TheEconomistJuly10th 2021
Graphic detail Elections and the pandemic
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ustascovid19hasupendeddailylife,
so has it changed civic rituals. Historical
ly, Americans have mostly voted in person.
But in 2020 many states made postal vot
ing easier, to reduce the risk of the virus
spreading. The share of ballots cast by mail
duly soared to 46%, from 21% in 2016.
Nonetheless, some 85m people still vot
ed in person. Did this contribute to Ameri
ca’s surge of covid19 cases late last year?
Data from earlier in 2020 are inconclu
sive. In Wisconsin 450,000 people voted in
person in a primary election in April. Two
studies later that month did not detect any
unusual increase in covid19 cases; a third,
released in May, found a large effect.
The general election in November of
fered richer data. So far, 20 states have pub
lished the number of ballots in each coun
ty cast by each method. Overall, places
where a high share of votes were cast in
person on election day—distinct from
both postal ballots and votes submitted in
personbeforetheelection—alsohadhigh
covid19 rates. However, this pattern could
arise for reasons besides polling queues.
To help rule out alternative explana
tions, we studied changes in the incidence
of covid19 within states over time. First,
we compared each county’s case rate with
its state’s average. Many factors can make
the disease more or less common through
out a state, such as superspreader events
or mask mandates. Examining the gap be
tween a county’s numbers and those of its
state strips out the impact of such events.
Next, we tracked how these disparities
changed between the pre and postelec
tion periods, a method known as “differ
ence in differences”. Suppose that people
who would not have been infected other
wise did catch the virus at polling places. If
so, then covid19 cases in the counties with
the most inperson voting in a state should
either have risen unusually quickly or de
clined unusually slowly after the election.
The data display just such a pattern.
From midOctober to early November, co
vid19 cases in counties with their states’
highest inperson turnout fluctuated simi
larly to those in areas with the lowest in
person voting rates. But a week after the
election, positive tests became more com
mon in places with the most inperson
turnout on election day. The gap was big
gestafter2025days,shortlyafterofficial
data would include people infected by peo
ple who caught the virus while voting.
This divergence does not prove that
polling sites were at fault. Places with lots
of inperson voting on election day tended
to share other attributes as well, such as
having relatively low levels of income and
education and having voted in 2016 for Do
nald Trump, a sceptic of masks and social
distancing. Such characteristics could also
have caused the striking “difference in dif
ferences” in the incidence of covid19.
To isolate the impact of inperson vot
ing, we built a model to predict each coun
ty’s postelection change in covid19 rates,
relative to state averages. We tested 22 vari
ables, such as population density and the
preelection growth rate of covid19 cases.
Many of these factors did affect the
spread of the virus. Yet after accounting for
all of them, inperson voting still had a sta
tistically significant effect. Holding other
variables constant, the gap in inperson
voting on election day between the state
with the highest rate in our data (Alabama,
at 41% of the population) and the lowest
(Arizona, at 6%) was associated with an ex
tra 173 cases per 100,000 people. This im
plies that if no one had voted inpersonon
election day, 220,000 fewer peoplewould
have been diagnosed with covid19.n
In-person voting really did accelerate
covid-19’s spread in America
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12th 19th 26th 2nd
October November
Electionday
9th 16th 23rd 30th
Changeincounty ’scovid-19casesper100,000people*comparedwithelectionday 2020
Byshareofpopulationvotinginpersononelectionday*,in 20 stateswithavailabledata,seven-daymovingaverage
UnitedStates,shareofpeoplevoting ,bymethod,%
Decreaseinin-personvotingbystate,201-20
%points
→ After America’s election day, covid-1 spread unusually quickly in places where lots of people voted in person
*Relativetothestateaverage †20%ofpopulation living in
countieswiththeirstates’highestin-personvoting rates
Sources:Stateelectoraldata;Townhall;HealthResources & Services
Administration;USCensusBureau;Surveyofthe Performance of
AmericanElections;NewYorkTimes
Countieswiththelowest
in-personvoterturnout*
Eg,Philadelphia,PAand
Miami-Dade,FL
Eg,Sumter,FL(TheVillagesretirement
community)andNavajo,AZ
Countieswiththehighest
in-personvoterturnout*
Increased rate of covid-19 cases* ↑
Population-based quintiles
of in-person voting rates
1st (bottom 20%)
2nd
3rd
4th
5th (top 20%†)
05102040600 ME
VT NH
WA ID MT ND IL MI NY MA
OR NV WY SD IA
MN
OH PA CT RI
CA UT CO MO KY WV MD DE
NM KS TN NC SC DC
AL GA
HI FL
AK
IN
NE VA
OK
TX
AR
NJ
WI
AZ
LA MS
100
80
60
40
20
0
1996 20161208042000
Postal/absentee
In person, early
In person, on election day