| Literature DB >> 31835829 |
Joan Costa Font1, Lucia Kossarova1.
Abstract
Changes in a population's average stature are virtuous pointers of wellbeing which are sensitive to improvements in psychosocial environments during childhood. A major structural change that could have altered an environment during childhood is the transition from communist to a liberal democracy, and, more specifically, the meltdown of the Soviet bloc provides for a quasi-natural experiment. This paper examines the trends in heights in the Czech Republic and Slovakia before and after the transition and the subsequent break-up of the Czechoslovakian federation. We find that one additional year of exposure to a liberal democracy while growing up is associated with an increasing population stature of 0.28 cm among Slovaks and 0.15 cm among Czechs. We only find changes in stature among men who are more sensitive to environmental stress, especially at the lower end of the current socio-economic status. Results are robust to alternative datasets and measures of democracy.Entities:
Keywords: Czech Republic; Czechoslovakia; Slovakia; democracy; height; secession; transition
Mesh:
Year: 2019 PMID: 31835829 PMCID: PMC6950449 DOI: 10.3390/ijerph16245050
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Variable description.
| Variable | Variable Description | Observations |
|---|---|---|
| Height (H) | Adult height in cm | 2726 |
| Democracy (D) | ||
| Demage | Years exposed to a democracy before the age of 20 | 2726 |
| DemIndyage | Years exposed to an independence before the age of 20 | 2726 |
| Dempolity | Years exposed to a democracy from 1993–2003, adjusted for the “quality of democracy” with the Polity IV democracy score | 2726 |
| Controls (X) | ||
| Gender | Dummy take the value of 1 if male; 0 if female | 2726 |
| CR | Dummy take the value of 1 Czech Republic; 0 if Slovakia | 2726 |
| Age | Categorical age group classification of individuals born between 1910–1933, 1934–1940, 1944–1953, 1954–1963, 1964–1973, 1974–1985 or younger. | 2726 |
| Employment | =1 if individual is working; 0 otherwise | 2702 |
| Income | estimated permanent income of individual | 2596 |
| Language | =1 if individual reported a language; 0 otherwise | 2726 |
Source: [28].
Descriptive Statistics – World Health Survey 2003.
|
| Mean | SD | ||
|---|---|---|---|---|
| Height | Height in cm | 1917 | 171.632 | 9.280 |
| CR | Czech Republic | 2412 | 0.207 | |
| Demage | Years under democracy | 2412 | 4.962 | 5.335 |
| DemIndyage | Years under independece | 2412 | 3.355 | 4.12 |
| Income | Composite income | 1827 | 0.411 | 0.979 |
| Language | Language dummy | 2412 | 0.795 | |
| Gender | Men | 2412 | 0.408 | |
| Age | Age in years | 2412 | 32.37 | 9.46 |
| No education | 1926 | 0.633 | ||
| Primary Education | 1926 | 0.242 | ||
| Secondary Education | 1926 | 0.541 | ||
| Upper Education | 1926 | 0.152 | ||
| Employed | 1914 | 0.680 | ||
Note: This tables provides descriptive statistics of the variables employed from the World Health Survey 2003. N refers to the number of observations, Mean refers to the mean of the variable and Std. Dev refers to the standard deviation for continuous variables [28].
Descriptive statistics Eurobarometer 2005 data.
| Variable | N | Mean | Std. Dev. |
|---|---|---|---|
| Height | 1986 | 170.721 | 9.1274 |
| Age | 2024 | 46.111 | 16.181 |
| CR | 2024 | 0.492 | |
| Gender | 2024 | 0.420 | |
| Demage | 2024 | 2.670 | 4.760 |
| DemIndyage | 2024 | 1.777 | 3.656 |
| Age 18–29 | 2024 | 0.191 | |
| Age 30–39 | 2024 | 0.190 | |
| Age 40–49 | 2024 | 0.186 | |
| Age 50–59 | 2024 | 0.195 | |
| Age 60–69 | 2024 | 0.159 | |
| Age 70–98 | 2024 | 0.077 |
Note: This tables provides descriptive statistics of the variables employed from the Eurobarometer 2005 data. N refers to the number of observations, Mean refers to the mean of the variable and Std. Dev refers to the standard deviation for continuous variables [27].
Figure 1Height by age cohorts, gender and country in 2003. Source: [28].
Mean height by gender and country.
| Slovakia | Czech Republic | |||
|---|---|---|---|---|
| Mean Height | Std. Dev. | Mean Height | Std. Dev. | |
|
| ||||
| 18–29 | 167.69 | 5.68 | 168.55 | 6.53 |
| 30–39 | 166.32 | 5.66 | 166.17 | 6.38 |
| 40–49 | 164.63 | 5.98 | 166.39 | 7.28 |
| 50–59 | 164.09 | 5.74 | 164.35 | 5.35 |
| 60–69 | 161.83 | 5.80 | 162.70 | 5.53 |
| 70–98 | 160.70 | 5.30 | 162.58 | 5.81 |
|
| ||||
| 18–29 | 180.79 | 7.44 | 180.24 | 7.46 |
| 30–39 | 178.88 | 7.27 | 180.84 | 6.95 |
| 40–49 | 178.61 | 6.85 | 178.52 | 7.45 |
| 50–59 | 175.82 | 5.67 | 176.09 | 6.51 |
| 60–69 | 171.67 | 6.67 | 174.92 | 6.16 |
| 70–98 | 172.00 | 6.91 | 171.83 | 6.14 |
Note: The table above reports the average height (and standard deviation) by gender and age group in the Czech Republic and Slovakia. Source: [28] Std. Dev refers to standard deviation.
Average height by income terciles (Ti) i = 1,2,3, gender (Male, Female) and country (sk = Slovakia, cz = Czech Republic).
| Variable. | Obs | Mean | Std. Dev. | Min | Max |
|---|---|---|---|---|---|
| First Income Tercile (T1) | |||||
| T1_female_sk | 408 | 164.62 | 2.24 | 160.51 | 167.42 |
| T1_male_sk | 143 | 176.78 | 3.97 | 166.12 | 180.24 |
| T1_female_cz | 190 | 164.41 | 2.49 | 161.34 | 168.36 |
| T1_male_cz | 133 | 175.26 | 4.06 | 169.83 | 181.9 |
| Second Income Tercile (T2) | |||||
| T2_female_sk | 352 | 166.12 | 2.04 | 163.06 | 168.23 |
| T2_male_sk | 202 | 178.59 | 1.37 | 173 | 179.93 |
| T2_female_cz | 185 | 164.82 | 1.47 | 162.75 | 166.77 |
| T2_male_cz | 140 | 177.01 | 2.22 | 173.95 | 179.81 |
| Third Income Tercile (T3) | |||||
| T3_female_sk | 380 | 166.07 | 1.22 | 159.67 | 167.66 |
| T3_male_sk | 234 | 180.31 | 1.73 | 174.67 | 181.36 |
| T3_female_cz | 123 | 167.08 | 2.44 | 162.8 | 170.75 |
| T3_male_cz | 130 | 180.20 | 2.76 | 173.78 | 183.43 |
Note: This table reports the average male and female heights of individuals in the Czech Republic and Slovakia by income tercile (T1, T2, T3). Source: [28].
Ordinary least squares (OLS) regressions of exposure to democracy (Demage = years lived under democracy, DemIndyage = exposure to democracy after independence) on individuals height.
| Dmocracy | (1) | (2) | (3) | (4) | (5) | (6) |
|---|---|---|---|---|---|---|
| All | All | All | Male | Female | Under 50 | |
| Demage | 0.264 *** | 0.217 *** | 0.286 *** | 0.273 ** | 0.107 | 0.174 ** |
| (0.0714) | (0.0735) | (0.0783) | (0.134) | (0.0883) | (0.0757) | |
| Constant | 165.0 *** | 165.0 *** | 164.7 *** | 168.1 *** | 166.1 *** | 166.9 *** |
| (0.801) | (0.825) | (0.834) | (7.592) | (5.185) | (0.853) | |
| Observations | 2726 | 2596 | 2596 | 967 | 1605 | 1816 |
| R-squared | 0.569 | 0.576 | 0.577 | 0.261 | 0.141 | 0.563 |
| Democracy After Independence | ||||||
| (7) | (8) | (9) | (10) | (11) | (12) | |
| All | All | All | Male | Female | Under 50 | |
| DemIndyage | 0.318 *** | 0.269 *** | 0.345 *** | 0.382 *** | 0.0804 | 0.257 *** |
| (0.0790) | (0.0809) | (0.0882) | (0.147) | (0.0986) | (0.0807) | |
| Constant | 165.4 *** | 165.3 *** | 165.0 *** | 166.8 *** | 167.9 *** | 167.0 *** |
| (0.659) | (0.675) | (0.685) | (5.136) | (7.527) | (0.704) | |
| Observations | 2726 | 2596 | 2596 | 967 | 1605 | 1805 |
| R-squared | 0.570 | 0.577 | 0.578 | 0.264 | 0.141 | 0.564 |
| Ethnicity | No | No | Yes | Yes | Yes | Yes |
| Employment | No | No | Yes | Yes | Yes | Yes |
| Demographic | Yes | Yes | Yes | Yes | Yes | Yes |
| Education | Yes | Yes | Yes | Yes | Yes | Yes |
| Income terciles | No | No | No | Yes | Yes | Yes |
Note: This table reports regression coefficients of an extra year of exposure to democracy (Demage) and exposure to democracy after independence (DemIndyage), respectively, on heights (measured in cm) and controlling for gender, income, ethnicity, employment, and education. CR = Czech Republic dummy being the excluded category SK = Slovakia. Standard errors in parentheses; *** p < 0.01, ** p < 0.05, * p < 0.1.
Regressions measuring the exposure to democracy by income tercile (T) and Country (CR, SK).
| Democracy x Tercile | (1) | (3) | (3) |
|---|---|---|---|
| Demoage | Demoage only under 50 | DemIndyage | |
| D | 0.432 *** | 0.356 *** | 0.432 *** |
| (0.110) | (0.123) | (0.110) | |
| CR × D | −0.251 ** | −0.295** | −0.251 ** |
| (0.105) | (0.125) | (0.105) | |
| D × T2 | −0.431 ** | (1.218) | −0.431 ** |
| (0.186) | −0.188 | (0.186) | |
| D × T3 | −0.465 ** | (0.127) | −0.465 ** |
| (0.184) | −0.233 * | (0.184) | |
| CR × D × T2 | 0.0340 | (0) | 0.0340 |
| (0.140) | 0.0854 | (0.140) | |
| CR × Demage × T3 | 0.379 *** | (0.163) | 0.379 *** |
| (0.137) | 0.397 ** | (0.137) | |
| Constant | 161.8 *** | 162.2 *** | 161.8 *** |
| (4.439) | (4.504) | (4.439) | |
| Ethnicity | Yes | Yes | Yes |
| Employment | Yes | Yes | Yes |
| Demographic | Yes | Yes | Yes |
| Education | Yes | Yes | Yes |
| Income qiantile controls | Yes | Yes | Yes |
| Observations | 2596 | 1805 | 2572 |
| R-squared | 0.579 | 0.564 | 0.583 |
Note: This table reports OLS regression coefficients measuring the change in heights of an extra year of exposure to democracy (Demage, DemIndyage) by income tercile (T2, T3, and T1 being the excluded category) and country (Czech Republic = CR, and SK = Slovakia being the excluded category) on heights (measured in cm). Standard errors in parentheses *** p < 0.01, ** p < 0.05, * p < 0.1.
Regression estimates using Eurobarometer survey (Eurobarometer 64.3).
| Variables | (1) | (2) | (3) | (4) |
|---|---|---|---|---|
| All | Men | All | Men | |
| Demage | 0.184 ** | 0.313 *** | ||
| (0.0752) | (0.0922) | |||
| DemIndyage | 0.224 *** | 0.357 *** | ||
| (0.0840) | (0.101) | |||
| CR | 1.341 *** | 1.049 *** | 1.344 *** | 1.066 *** |
| (0.277) | (0.341) | (0.277) | (0.341) | |
| Constant | 164.7 *** | 163.3 *** | 164.9 *** | 163.8 *** |
| (0.992) | (1.197) | (0.858) | (1.017) | |
| Controls | Yes | Yes | Yes | Yes |
| Observations | 1986 | 1144 | 1986 | 1144 |
| R-squared | 0.564 | 0.134 | 0.564 | 0.134 |
Note: This table reports regression coefficients of an extra year of exposure to democracy (Demage) and exposure to democracy after independence (DemIndyage), respectively, on heights (measured in cm) using the Eurobarometer 64.3 survey data, and controlling for gender, income, ethnicity, employment, and education. CR = Czech Republic dummy being the excluded category SK = Slovakia. Standard errors in parentheses *** p < 0.01, ** p < 0.05, * p < 0.1.
Regression measuring the exposure to democracy adjusted by “quality.”.
| Quality Adjusted Democracy | (1) | (2) | (3) | (4) |
|---|---|---|---|---|
| All | All | All | All | |
| Dempolity | 0.280 *** | 0.230 *** | 0.217 ** | 0.660 *** |
| (0.0833) | (0.0854) | (0.0881) | (0.173) | |
| CR × Dempolity | −0.448 *** | |||
| (0.168) | ||||
| (0.885) | ||||
| CR × Dempolity × T2 | −0.431 ** | |||
| (0.186) | ||||
| CR × Dempolity × T3 | −0.465 ** | |||
| (0.184) | ||||
| Constant | 166.0 *** | 165.9 *** | 165.9 *** | 162.1 *** |
| (0.599) | (0.615) | (0.616) | (4.394) | |
| Ethnicity | No | No | Yes | Yes |
| Employment | No | No | Yes | Yes |
| Demographic | Yes | Yes | Yes | Yes |
| Education | Yes | Yes | Yes | Yes |
| Income terciles | No | No | Yes | Yes |
| Observations | 2726 | 2596 | 2596 | 2572 |
| R-squared | 0.569 | 0.576 | 0.576 | 0.584 |
Note: This table reports OLS regression coefficients of an extra year of exposure to democracy but weighting each years of exposure by the polity index of the year (Dempolity) on heights (measured in cm), as well as the interaction with each country (CR = Czech Republic and SK = Slovakia being the omitted category) and income tercile (T2, T3, and T1 being the excluded category). Standard errors in parentheses. *** p < 0.01, ** p < 0.05, * p < 0.1.