| Literature DB >> 34908604 |
Clara E Jace1, Christos A Makridis2,3.
Abstract
Using weekly variation from April 23 to June 23 2020, we exploit the surge in unemployment over the coronavirus pandemic to identify the effects on mental health outcomes and the role of marital status as a protective factor for households. We find that married respondents are 1-2 percentage points less likely, relative to their unmarried counterparts, to experience mental health problems following declines in work-related income since the start of the pandemic. Our results suggest that the combination of intrafamily substitution and the psychological benefits of marriage helps insure against unanticipated fluctuations in job and income loss.Entities:
Keywords: coronavirus; employment; family; marriage; mental health; wages
Year: 2021 PMID: 34908604 PMCID: PMC8662208 DOI: 10.1111/ssqu.13063
Source DB: PubMed Journal: Soc Sci Q ISSN: 0038-4941
Variable dictionary
| Name | Type | Source | Description |
|---|---|---|---|
| Age | Ordinal | Household Pulse Survey | Calculated using the respondent's birth year; ranges from 18 to 88. |
| Anxious | Binary | Household Pulse Survey | Calculated from the respondent's answer to the question: “Over the last 7 days, how often have you been bothered by the following problems … feeling nervous, anxious, or on edge?” 1 if “more than half the days” or “nearly every day”; 0 if “not at all” or “several days.” |
| Depressed | Binary | Household Pulse Survey | Calculated from the respondent's answer to the question: “Over the last 7 days, how often have you been bothered by the following problems… feeling down, depressed, or hopeless?” 1 if “more than half the days” or “nearly every day”; 0 if “not at all” or “several days.” |
| Education | Ordinal | Household Pulse Survey | 1 if less than high school; 2 if some high school; 3 if high school graduate or equivalent; 4 if some college; 5 if associate's degree; 6 if bachelor's degree; 7 if graduate degree. |
| Gender | Binary | Household Pulse Survey | 1 if female; 0 if male. |
| Income | Ordinal | Household Pulse Survey | 1 if less than $25,000; 2 if $25,000–34,999; 3 if $35,000–49,999; 4 if $50,000–74,999; 5 if $75,000–99,999; 6 if $100,000–149,999; 7 if $150,000–199,999; 8 if $200,000 and above. |
| Income loss | Binary | Household Pulse Survey | Calculated from the respondent's answer to the question: “Have you, or has anyone in your household experienced a loss of employment income since March 13, 2020?” 1 if yes; 0 if no. |
| Kids | Ordinal | Household Pulse Survey | Calculated from the respondent's answer to the question: “How many people under 18 years old currently live in your household?” Ranges from 0 to 5. |
| Losing interest | Binary | Household Pulse Survey | Calculated from the respondent's answer to the question: “Over the last 7 days, how often have you been bothered by the following problems … having little interest or pleasure in doing things?” 1 if “more than half the days” or “nearly every day”; 0 if “not at all” or “several days.” |
| Married | Binary | Household Pulse Survey | 0 if widowed, divorced, separated, or never married; 1 if now married. |
| Race | Categorical | Household Pulse Survey | 1 if white; 2 if black; 3 if Asian; 4 if any other race or combination. |
| Unemployment | Logged claims | Chetty et al. (2020) | Calculated by taking the total unemployment insurance claims from the Department of Labor per 100 persons in the 2019 labor force. |
| Worried | Binary | Household Pulse Survey | Calculated from the respondent's answer to the question: “Over the last 7 days, how often have you been bothered by the following problems… not being able to stop or control worrying?” 1 if “more than half the days” or “nearly every day”; 0 if “not at all” or “several days.” |
FIGURE 1Spatial heterogeneity in high anxiety across states
Source: Census Pulse. The figure plots the average share and the growth rate (between April 23 to May 5 and June 18–23) in the share at a state level for those reporting high anxiety at least three days in the past week of the survey. Anxiety can take one of four values in the survey: “nearly every day,” “more than half the days,” “several days,” and “not at all.” We denote an individual as anxious if they feel that way more than half the days, which allows us to obtain the percentage that feels that way in a state.
FIGURE 2Examining the persistence in state mental health outcomes
Source: Census Pulse. The figure plots the state share for those reporting high anxiety at least three days in the past week for April 23 to May 5 with the change in the share between the April 23 to May 5 and June 18–23 on an average. Observations are weighted by state employment as of 2018.
FIGURE 3Mental health outcomes for married and unmarried respondents
Source: Census Pulse. The figure plots the share of married and unmarried respondents pooled across the sample waves based on the weekly frequency (1 = “not at all,” 2 = “several days,” 3 = “more than half the days,” and 4 = “nearly every day”) that they report being anxious, worried, losing interest, and feeling depressed.
Summary statistics: Averages by week
| Week | ||||||||
|---|---|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |
| Male | 0.38 | 0.39 | 0.40 | 0.41 | 0.40 | 0.40 | 0.39 | 0.39 |
| Married | 0.57 | 0.57 | 0.57 | 0.58 | 0.57 | 0.57 | 0.57 | 0.57 |
| Age | 47.8 | 48.8 | 48.2 | 49.0 | 48.7 | 49.0 | 49.3 | 48.2 |
| Kids | 0.82 | 0.76 | 0.78 | 0.74 | 0.74 | 0.73 | 0.72 | 0.77 |
| Hours with kids | 13.6 | 13.2 | 12.8 | 11.8 | 10.3 | 7.75 | 7.76 | 5.76 |
| White | 0.81 | 0.83 | 0.82 | 0.83 | 0.82 | 0.82 | 0.82 | 0.81 |
| Black | 0.09 | 0.08 | 0.09 | 0.08 | 0.09 | 0.08 | 0.09 | 0.09 |
| Hispanic | 0.09 | 0.08 | 0.09 | 0.08 | 0.09 | 0.09 | 0.09 | 0.10 |
| College or more | 0.52 | 0.55 | 0.55 | 0.56 | 0.56 | 0.56 | 0.56 | 0.55 |
| Work loss | 0.42 | 0.43 | 0.42 | 0.42 | 0.42 | 0.42 | 0.42 | 0.43 |
| Unemployment rate (%) | 12.4 | 14.3 | 13.8 | 14.4 | 12.6 | 12.2 | 12.0 | 11.5 |
| Anxious | 0.310 | 0.298 | 0.300 | 0.286 | 0.297 | 0.305 | 0.319 | 0.324 |
| Worried | 0.221 | 0.221 | 0.217 | 0.211 | 0.221 | 0.226 | 0.239 | 0.242 |
| Losing interest | 0.194 | 0.201 | 0.198 | 0.194 | 0.197 | 0.195 | 0.201 | 0.206 |
| Depressed | 0.173 | 0.180 | 0.179 | 0.177 | 0.185 | 0.184 | 0.187 | 0.194 |
| Respondents | 50,465 | 27,993 | 85,133 | 63,607 | 66,007 | 52,199 | 47,311 | 71,323 |
Note: The table reports the mean of a series of descriptive variables across eight weeks of the Census Pulse Survey. The values of the demographic binary variables (male, married, white, black, hispanic, college or more, and work loss) indicate the share of total respondents that week with that characteristic. Specifically, “College or more” refers to those with a BA or higher, and “Work loss” refers to respondents who said that their household has experienced a loss of income since March 13, 2020. The state unemployment rates are originally from the Department of Labor and are lagged to match respondents' reflections on their previous week. The four mental health variables—anxious, worried, losing interest, and depressed—are indicators of whether the individual experienced that negative mental state for “more than half the days” and “nearly every day” (1), or for “several days” and “not at all” (0).
Source: Census Pulse Survey and the Opportunity Insights Economic Tracker from Chetty et al. (2020).
The relationship between state unemployment and individual income declines
| Household income loss | |||
|---|---|---|---|
| (1) | (2) | (3) | |
| Unemployment claims (log) | 0.020*** | 0.023*** | 0.010* |
| (0.001) | (0.001) | (0.006) | |
| Demographic/income controls | Yes | Yes | |
| State/week FE | Yes | ||
| Observations | 463,659 | 463,659 | 463,659 |
| Adjusted | 0.002 | 0.036 | 0.053 |
Note: The table reports the coefficients associated with regressions of an indicator for whether the respondent's household has experienced work‐related income loss since March 13, 2020, on logged total unemployment claims by state. Individual controls include age, gender, number of children, education, income, and race. Standard errors are heteroskedasticity‐robust and observations are weighted by the sample weights.
Abbreviation: FE, fixed effect.
Source: Census Pulse Survey and the Opportunity Insights Economic Tracker from Chetty et al. (2020).
The moderating effects of marriage for income losses on mental health
| Dependent variable | ||||||
|---|---|---|---|---|---|---|
| Is anxious | Is depressed | |||||
| (1) | (2) | (3) | (4) | (5) | (6) | |
| Married | −0.077*** | −0.061*** | −0.024*** | −0.086*** | −0.068*** | −0.028*** |
| (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | |
| Work loss | 0.147*** | 0.126*** | 0.115*** | 0.116*** | 0.098*** | 0.086*** |
| (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | (0.002) | |
| Married | −0.021*** | −0.010*** | −0.009*** | −0.026*** | −0.019*** | −0.017*** |
| (0.003) | (0.003) | (0.003) | (0.003) | (0.003) | (0.003) | |
| Demographic controls | Yes | Yes | Yes | Yes | ||
| Income controls | Yes | Yes | ||||
| State/time FE | Yes | Yes | ||||
| Observations | 463,659 | 463,659 | 463,659 | 463,659 | 463,659 | 463,659 |
| Average share | 0.30 | 0.30 | 0.30 | 0.18 | 0.18 | 0.18 |
| Adjusted | 0.030 | 0.054 | 0.064 | 0.033 | 0.048 | 0.062 |
Note: The table reports the coefficients associated with regressions of an indicator for whether the respondent has been anxious or depressed at least three of the seven past days on an indicator for being married, an indicator for household loss of income since March 13, 2020, and their interaction, conditional on individual controls, and state and week‐of‐the‐year fixed effects. Individual controls include age, gender, number of children, education, income, and race. When controls for Income Education are included, our independent variable of interest, Married Work loss, remains significant across all specifications and only changes to −0.008 (0.003) for anxiety. Standard errors are heteroskedasticity‐robust and observations are weighted by the sample weights.
Source: Census Pulse Survey.
Heterogeneity in the moderating effects of marriage on anxiety
| Is anxious | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | |
| Men | Women | White | Black | Hispanic | Young | Old | Low income | Middle income | High income | |
| Married | −0.014*** | −0.032*** | −0.022*** | −0.011 | −0.040*** | −0.031*** | −0.031** | −0.030*** | −0.020*** | −0.035*** |
| (0.003) | (0.003) | (0.002) | (0.007) | (0.007) | (0.003) | (0.013) | (0.008) | (0.005) | (0.005) | |
| Work loss | 0.129*** | 0.107*** | 0.121*** | 0.092*** | 0.103*** | 0.119*** | 0.127*** | 0.104*** | 0.125*** | 0.120*** |
| (0.004) | (0.003) | (0.003) | (0.006) | (0.007) | (0.004) | (0.016) | (0.006) | (0.005) | (0.009) | |
| Married | −0.020*** | −0.003 | −0.016*** | 0.011 | 0.004 | −0.010** | −0.025 | −0.002 | −0.015** | −0.014 |
| (0.005) | (0.004) | (0.003) | (0.010) | (0.009) | (0.005) | (0.020) | (0.011) | (0.007) | (0.010) | |
| Observations | 183,701 | 279,958 | 379,282 | 39,557 | 41,678 | 203,411 | 9,210 | 44,353 | 66,618 | 58,567 |
| Adjusted | 0.059 | 0.053 | 0.068 | 0.034 | 0.037 | 0.042 | 0.046 | 0.038 | 0.053 | 0.048 |
Note: The table reports the coefficients associated with regressions of an indicator for whether the respondent has been anxious at least three of the seven past days on an indicator for being married, an indicator for household loss of income since March 13, 2020, on an indicator for being married, an indicator for household loss of income since March 13, 2020, and their interaction, conditional on individual controls, and state and week‐of‐the‐year fixed effects. “Low income” refers to any household with income below $34,999 (before taxes). “Middle income” refers to household income from $35,000–99,000. “High income” refers to households with an income above $100,000. “Young” refers to individuals under the age of 45, and “old” refers to individuals between the ages of 45 and 65. Individual controls include age, gender, number of children, education, income, and race. State and week FE are included for each column, as well as full controls (adjusted to the subset of data): age, gender, number of children, education, income, and race. Standard errors are heteroskedasticity‐robust and observations are weighted by the sample weights.
Source: Census Pulse Survey.
Heterogeneity in the moderating effects of marriage on depression
| Is depressed | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| (1) | (2) | (3) | (4) | (5) | (6) | (7) | (8) | (9) | (10) | |
| Men | Women | White | Black | Hispanic | Young | Old | Low income | Middle income | High income | |
| Married | −0.028*** | −0.029*** | −0.028*** | −0.020*** | −0.034*** | −0.034*** | −0.027** | −0.040*** | −0.034*** | −0.036*** |
| (0.003) | (0.002) | (0.002) | (0.006) | (0.006) | (0.003) | (0.011) | (0.007) | (0.004) | (0.004) | |
| Work loss | 0.100*** | 0.080*** | 0.089*** | 0.066*** | 0.089*** | 0.094*** | 0.086*** | 0.083*** | 0.091*** | 0.081*** |
| (0.004) | (0.003) | (0.002) | (0.006) | (0.006) | (0.003) | (0.014) | (0.005) | (0.005) | (0.008) | |
| Married | −0.025*** | −0.014*** | −0.023*** | 0.008 | −0.007 | −0.022*** | −0.032* | 0.002 | −0.010 | −0.019** |
| (0.004) | (0.003) | (0.003) | (0.008) | (0.008) | (0.004) | (0.017) | (0.010) | (0.006) | (0.008) | |
| Observations | 183,701 | 279,958 | 379,282 | 39,557 | 41,678 | 203,411 | 9,210 | 44,353 | 66,618 | 58,567 |
| Adjusted | 0.065 | 0.056 | 0.064 | 0.043 | 0.040 | 0.059 | 0.064 | 0.026 | 0.034 | 0.026 |
Note: The table reports the coefficients associated with regressions of an indicator for whether the respondent has been depressed at least three of the seven past days on an indicator for being married, an indicator for household loss of income since March 13, 2020, on an indicator for being married, an indicator for household loss of income since March 13, 2020, and their interaction, conditional on individual controls, and state and week‐of‐the‐year fixed effects. “Low income” refers to any household with income below $34,999 (before taxes). “Middle income” refers to household income from $35,000–99,000. “High income” refers to households with an income above $100,000. “Young” refers to individuals younger than the age of 45, and “old” refers to individuals between the ages of 45 and 65. Individual controls include: age, gender, number of children, education, income, and race. State and week FE are included for each column, as well as full controls (adjusted to the subset of data): age, gender, number of children, education, income, and race. Standard errors are heteroskedasticity‐robust and observations are weighted by the sample weights.
Source: Census Pulse Survey.