TheEconomistJuly10th 2021
Graphic detail Elections and the pandemic
81Stampedout
J
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  biggestafter2025days,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.nIn-person voting really did accelerate
covid-19’s spread in America
-2-40231-1-3412th 19th 26th 2nd
October NovemberElectionday9th 16th 23rd 30thChangeincounty ’scovid-19casesper100,000people*comparedwithelectionday 2020
Byshareofpopulationvotinginpersononelectionday*,in 20 stateswithavailabledata,seven-daymovingaverageUnitedStates,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;NewYorkTimesCountieswiththelowest
in-personvoterturnout*
Eg,Philadelphia,PAand
Miami-Dade,FLEg,Sumter,FL(TheVillagesretirement
community)andNavajo,AZCountieswiththehighest
in-personvoterturnout*Increased rate of covid-19 cases* ↑Population-based quintiles
of in-person voting rates1st (bottom 20%)2nd3rd4th5th (top 20%†)05102040600 MEVT NH
WA ID MT ND IL MI NY MA
OR NV WY SD IAMN
OH PA CT RI
CA UT CO MO KY WV MD DE
NM KS TN NC SC DC
AL GA
HI FLAKIN
NE VAOK
TXARNJWIAZ
LA MS100806040200
1996 20161208042000Postal/absenteeIn person, earlyIn person, on election day