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04-02-2019 | Original Paper

Parent-Grandparent Coparenting Relationship, Maternal Parenting Self-efficacy, and Young Children’s Social Competence in Chinese Urban Families

Auteurs: Xiaowei Li, Yan Liu

Gepubliceerd in: Journal of Child and Family Studies | Uitgave 4/2019

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Abstract

Objectives

Examined the influences of parent-grandparent coparenting relationship on young children’s social competence, and the potential mediating role of maternal parenting self-efficacy between them in Chinese urban families.

Methods

A two-wave longitudinal study was conducted. A total of 317 young children’s mothers participated in Wave 1, 179 of the 317 participants participated in Wave 2 six months later. Mothers completed scales of parent-grandparent coparenting relationship, maternal parenting self-efficacy, and children’s social competence in Wave 1 and reported their children’s social competence again six months later.

Results

Structural equation modeling with a bootstrap resample of 1000 indicated: (a) the cross-sectional study showed that maternal strategies efficacy (ab = .06, 95% confidence interval [CI] = [.02, .10], p = .006) and child outcome efficacy (ab = .14, 95% CI = [.01, .08], p = .002) partially mediated the effect of parent-grandparent coparenting relationship and children’s social competence. (b) the six-month follow-up study showed that child outcomes efficacy totally mediated the relationship between parent-grandparent coparenting relationship and children’s social competence (ab = .07, 95% CI = [.03, .12], p = .003).

Conclusions

These findings highlight the contribution of the harmonious parent-grandparent coparenting relationship and maternal parenting self-efficacy to young children’s socialization and are discussed in light of family systems theory and the ecological model of coparenting.
Literatuur
go back to reference Abarashi, Z., Tahmassian, K., Mazaheri, M. A., Panaghi, L., & Mansoori, N. (2014). Parental self-efficacy as a determining factor in healthy mother-child interaction: a pilot study in Iran. Iranian Journal of Psychiatry and Behavioral Sciences, 8(1), 19–25.PubMedPubMedCentral Abarashi, Z., Tahmassian, K., Mazaheri, M. A., Panaghi, L., & Mansoori, N. (2014). Parental self-efficacy as a determining factor in healthy mother-child interaction: a pilot study in Iran. Iranian Journal of Psychiatry and Behavioral Sciences, 8(1), 19–25.PubMedPubMedCentral
go back to reference Akhtar, P., Malik, J. A., & Begeer, S. (2017). The grandparents’ influence: parenting styles and social competence among children of joint families. Journal of Child and Family Studies, 26(2), 603–611.CrossRef Akhtar, P., Malik, J. A., & Begeer, S. (2017). The grandparents’ influence: parenting styles and social competence among children of joint families. Journal of Child and Family Studies, 26(2), 603–611.CrossRef
go back to reference Baker, J., McHale, J., Strozier, A., & Cecil, D. (2010). Mother-grandmother coparenting relationships in families with incarcerated mothers: a pilot investigation. Family Process, 49(2), 165–184.PubMedPubMedCentralCrossRef Baker, J., McHale, J., Strozier, A., & Cecil, D. (2010). Mother-grandmother coparenting relationships in families with incarcerated mothers: a pilot investigation. Family Process, 49(2), 165–184.PubMedPubMedCentralCrossRef
go back to reference Bandura, A. (1997). Self-efficacy: the exercise of control. New York: Freeman. Bandura, A. (1997). Self-efficacy: the exercise of control. New York: Freeman.
go back to reference Bandura, A. (1989). Regulation of cognitive processes through perceived self-efficacy. Developmental Psychology, 25(5), 729–735.CrossRef Bandura, A. (1989). Regulation of cognitive processes through perceived self-efficacy. Developmental Psychology, 25(5), 729–735.CrossRef
go back to reference Barnett, M. A., Mills-Koonce, W. R., Gustafsson, H., & Cox, M. (2012). Mother-Grandmother conflict, negative parenting, and young children’s social development in multigenerational families. Family Relations, 61(5), 864–877.CrossRef Barnett, M. A., Mills-Koonce, W. R., Gustafsson, H., & Cox, M. (2012). Mother-Grandmother conflict, negative parenting, and young children’s social development in multigenerational families. Family Relations, 61(5), 864–877.CrossRef
go back to reference Barnett, M. A., Scaramella, L. V., McGoron, L., & Callahan, K. (2011). Coparenting cooperation and child adjustment in low-income mother-grandmother and mother-father families. Family Science, 2(3), 159–170.CrossRef Barnett, M. A., Scaramella, L. V., McGoron, L., & Callahan, K. (2011). Coparenting cooperation and child adjustment in low-income mother-grandmother and mother-father families. Family Science, 2(3), 159–170.CrossRef
go back to reference Barnett, M. A., Scaramella, L. V., Neppl, T. K., Ontai, L. L., & Conger, R. D. (2010). Grandmother involvement as a protective factor for early childhood social adjustment. Journal of Family Psychology, 24(5), 635–645.PubMedPubMedCentralCrossRef Barnett, M. A., Scaramella, L. V., Neppl, T. K., Ontai, L. L., & Conger, R. D. (2010). Grandmother involvement as a protective factor for early childhood social adjustment. Journal of Family Psychology, 24(5), 635–645.PubMedPubMedCentralCrossRef
go back to reference Barnett, M. A., the Family Life Project Key Investigators. (2008). Mother and grandmother parenting in low-income three generation rural households. Journal of Marriage and Family, 70(5), 1241–1257.PubMedCrossRef Barnett, M. A., the Family Life Project Key Investigators. (2008). Mother and grandmother parenting in low-income three generation rural households. Journal of Marriage and Family, 70(5), 1241–1257.PubMedCrossRef
go back to reference Bloomfield, L., & Kendall, S. (2012). Parenting self-efficacy, parenting stress and child behaviour before and after a parenting programme. Primary Health Care Research and Development, 13(4), 364–372.PubMedCrossRef Bloomfield, L., & Kendall, S. (2012). Parenting self-efficacy, parenting stress and child behaviour before and after a parenting programme. Primary Health Care Research and Development, 13(4), 364–372.PubMedCrossRef
go back to reference Chen, W. C. (2016). The role of grandparents in single-parent families in Taiwan. Marriage and Family Review, 52(1-2), 41–63.CrossRef Chen, W. C. (2016). The role of grandparents in single-parent families in Taiwan. Marriage and Family Review, 52(1-2), 41–63.CrossRef
go back to reference China Research Center on Aging (2012). A compilation of survey data on the system of elderly support for the elderly in China. Vol. 132. Beijing, China: Huangling Press. China Research Center on Aging (2012). A compilation of survey data on the system of elderly support for the elderly in China. Vol. 132. Beijing, China: Huangling Press.
go back to reference Coleman, P. K., & Karraker, K. H. (2000). Parenting self-efficacy among mothers of school-age children: Conceptualization, measurement, and correlates. Family Relations, 49(1), 13–24.CrossRef Coleman, P. K., & Karraker, K. H. (2000). Parenting self-efficacy among mothers of school-age children: Conceptualization, measurement, and correlates. Family Relations, 49(1), 13–24.CrossRef
go back to reference Coleman, P. K., & Karraker, K. H. (2010). Maternal self-efficacy beliefs, competence in parenting, and toddlers’ behavior and developmental status. Infant Mental Health Journal, 24(2), 126–148.CrossRef Coleman, P. K., & Karraker, K. H. (2010). Maternal self-efficacy beliefs, competence in parenting, and toddlers’ behavior and developmental status. Infant Mental Health Journal, 24(2), 126–148.CrossRef
go back to reference Elder, G. H., Eccles, J. S., Ardelt, M., & Lord, S. (1995). Inner city parents under economic pressure: perspectives on the strategies of parenting. Journal of Marriage and the Family, 57(3), 771–784.CrossRef Elder, G. H., Eccles, J. S., Ardelt, M., & Lord, S. (1995). Inner city parents under economic pressure: perspectives on the strategies of parenting. Journal of Marriage and the Family, 57(3), 771–784.CrossRef
go back to reference Feinberg, M. E. (2003). The internal structure and ecological context of coparenting: a framework for research and intervention. Parenting: Science and Practice, 3(2), 95–131.CrossRef Feinberg, M. E. (2003). The internal structure and ecological context of coparenting: a framework for research and intervention. Parenting: Science and Practice, 3(2), 95–131.CrossRef
go back to reference Fergusson, E., Maughan, B., & Golding, J. (2008). Which children receive grandparental care and what effect does it have? Journal of Child Psychology and Psychiatry, 49(2), 161–169.PubMed Fergusson, E., Maughan, B., & Golding, J. (2008). Which children receive grandparental care and what effect does it have? Journal of Child Psychology and Psychiatry, 49(2), 161–169.PubMed
go back to reference Gao, L., Sun, K., & Chan, S. W. (2014). Social support and parenting self-efficacy among Chinese women in the perinatal period. Midwifery, 30(5), 532–538.PubMedCrossRef Gao, L., Sun, K., & Chan, S. W. (2014). Social support and parenting self-efficacy among Chinese women in the perinatal period. Midwifery, 30(5), 532–538.PubMedCrossRef
go back to reference Giallo, R., Treyvaud, K., Cooklin, A., & Wade, C. (2013). Mothers’ and fathers’ involvement in home activities with their children: psychosocial factors and the role of parental self-efficacy. Early Child Development and Care, 183(3–4), 343–359.CrossRef Giallo, R., Treyvaud, K., Cooklin, A., & Wade, C. (2013). Mothers’ and fathers’ involvement in home activities with their children: psychosocial factors and the role of parental self-efficacy. Early Child Development and Care, 183(3–4), 343–359.CrossRef
go back to reference Goh, E. C. L. (2006). Raising the precious single child in urban China: an intergenerational joint mission between parents and grandparents. Journal of Intergenerational Relationships, 4(4), 6–28.CrossRef Goh, E. C. L. (2006). Raising the precious single child in urban China: an intergenerational joint mission between parents and grandparents. Journal of Intergenerational Relationships, 4(4), 6–28.CrossRef
go back to reference Goh, E. C. L., & Kuczynski, L. (2010). Only children and their coalition of parents: considering grandparents and parents as joint caregivers in urban Xiamen, China. Asian Journal of Social Psychology, 13(4), 221–231.CrossRef Goh, E. C. L., & Kuczynski, L. (2010). Only children and their coalition of parents: considering grandparents and parents as joint caregivers in urban Xiamen, China. Asian Journal of Social Psychology, 13(4), 221–231.CrossRef
go back to reference Guo, X. (2014). The influence of grandparenting on cognitive development among children: a longitudinal study. Chinese Journal of Clinical Psychology, 22(6), 1072–1076+1081. Guo, X. (2014). The influence of grandparenting on cognitive development among children: a longitudinal study. Chinese Journal of Clinical Psychology, 22(6), 1072–1076+1081.
go back to reference Holloway, S. D., Campbell, E. J., & Nagase, A., et al. (2016). Parenting self-efficacy and parental involvement: Mediators or moderators between socioeconomic status and children’s academic competence in Japan and Korea? Research in Human Development, 13(3), 258–272.CrossRef Holloway, S. D., Campbell, E. J., & Nagase, A., et al. (2016). Parenting self-efficacy and parental involvement: Mediators or moderators between socioeconomic status and children’s academic competence in Japan and Korea? Research in Human Development, 13(3), 258–272.CrossRef
go back to reference Jia, R., & Schoppe-Sullivan, S. J. (2011). Relations between coparenting and father involvement in families with preschool-age children. Developmental Psychology, 47(1), 106–118.PubMedPubMedCentralCrossRef Jia, R., & Schoppe-Sullivan, S. J. (2011). Relations between coparenting and father involvement in families with preschool-age children. Developmental Psychology, 47(1), 106–118.PubMedPubMedCentralCrossRef
go back to reference Jones, T. L., & Prinz, R. J. (2005). Potential roles of parental self-efficacy in parent and child adjustment: a review. Clinical Psychology Review, 25(3), 341–363.PubMedCrossRef Jones, T. L., & Prinz, R. J. (2005). Potential roles of parental self-efficacy in parent and child adjustment: a review. Clinical Psychology Review, 25(3), 341–363.PubMedCrossRef
go back to reference Junttila, N., Vauras, M., & Laakkonen, E. (2007). The role of parenting self-efficacy in children’s social and academic behavior. European Journal of Psychology of Education, 22(1), 41–61.CrossRef Junttila, N., Vauras, M., & Laakkonen, E. (2007). The role of parenting self-efficacy in children’s social and academic behavior. European Journal of Psychology of Education, 22(1), 41–61.CrossRef
go back to reference King, V., & Elder, Jr, G. H. (1997). The legacy of grandparenting: childhood experiences with grandparents and current involvement with grandchildren. Journal of Marriage and Family, 59(4), 848–859.CrossRef King, V., & Elder, Jr, G. H. (1997). The legacy of grandparenting: childhood experiences with grandparents and current involvement with grandchildren. Journal of Marriage and Family, 59(4), 848–859.CrossRef
go back to reference LaFreniere, P. J., & Dumas, J. E. (1996). Social competence and behavior evaluation in children ages 3 to 6 years: The short form (SCNE–30). Psychological Assessment, 8(4), 369–377.CrossRef LaFreniere, P. J., & Dumas, J. E. (1996). Social competence and behavior evaluation in children ages 3 to 6 years: The short form (SCNE–30). Psychological Assessment, 8(4), 369–377.CrossRef
go back to reference Lavers, C. A., & Sonuga-Burke, E. J. (1997). Annotation: on the grandmothers’ role in the adjustment and maladjustment of grandchildren. Journal of Child Psychology and Psychiatry, 38(7), 747–753.PubMedCrossRef Lavers, C. A., & Sonuga-Burke, E. J. (1997). Annotation: on the grandmothers’ role in the adjustment and maladjustment of grandchildren. Journal of Child Psychology and Psychiatry, 38(7), 747–753.PubMedCrossRef
go back to reference LeRoy, M., Mahoney, A., Pargament, K. I., & DeMaris, A. (2013). Longitudinal links between early coparenting and infant behaviour problems. Early Child Development and Care, 183(3–4), 360–377.CrossRef LeRoy, M., Mahoney, A., Pargament, K. I., & DeMaris, A. (2013). Longitudinal links between early coparenting and infant behaviour problems. Early Child Development and Care, 183(3–4), 360–377.CrossRef
go back to reference Lesniowska, R., Gent, A., & Watson, S. (2016). Maternal fatigue, parenting self-efficacy, and over reactive discipline during the early childhood years: a test of a mediation model. Clinical Psychologist, 20(3), 109–118.CrossRef Lesniowska, R., Gent, A., & Watson, S. (2016). Maternal fatigue, parenting self-efficacy, and over reactive discipline during the early childhood years: a test of a mediation model. Clinical Psychologist, 20(3), 109–118.CrossRef
go back to reference Li, X., & Wei, X. (2017). Father involvement and children’s social competence: Mediating effects of maternal parenting self-efficacy. Journal of Beijing Normal University, 62(5), 49–58. Li, X., & Wei, X. (2017). Father involvement and children’s social competence: Mediating effects of maternal parenting self-efficacy. Journal of Beijing Normal University, 62(5), 49–58.
go back to reference Liang, Z., Zhang, A., Zhang, G., Song, Y., Deng, H., & Lu, Z. (2013). A longitudinal study on relations between parents’ marital quality and children’s behavior problems: moderating effect of children’s effortful control. Psychological Development and Education, 5, 525–532. Liang, Z., Zhang, A., Zhang, G., Song, Y., Deng, H., & Lu, Z. (2013). A longitudinal study on relations between parents’ marital quality and children’s behavior problems: moderating effect of children’s effortful control. Psychological Development and Education, 5, 525–532.
go back to reference Liu, Y., Song, Y., Liang, Z., Bai, Y., & Deng, H. (2012). Evaluation of social competence and behavior of urban children in China. Journal of Southeast University, 31(3), 268–273. Liu, Y., Song, Y., Liang, Z., Bai, Y., & Deng, H. (2012). Evaluation of social competence and behavior of urban children in China. Journal of Southeast University, 31(3), 268–273.
go back to reference Liu, Y., & Zhao, Z. (2013). Effects of grandparenting on preschool children’s emotion regulating strategies. Studies in Preschool Education, 2, 37–42. Liu, Y., & Zhao, Z. (2013). Effects of grandparenting on preschool children’s emotion regulating strategies. Studies in Preschool Education, 2, 37–42.
go back to reference McHale, J., Lauretti, A., Talbot, J., & Pouquette, C. (2002). Retrospect and prospect in the psychological study of coparenting and family group process. In J. P. McHale & W. S. Grolnick (Eds.), Retrospect and prospect in the psychological study of families. (pp. 127–166). Mahwah: Lawrence Erlbaum Associates. McHale, J., Lauretti, A., Talbot, J., & Pouquette, C. (2002). Retrospect and prospect in the psychological study of coparenting and family group process. In J. P. McHale & W. S. Grolnick (Eds.), Retrospect and prospect in the psychological study of families. (pp. 127–166). Mahwah: Lawrence Erlbaum Associates.
go back to reference MacKinnon, D. P., Lockwood, C. M., Hoffman, J. M., West, S. G., & Sheets, V. (2002). A comparison of methods to test mediation and other intervening variable effects. Psychological Methods, 7(1), 83–104.PubMedPubMedCentralCrossRef MacKinnon, D. P., Lockwood, C. M., Hoffman, J. M., West, S. G., & Sheets, V. (2002). A comparison of methods to test mediation and other intervening variable effects. Psychological Methods, 7(1), 83–104.PubMedPubMedCentralCrossRef
go back to reference Majdandžić, M., Vente, W. D., Feinberg, M. E., Akta, E., & Bögels, S. M. (2012). Bidirectional associations between coparenting relations and family member anxiety: a review and conceptual model. Clinical Child and Family Psychology Review, 15(1), 28–42.PubMedCrossRef Majdandžić, M., Vente, W. D., Feinberg, M. E., Akta, E., & Bögels, S. M. (2012). Bidirectional associations between coparenting relations and family member anxiety: a review and conceptual model. Clinical Child and Family Psychology Review, 15(1), 28–42.PubMedCrossRef
go back to reference Minuchin, P. (1988). Relationships within the family: A systems perspective on development. In R. Hinde & J. Stevenson-Hinde (Eds.), Relationships within families: Mutual influences (pp. 7–26). Oxford, England: Clarendon Press. Minuchin, P. (1988). Relationships within the family: A systems perspective on development. In R. Hinde & J. Stevenson-Hinde (Eds.), Relationships within families: Mutual influences (pp. 7–26). Oxford, England: Clarendon Press.
go back to reference Mouton, B., & Roskam, I. (2015). Confident mothers, easier children: a quasi-experimental manipulation of mothers’ self-efficacy. Journal of Child and Family Studies, 24(8), 2485–2495.CrossRef Mouton, B., & Roskam, I. (2015). Confident mothers, easier children: a quasi-experimental manipulation of mothers’ self-efficacy. Journal of Child and Family Studies, 24(8), 2485–2495.CrossRef
go back to reference Nagase, A. (2015). Revealing the pathway from couple relationship to children’s social competence: the role of life stress, parenting self-efficacy, and effective parenting. Berkeley: University of California. Unpublished doctoral dissertation. Nagase, A. (2015). Revealing the pathway from couple relationship to children’s social competence: the role of life stress, parenting self-efficacy, and effective parenting. Berkeley: University of California. Unpublished doctoral dissertation.
go back to reference Pittman, L. D., & Boswell, M. K. (2007). The role of grandmothers in the lives of preschoolers growing up in urban poverty. Applied Developmental Science, 11(1), 20–42.CrossRef Pittman, L. D., & Boswell, M. K. (2007). The role of grandmothers in the lives of preschoolers growing up in urban poverty. Applied Developmental Science, 11(1), 20–42.CrossRef
go back to reference Poblete, A. T., & Gee, C. B. (2018). Partner support and grandparent support as predictors of change in coparenting quality. Journal of Child and Family Studies, 27(7), 2295–2304.PubMedPubMedCentralCrossRef Poblete, A. T., & Gee, C. B. (2018). Partner support and grandparent support as predictors of change in coparenting quality. Journal of Child and Family Studies, 27(7), 2295–2304.PubMedPubMedCentralCrossRef
go back to reference Podsakoff, P. M., MacKenzie, S. B., Lee, J., & 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.PubMedCrossRef Podsakoff, P. M., MacKenzie, S. B., Lee, J., & 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.PubMedCrossRef
go back to reference Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effect in multiple mediator models. Behavior Research Methods, 40(3), 879–891.PubMedCrossRef Preacher, K. J., & Hayes, A. F. (2008). Asymptotic and resampling strategies for assessing and comparing indirect effect in multiple mediator models. Behavior Research Methods, 40(3), 879–891.PubMedCrossRef
go back to reference Roskam, I., Brassart, E., Loop, L., Mouton, B., & Schelstraete, M. (2016). Do parenting variables have specific or widespread impact on parenting covariates? The effects of manipulating self-efficacy or verbal responsiveness. Child and Family Behavior Therapy, 38(2), 142–163.CrossRef Roskam, I., Brassart, E., Loop, L., Mouton, B., & Schelstraete, M. (2016). Do parenting variables have specific or widespread impact on parenting covariates? The effects of manipulating self-efficacy or verbal responsiveness. Child and Family Behavior Therapy, 38(2), 142–163.CrossRef
go back to reference Settles, B. H., Zhao, J., Mancini, K. D., Rich, A., Pierre, S., & Oduor, A. (2009). Grandparents caring for their grandchildren: Emerging roles and exchanges in global perspectives. Journal of Comparative Family Studies, 40(5), 827–848.CrossRef Settles, B. H., Zhao, J., Mancini, K. D., Rich, A., Pierre, S., & Oduor, A. (2009). Grandparents caring for their grandchildren: Emerging roles and exchanges in global perspectives. Journal of Comparative Family Studies, 40(5), 827–848.CrossRef
go back to reference Suzuki, S., Holloway, S. D., Yamamoto, Y., & Mindnich, J. D. (2009). Parenting self-efficacy and social support in Japan and the United States. Journal of Family Issues, 30(11), 1505–1526.CrossRef Suzuki, S., Holloway, S. D., Yamamoto, Y., & Mindnich, J. D. (2009). Parenting self-efficacy and social support in Japan and the United States. Journal of Family Issues, 30(11), 1505–1526.CrossRef
go back to reference Teun, G., Theo, V. T., Anne-Rigt, P., & Dykstra, P. A. (2015). Child care by grandparents: changes between 1992 and 2006. Ageing and Society, 35(6), 1318–1334.CrossRef Teun, G., Theo, V. T., Anne-Rigt, P., & Dykstra, P. A. (2015). Child care by grandparents: changes between 1992 and 2006. Ageing and Society, 35(6), 1318–1334.CrossRef
go back to reference Van Egeren, L. A., & Hawkins, D. P. (2004). Coming to terms with coparenting: implications of definition and measurement. Journal of Adult Development, 11(3), 165–178.CrossRef Van Egeren, L. A., & Hawkins, D. P. (2004). Coming to terms with coparenting: implications of definition and measurement. Journal of Adult Development, 11(3), 165–178.CrossRef
go back to reference Wilson, S. R., Gettings, P. E., Guntzviller, L. M., & Munz, E. A. (2014). Parental self-efficacy and sensitivity during playtime interactions with young children: unpacking the curvilinear association. Journal of Applied Communication Research, 42(4), 409–431.CrossRef Wilson, S. R., Gettings, P. E., Guntzviller, L. M., & Munz, E. A. (2014). Parental self-efficacy and sensitivity during playtime interactions with young children: unpacking the curvilinear association. Journal of Applied Communication Research, 42(4), 409–431.CrossRef
Metagegevens
Titel
Parent-Grandparent Coparenting Relationship, Maternal Parenting Self-efficacy, and Young Children’s Social Competence in Chinese Urban Families
Auteurs
Xiaowei Li
Yan Liu
Publicatiedatum
04-02-2019
Uitgeverij
Springer US
Gepubliceerd in
Journal of Child and Family Studies / Uitgave 4/2019
Print ISSN: 1062-1024
Elektronisch ISSN: 1573-2843
DOI
https://doi.org/10.1007/s10826-019-01346-3