Figure 1. Reference map of Utah counties with names. Source: Utah Open GIS (2019)
Figure 2. Cartogram-Choropleth of Republican Party Affiliation by Percent for 29 Utah Counties on December 31, 2019
Note: Includes Active and Inactive Registered Voters. (a) Percent by Land Area; (b) Percent by County Total Registered Voters. In (b), the size of the counties are scaled by the total number of registered voters. Colors: light red = low; dark red=high. Source: Utah Lt. Governor’s Office (2020); State of Utah (2019aState of Utah. 2019a. “Utah.gov GIS Portal, County Boundaries Database (Web, GIS, Counties).” https://gis.utah.gov/data/boundaries/.).
Two analyses of transition voting probabilities illustrateFor the general reader, this article provides background details concerning commonplace beliefs regarding relative Utah Republican and Democratic voting power. the well-known phenomena of how Utah unaffiliated voters split their votes across Democratic and Republican lines. Unaffiliated voter behavior in the ideologically split 2016 Utah presidential election is contrasted with the voter behavior by party affiliation in the 2019 Salt Lake City non-partisan mayoral election. This report’s findings are unremarkable, but its two case studies provide additional point-in-time empirical data for the unaffiliated split voting proposition.
Statewide unaffiliated voters mediate political power in Utah politics. Even with 46 percent of Utah’s voters registering as Republican, the Utah Republican party cannot assert political dominance in the State in conjunction with minor conservative parties (5 percent of registered voters). Utah Republican party political dominance depends on continuing to attract a significant share of Utah’s second largest party: the 35 percent of voters who register as unaffiliated. On contested national issues, like the 2016 presidential election, unaffiliated voters equally split between Utah’s Republican and Democratic parties.
How Salt Lake City’s more Democratic leaning voting population fits within the broader context of the Utah voters’ more conservative statewide political party affiliation is examined.
In March 2017, Utah began its vote-by-mail experiment, and in 2019 vote-by-mail has been implemented state-wide. A consequence of that voting procedure is traditional in-person exit-polls are no longer conducted. In theory, after-voting internet-based or telephone polling could be done, albeit expensively, but to this author’s knowledge no post-mail voting exit polls have been reported in the Salt Lake City or elsewhere in the State. For a substantial fee, the Utah Lieutenant Governor’s Office does provide a list of persons who voted to political parties candidates and qualified researchers. The Lieutenant Governor does not collect or disclose the secret ballots of voters.
A consequence of mail-in-voting is that how voters actually voted has to be estimated from pre-election polling. How voters polled just before an election provides an estimate of their transition probabilities. A transition probability refers to the propensity of a likely voter with a particular party affiliation to vote for a specific candidate. They may vote for a candidate of the affiliated party, for a candidate of another party, or not at all. Tables 6 and 8 provide examples for voter transition probabities for two elections.
Reports concerning voter behavior occur within the broader context of voters and non-voters. Nationally, about 40 percent of adult Americans do not register to vote, and including non-voters and registered voters who stay at home during a federal mid-term election, about one-half eligible adults do not vote (U.S. Census Bureau (2019U.S. Census Bureau. 2019. “Table 2. Reported Voting and Registration, by Race, Hispanic Origin, Sex, and Age: November 2018 in Voting and Registration in the Election of November 2018.” P20. Washington, D.C.: United States Census Bureau. https://www.census.gov/data/tables/time-series/demo/voting-and-registration/p20-583.html.), see Khalid, Gonyea, and Fadel (2020Khalid, Asma, Don Gonyea, and Leila Fadel. 2020. “On The Sidelines Of Democracy: Exploring Why So Many Americans Don’t Vote.” Washington, D.C. https://www.npr.org/2018/09/10/645223716/on-the-sidelines-of-democracy-exploring-why-so-many-americans-dont-vote.)).
Voter turnout is expressed in two contexts. The first context is “What percent of adults that are registered to vote, acutally vote?” The second more common context is “What portion of the registered and non-registered adult population actually cast a ballot in an election?”
In the November 2016 Utah presidential election, 1,131,370 of 1,405,358 active registered adults voted - a registered voter turnout ratio of 80.5 percent (Utah Lieutenant Governor Office (2016Utah Lieutenant Governor Office. 2016. “Utah Voter Registration Statistics in October 2016, File: Voters by Status 03.29.16.xlsx recv’d Nov. 8, 2016 in author’s possession.” Salt Lake City, Utah: State of Utah. https://voteinfo.utah.gov/current-voter-registration-statistics/.); Wikipedia (2020Wikipedia. 2020. “2016 United States Presidential Election in Utah.” Wikipedia. https://en.wikipedia.org/wiki/2016{_}United{_}States{_}presidential{_}election{_}in{_}Utah.)). In 2016, there were 2,129,444 Utah adults (Kem C. Gardner Policy Institute (2016Kem C. Gardner Policy Institute. 2016. “Race and Ethnicity in Utah: 2016.” Informed Deicsions. Salt Lake City, Utah: University of Utah. https://gardner.utah.edu/wp-content/uploads/RaceandEthnicity{_}FactSheet20170825.pdf.)). This implies a 66 percent registered voter to adult population ratio (1,405,358/2,129,444) and a 53 percent voter turnout ratio in the total adult population (1,131,370/2,129,444). About one-half of eligible Utah adults did not vote in the 2016 presidential election.
In July 2019, 70.5 percent of Utah’s 3,205,958 residents were adults, or about 2,260,200 persons (United States Census Bureau (2020United States Census Bureau. 2020. “U . S . Census Bureau QuickFacts: Utah 2019.” https://www.census.gov/quickfacts/fact/table/UT/POP010210{#}POP010210.)). Of those, on December 31, 2019, 1,452,218 were active registered voters - or a 64 percent voter participation ratio (Utah Lieutenant Governor Office (2020Utah Lieutenant Governor Office. 2020. “Utah Voter Registration Statistics for 2019, recv’d Jan. 17, 2020, File: 2019 Utah Political Party Registration Data.xlsx in author’s possession.” Salt Lake City, Utah: State of Utah. https://voteinfo.utah.gov/current-voter-registration-statistics/.)). In 2019, 807,782 Utah adults (36 percent) did not participate in the State’s political system. That makes non-voters Utah’s largest political party. See Table 1 below. Utah is similar to national trends.
When thinking about percentages of Utah voters and their party affiliations, the ratio 0.64 is useful to remember. Multiply any percentages concerning party affiliation to estimate the portion of Utah’s adult population that are affiliated with a party or who actually voted.
During 2019, a Gallup poll based on interviews of 29,525 likely voter adults found that 30 percent of Americans identified as Democrats, 28 percent as Republicans and 41 percent as independent (Jones (2020Jones, Jeffrey M. 2020. “U.S. Party Preferences Steady During Trump Era.” Washington, D.C. https://news.gallup.com/poll/274694/party-preferences-steady-during-trump-era.aspx.)). Gallup did not separate the independent category into unaffiliated and other minor party subcategories. Table 1 shows analogous Utah party identifications.
Table 1. Count of Registered Voters by Party Affiliation for Utah Statewide and within Salt Lake City Municipal Limits
Item | Unaffiliated | Democratic | Republican | Others |
---|---|---|---|---|
Salt Lake City | 38541 | 32334 | 17421 | 4758 |
Salt Lake City Percent | 41 | 35 | 19 | 5 |
Utah | 508131 | 190135 | 675205 | 78747 |
Utah Percent | 35 | 13 | 46 | 5 |
Note: For Salt Lake City, 93054 Active Registered voters in 121 of 126 Precincts on January 10, 2020. For Statewide 1452218 Registered Voters in 29 Counties on December 31, 2019. Tables Addendum A1, Part 1, and Addendum A1, Part 2, list Salt Lake City precinct level detail for this summary. Source: Salt Lake County Clerk (2020Salt Lake County Clerk. 2020. “Salt Lake City Precincts - Voters Registered in All Parties , File: SLC Precincts - Voters Registered in All Parties (as of Jan 19 2020).xls in author’s possession.” Salt Lake City, Utah: Salt Lake County Clerk’s Office.), Utah Lt. Governor Office (2019).
Utah statewide voters are different from voters nationally. At 46 percent, the Republican Party is Utah’s largest political affiliation among registered voters. Nationally, unaffiliated and other minor parties (independent voters) comprise 41 percent of registered voters, and such unaffiliated and independent voters are the largest national political “party” of affiliated voters - but still smaller than non-voters (Jones (2020)).
At 807,782 non-voting “affiliates”, Utah’s non-voters are its largest political “party” as a percent of the adult population (35 percent). In Utah, 40 percent (30+5) of registered voters are unaffiliated or are affiliated with a minor independent party. Thirty-five percent are unaffiliated voters. Republican affiliated voters are the second largest party at an estimated 30 percent of the adult population (0.46 times 0.64), followed by unaffiliated registered voters at an estimated 22 percent (0.35 times 0.64) of the adult population. Registered Democrats comprise an estimated 8 percent (0.13 times 0.64) of the state’s adult population.
Even with its 46 percent share of Utah registered voters and 30 percent affiliated share of Utah’s adult population, the Utah Republican Party cannot exercise majority political power without attracting a portion of unaffiliated registered voters.
Salt Lake City affiliated voters have a more similar distribution to national party affiliations than to Utah’s statewide registered voter population. Within Salt Lake City, the percent of registered Republicans (19 percent) and Democrats (35 percent) are reversed as compared to statewide averages.
From the state-wide Utah level down to the Salt Lake County level, the distribution of Unaffiliated, Democrat Republican and Other Party Affiliations are similar to statewide averages. Figures 1 and 2 (at the beginning of this report) graphically show the statewide distribution of Republican voters by percent of all registered voters. Table 3 presents that distribution numerically.
Table 2 - Summary of Distribution of Utah Political Parties by County - Percent
County Name | County Total | Unaffiliated | Democrat | Republican | Other |
---|---|---|---|---|---|
Salt Lake | 611837 | 40 | 21 | 34 | 4 |
Utah | 330754 | 32 | 7 | 56 | 4 |
Davis | 193619 | 35 | 10 | 51 | 4 |
Weber | 129783 | 38 | 14 | 43 | 5 |
Washington | 100805 | 26 | 10 | 59 | 6 |
Cache | 65485 | 33 | 9 | 54 | 5 |
Tooele | 34365 | 40 | 10 | 44 | 5 |
Box Elder | 30721 | 33 | 5 | 58 | 4 |
Iron | 29565 | 26 | 8 | 61 | 5 |
Summit | 28925 | 40 | 23 | 32 | 5 |
Wasatch | 19147 | 31 | 14 | 51 | 4 |
Uintah | 18077 | 22 | 5 | 69 | 4 |
Sanpete | 13822 | 27 | 6 | 63 | 5 |
Carbon | 11719 | 38 | 18 | 39 | 5 |
Sevier | 11629 | 26 | 4 | 67 | 2 |
Duchesne | 9399 | 19 | 6 | 72 | 4 |
San Juan | 8601 | 37 | 24 | 36 | 3 |
Morgan | 7324 | 33 | 5 | 59 | 3 |
Millard | 6803 | 24 | 4 | 69 | 3 |
Juab | 6678 | 31 | 6 | 60 | 3 |
Emery | 6668 | 38 | 5 | 55 | 2 |
Grand | 5912 | 41 | 20 | 34 | 4 |
Kane | 4670 | 22 | 11 | 64 | 3 |
Beaver | 3510 | 25 | 7 | 65 | 2 |
Garfield | 3119 | 22 | 8 | 67 | 2 |
Wayne | 1808 | 23 | 9 | 65 | 1 |
Rich | 1395 | 16 | 3 | 78 | 2 |
Piute | 1004 | 16 | 3 | 79 | 1 |
Daggett | 727 | 23 | 7 | 68 | 2 |
All | 1697871 | 35 | 14 | 46 | 4 |
Note: For Utah and 29 Counties - Active and Inactive Registered voters on January 20, 2020. The Lt. Governor’s Office could not provide disaggregated active and inactive voter data at the level county. Addendum Tables A2 and A3 list detailed information for all parties, including the Other category, e.g. - Constitution, Green, and Libertarian parties. Source: Utah Lt. Governor’s Office (2020).
Salt Lake County is the least Republican Party affiliated of the heavily populated counties. As noted above, within Salt Lake County (34 percent), Salt Lake City has an even lower ratio of Republican affiliated voters (19 percent)
The source of Utah’s Republican political dominance is the transition of unaffiliated voters that support either Democratic or Republican party candidates when actually voting. Those transition probabilities vary from candidate and by social issue, but anecdotally, Utahans often observe a 65 percent to 35 percent voting split on statewide and federal races and during votes on both controversial social issues and non-controversial technical state constitution amendments.
Utah’s 2016 presidential election voting provides an illustrative example. Table 3 summarizes Utah active statewide registered voters on November 7, 2016 (Utah Lt. Governor 2016). Table 4 summarizes the Utah 2016 presidential election’s outcome.
Table 3 - Distribution of Utah Registered Voters by Political Affiliation - 2016
Item | Unaffiliated | Democrat | Republican | Constitution | Independent | Libertarian | Total |
---|---|---|---|---|---|---|---|
Count | 529810 | 160384 | 677026 | 4873 | 21537 | 11728 | 1405358 |
Percent | 37.7 | 11.4 | 48.2 | 0.3 | 1.5 | 0.8 | 100 |
Scaled to Statewide Turnout | 426518 | 129116 | 545033 | 3923 | 17338 | 9442 | 1131370 |
Note: Active Utah Registered Voters on October 7, 2016. Scaled to 1,113,370 actual voters shown in Table 4. Source: Utah Lt. Governor’s Office (Nov. 8, 2016).
Table 4 - Outcome of Utah’s 2016 Presidential Election. Source: Wikipedia (2020)
Item | Trump | Clinton | McMullin | Others | Total |
---|---|---|---|---|---|
Count | 515231 | 310676 | 243690 | 61773 | 1131370 |
Percent | 45.5 | 27.5 | 21.5 | 5.5 | 100 |
Using reasoning to assign voters to candidates, rough estimates of the transition probabilities for the important unaffiliated voting group can be inferred. All conservative groups (3,923+17,338+9,442=30,703 voters in Table 3) most likely voted for the conservative McMullin. Democratic voters split between Clinton and the more progressive candidate Stein in the “Other” ballot group (61,733 voters). Republicans supported candidate Trump. Unaffiliated voters split between Trump, Clinton, and McMullin. In Table 5, voters are arbitrarily allocated to various candidates based on the foregoing guidelines.
Table 5 - Arbitrary Transitions by Scaled Utah Registered Voters to Candidates - 2016 Presidential Election. Note: See Table 3 for scaling of voter counts.
Party | Trump | Clinton | McMullin | Others | Total |
---|---|---|---|---|---|
Unaffiliated | 0 | 181560 | 183185 | 61733 | 426478 |
Democrat | 0 | 129116 | 0 | 0 | 129116 |
Republican | 515231 | 0 | 29802 | 0 | 545033 |
Constitution | 0 | 0 | 3923 | 0 | 3923 |
Independent | 0 | 0 | 17338 | 0 | 17338 |
Libertarian | 0 | 0 | 9442 | 0 | 9442 |
Total | 515231 | 310676 | 243690 | 61733 | 1131330 |
This arbitrary attribution is reasonable because for the 2016 Presidential election, rational choice of voting theory failed.Rational choice of voting means that it is assumed that people vote based on what they perceive to be in their individual best interest. A variation of rational choice voting is low-information voting. Low-information voting means that voters select a candidate based on limited available information. Low-information voting theory is sometimes used to explain seemingly irrational choices made by voters. A core prediction of rational choice of voting theory is that candidates will moderate their positions towards the center, in order to maximize their capture of potential voters. On the date of the 2016 election, both candidates had not moderated their positions towards the center. Severe political and cultural divisions still existed between voters by party affiliation. Table 6 converts the 2016 Utah vote counts in Table 5 to percentages.
Table 6 - Estimated Party Affiliation Transition Probabilities - 2016 Presidential Election
Party Affiliation | Trump | Clinton | McMullin | Others | Row Total |
---|---|---|---|---|---|
Unaffiliated | 0 | 43 | 43 | 14 | 100 |
Democrat | 0 | 100 | 0 | 0 | 100 |
Republican | 95 | 0 | 5 | 0 | 100 |
Constitution | 0 | 0 | 100 | 0 | 100 |
Independent | 0 | 0 | 100 | 0 | 100 |
Libertarian | 0 | 0 | 100 | 0 | 100 |
The rough transition probability estimates in Table 6 suggest that Utah’s unaffiliated voters split their votes equally between the Democrat and Republican parties.
That Utah’s unaffiliated voters split their allegiance equally between Democrats and Republicans is also suggested by pre-election transition probabilities revealed in a poll taken shortly before 2016 voting. On October 31, 2016, the week before the November 7 election, Emerson College (Emerson College and Emerson Polling (2016Emerson College, and Emerson Polling. 2016. “Emerson College Final U.S. Presidential Election, Final Poll, Oct. 31, 2016, Utah File: ECP_UT_11.xls, file in author’s possession recv’d Nov. 8, 2016.” http://emersonpolling.com/.)) surveyed voter presidential preferences for 80,000 likely American voters, including 1,000 Utah likely voters. Tables 7 (by count) and 8 (by percent) summarizes the Emerson College poll results for Utah.
Table 7. Transition Counts from Party Affiliations to 2016 Utah Presidential Candidates. Note: N=1000. Source: Emerson College 2016.
Party Affiliation | Trump | Clinton | McMullin | Johnson | Stein | Unsure | Total |
---|---|---|---|---|---|---|---|
Independent | 84 | 83 | 118 | 21 | 18 | 36 | 360 |
Democrat | 7 | 82 | 6 | 2 | 3 | 9 | 110 |
Republican | 307 | 30 | 152 | 7 | 0 | 34 | 530 |
Total | 398 | 196 | 276 | 30 | 22 | 79 | 1000 |
Table 8. Transition Probabilities from Party Affiliations to 2016 Utah Presidential Candidates. Note: N=1000. Source: Emerson College 2016. Columns may not add to 1,000 due to rounding.
Party Affiliation | Trump | Clinton | McMullin | Johnson | Stein | Unsure | Total |
---|---|---|---|---|---|---|---|
Independent | 23 | 23 | 33 | 6 | 5 | 10 | 100 |
Democrat | 6 | 75 | 5 | 2 | 3 | 8 | 100 |
Republican | 58 | 6 | 29 | 1 | 0 | 6 | 100 |
Total | 40 | 20 | 28 | 3 | 2 | 8 | 100 |
The Emerson poll data has weaknesses. In Table 7, there are an insufficient number of Republican and Democrat transition counts for minor parties McMullin, Johnson, and Stein to attribute statistical significance to the related transition probabilities seen in Table 8. However, for the Independent (unaffiliated plus smaller parties) in Table 7, there are a sufficient number of observations, and the same pattern is seen as in Table 8 as in the prior exploration in Table 6: Independent, that is unaffiliated voters, equally split (23-23) between the Republican and Democratic candidates.
In the 2019 non-partisan Salt Lake City mayoral election, Salt Lake City’s atypical distribution of party affiliations did not show partisan transition probabilities similar to the statewide ideological 2016 Utah presidential election. Unlike the 2016 Utah presidential election, this local non-partisan mayoral race featured two candidates with virtually indistinguishable positions. Before Election Day, the candidates moderated their positions to a common point as predicted by rational voter choice theory.
On October 25, 2019 and twelve days before the November 5th election, Utah Policy.com published a Y2K Analytics poll from which political party affiliation transitions probabilities can be derived (Schott (2019Schott, Bryan. 2019. “Mendenhall Leads Escamilla by 13-Points in Salt Lake City Mayor Race.” Salt Lake City, Utah. https://utahpolicy.com/index.php/features/today-at-utah-policy/21987-mendenhall-leads-escamilla-by-13-points-in-salt-lake-city-mayor-race.)). The actual poll study was not published; only a summary of the poll was published by Utah Policy - a practice that is inconsistent with the prevailing industry standard in the Code of Ethics and Standards of the American Association for Public Opinion Research (AAPOR). The AAPOR Standards require publication of the underlying study 30 days after first public disclosure (American Association for Public Opinion Research (2015American Association for Public Opinion Research. 2015. “Code of Professional Ethics and Practices.” Terrace, Illinois: American Association for Public Opinion Research. https://www.aapor.org/Standards-Ethics/AAPOR-Code-of-Ethics/AAPOR{_}Code{_}Accepted{_}Version{_}11302015.aspx.)). Table 9 lists transition probabilities by political affiliation from the Y2K survey of 925 likely Salt Lake City voters. The term Independent as used in the Y2K poll refers to both unaffiliated voters and minor political parties such as the Constitution, American Independent, United Utah and Green parties.
Table 9. Transition Probabilities from Party Affiliations to 2019 Mayoral Candidates
Party Affiliation | Mendenhall | Escamilla | Undecided | Unaccounted |
---|---|---|---|---|
Independent Lean Republican | 50 | 23 | 27 | 0 |
Independent | 40 | 29 | 28 | 3 |
Independent Lean Democrat | 42 | 36 | 22 | 0 |
Republican Strong | 45 | 38 | 14 | 3 |
Republican Moderate | 47 | 35 | 18 | 0 |
Democrat Strong | 54 | 32 | 14 | 0 |
Democrat Moderate | 39 | 36 | 25 | 0 |
Mean - All | 45 | 33 | 21 | 1 |
Mean Independents | 44 | 29 | 26 | 1 |
Mean Republican | 46 | 36 | 16 | 2 |
Mean Democrat | 46 | 34 | 19 | 0 |
Note: Unaccounted means that the Utah Policy.com reports of Y2K transition probabilities do not sum to 100 percent. Source: Schott (2019).
Pairwise statistical significance testingThis author has previously written going back to 2016 regarding Utah Policy.com’s and Y2K’s failure to comply with the AAPOR standard. Y2K Analytics does not indicate on their website that the organization is a member of the AAPOR, nor does Utah Policy.com indicate on their website that their organization or publishers are members of the Society of Professional Journalists bound by the truth and accuracy requirements of the SPJ Code of Ethics. Subject to these continuing qualifications on the reliabilty of Y2K and Utah Policy.com poll reporting, the Y2K data is used in the present analysis. As illustrated here, the continuing disclosure failure prevents full analysis of 2019 mayoral party affiliation behavior. was not possible on the Y2K poll proportions because the number of respondents within each political affiliation were not reported by Utah Policy.com and Y2K did not publish its study. Visually examining Table 9, there appears to be no indication of any effect on voting behavior by any political affiliation with two exceptions. Independents (unaffiliated) that lean towards voting as Republicans have a slightly elevated preference for candidate Mendenhall; the same occurs for Strong Democrats. But again, whether these are statistically significant differences cannot be tested based on available published information. The overall impression from Table 9 is that political partisanship was not a factor in the election. No strong pattern of party affiliation preference for either candidate is evident, and Salt Lake City municipal voters cast their ballots in a non-partisan manner.
Transition probabilities in Salt Lake City’s 2019 mayoral election are an example that illustrates that Utah unaffiliated voter behavior is not monolithic. Where strong ideological and controversial cultural questions are absent, this sub-sample of Utah unaffiliated voters did not favor a particular candidate when choosing between two candidates with similar positions.
Even with 46 percent of Utah’s voters registering as Republican, the Utah Republican party cannot assert political dominance in the State in conjunction with minor conservative parties (5 percent of registered voters). Utah Republican party dominance depends on continuing to attract a significant share of Utah’s third largest party by population: the 35 percent of voters that register as unaffiliated voters. In contested national issues involving ideological divisions, unaffiliated voters equally split between Utah’s Republican and Democratic parties. In local, non-partisan races with few ideological divisions, unaffiliated registered voters may not exhibit the equal split between Utah’s Republican and Democratic parties seen in statewide votes.
This report’s findings are unremarkable, but its two case studies provide additional point-in-time empirical data for this proposition. Future work will replicate this study, in particular with respect to future Salt Lake City mayoral elections that involve candidates of the same ethnicity but of strongly differing political positions.
I do not have an undergraduate degree. I completed three years of undergraduate studies in mathematics with an emphasis in statistics and I have over thirty-five years of experience as a litigation paralegal in both the private sector and government.
I have no conflict disclosures with respect to the topic discussed in this paper.
This report is the second in a series of three reports. The first concerned the unique distribution of registered voters by party affiliation within Salt Lake City’s municipal limits (Fisher (2020Fisher, Kurt A. 2020. “Salt Lake City Demographics: Where do Salt Lake City Registered Voters Reside by Political Party Affiliation?” Salt Lake City, Utah.)). The third paper will concern demographic and other factors in the November 2019 Salt Lake City Mayoral Election.
Figure A1. Voting Precincts for Salt Lake City Municipal Boundaries by Land Area
Note: N=121 of 126 precincts color coded as East or West side. East or West is respect to 300 West Street). Precinct SLC001 on the City’s Southwest is not included in this graph. Source: State of Utah (2019bState of Utah. 2019b. “Utah.gov GIS Portal, Vista Ballot Database (Web, GIS, Precincts).” https://gis.utah.gov/data/political/voter-precincts/.).
Table A1, Part 1. Registered Voters by Party Affiliation within Salt Lake City Municipal Limits. Note: For Salt Lake City, N= 121 and 93,054 Active Registered Voters of 126 Precincts as of January 10 2020. Source: Salt Lake County Elections Division.
Precinct Id | Unaffiliated | Democrat | Republican | All Others | Precinct Total |
---|---|---|---|---|---|
SLC002 | 299 | 204 | 150 | 43 | 696 |
SLC003 | 373 | 291 | 146 | 39 | 849 |
SLC004 | 250 | 156 | 118 | 28 | 552 |
SLC005 | 307 | 234 | 149 | 33 | 723 |
SLC006 | 219 | 167 | 85 | 20 | 491 |
SLC007 | 355 | 218 | 182 | 45 | 800 |
SLC008 | 81 | 72 | 46 | 19 | 218 |
SLC009 | 445 | 268 | 217 | 55 | 985 |
SLC011 | 367 | 268 | 163 | 38 | 836 |
SLC012 | 454 | 303 | 207 | 48 | 1012 |
SLC013 | 198 | 143 | 69 | 23 | 433 |
SLC014 | 213 | 166 | 123 | 23 | 525 |
SLC015 | 471 | 345 | 219 | 71 | 1106 |
SLC017 | 165 | 127 | 55 | 18 | 365 |
SLC018 | 431 | 314 | 158 | 58 | 961 |
SLC019 | 506 | 447 | 157 | 85 | 1195 |
SLC020 | 443 | 367 | 250 | 36 | 1096 |
SLC021 | 249 | 276 | 92 | 36 | 653 |
SLC023 | 367 | 324 | 138 | 57 | 886 |
SLC025 | 361 | 283 | 291 | 60 | 995 |
SLC026 | 289 | 352 | 193 | 23 | 857 |
SLC027 | 303 | 234 | 155 | 23 | 715 |
SLC028 | 61 | 34 | 46 | 4 | 145 |
SLC029 | 253 | 297 | 114 | 28 | 692 |
SLC030 | 275 | 324 | 98 | 23 | 720 |
SLC031 | 270 | 251 | 75 | 30 | 626 |
SLC032 | 378 | 352 | 182 | 53 | 965 |
SLC033 | 352 | 273 | 113 | 41 | 779 |
SLC034 | 271 | 301 | 61 | 19 | 652 |
SLC035 | 276 | 176 | 372 | 34 | 858 |
SLC039 | 324 | 318 | 74 | 34 | 750 |
SLC040 | 218 | 189 | 86 | 22 | 515 |
SLC041 | 365 | 418 | 159 | 35 | 977 |
SLC042 | 246 | 249 | 104 | 26 | 625 |
SLC043 | 218 | 167 | 135 | 20 | 540 |
SLC045 | 262 | 183 | 133 | 51 | 629 |
SLC048 | 463 | 337 | 182 | 81 | 1063 |
SLC049 | 375 | 246 | 142 | 52 | 815 |
SLC050 | 510 | 407 | 188 | 71 | 1176 |
SLC051 | 288 | 212 | 111 | 45 | 656 |
SLC052 | 470 | 413 | 155 | 128 | 1166 |
SLC054 | 463 | 376 | 345 | 75 | 1259 |
SLC055-01 | 319 | 290 | 93 | 66 | 768 |
SLC055-02 | 45 | 35 | 12 | 9 | 101 |
SLC057 | 380 | 411 | 97 | 63 | 951 |
SLC058 | 233 | 193 | 107 | 46 | 579 |
SLC059 | 416 | 445 | 108 | 59 | 1028 |
SLC060 | 447 | 408 | 149 | 59 | 1063 |
SLC062 | 480 | 447 | 155 | 101 | 1183 |
SLC062-02 | 1 | 2 | 1 | 1 | 5 |
SLC064 | 386 | 337 | 117 | 61 | 901 |
SLC065 | 346 | 342 | 114 | 47 | 849 |
SLC068 | 290 | 242 | 113 | 41 | 686 |
SLC069 | 73 | 91 | 36 | 4 | 204 |
SLC070 | 480 | 482 | 158 | 70 | 1190 |
SLC071 | 325 | 265 | 108 | 42 | 740 |
SLC072 | 445 | 362 | 149 | 60 | 1016 |
SLC076 | 369 | 322 | 108 | 38 | 837 |
SLC078 | 250 | 246 | 116 | 32 | 644 |
SLC080 | 247 | 135 | 194 | 50 | 626 |
SLC083 | 482 | 338 | 202 | 52 | 1074 |
SLC085 | 467 | 339 | 214 | 53 | 1073 |
SLC086 | 428 | 266 | 169 | 65 | 928 |
SLC090 | 362 | 324 | 94 | 48 | 828 |
SLC091 | 278 | 263 | 67 | 51 | 659 |
SLC092 | 360 | 393 | 142 | 62 | 957 |
SLC093 | 327 | 360 | 77 | 56 | 820 |
SLC094 | 359 | 348 | 86 | 41 | 834 |
SLC097 | 466 | 456 | 128 | 53 | 1103 |
SLC098 | 415 | 356 | 122 | 43 | 936 |
SLC099 | 259 | 270 | 92 | 33 | 654 |
SLC100 | 228 | 192 | 78 | 27 | 525 |
SLC101 | 300 | 228 | 72 | 30 | 630 |
SLC102 | 244 | 174 | 70 | 28 | 516 |
SLC103 | 380 | 416 | 108 | 45 | 949 |
SLC105 | 338 | 306 | 96 | 36 | 776 |
SLC106 | 261 | 275 | 165 | 19 | 720 |
SLC107 | 273 | 291 | 50 | 25 | 639 |
SLC108 | 276 | 301 | 99 | 30 | 706 |
SLC109 | 397 | 386 | 93 | 43 | 919 |
SLC110 | 335 | 357 | 101 | 43 | 836 |
SLC112 | 223 | 197 | 56 | 23 | 499 |
SLC114 | 440 | 409 | 148 | 54 | 1051 |
SLC115 | 296 | 291 | 97 | 39 | 723 |
SLC116 | 244 | 241 | 128 | 19 | 632 |
SLC117 | 262 | 220 | 170 | 17 | 669 |
SLC118 | 268 | 246 | 154 | 29 | 697 |
SLC119 | 345 | 332 | 119 | 35 | 831 |
SLC121 | 410 | 358 | 150 | 38 | 956 |
SLC123 | 282 | 265 | 129 | 32 | 708 |
SLC125 | 307 | 262 | 131 | 33 | 733 |
SLC128 | 361 | 262 | 300 | 26 | 949 |
SLC129 | 253 | 207 | 141 | 17 | 618 |
SLC130 | 305 | 207 | 240 | 19 | 771 |
SLC131 | 309 | 222 | 145 | 23 | 699 |
SLC132 | 404 | 268 | 215 | 34 | 921 |
SLC134 | 219 | 162 | 137 | 18 | 536 |
SLC135 | 245 | 160 | 235 | 11 | 651 |
SLC136 | 219 | 206 | 215 | 26 | 666 |
SLC137 | 304 | 233 | 176 | 26 | 739 |
SLC138 | 375 | 269 | 229 | 37 | 910 |
SLC140 | 212 | 164 | 279 | 12 | 667 |
SLC141 | 309 | 215 | 171 | 36 | 731 |
SLC142 | 317 | 237 | 158 | 43 | 755 |
SLC143 | 282 | 212 | 133 | 28 | 655 |
SLC144 | 284 | 187 | 192 | 25 | 688 |
SLC146 | 177 | 127 | 52 | 31 | 387 |
SLC147 | 392 | 381 | 146 | 67 | 986 |
SLC148 | 264 | 202 | 103 | 38 | 607 |
SLC149 | 387 | 326 | 158 | 52 | 923 |
SLC151-01 | 389 | 354 | 170 | 56 | 969 |
SLC152 | 371 | 290 | 180 | 39 | 880 |
SLC155 | 375 | 239 | 243 | 33 | 890 |
SLC156 | 319 | 219 | 151 | 31 | 720 |
SLC158 | 262 | 185 | 131 | 30 | 608 |
SLC159-01 | 258 | 183 | 163 | 31 | 635 |
SLC160 | 436 | 263 | 220 | 46 | 965 |
SLC163 | 309 | 161 | 262 | 25 | 757 |
SLC164 | 276 | 219 | 138 | 37 | 670 |
SLC166 | 273 | 118 | 321 | 18 | 730 |
SLC167 | 327 | 259 | 237 | 39 | 862 |
Table A1, Part 2. Registered Voters by Minor Party Affiliation within Salt Lake City. Note: For Salt Lake City, N = 121 and 4,758 Active Registered Voters of 126 Precincts as of January 10, 2020 as of Jan. 10, 2020. Source: Salt Lake County Elections Division.
Precinct Id | Independent | Libertarian | Green | United Utah | Constitution |
---|---|---|---|---|---|
SLC002 | 27 | 13 | 2 | 0 | 1 |
SLC003 | 25 | 7 | 1 | 1 | 5 |
SLC004 | 19 | 5 | 0 | 1 | 3 |
SLC005 | 20 | 11 | 1 | 1 | 0 |
SLC006 | 16 | 4 | 0 | 0 | 0 |
SLC007 | 27 | 10 | 1 | 5 | 2 |
SLC008 | 10 | 8 | 1 | 0 | 0 |
SLC009 | 33 | 13 | 5 | 0 | 4 |
SLC011 | 25 | 6 | 5 | 0 | 2 |
SLC012 | 29 | 9 | 6 | 1 | 3 |
SLC013 | 14 | 6 | 1 | 2 | 0 |
SLC014 | 14 | 4 | 2 | 0 | 3 |
SLC015 | 43 | 13 | 9 | 1 | 5 |
SLC017 | 8 | 4 | 3 | 2 | 1 |
SLC018 | 28 | 18 | 4 | 3 | 5 |
SLC019 | 57 | 23 | 1 | 3 | 1 |
SLC020 | 29 | 4 | 3 | 0 | 0 |
SLC021 | 22 | 12 | 0 | 1 | 1 |
SLC023 | 36 | 17 | 0 | 2 | 2 |
SLC025 | 33 | 19 | 4 | 2 | 2 |
SLC026 | 13 | 7 | 1 | 1 | 1 |
SLC027 | 19 | 2 | 0 | 2 | 0 |
SLC028 | 2 | 2 | 0 | 0 | 0 |
SLC029 | 17 | 9 | 1 | 1 | 0 |
SLC030 | 17 | 5 | 1 | 0 | 0 |
SLC031 | 16 | 7 | 7 | 0 | 0 |
SLC032 | 32 | 16 | 4 | 1 | 0 |
SLC033 | 26 | 10 | 3 | 0 | 2 |
SLC034 | 15 | 1 | 3 | 0 | 0 |
SLC035 | 21 | 8 | 1 | 3 | 1 |
SLC039 | 26 | 5 | 2 | 0 | 1 |
SLC040 | 13 | 9 | 0 | 0 | 0 |
SLC041 | 20 | 10 | 5 | 0 | 0 |
SLC042 | 19 | 5 | 1 | 0 | 1 |
SLC043 | 14 | 5 | 1 | 0 | 0 |
SLC045 | 36 | 12 | 1 | 1 | 1 |
SLC048 | 43 | 26 | 7 | 1 | 4 |
SLC049 | 30 | 15 | 2 | 1 | 4 |
SLC050 | 45 | 16 | 3 | 3 | 4 |
SLC051 | 24 | 9 | 3 | 3 | 6 |
SLC052 | 85 | 28 | 6 | 3 | 6 |
SLC054 | 51 | 23 | 1 | 0 | 0 |
SLC055-01 | 42 | 15 | 3 | 3 | 3 |
SLC055-02 | 7 | 2 | 0 | 0 | 0 |
SLC057 | 38 | 14 | 6 | 3 | 2 |
SLC058 | 29 | 10 | 4 | 3 | 0 |
SLC059 | 41 | 10 | 5 | 0 | 3 |
SLC060 | 34 | 15 | 6 | 1 | 3 |
SLC062 | 65 | 26 | 4 | 4 | 2 |
SLC062-02 | 1 | 0 | 0 | 0 | 0 |
SLC064 | 40 | 14 | 2 | 3 | 2 |
SLC065 | 30 | 13 | 2 | 1 | 1 |
SLC068 | 28 | 7 | 4 | 1 | 1 |
SLC069 | 4 | 0 | 0 | 0 | 0 |
SLC070 | 51 | 15 | 4 | 0 | 0 |
SLC071 | 23 | 14 | 2 | 2 | 1 |
SLC072 | 41 | 14 | 5 | 0 | 0 |
SLC076 | 27 | 7 | 3 | 0 | 1 |
SLC078 | 25 | 4 | 2 | 1 | 0 |
SLC080 | 31 | 16 | 0 | 1 | 2 |
SLC083 | 31 | 9 | 2 | 5 | 5 |
SLC085 | 28 | 9 | 8 | 5 | 3 |
SLC086 | 37 | 13 | 3 | 6 | 6 |
SLC090 | 31 | 11 | 4 | 1 | 1 |
SLC091 | 31 | 11 | 5 | 1 | 3 |
SLC092 | 39 | 14 | 4 | 1 | 4 |
SLC093 | 32 | 18 | 3 | 0 | 3 |
SLC094 | 21 | 15 | 5 | 0 | 0 |
SLC097 | 32 | 15 | 3 | 0 | 3 |
SLC098 | 28 | 8 | 6 | 0 | 1 |
SLC099 | 21 | 7 | 3 | 0 | 2 |
SLC100 | 15 | 7 | 2 | 1 | 2 |
SLC101 | 21 | 6 | 2 | 0 | 1 |
SLC102 | 22 | 3 | 3 | 0 | 0 |
SLC103 | 32 | 9 | 3 | 1 | 0 |
SLC105 | 17 | 11 | 6 | 1 | 1 |
SLC106 | 12 | 4 | 1 | 1 | 1 |
SLC107 | 12 | 9 | 3 | 1 | 0 |
SLC108 | 16 | 11 | 2 | 0 | 1 |
SLC109 | 26 | 9 | 8 | 0 | 0 |
SLC110 | 24 | 10 | 8 | 0 | 1 |
SLC112 | 14 | 3 | 3 | 1 | 2 |
SLC114 | 32 | 12 | 7 | 1 | 2 |
SLC115 | 30 | 5 | 3 | 0 | 1 |
SLC116 | 14 | 3 | 2 | 0 | 0 |
SLC117 | 11 | 4 | 2 | 0 | 0 |
SLC118 | 21 | 5 | 3 | 0 | 0 |
SLC119 | 24 | 8 | 2 | 0 | 1 |
SLC121 | 27 | 11 | 0 | 0 | 0 |
SLC123 | 21 | 5 | 5 | 1 | 0 |
SLC125 | 21 | 7 | 5 | 0 | 0 |
SLC128 | 15 | 6 | 2 | 2 | 1 |
SLC129 | 9 | 4 | 3 | 0 | 1 |
SLC130 | 12 | 6 | 1 | 0 | 0 |
SLC131 | 17 | 4 | 0 | 2 | 0 |
SLC132 | 25 | 4 | 3 | 1 | 1 |
SLC134 | 16 | 2 | 0 | 0 | 0 |
SLC135 | 9 | 2 | 0 | 0 | 0 |
SLC136 | 20 | 3 | 1 | 1 | 1 |
SLC137 | 18 | 8 | 0 | 0 | 0 |
SLC138 | 25 | 10 | 0 | 1 | 1 |
SLC140 | 8 | 1 | 2 | 1 | 0 |
SLC141 | 23 | 9 | 3 | 1 | 0 |
SLC142 | 26 | 13 | 3 | 0 | 1 |
SLC143 | 17 | 8 | 1 | 0 | 2 |
SLC144 | 15 | 4 | 3 | 2 | 1 |
SLC146 | 19 | 9 | 1 | 1 | 1 |
SLC147 | 42 | 19 | 2 | 1 | 3 |
SLC148 | 24 | 12 | 2 | 0 | 0 |
SLC149 | 39 | 10 | 2 | 1 | 0 |
SLC151-01 | 37 | 13 | 1 | 1 | 4 |
SLC152 | 26 | 9 | 1 | 1 | 2 |
SLC155 | 22 | 7 | 2 | 0 | 2 |
SLC156 | 16 | 10 | 2 | 1 | 2 |
SLC158 | 19 | 7 | 2 | 1 | 1 |
SLC159-01 | 18 | 9 | 4 | 0 | 0 |
SLC160 | 34 | 10 | 2 | 0 | 0 |
SLC163 | 20 | 4 | 1 | 0 | 0 |
SLC164 | 29 | 6 | 1 | 0 | 1 |
SLC166 | 13 | 4 | 0 | 1 | 0 |
SLC167 | 23 | 11 | 2 | 2 | 1 |
Total | 3035 | 1128 | 317 | 116 | 162 |
Table A2 - Utah Registered Voter Party Affiliation - Rates by County
County Name | County Total | Unaffiliated | Democrat | Republican | Constitution | Green | Independent | Libertarian | United Utah | Other |
---|---|---|---|---|---|---|---|---|---|---|
Salt Lake | 611837 | 40 | 21 | 34 | 0 | 0 | 3 | 1 | 0 | 4 |
Utah | 330754 | 32 | 7 | 56 | 0 | 0 | 3 | 1 | 0 | 4 |
Davis | 193619 | 35 | 10 | 51 | 0 | 0 | 3 | 1 | 0 | 4 |
Weber | 129783 | 38 | 14 | 43 | 0 | 0 | 4 | 1 | 0 | 5 |
Washington | 100805 | 26 | 10 | 59 | 1 | 0 | 4 | 1 | 0 | 6 |
Cache | 65485 | 33 | 9 | 54 | 1 | 0 | 3 | 1 | 0 | 5 |
Tooele | 34365 | 40 | 10 | 44 | 1 | 0 | 3 | 1 | 0 | 5 |
Box Elder | 30721 | 33 | 5 | 58 | 1 | 0 | 2 | 1 | 0 | 4 |
Iron | 29565 | 26 | 8 | 61 | 1 | 0 | 3 | 1 | 0 | 5 |
Summit | 28925 | 40 | 23 | 32 | 0 | 0 | 4 | 1 | 0 | 5 |
Wasatch | 19147 | 31 | 14 | 51 | 0 | 0 | 3 | 1 | 0 | 4 |
Uintah | 18077 | 22 | 5 | 69 | 1 | 0 | 2 | 1 | 0 | 4 |
Sanpete | 13822 | 27 | 6 | 63 | 1 | 0 | 3 | 1 | 0 | 5 |
Carbon | 11719 | 38 | 18 | 39 | 1 | 0 | 3 | 1 | 0 | 5 |
Sevier | 11629 | 26 | 4 | 67 | 0 | 0 | 2 | 0 | 0 | 2 |
Duchesne | 9399 | 19 | 6 | 72 | 1 | 0 | 2 | 1 | 0 | 4 |
San Juan | 8601 | 37 | 24 | 36 | 0 | 0 | 2 | 1 | 0 | 3 |
Morgan | 7324 | 33 | 5 | 59 | 0 | 0 | 2 | 1 | 0 | 3 |
Millard | 6803 | 24 | 4 | 69 | 1 | 0 | 2 | 0 | 0 | 3 |
Juab | 6678 | 31 | 6 | 60 | 1 | 0 | 2 | 0 | 0 | 3 |
Emery | 6668 | 38 | 5 | 55 | 0 | 0 | 2 | 0 | 0 | 2 |
Grand | 5912 | 41 | 20 | 34 | 0 | 0 | 3 | 1 | 0 | 4 |
Kane | 4670 | 22 | 11 | 64 | 0 | 0 | 2 | 1 | 0 | 3 |
Beaver | 3510 | 25 | 7 | 65 | 0 | 0 | 2 | 0 | 0 | 2 |
Garfield | 3119 | 22 | 8 | 67 | 0 | 0 | 2 | 0 | 0 | 2 |
Wayne | 1808 | 23 | 9 | 65 | 0 | 0 | 1 | 0 | 0 | 1 |
Rich | 1395 | 16 | 3 | 78 | 0 | 0 | 1 | 1 | 0 | 2 |
Piute | 1004 | 16 | 3 | 79 | 0 | 0 | 1 | 0 | 0 | 1 |
Daggett | 727 | 23 | 7 | 68 | 0 | 0 | 2 | 0 | 0 | 2 |
All | 1697871 | 35 | 14 | 46 | 0 | 0 | 3 | 1 | 0 | 4 |
Note: For Utah and 29 Counties - Active and Inactive Registered voters on January 20, 2020. The Lt. Governor’s Office could not provide disaggregated active and inactive voter data at the level county. Source: Utah Lt. Governor’s Office (2020).
Table A3 - Utah Registered Voter Party Affiliation - Counts by County
County Name | County Total | Unaffiliated | Democrat | Republican | Constitution | Green | Independent | Libertarian | United Utah |
---|---|---|---|---|---|---|---|---|---|
Salt Lake | 611837 | 245741 | 127768 | 208868 | 1772 | 1113 | 18508 | 7386 | 681 |
Utah | 330754 | 106618 | 22924 | 184997 | 1562 | 278 | 9658 | 4266 | 451 |
Davis | 193619 | 68633 | 18789 | 98102 | 641 | 179 | 5092 | 2021 | 162 |
Weber | 129783 | 49225 | 18075 | 55255 | 502 | 201 | 4845 | 1533 | 147 |
Washington | 100805 | 25770 | 9796 | 59176 | 588 | 110 | 3984 | 1301 | 80 |
Cache | 65485 | 21551 | 5843 | 35077 | 333 | 74 | 1741 | 780 | 86 |
Tooele | 34365 | 13859 | 3589 | 15081 | 223 | 38 | 1167 | 364 | 44 |
Box Elder | 30721 | 10270 | 1513 | 17809 | 165 | 25 | 679 | 241 | 19 |
Iron | 29565 | 7588 | 2393 | 18084 | 186 | 25 | 922 | 345 | 22 |
Summit | 28925 | 11558 | 6736 | 9126 | 53 | 42 | 1079 | 315 | 16 |
Wasatch | 19147 | 5847 | 2631 | 9675 | 68 | 39 | 663 | 207 | 17 |
Uintah | 18077 | 3928 | 937 | 12488 | 111 | 13 | 430 | 158 | 12 |
Sanpete | 13822 | 3756 | 766 | 8725 | 107 | 10 | 349 | 87 | 22 |
Carbon | 11719 | 4466 | 2116 | 4594 | 65 | 10 | 367 | 94 | 7 |
Sevier | 11629 | 3060 | 429 | 7800 | 53 | 3 | 206 | 57 | 21 |
Duchesne | 9399 | 1754 | 590 | 6744 | 74 | 4 | 166 | 49 | 18 |
San Juan | 8601 | 3189 | 2084 | 3071 | 31 | 3 | 158 | 44 | 21 |
Morgan | 7324 | 2435 | 354 | 4320 | 36 | 1 | 122 | 51 | 5 |
Millard | 6803 | 1603 | 263 | 4717 | 70 | 2 | 117 | 25 | 6 |
Juab | 6678 | 2057 | 399 | 4023 | 34 | 2 | 121 | 32 | 10 |
Emery | 6668 | 2530 | 326 | 3651 | 15 | 3 | 116 | 24 | 3 |
Grand | 5912 | 2436 | 1197 | 1985 | 14 | 18 | 200 | 58 | 4 |
Kane | 4670 | 1005 | 515 | 2985 | 15 | 7 | 114 | 28 | 1 |
Beaver | 3510 | 874 | 237 | 2299 | 15 | 1 | 63 | 15 | 6 |
Garfield | 3119 | 676 | 263 | 2104 | 5 | 5 | 54 | 12 | 0 |
Wayne | 1808 | 421 | 163 | 1183 | 6 | 1 | 27 | 6 | 1 |
Rich | 1395 | 227 | 46 | 1091 | 1 | 1 | 19 | 9 | 1 |
Piute | 1004 | 165 | 30 | 789 | 1 | 0 | 15 | 4 | 0 |
Daggett | 727 | 164 | 50 | 497 | 1 | 0 | 12 | 2 | 1 |
All | 1697871 | 601406 | 230822 | 784316 | 6747 | 2208 | 50994 | 19514 | 1864 |
Note: For Utah and 29 Counties - Active and Inactive Registered voters on January 20, 2020. The Lt. Governor’s Office could not provide disaggregated active and inactive voter data at the level county. Source: Utah Lt. Governor’s Office (2020).
All data files and supporting R program code is available from the author on request (fisherka “at” csolutions.net). This supplemental data archive focuses raw data files on which this paper is based. The supplemental data archive is at url: https://tinyurl.com/vmvzkmu. The data archive contains:
Emerson College, and Emerson Polling. 2016. “Emerson College Final U.S. Presidential Election, Final Poll, Oct. 31, 2016”, Utah File: ECP_UT_11.xls. Author’s Derived File: MasterEmerson2016Poll.xls
Salt Lake County Clerk. 2020. “Salt Lake City Precincts - Voters Registered in All Parties (as of January 19, 2020)”, File: SLC Precincts - Voters Registered in All Parties (as of Jan 19 2020).xls. Author’s Derived File: MasterPrecinctPartyAffil.xls
Schott, Bryan. 2019. “Mendenhall leads Escamilla by 13-points in Salt Lake City Mayor race.” Salt Lake City, Utah, url: https://utahpolicy.com/index.php/features/today-at-utah-policy/21987-mendenhall-leads-escamilla-by-13-points-in-salt-lake-city-mayor-race. Author’s Extraction of Transition Probabilities from Utahpolicy.com-Y2K article: File: MasterY2K20191025Poll.xls
State of Utah. 2019. “Utah.gov GIS Portal, County Boundaries Database - County Boundaries Shape GIS Shape File (Web), url: https://gis.utah.gov/data/boundaries/
State of Utah. (2019). Utah.gov GIS Portal, Vista Ballot Database (Web, GIS, Precincts). Retrieved December 1, 2019, url: https://gis.utah.gov/data/political/voter-precincts/
Utah Lieutenant Governor Office. 2016. “Utah Voter Registration Statistics in October 2016”, received November 2016, File: Voters by Status 03.29.16.xlsx
Utah Lieutenant Governor Office. 2020. “Utah Voter Registration Statistics for 2019”, recv’d Jan. 17, 2020, File: 2019 Utah Political Party Registration Data.xlsx. Author’s Derived File: MasterPoliticalPartyAffiliationCountyLevel.xls