{"id":111342,"date":"2021-09-30T16:23:00","date_gmt":"2021-09-30T21:23:00","guid":{"rendered":"https:\/\/alpha.pewresearch.org\/pewresearch-org\/decoded\/\/\/validating-2020-voters-in-pew-research-centers-survey-data\/"},"modified":"2024-04-14T04:10:28","modified_gmt":"2024-04-14T09:10:28","slug":"validating-2020-voters-in-pew-research-centers-survey-data","status":"publish","type":"decoded","link":"https:\/\/alpha.pewresearch.org\/pewresearch-org\/decoded\/2021\/09\/30\/validating-2020-voters-in-pew-research-centers-survey-data\/","title":{"rendered":"Validating 2020 voters in Pew Research Center\u2019s survey data"},"content":{"rendered":"\n<figure class=\"wp-block-image size-640-wide\"><a rel=\"attachment wp-att-125801\" href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/decoded\/2017\/05\/validating-2020-voters-in-pew-research-centers-survey-data\/2021-09-30_decoded_featured-png\/\"><img data-dominant-color=\"e8dedb\" data-has-transparency=\"false\" style=\"--dominant-color: #e8dedb;\" loading=\"lazy\" decoding=\"async\"  srcset=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/wp-content\/uploads\/sites\/20\/2022\/08\/2021.09.30_decoded_featured.png?resize=480,271 480w, https:\/\/alpha.pewresearch.org\/pewresearch-org\/wp-content\/uploads\/sites\/20\/2022\/08\/2021.09.30_decoded_featured.png?resize=782,441 782w, https:\/\/alpha.pewresearch.org\/pewresearch-org\/wp-content\/uploads\/sites\/20\/2022\/08\/2021.09.30_decoded_featured.png?resize=960,541 960w, https:\/\/alpha.pewresearch.org\/pewresearch-org\/wp-content\/uploads\/sites\/20\/2022\/08\/2021.09.30_decoded_featured.png?resize=1200,676 1200w, https:\/\/alpha.pewresearch.org\/pewresearch-org\/wp-content\/uploads\/sites\/20\/2022\/08\/2021.09.30_decoded_featured.png?resize=1400,789 1400w\" sizes=\"(max-width: 480px) 480px, (max-width: 782px) 782px, 640px\" height=\"361\" width=\"640\" src=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/wp-content\/uploads\/sites\/20\/2022\/08\/2021.09.30_decoded_featured.png?w=640\" alt=\"\" class=\"wp-image-125801 not-transparent\" \/><\/a><figcaption class=\"wp-element-caption\">Pew Research Center illustration<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"b856\"><em>(Related post:&nbsp;<\/em><a href=\"https:\/\/medium.com\/pew-research-center-decoded\/validating-2016-voters-in-pew-research-centers-survey-data-ac056e84041b\"><em>Validating 2016 voters in Pew Research Center\u2019s survey data<\/em><\/a><em>)<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"3d10\">Knowing who voted is critical to developing an accurate understanding of the outcome of an election. But self-reports of voting tend to be&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/methods\/2018\/02\/15\/political-data-in-voter-files\/\" rel=\"noreferrer noopener\" target=\"_blank\">somewhat unreliable<\/a>. Fortunately, surveys asking about voting can be made more accurate by validating respondents\u2019 self-reported turnout with official voting records.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"286b\">Today, Pew Research Center is releasing an updated version of its&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/politics\/dataset\/american-trends-panel-wave-78\/\" rel=\"noreferrer noopener\" target=\"_blank\">2020 post-election survey dataset<\/a>&nbsp;that includes validated measures of turnout in the 2020, 2018 and 2016 U.S. general elections, along with a special weight for use with these variables. We validated turnout by attempting to locate an official turnout record for each of the members of the Center\u2019s&nbsp;<a href=\"http:\/\/alpha.pewresearch.org\/pewresearch-org\/methodology\/u-s-survey-research\/american-trends-panel\/\" rel=\"noreferrer noopener\" target=\"_blank\">American Trends Panel<\/a>&nbsp;(ATP) \u2014 our nationally representative survey panel of U.S. adults \u2014 in at least one of three commercial databases. These publicly available turnout records are compiled by the states and the District of Columbia as part of their routine administration of elections. Commercial vendors then make the information available to political parties, campaigns and researchers. In this post, we\u2019ll discuss the measures and what you can do with the dataset in more detail.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"68da\">This dataset is the basis for a&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/politics\/2021\/06\/30\/behind-bidens-2020-victory\/\" rel=\"noreferrer noopener\" target=\"_blank\">report we issued on June 30<\/a>&nbsp;about the characteristics of the 2020 electorate, including those who voted and those who did not. The dataset is available as an SPSS statistics file (with the file extension .sav) and is accompanied by a ReadMe.txt file with information about the computation of the turnout variables. All major statistical software packages can read SPSS files, but at the end of this blog post we offer some suggestions for how you can use a free package to analyze the data.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"8a76\">As a reminder, Pew Research Center releases&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/tools-and-resources\/\" rel=\"noreferrer noopener\" target=\"_blank\">nearly all of its raw survey datasets<\/a>&nbsp;to the public. It usually takes a period ranging from a few months to more than a year after collection to release a dataset. This delay allows the Center\u2019s staff to fully analyze and report on the data, as well as to clean and anonymize the files to protect respondents from the risk of being personally identified. All&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/american-trends-panel-datasets\/\" rel=\"noreferrer noopener\" target=\"_blank\">data for release<\/a>&nbsp;can be found on our website. Users are asked to register for an account, after which they can download and manage datasets as often as desired.<\/p>\n\n\n\n<h3 data-is-section=\"true\" data-wp-context=\"{&quot;id&quot;:&quot;aadd&quot;}\" data-wp-interactive=\"{&quot;namespace&quot;:&quot;prc-block\\\/table-of-contents&quot;}\" class=\"wp-block-heading\" id=\"aadd\">How validated voters are defined<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"752e\">To validate turnout among members of the ATP, we attempted to link panel members to a turnout record in at least one of three commercial voter files: one that serves conservative and Republican organizations and campaigns, one that serves progressive and Democratic organizations and campaigns, and one that is nonpartisan.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"23b1\">A member of the ATP is considered to be a voter for a given election if they told us they voted and were recorded as having voted in&nbsp;<em>at least<\/em>&nbsp;one of the three commercial voter files. Those who said they did not vote in a given election are considered nonvoters. Additionally, nonvoters include anyone \u2014 regardless of their self-reported vote \u2014 for whom a record of voting could not be found in any of the three commercial voter files. That includes respondents who were&nbsp;<em>not&nbsp;<\/em>matched in any of the three files. We assumed this last group were not registered voters and therefore had not voted.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"18d2\"><em>(Note: Because of a law passed in 2018, Utah residents can opt to keep their voter registration and vote history data private. Therefore, we could not assume that the absence of a voting record meant that a Utah panelist is a nonvoter. Consequently, Utah residents in the American Trends Panel are considered to be voters if they reported having voted when asked in the post-election survey.)<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"89c1\">Overall, we matched 97% of our voting-eligible panelists to at least one of these files and located a 2020 turnout record (or self-report in the case of Utah) for 9,668 panelists. Panelists who could not be matched or for whom no 2020 turnout record could be located were considered to be validated nonvoters (1,477 panelists).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"a437\">For additional details about the voter file matching and voter verification process, see Pew Research Center\u2019s&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/politics\/2021\/06\/30\/behind-bidens-2020-victory\/\" rel=\"noreferrer noopener\" target=\"_blank\">report on the 2020 electorate<\/a>&nbsp;and&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/methods\/2018\/02\/15\/commercial-voter-files-and-the-study-of-u-s-politics\/\" rel=\"noreferrer noopener\" target=\"_blank\">this report<\/a>&nbsp;on how voter files are used to study U.S. politics.<\/p>\n\n\n\n<h3 data-is-section=\"true\" data-wp-context=\"{&quot;id&quot;:&quot;57d1&quot;}\" data-wp-interactive=\"{&quot;namespace&quot;:&quot;prc-block\\\/table-of-contents&quot;}\" class=\"wp-block-heading\" id=\"57d1\">How this dataset can be used<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"1a85\">The dataset Pew Research Center is releasing today will allow users to replicate or extend portions of the analysis presented in our June report on the 2020 election. Specifically, it is intended to allow users to analyze the 2020 electorate and those who turned out in the 2020 general election. Users can also examine 2018 and 2016 turnout and vote choice&nbsp;<em>among<\/em>&nbsp;those who participated in the 2020 survey.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"bb75\">This dataset cannot be used to replicate the analysis presented in the Center\u2019s reports on either the&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/methods\/2020\/09\/08\/democrats-made-gains-from-multiple-sources-in-2018-midterm-victories\/\" rel=\"noreferrer noopener\" target=\"_blank\">2018<\/a>&nbsp;or&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/politics\/2018\/08\/09\/an-examination-of-the-2016-electorate-based-on-validated-voters\/\" rel=\"noreferrer noopener\" target=\"_blank\">2016<\/a>&nbsp;elections, or the data from those reports that is included in the 2020 report\u2019s&nbsp;<a href=\"https:\/\/docs.google.com\/spreadsheets\/d\/1dh8w8Osyc7ZfRC2EsgehTVTV1DOolhFxGgyI_0RfFxM\/edit?usp=sharing\" rel=\"noreferrer noopener\" target=\"_blank\">detailed tables<\/a>&nbsp;and discussed in the study. The 2018 and 2016 reports were based on post-election surveys conducted in the weeks after the two elections and voter validations conducted several months later. Those surveys did not include people who joined the panel in subsequent years. Consequently, they are not directly comparable to results from the 2020 post-election survey and its voter validation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"b481\">For panelists in the 2020 survey who were not in the panel in 2018 or 2016, their turnout in the earlier elections is coded based on the presence or absence of turnout records for the relevant elections in the three voter files obtained this year for the 2020 validation. Similarly, vote choice among these voters is based on retrospective measures asked in surveys taken after they joined the panel. For the 2020 panelists who participated in the 2018 or 2016 surveys, turnout is coded based on voter validations conducted following those elections, and their vote choice was measured in post-election surveys in those years.<\/p>\n\n\n\n<h3 data-is-section=\"true\" data-wp-context=\"{&quot;id&quot;:&quot;865d&quot;}\" data-wp-interactive=\"{&quot;namespace&quot;:&quot;prc-block\\\/table-of-contents&quot;}\" class=\"wp-block-heading\" id=\"865d\">The variables of interest<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"7705\">The dataset includes seven new variables:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>A special weight to be used with any analysis of the validated vote<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Measures of validated turnout for 2020, 2018 and 2016<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Vote choice among panelists who voted in 2020, 2018 or 2016<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"29ab\">Noncitizens (F_CITIZEN=2,99) are coded as missing for these measures of turnout and vote choice.<\/p>\n\n\n\n<h3 data-is-section=\"true\" data-wp-context=\"{&quot;id&quot;:&quot;2021&quot;}\" data-wp-interactive=\"{&quot;namespace&quot;:&quot;prc-block\\\/table-of-contents&quot;}\" class=\"wp-block-heading\" id=\"2021\">The special weight<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"6215\">The special weight is named&nbsp;<strong>WEIGHT_W78_VALIDATEDVOTE<\/strong>. The weight adjusts the sample on the large set of variables used in a typical wave of the ATP but includes additional parameters for turnout and vote choice in the 2020, 2018 and 2016 elections. This weight should be used in conjunction with any analysis involving the variables described below. For analysis that does not require identifying voters or nonvoters,&nbsp;<strong>WEIGHT_W78<\/strong>&nbsp;should be used instead.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"41e9\">The&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/politics\/2021\/06\/30\/validated-voters-methodology\/\" rel=\"noreferrer noopener\" target=\"_blank\">methodological report<\/a>&nbsp;for the 2020 study describes the weighting process in greater detail.<\/p>\n\n\n\n<h3 data-is-section=\"true\" data-wp-context=\"{&quot;id&quot;:&quot;c0f3&quot;}\" data-wp-interactive=\"{&quot;namespace&quot;:&quot;prc-block\\\/table-of-contents&quot;}\" class=\"wp-block-heading\" id=\"c0f3\">The turnout variables<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"5c58\">Validated turnout variables for the three elections are as follows:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/1400\/1*MwrjgXB-5q7mh_kXrjVJ4g.png\" alt=\"\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"e722\">These are dichotomous variables coded \u201c1\u201d for validated vote and \u201c0\u201d otherwise.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"b58f\">When the weight is applied, voter turnout matches the national turnout among the voting eligible population as documented by the&nbsp;<a href=\"http:\/\/www.electproject.org\/\" rel=\"noreferrer noopener\" target=\"_blank\">U.S. Elections Project<\/a>, based on ballots counted for the highest office in the election. The share of adults who were eligible to vote in each election is based on the 2019 American Community Survey, the latest available at the time.<\/p>\n\n\n\n<h3 data-is-section=\"true\" data-wp-context=\"{&quot;id&quot;:&quot;21c2&quot;}\" data-wp-interactive=\"{&quot;namespace&quot;:&quot;prc-block\\\/table-of-contents&quot;}\" class=\"wp-block-heading\" id=\"21c2\">The vote choice variables<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"bb49\">Vote choice variables for the three elections are as follows:<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/miro.medium.com\/max\/1400\/1*gpoAEGJGyMteajLRvHA3DQ.png\" alt=\"\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"acc9\">These variables are coded as \u201c1\u201d for the Republican candidate, \u201c2\u201d for the Democratic candidate and \u201c3\u201d for candidates of other parties.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"d6b5\">When the weight is applied, candidate choice for each election matches vote shares for each party\u2019s candidate(s), as documented by the&nbsp;<a href=\"https:\/\/www.fec.gov\/introduction-campaign-finance\/election-and-voting-information\/\" rel=\"noreferrer noopener\" target=\"_blank\">Federal Election Commission<\/a>.<\/p>\n\n\n\n<h3 data-is-section=\"true\" data-wp-context=\"{&quot;id&quot;:&quot;78fe&quot;}\" data-wp-interactive=\"{&quot;namespace&quot;:&quot;prc-block\\\/table-of-contents&quot;}\" class=\"wp-block-heading\" id=\"78fe\">Some tips for analyzing the data<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"2ac8\">The 2020 dataset described here is available for download as an SPSS file. Nearly any statistical program designed for the analysis of surveys can read the SPSS file. However, it\u2019s important to note that spreadsheet software like Microsoft Excel or Google Sheets should&nbsp;<em>not<\/em>&nbsp;be used; these and other similar programs may not be able to read the SPSS file and do not have the capability to use the survey\u2019s weights, which are critical for producing accurate estimates.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"2668\">Statistical software packages like SPSS, SAS, Stata or R can tabulate the weighted data and reproduce the analyses found in our report. But users should ensure that their software package is properly accounting for the effect of weighting on the precision of the estimates. That is, estimates of the&nbsp;<a href=\"https:\/\/alpha.pewresearch.org\/pewresearch-org\/short-reads\/2016\/09\/08\/understanding-the-margin-of-error-in-election-polls\/\" rel=\"noreferrer noopener\" target=\"_blank\">margin of error<\/a>&nbsp;or the significance of differences between two groups in the sample will be incorrect unless the survey software has the ability to correctly account for the impact of the weighting on the variance of the estimates.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"acae\">Fortunately, the open-source statistical package R is free and has the capability to correctly handle the weighting of survey data. Our colleagues at the Center have developed some special packages within R and have written guides to the use of R and these packages.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"d4d1\">This blog post describes the basics of using R to read and analyze Pew Research Center data, including properly handling the weights to create an accurate margin of error and tests of significance:&nbsp;<a href=\"https:\/\/medium.com\/pew-research-center-decoded\/how-to-analyze-pew-research-center-survey-data-in-r-f326df360713\">https:\/\/medium.com\/pew-research-center-decoded\/how-to-analyze-pew-research-center-survey-data-in-r-f326df360713<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"17b2\">This post is an introduction to a special package written by the survey methodology team (named \u201cpewmethods\u201d) to simplify several tasks in working with survey data:&nbsp;<a href=\"https:\/\/medium.com\/pew-research-center-decoded\/introducing-pewmethods-an-r-package-for-working-with-survey-data-97601a250a46\">https:\/\/medium.com\/pew-research-center-decoded\/introducing-pewmethods-an-r-package-for-working-with-survey-data-97601a250a46<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"8961\">This post provides a guide to the use of the pewmethods package:&nbsp;<a href=\"https:\/\/medium.com\/pew-research-center-decoded\/exploring-survey-data-with-the-pewmethods-r-package-198c4eb9d1af\">https:\/\/medium.com\/pew-research-center-decoded\/exploring-survey-data-with-the-pewmethods-r-package-198c4eb9d1af<\/a><\/p>\n\n\n\n<p class=\"wp-block-paragraph\" id=\"5759\">And here is an explanation of how you can use the popular set of R packages known as the \u201ctidyverse\u201d to explore Pew Research Center\u2019s survey data:&nbsp;<a href=\"https:\/\/medium.com\/pew-research-center-decoded\/using-tidyverse-tools-with-pew-research-center-survey-data-in-r-bdfe61de0909\">https:\/\/medium.com\/pew-research-center-decoded\/using-tidyverse-tools-with-pew-research-center-survey-data-in-r-bdfe61de0909<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Surveys that ask about voting can be made more accurate by validating respondents\u2019 self-reported turnout with official voting 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