Measures - Overview

Polarization measure · Distance

(Weighted) mean distance from the most-liked party

Description

The (weighted) mean distance from the most liked party is a measure suggested by Wagner (2021), although he considers it inferior to the (weighted) spread. It measures the average discrepancy between like for the most liked party and like/dislike for all other parties. Wagner computes the (weighted) distance based on the CSES dataset, but in principle it can be applied to other datasets that contain the required items, i.e., like-dislike scores. ​

Operationalization

Wagner proceeds in two steps. First, they calculate the (weighted) mean distance for each respondent. Second, they aggregate to the party-system level by taking the mean of the respondents’ distance scores. The unweighted and weighted distance measures are calculated as follows:

Unweighted: $Distance_i = \sqrt{\frac{\sum_{p=1}^p (like_{ip} - like_{max,i})^2}{n_p}}$

Weighted: $Distance_i = \sqrt{\sum_{p=1}^p v_p (like_{ip} - like_{max,i})^2}$

The subscript $i$ denotes an individual respondent, $p$ denotes a party, $max$ is the most liked party, and $v_p$ is the percentage of votes received by a party. ​

polaR

# Import Data
cses_imd <- polaR_import(source = "cses_imd",
						 path = "path/to/dataset.dta")

# Use 'weighted' to toggle between the weighted and unweighted measure
# The data output can be provided with individual scores or aggregated to a country/year level with 'aggregate'
cses_imd <- distance(cses_imd,
					 weighted = c(TRUE, FALSE),
					 aggregate = c(TRUE, FALSE))

Visualization

Use cases

Publications that use this measure:

TitleAuthors
Implications of Pro- and Counterattitudinal Information Exposure for Affective Polarization: Partisan Media Exposure and Affective Polarization-
The Downsian roots of affective polarization
  • Algara and Zur (2023)
Elite communication and affective polarization among voters
  • Bäck et al. (2023)
Cross-Country Trends in Affective Polarization
  • Boxell et al. (2022)
What can De-Polarize the Polarizers?
  • Ciobanu and Sandu (2022)
Ideological identity, issue-based ideology and bipolar affective polarization in multiparty systems
  • Comellas and Torcal (2023)
The Two-Way Effects of Populism on Affective Polarization
  • Davis et al. (2024)
Cross-partisan discussions reduced political polarization between UK voters, but less so when they disagreed
  • De Jong (2024)
Affective polarization and strategic voting in Britain
  • Down and Han (2024)
What Do We Measure When We Measure Affective Polarization?
  • Druckman and Levendusky (2019)
Affective Polarization towards Parties and Leaders, and Electoral Participation in 13 Parliamentary Democracies, 1980–2019
  • Ferreira da Silva and Garzia (2025)
Validating the feeling thermometer as a measure of partisan affect in multi-party systems
  • Gidron et al. (2022)
Who Dislikes Whom? Affective Polarization between Pairs of Parties in Western Democracies
  • Gidron et al. (2023)
Gender and affective polarization
  • Han (2025)
Affective polarization and the salience of elections
  • Hernández et al. (2021)
Affective Climate and Political Polarization: Identity, Ideology, and Support for Climate Policy
  • Huddart et al. (2026)
Affect, Not Ideology
  • Iyengar et al. (2012)
Populist attitudes, cleavage identification, and polarization in Austria and Germany
  • Jungkunz and Helbling (2025)
We Need to Talk
  • Levendusky and Stecula (2023)
The unifying magic of the unwaved flag
  • Nordbrandt, Gustavsson und Breidahl (2026)
Why can&rsquo;t we be friends?
  • Norman and Green (2025)
Polarized Equality? Ideological and Affective Divides Over Gender Equality in Europe
  • Otteni (2025)
Affective polarization and habits of political participation
  • Phillips (2024)
Election Outcomes and Affective Polarization in the United States
  • Phillips and Warner (2026)
Overlapping polarization
  • Riera and Madariaga (2023)
Cross-Partisan Conversation Reduced Affective Polarization for Republicans and Democrats Even after the Contentious 2020 Election
  • Rossiter and Taylor (2024)
Exploring differences in affective polarization between the Nordic countries
  • Ryan (2023)
Affective polarization, political mistrust and populist attitudes
  • Serani (2026)
Economic Integration, Party Polarisation and Electoral Turnout
  • Steiner and Martin (2012)
Intergroup contact reduces affective polarization but not among strong party identifiers
  • Thomsen and Thomsen (2023)
What Do We Measure When We Measure Affective Polarization across Countries?
  • Tichelbaecker et al. (2023)
Social trust and affective polarization in Spain (2014–19)
  • Torcal and Thomson (2023)
Affective polarisation in multiparty systems
  • Wagner (2021)
Elite Cooperation and Affective Polarization
  • Wagner and Harteveld (2024)
Affective polarization and coalition signals
  • Wagner and Praprotnik (2023)