| Literature DB >> 34121815 |
Eiji Yamamura1, Yoshiro Tsustsui2.
Abstract
The spread of the novel coronavirus disease caused schools in Japan to close to cope with the pandemic. In response to the school closures, parents of students were obliged to care for their children during the daytime, when children usually were at school. Did the increase in the burden of childcare influence parents' mental health? Based on short panel data from mid-March to mid-April 2020, we explore how school closures influenced the mental health of parents with school-aged children. Using a fixed-effects model, we find that school closures led to mothers of students suffering from worse mental health compared to other females, while the fathers' mental health did not differ from that of other males. This tendency is only observed for less-educated mothers who had children attending primary school, not for those with children attending junior high school nor for more-educated mothers. The contribution of this paper is showing that school closures increased the inequality of mental health between genders and parents with different educational backgrounds.Entities:
Keywords: COVID-19; Children; Gender difference; Mental health; Primary school; School closure
Year: 2021 PMID: 34121815 PMCID: PMC8184870 DOI: 10.1007/s00148-021-00844-3
Source DB: PubMed Journal: J Popul Econ ISSN: 0933-1433
Fig. 1Changes in the number of daily infected persons, the timing of the five waves of the surveys, and the closing and reopening of schools in Japan between 1 March 2020 and 2 July 2020. Note: First, second, third, fourth, and fifth waves were conducted in 2020 on 10 March, 27 March, 10 April, 8 May, and 12 June, respectively. Thin lines show the dates of the surveys. Thick lines show the date when school closures began (2 March 2020) and the date when the state of emergency in Japan was lifted (25 May 2020). After 25 May deregulation, schools were reopened, although actual reopening dates varied according by prefecture. The state of emergency was declared on 7 April 2020 and its date is indicated in the figure. Source: Details of persons daily infected by COVID-19 were sourced from the official site of the Ministry of Health, Labour and Welfare. https://www.mhlw.go.jp/stf/covid-19/open-data.html. (Accessed 4 July 2020)
Fig. 2Variations of school closure rates according to prefectures in each period. Notes: Prefectures coloured black indicate where 100% of primary schools were closed, while those coloured white indicate where 0% of schools remained closed. Prefectures shaded in dark and light indicate 90–99% and 1–89%, respectively
Fig. 3Mental health comparison of males with and without primary school children on a 5-point scale. Note: Higher Anger, Fear, and Anxiety levels yielded worse mental health. In contrast, higher Happiness levels meant happier people
Fig. 4Mental health comparison of females with and without primary school children on a 5-point scale. Note: Higher Anger, Fear, and Anxiety levels yielded worse mental health. In contrast, higher Happiness levels meant happier people
Definitions of key variables and their basic statistics
| Definition | (1) | (2) | |
|---|---|---|---|
‘ Please answer in a scale from 1 (I have not felt this emotion at all) to 5 (I have felt this emotion strongly) | 2.97 | 3.10 | |
‘ Please answer in a scale from 1 (I have not felt this emotion at all) to 5 (I have felt this emotion strongly) | 3.00 | 3.30 | |
‘ Please answer in a scale from 1 (I have not felt this emotion at all) to 5 (I have felt this emotion strongly) | 3.26 | 3.58 | |
| 5.04 | 5.62 | ||
| Equal to one if the respondent’s child is primary school pupil, 0 otherwise | 0.21 | 0.29 | |
| Equal to one if the respondent’s child is junior high school student, 0 otherwise | 0.11 | 0.14 | |
| School closure rate in each prefecture. Its rates in the fifth wave are 0 in all prefectures (%) | 77.8 | 77.5 | |
| School closure rate in each prefecture. Partial reopening in the fifth wave is considered closed (%) | 85.4 | 85.1 | |
| Respondent’s schooling years | 14.4 | 14.1 | |
| Respondent’s annual household income. (Million yen) | 5.70 | 5.53 | |
| Respondent’s ages | 36.2 | 36.3 | |
| Equal to one if the survey is the second wave, 0 otherwise | 0.20 | 0.20 | |
| Equal to one if the survey is the third wave, 0 otherwise | 0.20 | 0.20 | |
| Equal to one if the survey is the fourth wave, 0 otherwise | 0.20 | 0.20 | |
| Equal to one if the survey is the third wave, 0 otherwise | 0.20 | 0.20 |
Note: Sample is limited to workers under 50 years old.
Results of interaction terms
| Male | Female | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 0.11 (1.03) | 0.01 (0.06) | 0.03 (0.34) | 0.01 (0.07) | − 0.24 (− 0.26) | − 0.02 (− 0.25) | − 0.07 (− 0.77) | 0.22 (1.49) |
× | − 0.01 (− 0.09) | − 0.03 (− 0.28) | − 0.05 (− 0.57) | − 0.01 (− 0.06) | − 0.04 (− 0.41) | − 0.02 (− 0.26) | − 0.01 (− 0.12) | 0.33** (2.43) |
× | 0.01 (0.09) | 0.02 (0.25) | 0.03 (0.30) | − 0.34** (− 2.21) | − 0.03 (− 0.35) | − 0.02 (− 0.48) | − 0.07 (− 0.92) | 0.14 (1.01) |
× | − 0.05 (− 0.49) | − 0.04 (− 0.48) | − 0.12 (− 1.34) | 0.04 (0.26) | − 0.18** (− 2.30) | − 0.20** (− 2.42) | − 0.23** (− 2.63) | 0.21 (1.41) |
× | 0.07 (0.51) | − 0.02 (− 0.16) | − 0.03 (− 0.18) | 0.24 (1.09) | 0.24* (1.66) | 0.40*** (3.10) | 0.12 (0.89) | − 0.05 (− 0.30) |
× | − 0.07 (− 0.48) | − 0.13 (− 0.92) | − 0.03 (− 0.24) | − 0.01 (− 0.06) | 0.18 (1.46) | 0.32*** (2.65) | 0.11 (0.85) | − 0.03 (− 0.22) |
× | − 0.03 (− 0.27) | − 0.09 (− 0.90) | − 0.02 (− 0.23) | 0.01 (0.06) | 0.07 (0.55) | 0.14 (1.30) | 0.12 (0.96) | 0.16 (0.76) |
× | − 0.01 (− 0.05) | − 0.01 (− 0.07) | 0.10 (0.75) | 0.26 (1.21) | 0.01 (0.07) | 0.25* (1.94) | 0.02 (0.15) | − 0.04 (− 0.19) |
− 0.25*** (− 4.87) | − 0.46*** (− 9.49) | − 0.40*** (− 7.92) | 0.33*** (4.01) | − 0.21*** (− 4.04) | − 0.45*** (− 8.42) | − 0.36*** (− 6.87) | 0.53*** (6.05) | |
− 0.21*** (− 4.81) | − 0.32*** (− 6.96) | − 0.28*** (− 6.48) | 0.15** (2.32) | − 0.21*** (− 4.37) | − 0.35*** (− 7.29) | − 0.32*** (− 6.69) | 0.20** (2.59) | |
− 0.05 (− 1.18) | − 0.17*** (− 3.77) | − 0.16*** (− 3.58) | 0.11 (1.41) | − 0.11** (− 2.33) | − 0.25*** (− 5.52) | − 0.21*** (− 4.59) | 0.13* (1.86) | |
− 0.16*** (− 3.33) | − 0.36*** (− 7.57) | − 0.34*** (− 7.27) | 0.18** (2.25) | − 0.24*** (− 4.26) | − 0.57*** (− 10.9) | − 0.54*** (− 10.7) | 0.48*** (5.94) | |
Within R-square Groups Obs | 0.02 734 3670 | 0.05 734 3670 | 0.04 734 3670 | 0.02 734 3670 | 0.02 677 3385 | 0.09 677 3385 | 0.09 677 3385 | 0.04 677 3385 |
Note: Numbers within parentheses are robust standard errors that are clustered on individuals. Wave 3 is the omitted wave fixed effect. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of interaction terms for university graduates
| Male | Female | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | − 0.03 (− 0.23) | − 0.11 (− 0.87) | − 0.07 (− 0.50) | − 0.15 (− 0.70) | − 0.14 (− 0.94) | − 0.08 (− 0.61) | − 0.02 (− 0.17) | − 0.08 (− 0.35) |
× | − 0.18 (− 1.45) | − 0.17 (− 1.33) | − 0.18 (− 1.52) | − 0.05 (− 0.25) | 0.01 (0.08) | 0.03 (0.27) | − 0.002 (− 0.02) | 0.05 (0.27) |
× | − 1.24 (− 0.96) | − 0.12 (− 1.05) | − 0.04 (− 0.37) | − 0.37* (− 1.86) | − 0.13 (− 1.04) | − 0.03 (− 0.30) | − 0.12 (− 1.01) | 0.10 (0.51) |
× | − 0.19 (− 1.44) | − 0.20* (− 1.68) | − 0.23* (− 1.89) | 0.01 (0.04) | − 0.13 (− 0.98) | − 0.03 (− 0.24) | − 0.12 (− 0.88) | 0.05 (0.25) |
× | 0.08 (0.33) | − 0.39** (− 2.09) | − 0.15 (− 0.72) | 0.40 (1.06) | 0.53 (1.45) | 0.21 (0.87) | 0.18 (0.76) | − 0.10 (− 0.35) |
× | − 0.02 (− 0.08) | − 0.13 (− 0.68) | − 0.07 (− 0.37) | 0.14 (0.59) | 0.60** (2.34) | 0.55** (2.30) | 0.32 (1.21) | − 0.12 (− 0.52) |
× | − 0.08 (− 0.53) | − 0.08 (− 0.57) | 0.01 (0.08) | 0.17 (0.51) | 0.23 (0.84) | 0.11 (0.39) | − 0.24 (− 0.77) | 0.47 (0.86) |
× | − 0.02 (− 0.19) | − 0.01 (− 0.06) | 0.12 (0.76) | 0.49 (1.48) | 0.06 (0.22) | 0.23 (1.02) | 0.06 (0.21) | 0.11 (0.28) |
− 0.25*** (− 3.47) | − 0.47*** (− 7.15) | − 0.41*** (− 5.87) | 0.37*** (3.51) | − 0.22*** (− 2.70) | − 0.42*** (− 5.41) | − 0.41*** (− 4.94) | 0.54*** (4.08) | |
− 0.10 (− 1.60) | − 0.24*** (− 3.77) | − 0.21*** (− 3.28) | 0.22** (2.42) | − 0.19*** (− 2.70) | − 0.33*** (− 4.97) | − 0.32*** (− 4.17) | 0.19 (1.61) | |
| < default > | < default > | |||||||
0.03 (0.52) | − 0.13** (− 2.10) | − 0.15** (− 2.48) | 0.03 (0.33) | − 0.10 (− 1.40) | − 0.23*** (− 3.39) | − 0.22*** (− 2.93) | 0.18 (1.54) | |
− 0.09 (− 1.42) | − 0.35*** (− 5.52) | − 0.38*** (− 5.76) | 0.09 (0.95) | − 0.24*** (− 3.01) | − 0.63*** (− 8.54) | − 0.57*** (− 6.97) | 0.51*** (3.87) | |
Within R-square Groups Obs | 0.02 385 1925 | 0.08 385 1925 | 0.06 385 1925 | 0.02 385 1925 | 0.03 270 1350 | 0.10 677 3385 | 0.09 677 3385 | 0.04 677 3385 |
Note: Numbers within parentheses are robust standard errors that are clustered on individuals. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of interaction terms for high school graduates who are not university graduates
| Male | Female | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 0.28 (1.57) | 0.17 (1.01) | 0.18 (1.14) | 0.25 (0.95) | 0.03 (0.21) | 0.01 (0.07) | − 0.11 (− 0.89) | 0.45** (2.34) |
× | 0.15 (1.07) | 0.13 (0.89) | 0.10 (0.83) | 0.03 (0.13) | − 0.07 (− 0.60) | − 0.03 (− 0.27) | 0.004 (0.04) | 0.55*** (2.92) |
× | 0.10 (0.64) | 0.18 (1.28) | 0.09 (0.70) | − 0.28 (− 1.18) | 0.01 (0.11) | − 0.04 (− 0.42) | − 0.06 (− 0.55) | 0.22 (1.14) |
× | 0.08 (0.50) | 0.15 (1.00) | 0.01 (0.08) | 0.10 (0.40) | − 0.21* (− 1.76) | − 0.30** (− 2.54) | − 0.30** (− 2.50) | 0.31 (1.55) |
× | 0.08 (0.41) | 0.20 (0.93) | 0.02 (0.09) | 0.14 (0.54) | 0.10 (0.63) | 0.42*** (2.70) | 0.07 (0.46) | − 0.02 (− 0.10) |
× | − 0.06 (− 0.31) | − 0.14 (− 0.67) | 0.01 (0.04) | − 0.08 (− 0.34) | 0.05 (0.38) | 0.26* (1.77) | 0.05 (0.36) | 0.01 (0.06) |
× | 0.03 (0.15) | − 0.14 (− 0.90) | − 0.08 (− 0.52) | − 0.15 (− 0.51) | − 0.02 (− 0.15) | 0.16 (1.36) | 0.23* (1.82) | 0.10 (0.43) |
× | 0.04 (0.24) | − 0.05 (− 0.22) | 0.04 (0.22) | 0.06 (0.20) | − 0.04 (− 0.25) | 0.21 (1.38) | 0.001 (0.01) | − 0.15 (− 0.54) |
− 0.28*** (− 3.77) | − 0.43*** (− 5.95) | − 0.37*** (− 5.01) | 0.22* (1.75) | − 0.18** (− 2.56) | − 0.45*** (− 5.99) | − 0.31*** (− 4.45) | 0.52*** (4.29) | |
− 0.38*** (− 5.38) | − 0.38*** (− 5.99) | − 0.37*** (− 5.94) | 0.05 (0.56) | − 0.23*** (− 3.29) | − 0.37*** (− 5.28) | − 0.33*** (− 5.31) | 0.20* (1.90) | |
| < default > | < default > | |||||||
− 0.13* (− 1.94) | − 0.19*** (− 2.70) | − 0.14** (− 2.20) | 0.19* (1.68) | − 0.12* (− 1.67) | − 0.27*** (− 4.38) | − 0.19*** (− 3.40) | 0.10 (1.09) | |
− 0.26*** (− 3.44) | − 0.36*** (− 5.11) | − 0.30*** (− 4.42) | 0.25** (2.07) | − 0.22*** (− 2.85) | − 0.54*** (− 7.31) | − 0.53*** (− 7.57) | 0.47*** (4.54) | |
Within R-square Groups Obs | 0.03 328 1640 | 0.05 328 1640 | 0.04 328 1640 | 0.02 328 1640 | 0.03 391 1955 | 0.09 391 1955 | 0.10 391 1955 | 0.05 391 1955 |
Note: Numbers within parentheses are robust standard errors that are clustered on individuals. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of interaction terms for random effects ordered probit model
| Male | Female | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 0.16 (1.03) | − 0.01 (− 0.05) | 0.02 (0.11) | − 0.003 (− 0.02) | − 0.04 (− 0.29) | − 0.07 (− 0.51) | − 0.15 (− 1.04) | 0.18 (1.42) |
× | − 0.01 (− 0.11) | − 0.05 (− 0.35) | − 0.09 (− 0.72) | − 0.02 (− 0.13) | − 0.05 (− 0.40) | − 0.07 (− 0.53) | − 0.05 (− 0.41) | 0.29** (2.41) |
× | 0.01 (0.06) | 0.02 (0.13) | 0.02 (0.15) | − 0.15 (− 1.20) | − 0.04 (− 0.34) | − 0.07 (− 0.62) | − 0.14 (− 1.09) | 0.11 (0.92) |
× | − 0.07 (− 0.48) | − 0.07 (− 0.54) | − 0.19 (− 1.41) | 0.01 (0.08) | − 0.26** (− 2.03) | − 0.34*** (− 2.66) | − 0.40*** (− 2.84) | 0.18 (1.39) |
× | 0.10 (0.48) | − 0.03 (− 0.12) | − 0.03 (− 0.12) | 0.09 (0.53) | 0.34* (1.69) | 0.60*** (3.02) | 0.19 (0.93) | − 0.04 (− 0.27) |
× | − 0.09 (− 0.49) | − 0.18 (− 0.89) | − 0.04 (− 0.20) | − 0.02 (− 0.09) | 0.25 (1.45) | 0.48** (2.55) | 0.18 (0.94) | − 0.04 (− 0.33) |
× | − 0.04 (− 0.26) | − 0.14 (− 0.88) | − 0.03 (− 0.19) | − 0.01 (− 0.04) | 0.09 (0.53) | 0.21 (1.29) | 0.19 (1.01) | 0.14 (0.74) |
× | − 0.02 (− 0.11) | 0.01 (0.05) | 0.15 (0.80) | 0.10 (0.55) | 0.01 (0.08) | 0.38* (1.96) | 0.06 (0.30) | − 0.02 (− 0.13) |
|
| − 0.34*** (− 4.80) | − 0.66*** (− 9.32) | − 0.57*** (− 7.69) | 0.15** (2.44) | − 0.30*** (− 4.04) | − 0.69*** (− 8.22) | − 0.56*** (− 6.79) | 0.48*** (6.29) |
|
| − 0.30*** (− 4.78) | − 0.45*** (− 6.93) | − 0.41*** (− 6.33) | 0.07 (1.15) | − 0.31*** (− 4.37) | − 0.53*** (− 7.11) | − 0.52*** (− 6.77) | 0.18*** (2.63) |
|
| < default > | < default > | ||||||
|
| − 0.07 (− 1.21) | − 0.24*** (− 3.77) | − 0.23*** (− 3.53) | 0.05 (0.78) | − 0.16** (− 2.39) | − 0.39*** (− 5.46) | − 0.34*** (− 4.65) | 0.12* (1.89) |
|
| − 0.22*** (− 3.32) | − 0.53*** (− 7.50) | − 0.51*** (− 7.19) | 0.07 (1.19) | − 0.34*** (− 4.30) | − 0.86*** (− 10.5) | − 0.85*** (− 10.2) | 0.42*** (5.99) |
Wald chi-square Groups Obs | 53 734 3670 | 160 734 3670 | 140 734 3670 | 123 734 3670 | 84 734 3670 | 248 734 3670 | 248 734 3670 | 128 734 3670 |
Note: Numbers within parentheses are robust standard errors that are clustered on individuals. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of school closure rate for men
| Specification A | Specification B | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 1.09 (1.40) | 0.56 (0.80) | 1.27 (1.64) | − 0.99 (− 0.83) | ||||
× | − 0.17 (− 0.17) | − 0.76 (− 0.71) | − 1.45 (− 1.28) | − 1.53 (− 1.09) | ||||
0.31 (0.27) | 1.97* (1.66) | 2.26* (1.79) | − 0.33 (− 0.17) | |||||
× | 1.61 (1.53) | 0.83 (0.77) | 1.67 (1.53) | − 1.46 (− 0.91) | ||||
× | − 0.28 (− 0.21) | − 0.60 (− 0.41) | − 0.72 (− 0.46) | − 2.55 (− 1.37) | ||||
0.35 (0.33) | 0.99 (0.88) | 0.47 (0.41) | 1.59 (0.94) | |||||
Within R-square Groups Obs | 0.02 734 3670 | 0.05 734 3670 | 0.04 734 3670 | 0.01 734 3670 | 0.02 677 3385 | 0.05 677 3385 | 0.04 677 3385 | 0.01 677 3385 |
Note: In all columns, wave dummies are included, but the results are not reported. The numbers within parentheses are robust standard errors that are clustered on individuals. For the convenience of interpretation, coefficients are multiplied by 1000. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of school closure rate for women
| Specification A | Specification B | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 1.48** (2.06) | 1.73** (2.52) | 1.85*** (2.64) | − 0.68 (− 0.58) | ||||
× | 1.08 (1.13) | − 0.38 (− 0.40) | 0.68 (0.65) | 0.18 (0.10) | ||||
0.31 (0.25) | 0.69 (0.59) | − 0.34 (− 0.28) | − 0.20 (− 0.11) | |||||
× | 2.22** (2.20) | 2.89** (2.17) | 1.11*** (2.62) | 0.35 (0.20) | ||||
× | 0.95 (0.69) | − 0.73 (− 0.51) | 0.10 (0.07) | 0.37 (0.13) | ||||
− 0.72 (− 0.74) | − 1.10 (− 1.06) | − 1.10 (− 1.10) | 2.83* (− 1.80) | |||||
Within R-square Groups Obs | 0.02 677 3385 | 0.08 677 3385 | 0.09 677 3385 | 0.04 677 3385 | 0.01 677 3385 | 0.08 677 3385 | 0.09 677 3385 | 0.04 677 3385 |
Note: In all columns, wave dummies are included, but the results are not reported. The numbers within parentheses are robust standard errors that are clustered on individuals. For the convenience of interpretation, coefficients are multiplied by 1000. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of school closure rate for male university graduates
| Specification A | Specification B | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 1.33 (1.33) | 1.29 (1.56) | 1.69* (1.79) | − 1.14 (− 0.81) | ||||
× | 0.18 (0.13) | − 1.47 (− 1.10) | − 1.91 (− 1.24) | − 2.61 (− 1.25) | ||||
2.17 (1.34) | 2.15 (1.34) | − 0.18 (− 0.10) | − 1.78 (− 1.25) | |||||
× | 1.76 (1.27) | 2.00 (1.50) | 2.59* (1.84) | − 1.24 (− 0.56) | ||||
× | 0.15 (0.09) | − 1.68 (− 1.04) | − 1.26 (− 0.64) | − 3.63 (− 1.21) | ||||
1.47 (1.02) | 0.74 (0.58) | − 1.58 (− 0.64) | − 1.09 (− 0.50) | |||||
Within R-square Groups Obs | 0.02 406 2030 | 0.07 406 2030 | 0.05 406 2030 | 0.02 406 2030 | 0.02 406 2030 | 0.07 406 2030 | 0.05 406 2030 | 0.02 406 2030 |
Note: In all columns, wave dummies are included, but the results are not reported. The numbers within parentheses are robust standard errors that are clustered on individuals. For the convenience of interpretation, coefficients are multiplied by 1000. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of school closure rate for female university graduates
| Specification A | Specification B | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 0.82 (0.43) | 0.36 (0.34) | 0.94 (0.87) | − 0.78 (− 0.47) | ||||
× | 2.71 (1.54) | − 0.29 (− 0.15) | 0.41 (0.21) | − 3.25 (− 1.25) | ||||
1.59 (0.64) | 1.00 (0.43) | 1.44 (0.54) | − 1.89 (− 0.54) | |||||
× | 1.33 (0.78) | 0.14 (0.08) | 1.21 (0.72) | 0.62 (0.26) | ||||
× | 5.22* (1.84) | 1.31 (0.38) | 1.89 (0.56) | − 5.79 (− 1.47) | ||||
− 0.25 (− 0.12) | − 0.02 (− 0.01) | 1.72 (0.94) | 1.33 (0.48) | |||||
Within R-square Groups Obs | 0.02 286 1430 | 0.09 286 1430 | 0.08 286 1430 | 0.04 286 1430 | 0.02 286 1430 | 0.09 286 1430 | 0.08 286 1430 | 0.04 286 1430 |
Note: In all columns, wave dummies are included, but the results are not reported. The numbers within parentheses are robust standard errors that are clustered on individuals. For the convenience of interpretation, coefficients are multiplied by 1000. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of school closure rate for male high school graduates who are not university graduates
| Specification A | Specification B | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 0.80 (0.97) | − 0.38 (− 0.32) | 0.72 (0.56) | − 0.86 (− 0.43) | ||||
× | − 0.40 (− 0.28) | − 0.02 (− 0.01) | − 0.89 (− 0.54) | − 0.33 (− 0.17) | ||||
− 1.10 (− 0.68) | 1.69 (0.97) | 4.18** (2.11) | 1.21 (0.41) | |||||
× | 1.49 (0.91) | − 0.50 (− 0.29) | 0.66 (0.39) | − 1.82 (− 0.79) | ||||
× | − 0.58 (− 0.29) | 0.53 (0.23) | 0.03 (0.01) | − 1.27 (− 0.55) | ||||
− 0.81 (− 0.50) | 1.27 (0.70) | 2.73 (1.60) | 4.94* (1.89) | |||||
Within R-square Groups Obs | 0.03 328 1640 | 0.04 328 1640 | 0.04 328 1640 | 0.01 328 1640 | 0.03 328 1640 | 0.04 328 1640 | 0.04 328 1640 | 0.01 328 1640 |
Note: In all columns, wave dummies are included, but the results are not reported. The numbers within parentheses are robust standard errors that are clustered on individuals. For the convenience of interpretation, coefficients are multiplied by 1000. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of school closure rate for female high school graduates who are not university graduates
| Specification A | Specification B | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 1.92** (2.05) | 2.75*** (2.94) | 2.41*** (2.62) | − 0.57 (− 0.35) | ||||
× | 0.46 (0.40) | − 0.39 (− 0.35) | 0.61 (0.50) | 1.33 (0.57) | ||||
− 0.001 (− 0.07) | 0.47 (0.34) | − 0.70 (− 0.54) | − 0.01 (− 0.03) | |||||
× | 2.68** (2.14) | 3.49*** (2.62) | 3.31** (2.58) | 0.34 (0.14) | ||||
× | − 0.11 (− 0.07) | − 1.21 (− 0.78) | − 0.37 (− 0.27) | 1.59 (0.45) | ||||
− 0.94 (− 0.79) | − 1.59 (− 1.29) | − 2.44** (− 2.06) | 3.09 (1.62) | |||||
Within R-square Groups Obs | 0.02 391 1955 | 0.08 391 1955 | 0.10 391 1955 | 0.05 391 1955 | 0.02 391 1955 | 0.08 391 1955 | 0.10 391 1955 | 0.05 391 1955 |
Note: In all columns, wave dummies are included, but the results are not reported. The numbers within parentheses are robust standard errors that are clustered on individuals. For the convenience of interpretation, coefficients are multiplied by 1000. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of school closure rate for men, random effects ordered probit model
| Specification A | Specification B | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 1.42 (1.32) | 0.74 (0.73) | 1.68 (1.55) | − 0.23 (− 0.25) | ||||
× | − 0.38 (− 0.28) | − 1.45 (− 0.92) | − 2.33 (− 1.42) | 0.21 (0.17) | ||||
|
| 1.14 (0.72) | 3.38* (1.95) | 4.01** (2.32) | − 3.62** (− 2.47) | ||||
× | 2.13 (1.47) | 0.99 (0.63) | 2.11 (1.39) | − 0.21 (− 0.16) | ||||
× | − 1.01 (− 0.55) | − 1.66 (− 0.78) | − 1.61 (− 0.71) | 0.28 (0.23) | ||||
|
| 1.14 (0.81) | 2.03 (1.31) | 1.51 (0.98) | − 1.83 (− 1.29) | ||||
Wald chi-square Groups Obs | 50 734 3670 | 159 734 3670 | 135 734 3670 | 136 734 3670 | 50 734 3670 | 159 734 3670 | 135 734 3670 | 136 734 3670 |
Note: In all columns, wave dummies are included, but the results are not reported. The numbers within parentheses are robust standard errors that are clustered on individuals. For the convenience of interpretation, coefficients are multiplied by 1000. *** and ** indicate statistical significance at 1% and 5% levels, respectively
Results of school closure rate for women, random effects ordered probit model
| Specification A | Specification B | |||||||
|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | |
× | 2.26** (2.23) | 2.94*** (2.52) | 3.00*** (2.93) | − 0.68 (− 0.65) | ||||
× | 1.52 (1.14) | − 0.74 (− 0.52) | 0.71 (0.47) | 0.01 (0.05) | ||||
|
| 0.11 (0.06) | 0.04 (0.03) | − 0.59 (− 0.34) | − 0.24 (− 0.14) | ||||
× | 3.48** (2.48) | 4.07*** (2.65) | 4.41*** (2.96) | 0.21 (0.13) | ||||
× | 1.25 (0.68) | − 1.45 (− 0.69) | − 0.35 (− 0.63) | 0.41 (0.17) | ||||
|
| − 1.27 (− 0.91) | − 2.23 (− 1.45) | − 1.71 (− 1.21) | 2.16 (1.58) | ||||
Wald chi-square Groups Obs | 79 677 3385 | 228 677 3385 | 240 677 3385 | 119 677 3385 | 79 677 3385 | 228 677 3385 | 240 677 3385 | 119 677 3385 |
Note: In all columns, wave dummies are included, but the results are not reported. The numbers within parentheses are robust standard errors that are clustered on individuals. For the convenience of interpretation, coefficients are multiplied by 1000. *** and ** indicate statistical significance at 1% and 5% levels, respectively