Collins Caitlyn (Orcid ID: 0000-0002-9358-8151)
Ruppanner Leah (Orcid ID: 0000-0002-6111-1914)
COVID-19 and the Gender Gap in Work Hours
Caitlyn Collins*
Washington University in St. Louis
Liana Christin Landivar*
Maryland Population Research Center
Leah Ruppanner*
University of Melbourne
William J. Scarborough*
University of North Texas
Corresponding author: Caitlyn Collins, c.collins@wustl.edu
Running Title: COVID-19 and the Gender Gap in Work Hours
Key Words: COVID-19, Gender, Work, Motherhood, Family
*Authors contributed equally to this manuscript.
This article has been accepted for publication and undergone full peer review but has not been
through the copyediting, typesetting, pagination and proofreading process which may lead to
differences between this version and the Version of Record. Please cite this article as doi:
10.1111/gwao.12506
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Abstract
School and daycare closures due to the COVID-19 pandemic have increased caregiving
responsibilities for working parents. As a result, many have changed their work hours to meet
these growing demands. In this study, we use panel data from the U.S. Current Population
Survey to examine changes in mothers’ and fathers’ work hours from February through April,
2020, the period of time prior to the widespread COVID-19 outbreak in the U.S. and through
its first peak. Using person-level fixed effects models, we find that mothers with young
children have reduced their work hours four to five times more than fathers. Consequently,
the gender gap in work hours has grown by 20 to 50 percent. These findings indicate yet
another negative consequence of the COVID-19 pandemic, highlighting the challenges it
poses to women’s work hours and employment.
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The COVID-19 pandemic has fundamentally altered everyday ways of life across the globe.
The direct health implications of the pandemic are profound: hundreds of thousands have
died and millions have tested positive for COVID-19 (World Health Organization, 2020).
Nearly every country has been hit. Beyond the disastrous health consequences, the pandemic
has also ravaged national economies with soaring unemployment and work, school and
daycare closures. The rapid growth in unemployment in the United States happened at
unprecedented rates, with peak unemployment reaching 14.7% in April. This is the highest
rate since 1933 during the Great Depression (Bureau of Labor Statistics, 2020). For workers
fortunate enough to remain employed, time and financial pressures are particularly acute on
top of caregiving responsibilities—especially for those with children living at home. Working
parents are simultaneously juggling paid work with caregiving demands, but we know very
little about how families are managing these incompatible tasks at this unprecedented time.
In this article, we assess how dual-earner, heterosexual married couples with children
have adjusted their work time during the pandemic. This question is important as these
couples must negotiate how to allocate childcare, homeschooling, and the increase in
housework along with the demands of their employers. We test arguments that the pandemic
will help equalize certain aspects of gender equality as men increase their contributions to
childcare and household labor (Schulte, 2020). The carework involved in childrearing has
historically fallen to mothers (Thistle, 2006). Yet, stay-at-home orders incentivized many
employers to allow workers to telecommute when able to perform work at home. For men
working from home, the invisible labor of childcare and housework may be newly noticeable.
Fathers cannot as easily ignore the demands of childcare when daycare and schools are
cancelled and one’s temporary office also serves as children’s play space and virtual
classroom. Among those who remain employed during the pandemic, this may lead to greater
equality in work hours. The increased visibility and the heightened childcare demands
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brought by school and daycare closures may lead men to make greater contributions to family
labor, particularly among those who are able to telecommute. Anecdotally, couples describe
tackling childcare workloads in shifts to allow each parent uninterrupted paid work time
(Miller, 2020; Schulte, 2020). In this article, we examine the role of telecommuting
provisions in shaping parents’ working hours. It is possible that the increased prevalence of
telecommuting may facilitate greater equality in task-sharing and the gendered division of
labor at home. Thus, we pay careful attention to those couples who were the most likely to
telecommute as the pandemic spread. If the pandemic has equalized men’s and women’s
caregiving and work contributions, we should see no differences in work time for dual-earner
telecommuting couples.
However, if fathers do not increase their household contributions, the pandemic may
further exacerbate gender gaps in childcare and housework at the cost of women’s work
commitments. Previous research has shown that women and men equally perceive domestic
tasks needing to be done, but men are more likely to ignore these responsibilities, leaving
them to be done by women partners (Thébaud, Kornrich, and Ruppanner, 2019). From this
perspective, the increased visibility of carework and housework may do little to motivate
men’s contributions to family labor. Instead, the loss of childcare support through daycare
and school may increase women’s unpaid domestic labor, causing further disruptions to their
jobs and work life. Thus, our main focus is on what happens to the gender gap in work hours
– whether it is static, narrows or widens – to empirically test arguments that the pandemic
will equalize gender relations in time use.
In this article, we analyze the most recent data from the U.S. Current Population
Survey (CPS) to examine whether the pandemic is reshaping household gender relations or if
longstanding patterns of gender inequality are only becoming worse. We leverage the panel
design of the CPS to examine whether and to what extent mothers and fathers have cut back
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their work hours between February and April 2020—the period of time prior to the
widespread COVID-19 outbreak and through its first peak in April, at which point most U.S.
states were under stay-at-home orders. Focusing on differences between mothers and fathers
to understand whether work hours were reduced, we provide an initial test of whether parents
are equally scaling back work commitments to meet increased family care needs, or if
mothers are reducing their hours of employment much more than fathers.
Examining the full population of dual-earner and married heterosexual parents from
February to April 2020, we find that mothers of children aged less than 13 had a larger
reduction in work hours than fathers during the COVID-19 peak. Using person-level fixed
effects models that control for stable characteristics of mothers and fathers, we discover that
mothers’ work hours fell over five times as much as fathers’ between March and April 2020.
Mothers scaled back their work hours by about five percent (2 hours a week), while fathers’
work hours remained largely stable. To put this in context, this is nearly double the reduction
in work hours experienced by women in the U.S. during the 2007-2009 Great Recession,
where women’s weekly work hours fell by just over 30 minutes per week (Landivar, 2012).
In addition to examining the general population of dual-earner married heterosexual
parents, we also investigate changes in work hours among a sample of parents where both
mothers and fathers are employed in telecommuting-capable occupations (those where at
least 50% of workers stated they were able to telecommute, as reported by Alon et al., 2020).1
We examine this sub-population because these parents have comparable working conditions
that allow them to simultaneously perform paid work and childcare in their homes.2 Although
Alon et al.’s (2020) identification of telecommuting-capable occupations used data from the 2017-2018
American Time Use Survey. The CPS data we analyze in this study does not include questions on whether
respondents telecommuted. Therefore, our use of previously-identified telecommuting-capable occupations
provides the closest approximation for analyzing households with parents who have telecommuted during the
pandemic.
2
Telecommuting occupations are defined broadly, therefore, it is possible that women and men are in different
jobs within the same occupational category with varying access to telecommuting. Nonetheless, focusing on
occupations that have been defined as telecommuting-capable is particularly relevant in the context of the
1
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we are unable to determine exactly which respondents in our data telecommuted, these
individuals are the most likely to have done so during the pandemic. Therefore, by focusing
on this sub-group, we explore whether working from home at a time of increased caregiving
demands in the context of daycare and school closures had an equivalent impact on mothers’
and fathers’ work time.
Among telecommuting-capable parents with children aged 1 through 5, we find that
the reduction in hours worked per week between February and April is nearly 4.5 times larger
for mothers than fathers. This indicates that even when both parents are able to work from
home and may be more directly exposed to childcare and housework demands, mothers are
scaling back to meet these responsibilities to a greater extent than fathers. Ultimately, our
analyses reveal that gender inequality in parents’ work hours has worsened during the
pandemic amongst mothers and fathers with young children, even among those who were
able to telecommute.
This study provides early evidence that the pandemic has increased gender inequality
in the labor force with troubling consequences for mothers. Despite the increased necessity
and visibility of domestic labor brought about by school and work closures in the face of
COVID-19, fathers appear to not have reduced their employment contributions as much as
mothers. Instead, mothers have scaled back their hours to meet new caregiving demands. Not
only does this mean that the gender gap in domestic labor is increasing, but it also highlights
another mechanism that may undermine women’s career advancement. Scaling back work
hours is part of a “downward spiral” that often leads to labor force exits (Glass and Riley,
1998, p. 1426), as inflexible employers disallow changes to work hours or penalize
employees unable to meet work expectations in the face of growing care demands (Blair-Loy
COVID-19 pandemic when telecommuting was necessary for many workers. In addition, these occupational
definitions for telecommuting are the closest measure of telecommuting we can use in our data.
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2003; Stone 2007). As states reopen and onsite work resumes, mothers may also be at higher
risk for job loss as schools and daycares may not reopen or resume normal schedules and
employers will be facing a historic recession and may look for ways to cost-save. If women
scale back their work hours but men do not in the pandemic’s aftermath, future merit-based
opportunities and pay raises may disproportionately benefit men whose work commitments
remained high during the pandemic. The future is unknown, but our results indicate mothers
are bearing the brunt of the pandemic and may face long-term employment penalties as a
consequence. For this reason, it is critical for employers, managers, and other leaders to
recognize the gendered implications of the pandemic on workers to avoid this consequential
mistake: the loss of women workers.
Data
We used individual-level data from the U.S. Current Population Survey, accessed through the
Integrated Public Use Microdata Series (Flood et al., 2020). The CPS is the most
comprehensive source of data for monthly labor statistics in the U.S. Each month,
approximately 60,000 households are surveyed from all 50 states and the District of
Columbia. Sampled households are included for four consecutive months, omitted for eight
months, then surveyed again for four consecutive months. Respondents are restricted to the
civilian population aged 16 years or older who do not reside in institutionalized settings. We
use data spanning February through April 2020 in order to examine the period of time prior to
the COVID-19 outbreak in the U.S. through its first peak in April, at which point most states
were under social distancing guidelines that included work stoppages, telecommuting orders
(when possible), and stay-at-home mandates.
We use two analytical samples to examine gender differences in hours worked from
February through April 2020. First, we examine the full population of those who remained
employed in jobs with regular hours during the past year. This sample includes only
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heterosexual married parents where both were employed because we are interested in gender
dynamics occurring within families. To control for stable respondent characteristics
(discussed below), we leveraged the panel component of the CPS and restricted our sample to
respondents who were consecutively surveyed in February, March, and April. We also
excluded respondents who did not work at all in the past week and top-coded work hours at
60.3 This sample provides a representative and inclusive set of households in the U.S. where
gender dynamics may be observed to test whether the conditions of the pandemic have
increased or decreased gender inequality between mothers and fathers.
We also make use of a second analytical sample that restricts respondents to mothers
and fathers with comparable work settings. In addition to the characteristics noted above, we
limit this second sample to only respondents where both married mothers and married fathers
were employed in telecommuting-capable occupations. This allows us to test how household
gender dynamics play out in settings where spouses are under similar working conditions and
where the work of childcare and housework is equally visible to both parents. We identify
telecommuting occupations as those where at least 50% of workers stated they were able to
telecommute, as reported by Alon et al.’s (2020) analysis of American Time Use Survey data
from 2017-2018. These occupations are reported in Table 1.
[Table 1 About Here]
We split each sample into three groups according to the age of the youngest child: 1
through 5, 6 through 12, and 13 through 17. This allows us to account for the ways that the
demands of schooling and childcare differ by children’s age. We omit parents of children
under one year old as these individuals may be on parental leave. The CPS is a household
survey, and all parents in the same home are included in the data. Therefore, our sample of
3
Work hours were top-coded to 60 due to the outsized influence of a few outlier observations in this small
sample. Top-coding to 60 hours a week retained 98% of the sample.
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heterosexual married couples has an equal number of mothers and fathers. In total, our
sample includes: 7,296 person-months (2,432 respondents), 2,388 (796 respondents) with
children aged 1 through 5, 2,928 (976 respondents) with children aged 6 through 12, and
1,980 (660 respondents) with children aged 13 through 17. Among those employed in
telecommuting-capable occupations, our sample includes 2,808 person-months (936
respondents), 1,140 (380 respondents) with children aged 1 through 5, 990 (330 respondents)
with children aged 6 through 12, and 678 (226 respondents) with children aged 13 through
17.
For each sub-sample, we examine changes in work hours from month to month to
infer whether the pandemic and associated daycare and school closures were associated with
a greater work disruption to mothers or fathers. We expect reductions in work hours to be
smaller for parents whose youngest child is older than 12, as these children are usually more
independent. In contrast, work-hour reductions are likely the most pronounced among parents
with children younger than 6 years old who require close supervision. We also anticipate that
parents of children aged 6 through 12 will have a larger reduction in work hours compared
with parents of older children due to homeschooling demands that require parental
involvement, as opposed to the more self-guided homeschooling approaches for older
children.
Analytic Strategy
To test whether changes in work hours are similar for mothers and fathers with the onset of
the pandemic, we run a series of fixed effects regression models predicting the number of
hours respondents worked in the past week. Leveraging the panel design of the CPS that
consecutively surveyed a set of respondents in each month, we include person-level fixed
effects controlling for unobserved person-level characteristics that may be associated with
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work hours. This approach effectively models within-person changes in hours worked during
the period of study.
We use hours worked in the past week as our dependent variable because we are
interested in disturbances to paid work related to the COVID-19 pandemic. Hours worked
last week should show more immediate pandemic-related changes than the alternative workhour measure, usual hours worked. Our focal independent variable is month, capturing
changes in work hours from February to March and April. Coefficients for this predictor shed
light on how work hours changed from the month prior to the widespread COVID-19
outbreak in the U.S., to its expansion in March, and its first peak in April. Our models include
three additional covariates to control for additional changing person-level characteristics.
First, we control for reported usual hours worked per week over the past year to account for
job commitments prior to the pandemic. Including this control variable allows us to focus on
the degree to which recent work hours deviated from usual work hours as a result of the
pandemic. Two additional control variables measure whether respondents changed
occupations or industries between months included in our sample period.
We report six independent fixed effects regression models for each sub-sample,
predicting work hours in the past week independently for mothers and fathers, and for parents
of children aged 1-5, 6-12, and 13-17. This allows us to simultaneously model the changes in
work hours for mothers and fathers while also accounting for variation in the effects of
control variables between these sub-populations. We then conduct Hausman tests to
determine whether the changes in work hours associated with each month significantly differ
between mothers and fathers.
In the results section below, we first report trends for the full sample of employed
heterosexual married couples to illustrate patterns across a wider population. Then, we
explore the sub-sample of parents where both are employed in telecommuting-capable
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occupations as a test of how work hours have changed under the pandemic among parents
with similar employment obligations that allow for household and caregiving tasks to be
equally visible and accessible to mothers and fathers.
Results
Employed Married Parents
Table 2 reports the results of the fixed effects models for the sample of CPS parents in
heterosexual marriages with both parents employed during the period of study. In addition,
Figure 1 illustrates predicted work hours and the gender gap in hours worked calculated from
these fixed effects models. In general, we observe differences between mothers and fathers in
hours worked across all groups of parents and in all months of data. Even prior to the
pandemic, mothers worked between four and five hours less per week than fathers. Mothers
and fathers of older children aged 13 through 17 tended to put in slightly more hours than
parents with younger children, consistent with the fact that older children are more
independent and parents may be at a more advanced career stage, requiring more work hours.
Examining differences between months, we find little significant change in work
hours from February to March, suggesting that the effects of the pandemic were not felt as
acutely by that time.4 By April, however, the pandemic and associated daycare/school
closures were in full swing, and our results indicate significant reductions in work hours,
particularly for mothers. Mothers of younger children aged 1-5, those aged 6-12, and older
children aged 13-17 each experienced a reduction of between 1.5 and 2 hours worked per
week between February and April. The smallest reduction in work hours was among mothers
with older children, while the largest is observed among mothers with children aged 6
through 12, whose work hours declined by nearly two hours. These findings suggest that the
4
The reference week in CPS is the week that includes the 12 th of the month. Many stay-at-home orders and
school closures did not go into effect until mid- to late-March.
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homeschooling demands of these younger, primary school-aged children have contributed to
mothers’ reduced work hours. Mothers of children aged 1-5 also scaled back their work hours
by 1.8 hours, suggesting that the caregiving demands of young children also subtract from
mothers’ work time.
In contrast to mothers’ work-hour reductions, we observed very little change in
fathers’ weekly work hours. Only among those with older children aged 13 through 17 did
fathers’ work hours show a significant reduction, declining by about 1.2 hours. Although
work-hour demands tend to increase among older parents, so does flexibility and authority,
and fathers of older children may be higher in the occupational hierarchy and thus have the
power to reduce work time (Landivar 2017). Interestingly, we did not observe a significant
change in work hours among fathers of younger children, despite the fact that the caregiving
and homeschooling demands for these children are much greater. Across all models, fathers’
predicted work hours did not fall below 40 hours per week, indicating that while the
pandemic had a major toll on all aspects of society, most fathers in heterosexual, dual-earner
households continued to put in a full work week. Financial stress and the need to protect
primary earners, most often fathers, may have instead exacerbated gender inequality in the
division of paid and unpaid labor.
Comparing mothers’ and fathers’ work hours, Hausman tests confirm that the
reduction in work hours between February and April was significantly larger for mothers than
fathers among parents with children aged 1-5 and children aged 6-12. Consequently, the
gender gap in hours worked grew during the COVID-19 pandemic. In February, mothers of
children aged 6-12 were predicted to work about 4.7 hours less than fathers of children this
age. By April, this gap grew by one third to 6.3 hours. Similarly, among parents with young
children aged 1-5, the gender gap in hours worked grew from 4.9 hours in February to 6.2
hours in April. This constitutes an increase of over 25 percent in the gender gap in hours
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worked. To put this in context, the gender gap in work hours declined by nearly 45 minutes
during the 2007-2009 recession (Landivar, 2012), whereas between the short period of
February to April, 2020, this gap increased by one hour and 18 minutes for parents with
children aged 1-5 and one hour and 36 minutes for parents with children aged 6-12.
These trends indicate that the pandemic is exacerbating gender inequality. Mothers
appear to be taking on a larger burden of childcare and homeschooling at expense of paid
work time, as evidenced by their larger reduction in work hours compared with fathers. It is
possible, however, that the trends observed in Figure 1 and Table 2 may partly reflect gender
differences in work-hour reductions set by employers in onsite jobs that have experienced
cutbacks (e.g., work-hour reductions in retail and food services). Thus, our next set of models
apply fixed effects to predict changes in work hours among telecommuting-capable parents
where both are able to work from home and may be less vulnerable to involuntary cuts to
work hours.
Telecommuting-Capable Married Parents
Table 3 reports the results of fixed effects models examining within-person change in hours
worked among parents employed in telecommuting-capable occupations.5 Corresponding to
these results, Figure 2 illustrates the predicted weekly hours worked from these models for
mothers and fathers as well as the calculated gender gap in hours worked by youngest child’s
age. Our findings are consistent with those observed in the more inclusive sample. However,
the predicted changes to work hours are not nearly as large among mothers and fathers with
older children aged 13-17. Among parents of younger children, we find that the reduction in
hours worked between February and April is between 4 and 4.5 times larger for mothers than
As noted above, we define telecommuting-capable occupations according to Alon et al.’s analysis of 20172018 American Time Use Survey data. Due to stay-at-home orders, telecommuting became much more common
during the COVID-19 pandemic and likely included a wider range of occupations. We are unable to specifically
identify respondents who telecommuted in our data. Therefore, we use occupations previously identified as
telecommuting-capable because these are the most likely to have transitioned to full-time telecommuting during
the pandemic.
5
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fathers. In households where the youngest child is aged 6-12, Table 3 reports a reduction of
1.5 work hours per week for mothers and 0.4 hours per week for fathers between February
and April. Although the coefficients for these monthly differences are non-significant, the
effect size for mothers is similar to what was observed in the more inclusive sample of
working parents (Table 2). Among parents with young children aged 1-5, we find that
mothers in telecommuting-capable occupations had a statistically significant reduction of 2.6
work hours between February and April, a change of about 7 percent in weekly hours
worked. In contrast, changes in fathers’ work hours during this period were non-significant
and predicted to be about 30 minutes, a difference of about 1 percent. Viewed together, these
findings indicate that mothers with young children reduced their hours over four times as
much as fathers. Hausman tests confirm that the reduction in work hours was significantly
larger for mothers than fathers.
Our examination of parents where both were capable of telecommuting during the
pandemic suggests that the increased visibility of carework did not result in fathers’ increased
participation in caregiving. Instead, the greater childcare and family demands brought on by
daycare and school closures throughout the pandemic appear to have caused a major
reduction in work hours for mothers, while fathers’ work commitments were relatively
unchanged.
Conclusion
In this article, we identify how the pandemic impacted dual-earner parents’ employment. The
results indicate that, overall, mothers have reduced work time significantly more than fathers.
This is especially true for those with primary school-age or younger children in the home for
whom caregiving and homeschooling demands are most intense. Drawing upon the reports of
dual-earner, married heterosexual couples, our results indicate that mothers’ work hours are
more vulnerable to reductions than fathers’ when both are employed. Telecommuting may
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have buffered mothers from more extensive job loss as schools and daycares closed. Yet,
amongst telecommuters, mothers with young children in the home (ages 1 to 5) report work
time reductions. This is perhaps not surprising since the physical caregiving demands of
preschool children are unrelenting. However, it is important to note that our sample includes
couples where both parents are telecommuting and thus have similar working conditions. We
know that young children are more likely to disrupt mothers’ sleep and leisure than fathers’
(Maume, Sebastian, and Bardo, 2010; Venn et al., 2008). Even in U.S. households where
parents aim for equal parenting, it’s typical that for children, “If something needs to get fixed,
mom is the name they know” (Collins 2020, n.p.). Under COVID-19 conditions, paid work
may provide another arena through which young children fragment mothers’ more than
fathers’ employment time. Given the long-term economic rewards associated with paid work,
this article identifies one mechanism through which the pandemic is exacerbating gender
inequalities.
Our results indicate that mothers’ employment is disproportionately affected relative
to fathers’. It is beyond the scope of this article to identify whether mothers’ work-hour
reductions are a consequence of their assuming a larger share of the domestic work (see
Miller, 2020), employers’ greater time demands on fathers than mothers, or whether in times
of crisis families tend to revert to more traditional gender roles in the household division of
labor. What is clear from robust government-collected data is that the pandemic is driving
mothers to scale back employment.
The long-term consequences of this health and economic shock are not yet known.
We may see that mothers are able to increase their work time when children return to daycare
and schools reopen. We are cautious about this optimism as employers will be looking for
ways to save money and it may be at the expense of mothers who have already weakened
their labor market attachment. Furthermore, schools may not reopen on full schedules and
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many daycare facilities may have ceased operations or operate on reduced capacity (Malik et
al. 2020). Childcare demands and increased homeschooling expectations are likely to linger
in many states into the next school year. To avoid long-term losses in women’s labor force
participation, employers should offer flexibility to keep mothers attached to employment,
including allowing employees to work shorter hours. Further, fathers should be encouraged to
provide more hours of care for their children, which may mean sacrificing paid work hours to
do so.
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Cambridge, MA: Harvard University Press. https://doi.org/10.1086/422066
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Landivar, L.C. (2012). The Impact of the Great Recession on Mothers’ Employment. In S.L.
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TABLE 1. List of Telecommuting Occupations, as Identified by Alon et al. 2020
Life, Physical and Social Science Occupations
Arts, Design, Entertainment, Sports, and Media
Management, Business, Science, and Arts
Legal
Business Operations Specialists
Architecture and Engineering
Financial Specialists
Computer and Mathematical
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TABLE 2. Dual-Earner Married Heterosexual Households: Person-Level Fixed Effects Models Predicting Changes in Work Hours, February Through April,
2020
Models 1 and
Models 3 and
Models 5 and
Children Aged 1-5
Children Aged 6-12
Children Aged 13-17
2 Coef. Sig.
4 Coef. Sig.
6 Coef. Sig.
Mothers
Fathers
Mothers
Fathers
Mothers
Fathers
Differ (.05
Differ (.05
Differ (.05
1
2
level)?
3
4
level)?
5
6
level)?
Month (February)
March
-0.07
0.56
No
-0.60
-0.27
No
0.10
0.05
No
(0.40)
(0.50)
(0.45)
(0.46)
(0.51)
(0.43)
April
-1.77***
-0.45
Yes
-1.85***
-0.23
Yes
-1.47*
-1.19*
No
(0.51)
(0.58)
(0.54)
(0.48)
(0.63)
(0.53)
Fixed Effects
Person
Person
Person
Person
Person
Person
Constant
8.77**
12.80*
Yes
8.96*
5.74*
No
5.57*
11.38***
No
(3.29)
(5.07)
(4.41)
(2.53)
(2.65)
(3.23)
N Person-Months
1194
1194
1464
1464
990
990
R-Squared
0.65
0.45
0.60
0.50
0.54
0.52
Note: Models include controls for usual hours worked, change in occupation, and change in industry. Standard errors in parentheses. *p<0.05, **p<0.01,
***p<0.001.
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TABLE 3. Telecommuting Workers: Person-Level Fixed Effects Models Predicting Changes in Work Hours, February Through April, 2020
Children Aged 1-5
Mothers
Fathers
1
2
Month (February)
March
April
Fixed Effects
0.53
(0.58)
-2.60**
(0.84)
1.20
(0.79)
-0.56
(0.97)
Person
Person
Models 1 and
2 Coef. Sig.
Differ (.05
level)?
No
Yes
Children Aged 6-12
Mothers
Fathers
3
4
0.39
(0.79)
-1.50
(1.01)
-0.08
(0.69)
-0.40
(0.85)
Person
Person
Models 3 and
4 Coef. Sig.
Differ (.05
level)?
No
No
Children Aged 13-17
Mothers
Fathers
5
6
0.36
(0.93)
-0.57
(0.89)
0.78
(0.67)
-0.33
(0.87)
Person
Person
Models 5 and
6 Coef. Sig.
Differ (.05
level)?
No
No
Constant
13.04*
20.51*
No
8.44
0.51
No
4.30
5.38
No
(6.05)
(10.07)
(6.33)
(3.42)
(4.44)
(3.59)
N Person-Months
570
570
495
495
339
339
R-Squared
0.62
0.36
0.69
0.52
0.52
0.60
Note: Models include controls for usual hours worked, change in occupation, and change in industry. Standard errors in parentheses. *p<0.05, **p<0.01,
***p<0.001.
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FIGURE 1. Gender Gap in Hours Worked Among Married,
Employed Parents
Note: Source: Current Population Survey, February, March, and
April 2020.
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FIGURE 2. Gender Gap in Hours Worked Among Heterosexual
Parents, Both Employed in Telecommuting-Capable Occupations
Note: Source: Current Population Survey, February, March, and
April 2020.
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