Abstract
Previous research examining self-rated health (SRH) outcomes following the 2008 financial crisis in the most affected European countries has reported mixed results: some indicated an improvement in SRH during the crisis while others showed a decline. This study analysed longitudinal SRH trends across age groups in Italy between 2004 and 2015 adopting a longer period for health data and adjusting for pre-existing trends. Data consisted of 97,250 Italian adult residents (aged 18 to 81) from nine cohorts collected with an accelerated longitudinal design between 2004 and 2015 by the Italian National Institute of Statistics using questionnaires from the European Union Statistics on Income and Living Conditions. Latent growth modeling analysed longitudinal SRH trends by different age groups in each cohort along 4-year assessments. Consistently across cohorts, SRH declined among participants aged 71 to 81 while it remained more stable for those aged 30 to 50. The worst SRH trends were observed in the 2010–2013 period where SRH declined in all age groups except for the those aged 31 to 40. Conversely, in the 2008–2011 period SRH remained stable. While at the aggregate level there seems to be a slight overall positive trend in SRH after the crisis, this long-term longitudinal stability in SRH may mask consistent within-country contrasted trends in health outcomes across different age groups. Periods of economic uncertainty and austerity measures coincided with a decline in SRH among the normal adult population in Italy.
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Abebe, D. S., Tøge, A. G., & Dahl, E. (2016). Individual-level changes in self-rated health before and during the economic crisis in Europe. International Journal for Equity in Health,15, 1.
Aguilar-Palacio, I., Carrera-Lasfuentes, P., & Rabanaque, M. J. (2015). Youth unemployment and economic recession in Spain: Influence on health and lifestyles in young people (16–24 years old). International Journal of Public Health,60(4), 427–435.
Alfieri, S., Sironi, E., Marta, E., Rosina, A., & Marzana, D. (2015). Young Italian NEETs (Not in Employment, Education, or Training) and the influence of their family background. Europe’s Journal of Psychology,11(2), 311–322.
Altman, C. E., Van Hook, J., & Hillemeier, M. (2016). What does self-rated health mean? Changes and variations in the association of obesity with objective and subjective components of self-rated health. Journal of Health and Social Behavior,57(1), 39–58.
Álvarez-Gálvez, J., Rodero-Cosano, M. L., Salinas-Pérez, J. A., & Gómez-Baya, D. (2018). Exploring the complex associations among social determinants of health in Andalusia after the 2008 financial crisis. Social Indicators Research,141(2), 873–893.
Andersen, F. K., Christensen, K., & Frederiksen, H. (2007). Self-rated health and age: a cross-sectional and longitudinal study of 11,000 Danes aged 45–102. Scandinavian Journal of Public Health,35(2), 164–171.
Banca d’Italia. (2018). Indagine sui bilanci delle famiglie italiane. Retrieved September 20, 2018, from http://www.bancaditalia.it/pubblicazioni/indagine-famiglie/bil-fam2016/Statistiche_IBF_20180312.pdf.
Bartoll, X., Toffolutti, V., Malmusi, D., Palència, L., Borrell, C., & Suhrcke, M. (2015). Health and health behaviours before and during the Great Recession, overall and by socioeconomic status, using data from four repeated cross-sectional health surveys in Spain (2001–2012). BMC Public Health,15(1), 865.
Bartolucci, F., Bacci, S., & Pennoni, F. (2014). Longitudinal analysis of self-reported health status by mixture latent auto-regressive models. Journal of the Royal Statistical Society: Series C (Applied Statistics),63(2), 267–288.
Baumbach, A., & Gulis, G. (2014). Impact of financial crisis on selected health outcomes in Europe. The European Journal of Public Health,24(3), 399–403.
Benmarhnia, T., Zunzunegui, M.-V., Llácer, A., & Béland, F. (2014). Impact of the economic crisis on the health of older persons in Spain: Research clues based on an analysis of mortality. SESPAS report 2014. Gaceta Sanitaria,28, 137–141.
Bentler, P. M. (1990). Comparative fit indexes in structural models. Psychological Bulletin,107(2), 238.
Bentler, P. M., & Bonett, D. G. (1980). Significance tests and goodness of fit in the analysis of covariance structures. Psychological Bulletin,88(3), 588.
Bollen, K. A., & Curran, P. J. (2006). Latent curve models: A structural equation perspective. New York: Wiley.
Bonaccio, M., Di Castelnuovo, A., Bonanni, A., Costanzo, S., De Lucia, F., Persichillo, M., et al. (2014). Decline of the Mediterranean diet at a time of economic crisis. Results from the Moli-sani study. Nutrition, Metabolism and Cardiovascular Diseases,24(8), 853–860.
Branas, C. C., Kastanaki, A. E., Michalodimitrakis, M., Tzougas, J., Kranioti, E. F., Theodorakis, P. N., et al. (2015). The impact of economic austerity and prosperity events on suicide in Greece: a 30-year interrupted time-series analysis. British Medical Journal Open,5, e005619.
Brand, H., Rosenkötter, N., Clemens, T., & Michelsen, K. (2013). Austerity policies in Europe—Bad for health: Health protection within the EU mandate is more relevant than ever. BMJ,346(7941), 7.
Brinkman, H. J., De Pee, S., Sanogo, I., Subran, L., & Bloem, M. W. (2009). High food prices and the global financial crisis have reduced access to nutritious food and worsened nutritional status and health. The Journal of Nutrition,140(1), 153S–161S.
Burgard, S. A., Ailshire, J. A., & Kalousova, L. (2013). The Great Recession and health: People, populations, and disparities. The Annals of the American Academy of Political and Social Science,650(1), 194–213.
Cercle Santé Sociale and Europ Assistance. (2011). Healthcare in Europe and the United States. Results from the 2011 study and developments observed since 2006—Summary note. Retrieved July 18, 2018, from http://www.europ-assistance.com/sites/default/files/ea_cham2011_synthesis_en.pdf.
Cesari, M., Onder, G., Zamboni, V., Manini, T., Shorr, R. I., Russo, A., et al. (2008). Physical function and self-rated health status as predictors of mortality: results from longitudinal analysis in the ilSIRENTE study. BMC Geriatrics,8(1), 34.
Clause-Verdreau, A.-C., Audureau, É., Leplège, A., & Coste, J. (2018). Contrasted trends in health-related quality of life across gender, age categories and work status in France, 1995–2016: Repeated population-based cross-sectional surveys using the SF-36. Journal of Epidemiology and Community Health. https://doi.org/10.1136/jech-2018-210941.
Costa, G., Marra, M., & Salmaso, S. (2012). Health indicators in the time of crisis in Italy. Epidemiologia e Prevenzione,36(6), 337–366.
Cullati, S. (2015). Socioeconomic inequalities in health trajectories in Switzerland: Are trajectories diverging as people age? Sociology of Health & Illness,37(5), 745–764.
Cullati, S., Rousseaux, E., Gabadinho, A., Courvoisier, D. S., & Burton-Jeangros, C. (2014). Factors of change and cumulative factors in self-rated health trajectories: A systematic review. Advances in Life Course Research,19, 14–27.
Curran, P. J. (2003). Have multilevel models been structural equation models all along? Multivariate Behavioral Research,38(4), 529–569.
Curran, P. J., Obeidat, K., & Losardo, D. (2010). Twelve frequently asked questions about growth curve modeling. Journal of Cognition and Development,11(2), 121–136.
De Belvis, A. G., Ferrè, F., Specchia, M. L., Valerio, L., Fattore, G., & Ricciardi, W. (2012). The financial crisis in Italy: implications for the healthcare sector. Health Policy,106(1), 10–16.
De Vogli, R., Marmot, M., & Stuckler, D. (2012). Excess suicides and attempted suicides in Italy attributable to the great recession. Journal of Epidemiology and Community Health. https://doi.org/10.1136/jech-2012-201607.
De Vogli, R., Vieno, A., & Lenzi, M. (2013). Mortality due to mental and behavioral disorders associated with the Great Recession (2008–10) in Italy: A time trend analysis. The European Journal of Public Health,24(3), 419–421.
Dempster, A. P., Laird, N. M., & Rubin, D. B. (1977). Maximum likelihood from incomplete data via the EM algorithm. Journal of the Royal Statistical Society: Series B (Methodological),39(1), 1–22.
Dening, T. R., Chi, L.-Y., Brayne, C., Huppert, F. A., Paykel, E. S., & O’Connor, D. W. (1998). Changes in self-rated health, disability and contact with services in a very elderly cohort: A 6-year follow-up study. Age and Ageing,27(1), 23–33.
DeSalvo, K. B., Bloser, N., Reynolds, K., He, J., & Muntner, P. (2006). Mortality prediction with a single general self-rated health question. Journal of General Internal Medicine,21(3), 267–275.
Di Rosa, M., Melchiorre, M. G., Lucchetti, M., & Lamura, G. (2012). The impact of migrant work in the elder care sector: Recent trends and empirical evidence in Italy. European Journal of Social Work,15(1), 9–27.
Dominick, K. L., Ahern, F. M., Gold, C. H., & Heller, D. A. (2002). Relationship of health-related quality of life to health care utilization and mortality among older adults. Aging Clinical and Experimental Research,14(6), 499–508.
Drydakis, N. (2015). The effect of unemployment on self-reported health and mental health in Greece from 2008 to 2013: A longitudinal study before and during the financial crisis. Social Science and Medicine,128, 43–51.
Duncan, T. E., & Duncan, S. C. (2004). An introduction to latent growth curve modeling. Behavior Therapy,35(2), 333–363.
Duncan, T. E., & Duncan, S. C. (2009). The ABC’s of LGM: An introductory guide to latent variable growth curve modeling. Social and Personality Psychology Compass,3(6), 979–991.
Duncan, S. C., Duncan, T. E., & Strycker, L. A. (2006). Alcohol use from ages 9 to 16: A cohort-sequential latent growth model. Drug and Alcohol Dependence,81(1), 71–81.
Eurostat. (2015). People in the EU: Who are we and how do we live?. Luxembourg: Publications Office of the European Union.
Eurostat. (2018a). Income poverty statistics. Retrieved December 15, 2018, from https://ec.europa.eu/eurostat/statistics-explained/index.php?title=Income_poverty_statistics.
Eurostat. (2018b). European Union statistics on income and living conditions (EU-SILC). Retrieved December 15, 2018, from https://ec.europa.eu/eurostat/web/microdata/european-union-statistics-on-income-and-living-conditions.
Eurostat. (2019). Share of young adults aged 18–34 living with their parents by age and sex—EU-SILC survey. Retrieved April 15, 2019, from http://appsso.eurostat.ec.europa.eu/nui/submitViewTableAction.do.
Fayers, P. M., & Sprangers, M. A. (2002). Understanding self-rated health. The Lancet,359(9302), 187–188.
Feinglass, J., Lin, S., Thompson, J., Sudano, J., Dunlop, D., Song, J., et al. (2007). Baseline health, socioeconomic status, and 10-year mortality among older middle-aged Americans: Findings from the Health and Retirement Study, 1992–2002. The Journals of Gerontology Series B: Psychological Sciences and Social Sciences,62(4), S209–S217.
Ferrarini, T., Nelson, K., & Sjöberg, O. (2014). Unemployment insurance and deteriorating self-rated health in 23 European countries. Journal of Epidemiology and Community Health. https://doi.org/10.1136/jech-2013-203721.
Ferraro, K. F. (1980). Self-ratings of health among the old and the old-old. Journal of Health and Social Behavior,21(4), 377–383.
Freni Ricerche Sociali e di Marketing. (2011). Comportamenti in materia di spese sanitarie davanti alla crisi economica. Florence.
Gallus, S., Ghislandi, S., & Muttarak, R. (2015). Effects of the economic crisis on smoking prevalence and number of smokers in the USA. Tobacco Control,24(1), 82–88.
Granados, J. A. T. (2005). Increasing mortality during the expansions of the US economy, 1900–1996. International Journal of Epidemiology,34(6), 1194–1202.
Grimm, K. J., Ram, N., & Hamagami, F. (2011). Nonlinear growth curves in developmental research. Child Development,82(5), 1357–1371.
Habibov, N., & Afandi, E. (2015). Pre-and post-crisis life-satisfaction and social trust in transitional countries: An initial assessment. Social Indicators Research,121(2), 503–524.
Hancock, G. R., & Lawrence, F. R. (2006). Using latent growth models to evaluate longitudinal change. In G. R. Hancock & R. O. Mueller (Eds.), Structural equation modeling: A second course (pp. 171–196). Greenwood, CT: Information Age.
Hessel, P., Vandoros, S., & Avendano, M. (2014). The differential impact of the financial crisis on health in Ireland and Greece: A quasi-experimental approach. Public Health,128(10), 911–919.
Huijts, T., Reeves, A., McKee, M., & Stuckler, D. (2015). The impacts of job loss and job recovery on self-rated health: testing the mediating role of financial strain and income. The European Journal of Public Health,25(5), 801–806.
Hurd, M., & Rohwedder, S. (2012). Effects of the economic crisis on the older population: How expectations, consumption, bequests, and retirement responded to market shocks. Reshaping Retirement Security: Lessons from the Global Financial Crisis (pp. 64–80).
Idler, E. L. (1993). Age differences in self-assessments of health: Age changes, cohort differences or survivorship? Journal of Gerontology,48(6), S289–S300.
Istat. (2011). Household consumption. Retrieved August 12, 2018, from http://www.istat.it/en/archive/32560.
Istat. (2017). Elderly people: Health conditions in Italy and in the European Union. Retrieved August 12, 2018, from https://www.istat.it/it/files//2017/09/Elderly_Health-conditions_2015.pdf.
Istat. (2018a). Indagine sulle condizioni di vita (UDB IT - SILC) componente longitudinale. Retrieved March 25, 2019, from https://www.istat.it/it/archivio/5663.
Istat. (2018b). Livelli di istruzione della popolazione e ritorni occupazionali: i principali indicatori. Retrieved March 25, 2019, from https://www.istat.it/it/archivio/219264.
Istat. (2018c). Popolazione residente per stato civile. Retrieved March 25, 2019, https://www.istat.it/it/files//2018/09/Report_popolazione_residente_e_stato_civile.pdf.
Jain, A. K., & Hausman, R. E. (2006). Stratified multistage sampling. In Encyclopedia of Statistical Sciences. Hoboken: Wiley.
Jylhä, M. (2009). What is self-rated health and why does it predict mortality? Towards a unified conceptual model. Social Science and Medicine,69(3), 307–316.
Karanikolos, M., Mladovsky, P., Cylus, J., Thomson, S., Basu, S., Stuckler, D., et al. (2013). Financial crisis, austerity, and health in Europe. The Lancet,381(9874), 1323–1331.
Kawachi, I., & Berkman, L. (2000). Social cohesion, social capital, and health. Social Epidemiology,174(7), 190.
Kennedy, B. S., Kasl, S. V., & Vaccarino, V. (2001). Repeated hospitalizations and self-rated health among the elderly: A multivariate failure time analysis. American Journal of Epidemiology,153(3), 232–241.
Kenny, D. A., Kaniskan, B., & McCoach, D. B. (2015). The performance of RMSEA in models with small degrees of freedom. Sociological Methods & Research,44(3), 486–507.
Kline, R. B. (2015). Principles and practice of structural equation modeling. New York: Guilford Publications.
Lersch, P. M., Jacob, M., & Hank, K. (2018). Long-term health consequences of adverse labor market conditions at time of leaving education: Evidence from West German panel data. Journal of Health and Social Behavior,59(1), 151–168.
Lindeboom, M., & Van Doorslaer, E. (2004). Cut-point shift and index shift in self-reported health. Journal of Health Economics,23(6), 1083–1099.
Little, R. J., & Rubin, D. B. (1989). The analysis of social science data with missing values. Sociological Methods & Research,18(2–3), 292–326.
Lohr, S. L. (2008). Coverage and sampling. In D. A. Dillman & J. J. Leeuw (Eds.), International handbook of survey methods (pp. 97–102). New York: Lawrence Erlbaum Associates.
Lopez Bernal, J. A., Gasparrini, A., Artundo, C. M., & McKee, M. (2013). The effect of the late 2000s financial crisis on suicides in Spain: An interrupted time-series analysis. The European Journal of Public Health,23(5), 732–736.
Mangano, A. (2010). An analysis of the regional differences in health care utilization in Italy. Health & Place,16(2), 301–308.
Mansyur, C., Amick, B. C., Harrist, R. B., & Franzini, L. (2008). Social capital, income inequality, and self-rated health in 45 countries. Social Science and Medicine,66(1), 43–56.
Marmot, M. (2002). The influence of income on health: Views of an epidemiologist. Health Affairs,21(2), 31–46.
Mattei, G., Ferrari, S., Pingani, L., & Rigatelli, M. (2014). Short-term effects of the 2008 Great Recession on the health of the Italian population: An ecological study. Social Psychiatry and Psychiatric Epidemiology,49(6), 851–858.
McArdle, J. J., & Nesselroade, J. R. (2003). Growth curve analysis in contemporary psychological research. In J. A. Schinka & W. F. Velicer (Eds.), Handbook of psychology: Research methods in psychology (pp. 447–480). New York, NY: Wiley.
McCullough, M. E., & Laurenceau, J. P. (2004). Gender and the natural history of self-rated health: A 59-year longitudinal study. Health Psychology,23(6), 651.
McKeeargue, M. (2010). Budget crises, health, and social welfare programmes. BMJ,341, 77.
McNeish, D., & Matta, T. (2018). Differentiating between mixed-effects and latent-curve approaches to growth modeling. Behavior Research Methods,50(4), 1398–1414.
Men, T., Brennan, P., Boffetta, P., & Zaridze, D. (2003). Russian mortality trends for 1991–2001: Analysis by cause and region. BMJ,327(7421), 964.
Minelli, L., Pigini, C., Chiavarini, M., & Bartolucci, F. (2014). Employment status and perceived health condition: Longitudinal data from Italy. BMC Public Health,14(1), 946.
Mladovsky, P., Srivastava, D., Cylus, J., Karanikolos, M., Evetovits, T., Thomson, S., et al. (2012). Health policy responses to the financial crisis in Europe edited by Philipa Mladovsky et al.. Copenhagen: WHO Regional Office for Europe.
Moya, A. Z., Buffel, V., Yáñez, C. N., & Bracke, P. (2015). Social inequality in morbidity, framed within the current economic crisis in Spain. International Journal for Equity in Health,14(1), 131.
Nielsen, T. H. (2016). The relationship between self-rated health and hospital records. Health Economics,25(4), 497–512.
OECD. (2015). OECD reviews of health care quality: Italy 2014: Raising standards, OECD reviews of health care quality. Paris: OECD Publishing.
OECD. (2018a). Health speding. Retrieved February 12, 2019, from https://data.oecd.org/healthres/health-spending.htm.
OECD. (2018b). Health statistics. Retrieved February 12, 2019, from http://www.oecd.org/els/health-systems/health-data.htm.
Official Journal of the European Union. (2003). Regulation (EC) No 1982/2003 of 21 October 2003 implementing Regulation (EC) No 1177/2003 of the European parliament and of the Council of 16 June 2003 concerning Community statistics on income and living conditions (EUSILC) as regards the sampling and tracing rules.
Orfila, F., Ferrer, M., Lamarca, R., & Alonso, J. (2000). Evolution of self-rated health status in the elderly: Cross-sectional vs. longitudinal estimates. Journal of Clinical Epidemiology,53(6), 563–570.
Paleari, F. G., Rosnati, R., & Lanz, M. (2002). The support in family relations and young-adults’ well-being: Differences of perspective. Ricerche di Psicologia,25(4), 39–56.
Parmar, D., Stavropoulou, C., & Ioannidis, J. P. (2016). Health outcomes during the 2008 financial crisis in Europe: Systematic literature review. BMJ,354, i4588.
Pennoni, F., & Romeo, I. (2017). Latent Markov and growth mixture models for ordinal individual responses with covariates: A comparison. Statistical Analysis and Data Mining: The ASA Data Science Journal,10(1), 29–39.
Perruccio, A. V., Katz, J. N., & Losina, E. (2012). Health burden in chronic disease: Multimorbidity is associated with self-rated health more than medical comorbidity alone. Journal of Clinical Epidemiology,65(1), 100–106.
Phan, H. P. (2011). Deep processing strategies and critical thinking: Developmental trajectories using latent growth analyses. The Journal of Educational Research,104(4), 283–294.
Pieroni, L., Lanari, D., & Salmasi, L. (2013). Food prices and overweight patterns in Italy. The European Journal of Health Economics,14(1), 133–151.
Pinquart, M. (2001). Correlates of subjective health in older adults: A meta-analysis. Psychology and Aging,16(3), 414–426.
Piumatti, G. (2016). Capitale sociale e benessere percepito nella popolazione anziana in Italia. [Social capital and self-perceived well-being in the Italian elderly population]. Psicologia della Salute,3, 47–63.
Piumatti, G. (2017). Relations between longitudinal trajectories of subjective financial wellbeing with self-rated health among elderly. Medicina,53(5), 323–330.
Piumatti, G., Garro, M., Pipitone, L., Di Vita, A. M., & Rabaglietti, E. (2016). North/South differences among Italian emerging adults regarding criteria deemed important for adulthood and life satisfaction. Europe’s Journal of Psychology,12(2), 271–287.
Piumatti, G., Lietz, F., Marinković, J., & Bjegović-Mikanović, V. (2018a). Self-rated health among older adults in two fast ageing European countries: Evidence from Italy and Serbia. Vojnosanitetski Pregled.,75(7), 664–674.
Piumatti, G., Magistro, D., Zecca, M., & Esliger, D. W. (2018b). The mediation effect of political interest on the connection between social trust and wellbeing among older adults. Ageing & Society,38(11), 2376–2395.
Preacher, K. J., Wichman, A. L., MacCallum, R. C., & Briggs, N. E. (2008). Latent growth curve modeling. Thousand Oaks, CA: Sage.
Regidor, E., Barrio, G., Bravo, M. J., & de la Fuente, L. (2014). Has health in Spain been declining since the economic crisis? Journal of Epidemiology and Community Health,68(3), 280–282.
Reile, R., Helakorpi, S., Klumbiene, J., Tekkel, M., & Leinsalu, M. (2014). The recent economic recession and self-rated health in Estonia, Lithuania and Finland: A comparative cross-sectional study in 2004–2010. Journal of Epidemiology and Community Health. https://doi.org/10.1136/jech-2014-204196.
Riva, M., Bambra, C., Easton, S., & Curtis, S. (2011). Hard times or good times? Inequalities in the health effects of economic change. International journal of Public Health,56(1), 3–5.
Rivera, B. (2001). The effects of public health spending on self-assessed health status: An ordered probit model. Applied Economics,33(10), 1313–1319.
Rohlfsen, L. S., & Jacobs Kronenfeld, J. (2014). Gender differences in trajectories of self-rated health in middle and old age: An examination of differential exposure and differential vulnerability. Journal of Aging and Health,26(4), 637–662.
Rosso, A. L., Gallagher, R. M., Luborsky, M., & Mossey, J. M. (2008). Depression and self-rated health are proximal predictors of episodes of sustained change in pain in independently living, community dwelling elders. Pain Medicine,9(8), 1035–1049.
Sacker, A., Worts, D., & McDonough, P. (2011). Social influences on trajectories of self-rated health: Evidence from Britain, Germany, Denmark and the USA. Journal of Epidemiology and Community Health,65(2), 130–136.
Saltkjel, T., Holm Ingelsrud, M., Dahl, E., & Halvorsen, K. (2017). A fuzzy set approach to economic crisis, austerity and public health. Part II: How are configurations of crisis and austerity related to changes in population health across Europe? Scandinavian Journal of Public Health,45(18_suppl), 48–55.
Sargent-Cox, K. A., Anstey, K. J., & Luszcz, M. A. (2010). Patterns of longitudinal change in older adults’ self-rated health: The effect of the point of reference. Health Psychology,29(2), 143–152.
Sargent-Cox, K., Butterworth, P., & Anstey, K. J. (2011). The global financial crisis and psychological health in a sample of Australian older adults: A longitudinal study. Social Science and Medicine,73(7), 1105–1112.
Sarti, S., & Zella, S. (2016). Changes in the labour market and health inequalities during the years of the recent economic downturn in Italy. Social Science Research,57, 116–132.
Scarpetta, S., Sonnet, A., & Manfredi, T. (2010). Rising youth unemployment during the crisis: How to prevent negative long-term consequences on a generation? OECD Social, Employment and Migration Working Papers 106.
Schafer, J. L., & Olsen, M. K. (1998). Multiple imputation for multivariate missing-data problems: A data analyst’s perspective. Multivariate Behavioral Research,33, 545–571.
Schneider, U., Pfarr, C., Schneider, B. S., & Ulrich, V. (2012). I feel good! Gender differences and reporting heterogeneity in self-assessed health. The European Journal of Health Economics,13(3), 251–265.
Simou, E., & Koutsogeorgou, E. (2014). Effects of the economic crisis on health and healthcare in Greece in the literature from 2009 to 2013: A systematic review. Health Policy,115(2–3), 111–119.
Singh-Manoux, A., Guéguen, A., Martikainen, P., Ferrie, J., Marmot, M., & Shipley, M. (2007). Self-rated health and mortality: Short-and long-term associations in the Whitehall II study. Psychosomatic Medicine,69(2), 138–143.
Singh-Manoux, A., Martikainen, P., Ferrie, J., Zins, M., Marmot, M., & Goldberg, M. (2006). What does self rated health measure? Results from the British Whitehall II and French Gazel cohort studies. Journal of Epidemiology and Community Health,60(4), 364–372.
Skroumpelos, A., Pavi, E., Mylona, K., & Kyriopoulos, J. (2014). The impact of economic crisis on chronic patients’ self-rated health, health expenditures and health services utilization. Diseases,2(2), 93–105.
Steiger, J. H. (1990). Structural model evaluation and modification: An interval estimation approach. Multivariate Behavioral Research,25(2), 173–180.
Stuckler, D., Basu, S., McKee, M., & Suhrcke, M. (2010). Responding to the economic crisis: A primer for public health professionals. Journal of Public Health,32(2), 298–306.
Stuckler, D., Basu, S., Suhrcke, M., Coutts, A., & McKee, M. (2009). The public health effect of economic crises and alternative policy responses in Europe: An empirical analysis. The Lancet,374(9686), 315–323.
Tamayo-Fonseca, N., Nolasco, A., Quesada, J. A., Pereyra-Zamora, P., Melchor, I., Moncho, J., et al. (2015). Self-rated health and hospital services use in the Spanish National Health System: A longitudinal study. BMC Health Services Research,15(1), 492.
Terraneo, M., Sarti, S., & Bordogna, M. T. (2014). Social inequalities and pharmaceutical cost sharing in Italian regions. International Journal of Health Services,44(4), 761–785.
Thomson, S., Figueras, J., Evetovits, T., Jowett, M., Mladovsky, P., Maresso, A., et al. (2014). Economic crisis, health systems and health in Europe: Impact and implications for policy. Copenhagen: WHO Regional Office for Europe.
Tridico, P. (2013). The impact of the economic crisis on EU labour markets: A comparative perspective. International Labour Review,152(2), 175–190.
Tsekeris, C., Pinguli, M., & Georga, E. (2015). Young people’s perception of economic crisis in contemporary Greece: A social psychological pilot study. Crisis Observatory Research Paper,19, 1–25.
Vandoros, S., Hessel, P., Leone, T., & Avendano, M. (2013). Have health trends worsened in Greece as a result of the financial crisis? A quasi-experimental approach. The European Journal of Public Health,23(5), 727–731.
Verick, S. (2009). Who is hit hardest during a financial crisis? The vulnerability of young men and women to unemployment in an economic downturn. IZA Discussion Paper, no. 4359, Institute for the Study of Labor, Bonn.
Vlachadis, N., Vrachnis, N., Ktenas, E., Vlachadi, M., & Kornarou, E. (2014). Mortality and the economic crisis in Greece. The Lancet,383(9918), 691.
WHO. (2009a). Health in times of global economic crisis: Implications for the WHO European Region. Denmark: WHO, Regional Office for Europe.
WHO. (2009). The finacial crisis and global health. Report of a high-level consultation. Geneva, Switzerland-19 January 2009: WHO.
Wilkinson, R. G. (2002). Unhealthy societies: The afflictions of inequality. London: Routledge.
Williams, F. (2012). Converging variations in migrant care work in Europe. Journal of European Social Policy,22(4), 363–376.
Wu, W., West, S. G., & Taylor, A. B. (2009). Evaluating model fit for growth curve models: Integration of fit indices from SEM and MLM frameworks. Psychological Methods,14(3), 183–201.
Zavras, D., Tsiantou, V., Pavi, E., Mylona, K., & Kyriopoulos, J. (2012). Impact of economic crisis and other demographic and socio-economic factors on self-rated health in Greece. The European Journal of Public Health,23(2), 206–210.
Acknowledgements
This research has been conducted using the Istat resources under Application Number 02814/2018. The data reported in this article are available via application directly to Istat. The author wishes to thank Dr. Cecilia Morello for the support provided during the drafting of the article.
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Piumatti, G. Longitudinal Trends in Self-Rated Health During Times of Economic Uncertainty in Italy. Soc Indic Res 148, 599–633 (2020). https://doi.org/10.1007/s11205-019-02207-8
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DOI: https://doi.org/10.1007/s11205-019-02207-8