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        <title>Does the Media Matter? A Field Experiment Measuring the Effect of Newspapers on Voting Behavior and Political Opinions</title>
        <author>Alan S Gerber</author>
        <author>Dean Karlan</author>
        <author>Daniel E. Bergan</author>
      </titleStmt>
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        <bibl>
          <title>Does the Media Matter? A Field Experiment Measuring the Effect of Newspapers on Voting Behavior and Political Opinions</title>
          <date>2009</date>
          <publisher>American Economic Journal Applied Economics</publisher>
          <idno type="DOI">10.1257/app.1.2.35</idno>
          
          <idno type="record">gerber2009-does-the-media-matter-a-field-expe</idno>
          <note type="staged-file">gerber2009-does-the-media-matter-a-field-expe.txt, the project's staged copy</note>
          <note type="text-sha1">575519602d06dbde0782560821e6c8f481cc82e1</note>
          <note type="rights">open-access</note>
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    <spanGrp type="tags">
      <span xml:id="t0" type="claim_type" ana="#claim_type" resp="#paper">
        <label>existence</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t1" type="phenomenon" ana="#phenomenon" resp="#paper">
        <label>media effects on voting behavior</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t2" type="method" ana="#method" resp="#paper">
        <label>behavioural-experiment</label>
        <term>behavioural-experiment</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t3" type="mechanisms" ana="#mechanisms[0]" resp="#tagger">
        <label>mechanisms</label>
        <term>Online processing: readers update their candidate evaluations as information arrives but do not retain the facts that moved them, which is why opinions shift while measured knowledge does not</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t4" type="mechanisms" ana="#mechanisms[1]" resp="#tagger">
        <label>mechanisms</label>
        <term>Shared content beats slant: both papers covered war casualties and administration scandals during a period bad for Republicans, so what the two papers had in common moved readers in the same direction</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t5" type="mechanisms" ana="#mechanisms[2]" resp="#tagger">
        <label>mechanisms</label>
        <term>Continued exposure after the election — leftover subscription weeks plus voluntary renewals — carries the treatment forward and explains why turnout moved in 2006 but not 2005</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t6" type="limitations" ana="#limitations[0]" resp="#tagger">
        <label>Small sample, so treatment effects are estimated imprecisely.</label>
        <note>what this limits: the precision of every treatment effect: THE MOST IMPORTANT [limitation] OF WHICH IS THE RELATIVELY SMALL SAMPLE SIZE</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t7" type="limitations" ana="#limitations[1]" resp="#tagger">
        <label>Delivery was randomised but actual reading could not be verified.</label>
        <note>what this limits: the interpretation of the treatment itself: WE KNOW WHICH HOUSEHOLDS RECEIVED NEWSPAPERS, [but] WE CANNOT BE SURE THAT THE NEWSPAPERS WERE READ</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t8" type="limitations" ana="#limitations[2]" resp="#tagger">
        <label>Attrition on unobservables could bias the estimates.</label>
        <note>what this limits: the unbiasedness of the estimates: IF THERE IS ATTRITION BASED ON UNOBSERVED VARIABLES THAT ARE CORRELATED WITH THE OUTCOME MEASURES BUT NOT PREDICTED BY THE OBSERVABLES, OUR RESULTS MAY BE BIASED</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t9" type="limitations" ana="#limitations[3]" resp="#tagger">
        <label>The sample frame excludes existing subscribers, so the estimated effect applies to an unusually low-media-exposure population.</label>
        <note>what this limits: the population the effect applies to: WE ARE STUDYING INDIVIDUALS WHO DO NOT ALREADY SUBSCRIBE TO A NEWSPAPER, HENCE ARE EXAMINING THE EFFECT OF EXPOSING INDIVIDUALS WHO, ON AVERAGE, ARE LESS EXPOSED TO THE MEDIA THAN THE A[verage]</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t10" type="limitations" ana="#limitations[4]" resp="#tagger">
        <label>The turnout effect appeared only in 2006 and was of borderline significance, so both the effect and its mechanism are held provisional.</label>
        <note>what this limits: the turnout result specifically: BOTH THE EXISTENCE OF AN EFFECT AND ITS POTENTIAL MECHANISM SHOULD BE TREATED GUARDEDLY UNTIL FURTHER STUDY</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t11" type="limitations" ana="#limitations[5]" resp="#tagger" cert="1.0">
        <label>What was randomised is delivery, not reading: the authors state they cannot be sure the newspapers were read.</label>
        <note>what this limits: reading the estimates as effects of newspaper EXPOSURE: the randomisation assigned delivery, and the authors state they cannot be sure the papers were read</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t12" type="limitations" ana="#limitations[6]" resp="#tagger" cert="1.0">
        <label>The authors name small sample size as their most important limitation, with consequences for the standard errors.</label>
        <note>what this limits: treating a null result here as evidence of no effect: the authors name the relatively small sample size as their most important limitation, with 1,081 survey interviews and 2,571 merged records</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t13" type="limitations" ana="#limitations[7]" resp="#tagger" cert="1.0">
        <label>The orthogonality claim is conditional: unobservables correlated with the outcome but unpredicted by the observables would still bias the result.</label>
        <note>what this limits: the randomisation as guaranteeing unbiasedness of these particular estimates: the authors state results may still be biased through unobservables not predicted by the observed covariates</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t14" type="limitations" ana="#limitations[8]" resp="#tagger" cert="1.0">
        <label>Just under a third of the assigned sample supplied the survey outcomes.</label>
        <note>what this limits: the follow-up survey as covering the assigned sample: 1,081 of the 3,347 individuals were reinterviewed for it</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t15" type="limitations" ana="#limitations[9]" resp="#tagger" cert="0.95">
        <label>WHAT WAS RANDOMISED IS DELIVERY, NOT READING, and the authors say so plainly: they know which households received newspapers but cannot be sure the newspapers were read. The treatment the design controls is not the treatment the theory is about, and the gap is bridged by three self-reported survey measures.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t16" type="transfers" ana="#transfers[0]" resp="#tagger">
        <label>The online-processing model of attitude formation, taken from psychological work on impression formation and persuasion, is used to explain why candidate preference moved without any measurable gain in factual knowledge</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t17" type="controls" ana="#controls[0]" resp="#tagger" cert="0.95">
        <label>households randomly assigned to a third arm that was sent NEITHER newspaper, alongside the Post and Times subscription arms</label>
        <note>eliminates: prior political interest and everything else that differs between people who read a paper and people who do not - random assignment makes the untreated arm comparable in expectation, which observational media studies cannot do · outcome (stated by the tagger, no quotation): held</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t18" type="concepts" ana="#concepts[0]" resp="#paper">
        <label>media slant</label>
        <term>media slant</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t19" type="concepts" ana="#concepts[1]" resp="#paper">
        <label>field experiment</label>
        <term>field experiment</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t20" type="concepts" ana="#concepts[2]" resp="#paper">
        <label>newspaper provision</label>
        <term>newspaper provision</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t21" type="concepts" ana="#concepts[3]" resp="#paper" cert="0.95">
        <label>media exposure</label>
        <term>media exposure</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t22" type="concepts" ana="#concepts[4]" resp="#paper" cert="0.95">
        <label>turnout</label>
        <term>turnout</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t23" type="senses" ana="#senses[0]" resp="#tagger" cert="1.0">
        <label>treatment - AS ASSIGNMENT: which households were sent a free subscription, which is the thing actually randomised</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t24" type="senses" ana="#senses[1]" resp="#tagger" cert="1.0">
        <label>treatment - AS EXPOSURE: whether the newspaper was read, which the paper states it cannot be sure of and can only proxy through three survey measures</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t25" type="senses" ana="#senses[2]" resp="#tagger" cert="1.0">
        <label>media effect - separated into SLANT and EXPOSURE, with the paper reporting that slant mattered less than exposure in this case</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t26" type="senses" ana="#senses[3]" resp="#tagger" cert="0.95">
        <label>effect of newspapers - measured on four outcomes that came apart: NO effect on political knowledge, stated opinions, or 2005 turnout; an effect on candidate support; and weaker evidence of an effect on 2006 turnout</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t27" type="claim_relations" ana="#claim_relations[0]" resp="#tagger">
        <label>replicates → Gentzkow (2006)</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t28" type="concept_edges" ana="#concept_edges[0]" resp="#tagger" cert="0.95">
        <label>media slant —distinct-from→ media exposure</label>
        <term>media slant</term>
        <term>media exposure</term>
        <note>differs in: WHICH ONE THE EXPERIMENT COULD MOVE THE OUTCOME WITH. Both papers - the conservative Times and the liberal Post - produced more support for the DEMOCRATIC candidate, so the effect cannot be attributed to slant. The design separates the two by giving opposite slants and finding the same direction · strength of the relation: 0.9 · note: THE FINDING IS A NULL ON THE VARIABLE THE STUDY WAS DESIGNED AROUND. Slant is what the two-newspaper design exists to test, and it is the one thing that did not matter - &#x27;media slant mattered less in this case than media exposure&#x27;.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t29" type="concept_edges" ana="#concept_edges[1]" resp="#tagger" cert="0.8">
        <label>newspaper provision —causes→ turnout</label>
        <term>newspaper provision</term>
        <term>turnout</term>
        <note>strength of the relation: 0.6 — the record marks this weak · note: Reported at the weakest grade the paper uses - &#x27;SOME EVIDENCE from voting records ALSO SUGGESTS&#x27; - and the record already carries a limitation saying the turnout effect appeared only in 2006 and was of borderline significance.
Audit 2026-09-28: DOUBTFUL - read against its full span and kept, but &#x27;Some evidence ... suggests&#x27; increased 2006 turnout; hedged.</note>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t30" type="content_tags" ana="#content_tags.statistics[0]" resp="#tagger">
        <label>ordinary least squares regression and probit</label>
        <term>ordinary least squares regression and probit</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t31" type="content_tags" ana="#content_tags.statistics[1]" resp="#tagger">
        <label>chi-squared test</label>
        <term>chi-squared test</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t32" type="content_tags" ana="#content_tags.statistics[2]" resp="#tagger">
        <label>multinomial logit regression</label>
        <term>multinomial logit regression</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t33" type="content_tags" ana="#content_tags.statistics[3]" resp="#tagger">
        <label>standard error</label>
        <term>standard error</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t34" type="content_tags" ana="#content_tags.statistics[4]" resp="#tagger">
        <label>null hypothesis significance test / minimum detectable effect</label>
        <term>null hypothesis significance test / minimum detectable effect</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t35" type="content_tags" ana="#content_tags.statistics[5]" resp="#tagger">
        <label>standardization by standard deviations from the mean</label>
        <term>standardization by standard deviations from the mean</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t36" type="content_tags" ana="#content_tags.statistics[6]" resp="#tagger">
        <label>p-value</label>
        <term>p-value</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t37" type="content_tags" ana="#content_tags.findings[0]" resp="#tagger">
        <label>Ten weeks of a free newspaper subscription had no detectable effect on political knowledge, stated opinions, or turnout in the 2005 election.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t38" type="content_tags" ana="#content_tags.findings[1]" resp="#tagger">
        <label>Receiving either newspaper increased support for the Democratic candidate, so exposure to news rather than the paper&#x27;s slant drove the effect.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t39" type="content_tags" ana="#content_tags.findings[2]" resp="#tagger">
        <label>Receiving the Post raised the probability of voting for the Democrat by 11.2 percentage points among those who voted and by 7.2 percentage points across all respondents.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t40" type="content_tags" ana="#content_tags.findings[3]" resp="#tagger">
        <label>The conservative Washington Times also raised the probability of a Democratic vote, contrary to what a slant-based account predicts.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t41" type="content_tags" ana="#content_tags.findings[4]" resp="#tagger">
        <label>The estimated effects of the two papers cannot be statistically distinguished from one another.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t42" type="content_tags" ana="#content_tags.findings[5]" resp="#tagger">
        <label>Administrative records show turnout in the 2006 election 2.8 percentage points higher in the treatment groups, an effect of only borderline significance.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t43" type="content_tags" ana="#content_tags.findings[6]" resp="#tagger">
        <label>Neither newspaper improved respondents&#x27; ability to answer factual questions about recent news, individually or in aggregate.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t44" type="content_tags" ana="#content_tags.findings[7]" resp="#tagger">
        <label>About 17 percent of the Post treatment group had subscribed three months after the free subscription ended.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t45" type="content_tags" ana="#content_tags.findings[8]" resp="#tagger">
        <label>Randomization succeeded: no baseline characteristic differed significantly across the three groups, the weakest balance being on gender.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t46" type="content_tags" ana="#content_tags.findings[9]" resp="#tagger">
        <label>The study is underpowered for small effects: turnout effects below 3.6 points, Democratic-vote effects below 7 points, and Post-versus-Times differences below 8.6 points could not have been detected.</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t47" type="content_tags" ana="#content_tags.definitions[0]" resp="#tagger">
        <label>intent to treat effects</label>
        <term>intent to treat effects</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t48" type="content_tags" ana="#content_tags.definitions[1]" resp="#tagger">
        <label>Broad Policy index</label>
        <term>Broad Policy index</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t49" type="content_tags" ana="#content_tags.definitions[2]" resp="#tagger">
        <label>Specific Issue Index</label>
        <term>Specific Issue Index</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t50" type="content_tags" ana="#content_tags.variables[0]" resp="#tagger">
        <label>free subscription treatment</label>
        <term>free subscription treatment</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t51" type="content_tags" ana="#content_tags.variables[2]" resp="#tagger">
        <label>voter turnout</label>
        <term>voter turnout</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t52" type="content_tags" ana="#content_tags.variables[7]" resp="#tagger">
        <label>strata</label>
        <term>strata</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t53" type="content_tags" ana="#content_tags.variables[8]" resp="#tagger">
        <label>survey date</label>
        <term>survey date</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t54" type="content_tags" ana="#content_tags.variables[9]" resp="#tagger">
        <label>surveyor</label>
        <term>surveyor</term>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t55" type="content_tags" ana="#content_tags.quantities[0]" resp="#tagger">
        <label>3,347 — Households that reported taking neither newspaper at baseline and were randomized into the three arms</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t56" type="content_tags" ana="#content_tags.quantities[1]" resp="#tagger">
        <label>1,081 / 2,571 — Post-election survey interviews, and the number of subjects matched to administrative voting records</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t57" type="content_tags" ana="#content_tags.quantities[2]" resp="#tagger">
        <label>11.2 percentage points ( p , 0.014) — Estimated increase in the probability of voting for the Democratic candidate caused by receiving the Washington Post, among those who reported voting</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t58" type="content_tags" ana="#content_tags.quantities[3]" resp="#tagger">
        <label>2.8 percentage point — Higher 2006 turnout in the treatment groups in administrative records, standard error 1.6 points</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t59" type="content_tags" ana="#content_tags.quantities[4]" resp="#tagger">
        <label>approximately 17 percent — Share of the Post treatment group that had bought its own subscription three months after the free trial ended</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t60" type="content_tags" ana="#content_tags.quantities[5]" resp="#tagger">
        <label>6 percent — Share of treatment-group households that cancelled the free subscription, kept in the sample under intent to treat</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t61" type="content_tags" ana="#content_tags.quantities[6]" resp="#tagger">
        <label>approximately 92 percentage points — Actual increase in Post exposure produced by the treatment, rather than 100 points, because some control and Times households already received the Post on Sundays</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t62" type="content_tags" ana="#content_tags.quantities[7]" resp="#tagger">
        <label>1,081 of 3,347 — individuals reinterviewed for the post-election follow-up survey</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
      <span xml:id="t63" type="content_tags" ana="#content_tags.quantities[8]" resp="#tagger">
        <label>2,571 — sample size for the data merged with administrative voting records, named as a limitation</label>
        <note type="quotation-withheld">Quotation withheld because this record is not cleared for redistribution.</note>
      </span>
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    <body>
      <p><note type="rights">The full text of this article is not redistributable, so it is
      not included here. The evidence sentences are withheld with it; the tag layer and its
      grounding status remain. The article itself is at https://doi.org/10.1257/app.1.2.35.</note></p>
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