Skip to main content
Erschienen in: Quality of Life Research 1/2021

25.08.2020

Does the selective attrition of a panel survey of older people affect the multivariate estimations of subjective well-being?

verfasst von: M. Soledad Herrera, Denisse Devilat, M. Beatriz Fernández, Raúl Elgueta

Erschienen in: Quality of Life Research | Ausgabe 1/2021

Einloggen, um Zugang zu erhalten

Abstract

Purpose

The increased population aging has resulted in a growing need for longitudinal studies about the quality of life among older people. Nevertheless, the results of these investigations could be biased because more disadvantaged people leave the original sample. The purpose of this study is to examine how the selective attrition observed in a panel survey affect multivariate models of subjective well-being (SWB). The question is if we could do reliable longitudinal investigations concerning the predictors of SWB in old age.

Methods

This paper examines attrition in a panel of older people in Chile. Attrition was evaluated in the variables that affect elderly SWB. Probit models were fitted to compare dropouts with nondropouts. Then, multivariate probit models were estimated on satisfaction and depressive symptoms, comparing dropouts and nondropouts. Finally, we compared weighted and unweighted multivariate probit models on SWB.

Results

The attrition rate in 2 years was 38.8%, including deaths and 32.9%, excluding them. Survey dropouts had lower satisfaction but not higher depressive symptoms. Among SWB predictors, people without a partner and with lower self-efficacy abandoned more the study. When applying the Becketti, Gould, Lillard, and Welch test, the probit coefficients of the predictor variables on SWB outcome variables were similar for dropouts and nondropouts. Finally, the comparison of multivariate models on SWB with weighting methods did not find substantial differences in the explanatory coefficients.

Conclusion

Although some predictors of attrition were associated with SWB, attrition did not produce biased estimates in multivariate models of life satisfaction life or depressive symptoms in old age.
Literatur
1.
Zurück zum Zitat Chandola, T., & O’Shea, S. (2013). Innovative approaches to methodological challenges facing ageing cohort studies. National Centre for Research Methods (NCRM) discussion paper report. Chandola, T., & O’Shea, S. (2013). Innovative approaches to methodological challenges facing ageing cohort studies. National Centre for Research Methods (NCRM) discussion paper report.
3.
Zurück zum Zitat Chatfield, M. D., Brayne, C. E., & Matthews, F. E. (2005). A systematic literature review of attrition between waves in longitudinal studies in the elderly shows a consistent pattern of dropout between differing studies. Journal of Clinical Epidemiology, 58, 13–19.PubMed Chatfield, M. D., Brayne, C. E., & Matthews, F. E. (2005). A systematic literature review of attrition between waves in longitudinal studies in the elderly shows a consistent pattern of dropout between differing studies. Journal of Clinical Epidemiology, 58, 13–19.PubMed
4.
Zurück zum Zitat Bhaskaran, K., & Smeeth, L. (2014). What is the difference between missing completely at random and missing at random? International Journal of Epidemiology, 43, 1336–1339.PubMedPubMedCentral Bhaskaran, K., & Smeeth, L. (2014). What is the difference between missing completely at random and missing at random? International Journal of Epidemiology, 43, 1336–1339.PubMedPubMedCentral
5.
Zurück zum Zitat Iglesias, K., Gazareth, P., & Suter, C. (2017). Explaining the decline in subjective well-being over time in panel data. In: G. Brulé & F. Magging (Eds.), Metrics of subjective well-being: Limits and improvements. Springer, pp 85–105. Iglesias, K., Gazareth, P., & Suter, C. (2017). Explaining the decline in subjective well-being over time in panel data. In: G. Brulé & F. Magging (Eds.), Metrics of subjective well-being: Limits and improvements. Springer, pp 85–105.
6.
Zurück zum Zitat Lacey, R. J., Jordan, K. P., & Croft, P. R. (2013). Does attrition during follow-up of a population cohort study inevitably lead to biased estimates of health status? PLoS One, 8(12), e83948. PubMedPubMedCentral Lacey, R. J., Jordan, K. P., & Croft, P. R. (2013). Does attrition during follow-up of a population cohort study inevitably lead to biased estimates of health status? PLoS One, 8(12), e83948. PubMedPubMedCentral
9.
Zurück zum Zitat Li, C. P. (2017). Selective attrition in life satisfaction among elderly people: The harmonisation of longitudinal data. EDP Sciences, p. 01059. Li, C. P. (2017). Selective attrition in life satisfaction among elderly people: The harmonisation of longitudinal data. EDP Sciences, p. 01059.
10.
Zurück zum Zitat Potočnik, K., & Sonnentag, S. (2013). A longitudinal study of well-being in older workers and retirees: The role of engaging in different types of activities. Journal of Occupational and Organizational Psychology, 86, 497–521. Potočnik, K., & Sonnentag, S. (2013). A longitudinal study of well-being in older workers and retirees: The role of engaging in different types of activities. Journal of Occupational and Organizational Psychology, 86, 497–521.
12.
Zurück zum Zitat Tampubolon, G. (2015). Delineating the third age: Joint models of older people’s quality of life and attrition in Britain 2002–2010. Aging & Mental Health, 19, 576–583. Tampubolon, G. (2015). Delineating the third age: Joint models of older people’s quality of life and attrition in Britain 2002–2010. Aging & Mental Health, 19, 576–583.
16.
Zurück zum Zitat Webb, E., Blane, D., McMunn, A., & Netuveli, G. (2011). Proximal predictors of change in quality of life at older ages. Journal of Epidemiology & Community Health, 65, 542–547. Webb, E., Blane, D., McMunn, A., & Netuveli, G. (2011). Proximal predictors of change in quality of life at older ages. Journal of Epidemiology & Community Health, 65, 542–547.
17.
Zurück zum Zitat Kempen, G. I., & van Sonderen, E. (2002). Psychological attributes and changes in disability among low-functioning older persons: Does attrition affect the outcomes? Journal of clinical epidemiology, 55, 224–229.PubMed Kempen, G. I., & van Sonderen, E. (2002). Psychological attributes and changes in disability among low-functioning older persons: Does attrition affect the outcomes? Journal of clinical epidemiology, 55, 224–229.PubMed
19.
Zurück zum Zitat Goodman, J. S., & Blum, T. C. (1996). Assessing the non-random sampling effects of subject attrition in longitudinal research. Journal of Management, 22, 627–652. Goodman, J. S., & Blum, T. C. (1996). Assessing the non-random sampling effects of subject attrition in longitudinal research. Journal of Management, 22, 627–652.
20.
Zurück zum Zitat Rothenbühler, M., & Voorpostel, M. (2016). Attrition in the Swiss Household Panel: Are vulnerable groups more affected than others? In M. Oris, C. Roberts, D. Joye, & M. Ernst Stähli (Eds.), Surveying human vulnerabilities across the life course (pp. 221–242). Switzerland: Springer Nature. Rothenbühler, M., & Voorpostel, M. (2016). Attrition in the Swiss Household Panel: Are vulnerable groups more affected than others? In M. Oris, C. Roberts, D. Joye, & M. Ernst Stähli (Eds.), Surveying human vulnerabilities across the life course (pp. 221–242). Switzerland: Springer Nature.
22.
Zurück zum Zitat Behr, A., Bellgardt, E., & Rendtel, U. (2005). Extent and determinants of panel attrition in the European Community Household Panel. European Sociological Review, 21, 489–512. Behr, A., Bellgardt, E., & Rendtel, U. (2005). Extent and determinants of panel attrition in the European Community Household Panel. European Sociological Review, 21, 489–512.
23.
Zurück zum Zitat Satherley, N., Milojev, P., Greaves, L. M., et al. (2015). Demographic and psychological predictors of panel attrition: Evidence from the New Zealand attitudes and values study. PLoS One, 10(3), e0121950.PubMedPubMedCentral Satherley, N., Milojev, P., Greaves, L. M., et al. (2015). Demographic and psychological predictors of panel attrition: Evidence from the New Zealand attitudes and values study. PLoS One, 10(3), e0121950.PubMedPubMedCentral
24.
Zurück zum Zitat Uhrig, S. N. (2008). The nature and causes of attrition in the British Household Panel Survey. Essex: Institute for Social and Economic Research, University of Essex Colchester. Uhrig, S. N. (2008). The nature and causes of attrition in the British Household Panel Survey. Essex: Institute for Social and Economic Research, University of Essex Colchester.
26.
Zurück zum Zitat Voorpostel, M. (2009). Attrition in the Swiss Household Panel by demographic characteristics and levels of social involvement. Lausanne: FORS. Voorpostel, M. (2009). Attrition in the Swiss Household Panel by demographic characteristics and levels of social involvement. Lausanne: FORS.
27.
Zurück zum Zitat Hansen, T., & Slagsvold, B. (2012). The age and subjective well-being paradox revisited: A multidimensional perspective. Norsk epidemiologi, 22, 187–195. Hansen, T., & Slagsvold, B. (2012). The age and subjective well-being paradox revisited: A multidimensional perspective. Norsk epidemiologi, 22, 187–195.
29.
Zurück zum Zitat Zaninotto, P., Falaschetti, E., & Sacker, A. (2009). Age trajectories of quality of life among older adults: Results from the English Longitudinal Study of Ageing. Quality of Life Research, 18, 1301–1309.PubMed Zaninotto, P., Falaschetti, E., & Sacker, A. (2009). Age trajectories of quality of life among older adults: Results from the English Longitudinal Study of Ageing. Quality of Life Research, 18, 1301–1309.PubMed
31.
Zurück zum Zitat Hajek, A., & König, H. (2019). The role of optimism, self-esteem, and self-efficacy in moderating the relation between health comparisons and subjective well-being: Results of a nationally representative longitudinal study among older adults. British Journal of Health Psychology, 24, 547–570. PubMed Hajek, A., & König, H. (2019). The role of optimism, self-esteem, and self-efficacy in moderating the relation between health comparisons and subjective well-being: Results of a nationally representative longitudinal study among older adults. British Journal of Health Psychology, 24, 547–570. PubMed
32.
Zurück zum Zitat Kunzmann, U., Little, T. D., & Smith, J. (2000). Is age-related stability of subjective well-being a paradox? Cross-sectional and longitudinal evidence from the Berlin Aging Study. Psychology and Aging, 15, 511.PubMed Kunzmann, U., Little, T. D., & Smith, J. (2000). Is age-related stability of subjective well-being a paradox? Cross-sectional and longitudinal evidence from the Berlin Aging Study. Psychology and Aging, 15, 511.PubMed
34.
Zurück zum Zitat Neubauer, A. B., Schilling, O. K., & Wahl, H.-W. (2015). What do we need at the end of life? Competence, but not autonomy, predicts intraindividual fluctuations in subjective well-being in very old age. Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 72, 425–435. https://doi.org/10.1093/geronb/gbv052.CrossRef Neubauer, A. B., Schilling, O. K., & Wahl, H.-W. (2015). What do we need at the end of life? Competence, but not autonomy, predicts intraindividual fluctuations in subjective well-being in very old age. Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 72, 425–435. https://​doi.​org/​10.​1093/​geronb/​gbv052.CrossRef
35.
Zurück zum Zitat Gerstorf, D., Heckhausen, J., Ram, N., et al. (2014). Perceived personal control buffers terminal decline in well-being. Psychology and Aging, 29, 612.PubMedPubMedCentral Gerstorf, D., Heckhausen, J., Ram, N., et al. (2014). Perceived personal control buffers terminal decline in well-being. Psychology and Aging, 29, 612.PubMedPubMedCentral
36.
Zurück zum Zitat Bowling, A., & Iliffe, S. (2011). Psychological approach to successful ageing predicts future quality of life in older adults. Health and Quality of Life Outcomes, 9, 13.PubMedPubMedCentral Bowling, A., & Iliffe, S. (2011). Psychological approach to successful ageing predicts future quality of life in older adults. Health and Quality of Life Outcomes, 9, 13.PubMedPubMedCentral
37.
Zurück zum Zitat Wahrendorf, M., & Siegrist, J. (2010). Are changes in productive activities of older people associated with changes in their well-being? Results of a longitudinal European study. European Journal of Ageing, 7, 59–68.PubMedPubMedCentral Wahrendorf, M., & Siegrist, J. (2010). Are changes in productive activities of older people associated with changes in their well-being? Results of a longitudinal European study. European Journal of Ageing, 7, 59–68.PubMedPubMedCentral
38.
Zurück zum Zitat Huxhold, O., Miche, M., & Schüz, B. (2014). Benefits of having friends in older ages: Differential effects of informal social activities on well-being in middle-aged and older adults. Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 69, 366–375. Huxhold, O., Miche, M., & Schüz, B. (2014). Benefits of having friends in older ages: Differential effects of informal social activities on well-being in middle-aged and older adults. Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 69, 366–375.
39.
Zurück zum Zitat Hillygus, D. S., & Snell, S. A. (2015). Longitudinal surveys: Issues and opportunities. In L. Atkeson & R. Alvarez (Eds.), Oxford handbook on polling and polling methods (pp. 28–52). New York: Oxford Universituy Press. Hillygus, D. S., & Snell, S. A. (2015). Longitudinal surveys: Issues and opportunities. In L. Atkeson & R. Alvarez (Eds.), Oxford handbook on polling and polling methods (pp. 28–52). New York: Oxford Universituy Press.
40.
Zurück zum Zitat Brilleman, S. L., Pachana, N. A., & Dobson, A. J. (2010). The impact of attrition on the representativeness of cohort studies of older people. BMC Medical Research Methodology, 10, 71.PubMedPubMedCentral Brilleman, S. L., Pachana, N. A., & Dobson, A. J. (2010). The impact of attrition on the representativeness of cohort studies of older people. BMC Medical Research Methodology, 10, 71.PubMedPubMedCentral
41.
Zurück zum Zitat Feng, D., Silverstein, M., Giarrusso, R., et al. (2006). Attrition of older adults in longitudinal surveys: Detection and correction of sample selection bias using multigenerational data. The Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 61, S323–S328. Feng, D., Silverstein, M., Giarrusso, R., et al. (2006). Attrition of older adults in longitudinal surveys: Detection and correction of sample selection bias using multigenerational data. The Journals of Gerontology Series B: Psychological Sciences and Social Sciences, 61, S323–S328.
42.
Zurück zum Zitat Kuhn, U. (2009). Attrition analysis of income data. Lausanne: FORS. Kuhn, U. (2009). Attrition analysis of income data. Lausanne: FORS.
43.
Zurück zum Zitat Matthews, F. E., Chatfield, M., Freeman, C., et al. (2004). Attrition and bias in the MRC cognitive function and ageing study: An epidemiological investigation. BMC Public Health, 4, 12.PubMedPubMedCentral Matthews, F. E., Chatfield, M., Freeman, C., et al. (2004). Attrition and bias in the MRC cognitive function and ageing study: An epidemiological investigation. BMC Public Health, 4, 12.PubMedPubMedCentral
44.
Zurück zum Zitat Van Beijsterveldt, C., Van Boxtel, M., Bosma, H., et al. (2002). Predictors of attrition in a longitudinal cognitive aging study: The Maastricht Aging Study (MAAS). Journal of Clinical Epidemiology, 55, 216–223.PubMed Van Beijsterveldt, C., Van Boxtel, M., Bosma, H., et al. (2002). Predictors of attrition in a longitudinal cognitive aging study: The Maastricht Aging Study (MAAS). Journal of Clinical Epidemiology, 55, 216–223.PubMed
45.
Zurück zum Zitat Weuve, J., Tchetgen, E. J. T., Glymour, M. M., et al. (2012). Accounting for bias due to selective attrition: The example of smoking and cognitive decline. Epidemiology (Cambridge, Mass), 23, 119. Weuve, J., Tchetgen, E. J. T., Glymour, M. M., et al. (2012). Accounting for bias due to selective attrition: The example of smoking and cognitive decline. Epidemiology (Cambridge, Mass), 23, 119.
46.
Zurück zum Zitat Young, A. F., Powers, J. R., & Bell, S. L. (2006). Attrition in longitudinal studies: Who do you lose? Australian and New Zealand Journal of Public Health, 30, 353–361.PubMed Young, A. F., Powers, J. R., & Bell, S. L. (2006). Attrition in longitudinal studies: Who do you lose? Australian and New Zealand Journal of Public Health, 30, 353–361.PubMed
48.
Zurück zum Zitat Diener, E., Wirtz, D., Biswas-Diener, R., et al. (2009). New measures of well-being. In E. Diener (Ed.), Assessing well-being. The collected works of Ed Diener (pp. 247–266). Dordrecht: Springer. Diener, E., Wirtz, D., Biswas-Diener, R., et al. (2009). New measures of well-being. In E. Diener (Ed.), Assessing well-being. The collected works of Ed Diener (pp. 247–266). Dordrecht: Springer.
50.
Zurück zum Zitat Carrasco, M., Herrera, S., Fernández, B., & Barros, C. (2013). Impacto del apoyo familiar en la presencia de quejas depresivas en personas mayores de Santiago de Chile. Revista Española de Geriatría y Gerontología, 48, 9–14.PubMed Carrasco, M., Herrera, S., Fernández, B., & Barros, C. (2013). Impacto del apoyo familiar en la presencia de quejas depresivas en personas mayores de Santiago de Chile. Revista Española de Geriatría y Gerontología, 48, 9–14.PubMed
53.
Zurück zum Zitat Dolan, P., Peasgood, T., & White, M. (2008). Do we really know what makes us happy? A review of the economic literature on the factors associated with subjective well-being. Journal of Economic Psychology, 29, 94–122. Dolan, P., Peasgood, T., & White, M. (2008). Do we really know what makes us happy? A review of the economic literature on the factors associated with subjective well-being. Journal of Economic Psychology, 29, 94–122.
54.
Zurück zum Zitat Herrera, M. S., Fernández, M. B., & Barros, C. (2014). Older Chileans, quality of life. In A. C. Michalos (Ed.), Encyclopedia of quality of life and well-being research (pp. 4477–4481). Dordrecht: Springer. Herrera, M. S., Fernández, M. B., & Barros, C. (2014). Older Chileans, quality of life. In A. C. Michalos (Ed.), Encyclopedia of quality of life and well-being research (pp. 4477–4481). Dordrecht: Springer.
55.
Zurück zum Zitat Keng, S.-H., & Wu, S.-Y. (2014). Living happily ever after? The effect of Taiwan’s National Health Insurance on the happiness of the elderly. Journal of Happiness Studies, 15, 783–808. Keng, S.-H., & Wu, S.-Y. (2014). Living happily ever after? The effect of Taiwan’s National Health Insurance on the happiness of the elderly. Journal of Happiness Studies, 15, 783–808.
56.
Zurück zum Zitat Pinquart, M., & Sorensen, S. (2000). Influences of socioeconomic status, social network, and competence on subjective well-being in later life: A meta-analysis. Psychology and Aging, 15, 187–224.PubMed Pinquart, M., & Sorensen, S. (2000). Influences of socioeconomic status, social network, and competence on subjective well-being in later life: A meta-analysis. Psychology and Aging, 15, 187–224.PubMed
59.
Zurück zum Zitat Smilkstein, G. (1978). The family APGAR: A proposal for a family function test and its use by physicians. Journal of Family Practice, 6, 1231–1239. Smilkstein, G. (1978). The family APGAR: A proposal for a family function test and its use by physicians. Journal of Family Practice, 6, 1231–1239.
63.
Zurück zum Zitat Alderman, H., Behrman, J. R., Kohler, H.-P., et al. (1999). Attrition in longitudinal household survey data: Some tests for three developing-country samples. Washington, DC: The World Bank. Alderman, H., Behrman, J. R., Kohler, H.-P., et al. (1999). Attrition in longitudinal household survey data: Some tests for three developing-country samples. Washington, DC: The World Bank.
64.
Zurück zum Zitat Outes-Leon, I., & Dercon, S. (2008). Survey attrition and attrition bias in Young Lives. Yong Lives Technical Note, 51. Outes-Leon, I., & Dercon, S. (2008). Survey attrition and attrition bias in Young Lives. Yong Lives Technical Note, 51.
65.
Zurück zum Zitat 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, 472–492. 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, 472–492.
66.
Zurück zum Zitat Fitzgerald, J., Gottschalk, P., & Moffitt, R. (1998). An analysis of sample attrition in panel data. The Journal of Human Resources, 33, 251–299. Fitzgerald, J., Gottschalk, P., & Moffitt, R. (1998). An analysis of sample attrition in panel data. The Journal of Human Resources, 33, 251–299.
68.
Zurück zum Zitat Arif, G. M., & Bilquees, F. (2006). An Analysis of sample attrition in the PSES panel data. Islamabad: Pakistan Institute of Development Economics. Arif, G. M., & Bilquees, F. (2006). An Analysis of sample attrition in the PSES panel data. Islamabad: Pakistan Institute of Development Economics.
69.
Zurück zum Zitat Baulch, B., & Quisumbing, A. (2011). Testing and adjusting for attrition in household panel data. CPRC Toolkit Note. Baulch, B., & Quisumbing, A. (2011). Testing and adjusting for attrition in household panel data. CPRC Toolkit Note.
71.
Zurück zum Zitat Ayala, L., Navarro, C., & Sastre, M. (2006). Cross-country income mobility comparisons under panel attrition: The relevance of weighting schemes. ECINEQ Working Paper 47. Ayala, L., Navarro, C., & Sastre, M. (2006). Cross-country income mobility comparisons under panel attrition: The relevance of weighting schemes. ECINEQ Working Paper 47.
72.
Zurück zum Zitat Kalton, G., & Brick, M. (2000). Weighting schemes for household panel surveys. In D. Rose (Ed.), Researching social and economic change. The uses of household panel studies (pp. 96–112). London: Routledge. Kalton, G., & Brick, M. (2000). Weighting schemes for household panel surveys. In D. Rose (Ed.), Researching social and economic change. The uses of household panel studies (pp. 96–112). London: Routledge.
73.
Zurück zum Zitat Valliant, R., Dever, J. A., & Kreuter, F. (2013). Practical tools for designing and weighting survey samples. New York: Springer. Valliant, R., Dever, J. A., & Kreuter, F. (2013). Practical tools for designing and weighting survey samples. New York: Springer.
74.
Zurück zum Zitat Nicoletti, C., & Buck, N. (2004). Explaining interviewee contact and co-operation in the British and German household panels. ISER Working Paper Series, 6 Nicoletti, C., & Buck, N. (2004). Explaining interviewee contact and co-operation in the British and German household panels. ISER Working Paper Series, 6
78.
Zurück zum Zitat Jacomb, P. A., Jorm, A. F., Korten, A. E., et al. (2002). Predictors of refusal to participate: A longitudinal health survey of the elderly in Australia. BMC Public Health, 2, 4.PubMedPubMedCentral Jacomb, P. A., Jorm, A. F., Korten, A. E., et al. (2002). Predictors of refusal to participate: A longitudinal health survey of the elderly in Australia. BMC Public Health, 2, 4.PubMedPubMedCentral
79.
Zurück zum Zitat Matthews, F. E., Chatfield, M., & Brayne, C. (2006). An investigation of whether factors associated with short-term attrition change or persist over ten years: Data from the Medical Research Council Cognitive Function and Ageing Study (MRC CFAS). BMC Public Health, 6, 185.PubMedPubMedCentral Matthews, F. E., Chatfield, M., & Brayne, C. (2006). An investigation of whether factors associated with short-term attrition change or persist over ten years: Data from the Medical Research Council Cognitive Function and Ageing Study (MRC CFAS). BMC Public Health, 6, 185.PubMedPubMedCentral
80.
Zurück zum Zitat Voorpostel, M., & Lipps, O. (2011). Attrition in the Swiss Household Panel: Is change associated with drop-out? Journal of Official Statistics, 27, 301–328. Voorpostel, M., & Lipps, O. (2011). Attrition in the Swiss Household Panel: Is change associated with drop-out? Journal of Official Statistics, 27, 301–328.
Metadaten
Titel
Does the selective attrition of a panel survey of older people affect the multivariate estimations of subjective well-being?
verfasst von
M. Soledad Herrera
Denisse Devilat
M. Beatriz Fernández
Raúl Elgueta
Publikationsdatum
25.08.2020
Verlag
Springer International Publishing
Erschienen in
Quality of Life Research / Ausgabe 1/2021
Print ISSN: 0962-9343
Elektronische ISSN: 1573-2649
DOI
https://doi.org/10.1007/s11136-020-02612-4

Weitere Artikel der Ausgabe 1/2021

Quality of Life Research 1/2021 Zur Ausgabe