| Literature DB >> 27553033 |
Katharina Rathmann1, Timo-Kolja Pförtner2,3, Ana M Osorio4, Klaus Hurrelmann5, Frank J Elgar6, Lucia Bosakova7,8,9, Matthias Richter2.
Abstract
BACKGROUND: Many OECD countries have replied to economic recessions with an adaption in public spending on social benefits for families and young people in need. So far, no study has examined the impact of public social spending during the recent economic recession on health, and social inequalities in health among young people. This study investigates whether an increase in public spending relates to a lower prevalence in health complaints and buffers health inequalities among adolescents.Entities:
Keywords: Adolescence; Health inequalities; Multilevel analysis; Recession; Social spending
Mesh:
Year: 2016 PMID: 27553033 PMCID: PMC4995668 DOI: 10.1186/s12889-016-3551-6
Source DB: PubMed Journal: BMC Public Health ISSN: 1471-2458 Impact factor: 3.295
Description of data and sample (HBSC 2005/2006 and 2009/2010, EUROSTAT, OECD SOCX)
| Sample | Macro-level indicators | Outcome | Individual-level indicators | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Public spending on family benefits per capita | National wealth | Youth unemployment | Two or more psychological health complaints (%) | family affluence mean (range: 0 = low – 9 = high) | Gender: girls | mean age | |||||||
| Country ( |
|
| 2009/2010 | change rate between 2005/2006 and 2009/2010 (%) | GDP per capita, 2009/2010 | 2009/2010 (%) | 2005/2006 | 2009/2010 | change rate between 2005/2006 and 2009/2010 | 2005/2006 | 2009/2010 | (2009/2010) in % | 2009/2010 in years |
| Austria | 4,395 | 4,693 | 926.0 | 9.9 | 35,056 | 9.4 | 10.2 | 12.6 | 24.0 | 5.6 | 6.0 | 51,7 | 13,5 |
| Belgium | 7,860 | 7,155 | 615.4 | 12.3 | 32,648 | 22.2 | 19.8 | 18.3 | -7.7 | 5.7 | 6.2 | 50,9 | 13,4 |
| Czech Rep. | 4,610 | 4,199 | 281.8 | 8.7 | 23,369 | 17.5 | 26.2 | 29.7 | 13.3 | 4.7 | 5.5 | 51,7 | 13,5 |
| Denmark | 5,288 | 3,852 | 1258.0 | 23.0 | 32,176 | 12.9 | 15.0 | 14.7 | -1.8 | 6.1 | 6.6 | 53,0 | 13,5 |
| Estonia | 4,288 | 4,087 | 346.3 | 56.4 | 16,403 | 30.2 | 22.6 | 21.5 | -5.2 | 4.7 | 5.8 | 52,6 | 13,8 |
| Finland | 5,003 | 6,390 | 884.6 | 18.7 | 30,881 | 21.5 | 18.8 | 17.6 | -6.7 | 5.5 | 6.1 | 52,5 | 13,6 |
| France | 6,816 | 5,773 | 710.3 | 8.3 | 29,457 | 23.5 | 25.5 | 23.7 | -7.0 | 5.8 | 6.4 | 50,8 | 13,4 |
| Germany | 6,944 | 4,775 | 910.1 | 13.5 | 32,850 | 10.6 | 13.2 | 11.9 | -10.5 | 5.7 | 6.2 | 51,7 | 13,4 |
| Greece | 3,601 | 4,668 | 396.8 | 27.0 | 24,923 | 29.4 | 34.9 | 31.9 | -8.6 | 4.9 | 5.5 | 52,4 | 13,7 |
| Hungary | 3,379 | 4,678 | 491.0 | 19.8 | 16,821 | 26.6 | 24.5 | 21.2 | -13.5 | 4.8 | 5.1 | 53,2 | 13,6 |
| Iceland | 9,007 | 10,573 | 872.7 | 0.3 | 33,393 | 16.1 | 21.5 | 19.8 | -7.9 | 7.0 | 7.1 | 50,2 | 13,5 |
| Ireland | 4,405 | 4,005 | 1014.2 | 27.8 | 35,762 | 25.8 | 17.3 | 20.5 | 18.6 | 4.7 | 5.7 | 47,9 | 13,7 |
| Italy | 3,802 | 4,626 | 342.1 | 24.9 | 26,894 | 26.6 | 34.9 | 33.0 | -5.2 | 5.1 | 5.7 | 50,4 | 13,4 |
| Latvia | 4,040 | 3,958 | 147.9 | 37.9 | 17,261 | 34.8 | 26.9 | 23.3 | -13.3 | 4.6 | 5.1 | 53,0 | 13,6 |
| Lithuania | 5,394 | 5,103 | 363.2 | 137.6 | 18,845 | 32.7 | 26.7 | 25.6 | -4.3 | 4.4 | 5.2 | 49,5 | 13,7 |
| Luxembourg | 4,001 | 3,885 | 2295.0 | 17.2 | 67,264 | 16.2 | 23.0 | 21.2 | -7.8 | 6.2 | 6.6 | 50,2 | 13,6 |
| Netherlands | 4,033 | 4,259 | 401.1 | -4.4 | 36,713 | 8.2 | 13.3 | 14.5 | 9.4 | 6.0 | 6.6 | 51,5 | 13,5 |
| Norway | 4,381 | 4,174 | 1263.5 | 19.3 | 46,964 | 9.2 | 17.5 | 19.3 | 10.3 | 6.8 | 7.2 | 50,1 | 13,4 |
| Poland | 5,374 | 4,063 | 122.4 | 21.5 | 16,954 | 22.2 | 27.5 | 27.5 | 0.0 | 4.7 | 5.3 | 52,1 | 13,7 |
| Portugal | 3,734 | 3,852 | 260.4 | 24.2 | 21,578 | 26.7 | 15.1 | 16.6 | 9.7 | 5.0 | 6.0 | 54,0 | 13,7 |
| Romania | 4,322 | 4,792 | 199.3 | 30.9 | 15,921 | 21.5 | 33.2 | 30.1 | -9.5 | 3.9 | 4.3 | 51,8 | 13,3 |
| Slovakia | 3,533 | 4,685 | 315.8 | 28.2 | 19,762 | 30.8 | 31.5 | 27.3 | -13.3 | 4.0 | 5.0 | 52,9 | 13,7 |
| Slovenia | 4,916 | 5,261 | 430.6 | 13.7 | 24,897 | 14.2 | 14.2 | 11.1 | -22.2 | 5.7 | 6.3 | 49,8 | 13,6 |
| Spain | 8,563 | 4,817 | 351.6 | 24.6 | 26,976 | 39.6 | 22.2 | 22.9 | 2.8 | 5.5 | 6.1 | 51,4 | 13,8 |
| Sweden | 4,196 | 6,195 | 912.6 | 13.2 | 33,211 | 24.9 | 22.0 | 20.6 | -6.3 | 6.2 | 6.4 | 51,2 | 13,5 |
| Switzerland | 4,394 | 6,371 | 423.4 | 23.5 | 38,637 | 6.1 | 20.1 | 19.4 | -3.2 | 5.8 | 6.3 | 50,1 | 13,6 |
| UK | 14,062 | 13,865 | 481.8 | 10.5 | 32,625 | 19.4 | 20.0 | 20.1 | 0.1 | 5.8 | 6.1 | 52,8 | 13,7 |
| Total | 144,341 | 144,754 | 625.7 | 22.0 | 29,646 | 21.0 | 22.1 | 21.3 | -3.7 | 5.5 | 6.0 | 51,5 | 13,6 |
Note: The indicator on public spending on family benefits per capita is measured as constant prices, constant PPP, in Euros
Pairwise correlations between country-level indicators (NCountry = 27)
| Family benefits in 2009/2010 | Change rate in family benefits (2005/2006–2009/2010) | National wealth (GDP per capita) in 2009/2010 | Youth unemployment rate in 2009/2010 | |
|---|---|---|---|---|
| Family benefits in 2009/2010 | 1 | |||
| Change rate in family benefits (2005/2006–2009/2010) | -0.21 | 1 | ||
| National wealth (GDP per capita) in 2009/2010 | 0.87* | -0.35 | 1 | |
| Youth unemployment rate in 2009/2010 | -0.41 | 0.48 | -0.56 | 1 |
Note: * significant at p < 0.001
Fig. 1Associations between average level (2009/2010) and change rate (%) of public spending on family benefits* (2005/2006-2009/2010) in relation to the magnitude and change rate in two or more psychological health complaints (in %) across 27 European countries (HBSC 2005/2006 and 2009/2010, EUROSTAT, OECD SOCX). Note: * The indicator of public expenditures on family benefits per capita is measured as constant prices and constant purchasing power parity (in Euros). Labels for countries: Austria (AT), Belgium (BE), Czech Republic (CZ), Denmark (DK), Estonia (EE), Finland (FI), France (FR), Germany (DE), Greece (GR), Hungary (HU), Iceland (IS), Ireland (IE), Italy (IT), Latvia (LV), Lithuania (LT), Luxembourg (LUX), Netherlands (NL), Norway (NO), Poland (PO), Portugal (PT), Romania (RO), Slovakia (SK), Slovenia (SI), Spain (ES), Sweden (SE), Switzerland (CH) and the United Kingdom (UK)
Associations between family benefitsa (2009/2010), percentage change in family benefitsa (2005/2006–2009/2010) and psychological health complaints (HBSC 2009/2010)
| Empty model (M1) | Individual variables (M2) | Macro-level variables (M3) | Model with cross-level interactions with gender (M4) | Model with cross-level interactions with FAS (M5) | |
|---|---|---|---|---|---|
| OR (95 % CI) | OR (95 % CI) | OR (95 % CI) | OR (95 % CI) | OR (95 % CI) | |
| Individual variables | |||||
| Sex (Ref.: | 1 | 1 | - | 1 | |
| Girls | 1.708*** | 1.708*** | - | 1.708*** | |
| (1.66-1.75) | (1.66-1.75) | - | (1.66-1.75) | ||
| Age (Ref.: | 1.000 | 1.000 | 1.000 | 1.000 | |
| 13 years | 1.289*** | 1.289*** | 1.289*** | 1.289*** | |
| (1.25-1.33) | (1.25-1.33) | (1.25-1.33) | (1.25-1.33) | ||
| 15 years | 1.486*** | 1.486*** | 1.486*** | 1.486*** | |
| (1.44-1.54) | (1.44-1.54) | (1.44-1.54) | (1.44-1.54) | ||
| Family affluence (Ref.: | 1.000 | 1.000 | 1.000 | 1.000 | |
| Medium | 1.129*** | 1.129*** | 1.130*** | 1.129*** | |
| (1.10-1.17) | (1.10-1.17) | (1.096-1.17) | (1.10-1.17) | ||
| Low | 1.386*** | 1.386*** | 1.387*** | 1.386*** | |
| (1.34-1.43) | (1.34-1.43) | (1.34-1.43) | (1.34-1.43) | ||
| Macro-level variables | |||||
| National wealth in 2009/2010 (GDP pc) | 1.000 (0.99-1.00) | 1.000 (0.99-1.00) | 1.000 (0.99-1.00) | ||
| Youth unemployment rate (2009/2010) | 1.024*** (1.01-1.04) | 1.024*** (1.01-1.04) | 1.024*** (1.01-1.04) | ||
| Family benefits in 2009/2010 | 1.000 | 0.999 | 0.999 | ||
| (0.99-1.00) | (0.99-1.00) | (0.99-1.00) | |||
| relative change in family benefitsa (2005/2006-2009/2010) | 0.999* (0.98-0.99) | 1.001 (0.99-1.01) | 0.999* (0.98-0.99) | ||
| Cross-level interactions | |||||
| Family benefits in 2009/2010 x girls (Ref.: boys) | - | 1.001*** (1.00-1.01) | - | ||
| relative change in family benefitsa (2005/2006-2009/2010) x girls (Ref.: boys) | - | 1.001* (1.00-1.02) | - | ||
| Family benefits in 2009/2010 x high FAS (Ref.) | 1.000 | ||||
| x medium FAS | - | 1.000 | |||
| (0.99-1.01) | |||||
| x low FAS | - | 1.000 | |||
| (0.99-1.01) | |||||
| relative change in family benefitsa (2005/2006-2009/2010) x high FAS (Ref.) | 1.000 | ||||
| x medium FAS | - | 1.002** | |||
| (1.00-1.01) | |||||
| x low FAS | - | 1.004*** | |||
| (1.00-1.01) | |||||
| Constant | 0.261*** (0.23-0.30) | 0.136*** (0.12-0.16) | 0.136*** (0.12-0.15) | 0.136*** (0.12-0.15) | 0.136*** (0.12-0.15) |
| ICC (country-level) | 0.0375 = 3.75 % | 0.0386 = 3.85 % | 0.0247 = 2.47 % | 0.0246 = 2,46 % | 0.0244 = 2.44 % |
| N (Individuals) | 144,754 | 144,754 | 144,754 | 144,754 | 144,754 |
| N (Countries) | 27 | 27 | 27 | 27 | 27 |
Note: * p < 0.05, ** p < 0.01, *** p < 0.001. Country-level indicators are centered on the Grand-Mean. Public expenditures on family benefits were measured per capita in constant prices and constant purchasing power parity (in Euros) (Source: EUROSTAT)
Fig. 2a Predicted probabilities of two or more (at least weekly) psychological complaints (N = 144,754), according to the absolute level of public spending on family benefits* (2005/2006-2009/2010) across 27 countries, stratified by gender, HBSC 2009/2010. Note: *The indicator of public expenditures on family benefits per capita is measured as constant prices and constant purchasing power parity (in Euros). b Predicted probabilities of two or more (at least weekly) psychological complaints (N = 144,754), according to the relative percentage change in family benefits* (2005/2006-2009/2010) across 27 countries, stratified by gender, HBSC 2009/2010. Note: *The indicator of public expenditures on family benefits per capita is measured as constant prices and constant purchasing power parity (in Euros)