. https://doi.org/10.1002/9781118332382.ch22
There are 29 citations in total.

Details

Primary Language English
Subjects Computational Statistics
Journal Section Statistics
Authors

Abtin Mogharabin 0009-0001-4940-8846

Vilda Purutcuoglu 0000-0002-3913-9005

Project Number GAP-109-2025-11576
Publication Date September 30, 2025
Submission Date January 23, 2025
Acceptance Date April 19, 2025
Published in Issue Year 2025 Volume: 12 Issue: 3

Cite

APA Mogharabin, A., & Purutcuoglu, V. (2025). A Bayesian Network Model for Family Dynamics, Linguistic Influences and Happiness in Türkiye. Gazi University Journal of Science Part A: Engineering and Innovation, 12(3), 918-934. https://doi.org/10.54287/gujsa.1625448