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Comparing Methods for Estimating Demographics in Racially Polarized Voting Analyses

Title: Comparing Methods for Estimating Demographics in Racially Polarized Voting Analyses
Language: English
Authors: Ari Decter-Frain (ORCID 0000-0001-9635-3334); Pratik Sachdeva (ORCID 0000-0002-6809-2437); Loren Collingwood (ORCID 0000-0002-4447-8204); Hikari Murayama (ORCID 0000-0002-4067-4734); Juandalyn Burke (ORCID 0000-0002-6345-7505); Matt Barreto; Scott Henderson (ORCID 0000-0003-0624-4965); Spencer Wood (ORCID 0000-0002-5794-2619); Joshua Zingher (ORCID 0000-0003-3928-4269)
Source: Sociological Methods & Research. 2025 54(2):706-738.
Availability: SAGE Publications. 2455 Teller Road, Thousand Oaks, CA 91320. Tel: 800-818-7243; Tel: 805-499-9774; Fax: 800-583-2665; e-mail: journals@sagepub.com; Web site: https://sagepub.com
Peer Reviewed: Y
Page Count: 33
Publication Date: 2025
Document Type: Journal Articles; Reports - Research
Descriptors: Voting; Computation; Racial Composition; Bayesian Statistics; Statistical Inference; Elections; Statistical Analysis
Geographic Terms: Georgia; New York
DOI: 10.1177/00491241231192383
ISSN: 0049-1241; 1552-8294
Abstract: We consider the cascading effects of researcher decisions throughout the process of quantifying racially polarized voting (RPV). We contrast three methods of estimating precinct racial composition, Bayesian Improved Surname Geocoding (BISG), fully Bayesian BISG, and Citizen Voting Age Population (CVAP), and two algorithms for performing ecological inference (EI), King's EI and EI:RxC using eiCompare. Using data from two different elections we identify circumstances in which different combinations of methods produce divergent results, comparing against ground-truth data where available. We first find that BISG outperforms CVAP at estimating racial composition, though fully Bayesian BISG does not yield further improvements. Next, in a statewide election, we find that all combinations of methods yield similarly reliable estimates of RPV. However, county-level analyses and results from a non-partisan school board election reveal that BISG and CVAP produce divergent estimates of Black preferences in elections with low turnout and few precincts. Our results suggest that methodological choices can meaningfully alter conclusions about RPV, particularly in smaller, low-turnout elections.
Abstractor: As Provided
Entry Date: 2025
Accession Number: EJ1473565
Database: ERIC