Weighted Variance

Description

The weighted variance of party ideology scores was the first measure used to measure ideological polarization. It was first used by Taylor and Herman (1971) and is still very popular. The variance formula includes weights to account for the different sizes of the parties, which some operationalize as seat shares (e.g., Taylor and Herman 1971, Hazan 1997), while others use vote shares (e.g., Béjar et al. 2020, Sigelman and Yough 1978). The measure has been applied to a variety of data sources, including the CSES, WVS, and MARPOR.

Operationalization

The formula for the weighted variance is as follows:

$$V= \sum_{i=n}^N f_i (x_i - \bar{x})^2$$

where $N$ is the number of parties, $f_i$ is the vote or seat share of party $i$, $x_i$ is the ideological position of party $i$, and $\bar{x}$ is the weighted average of the positions of all parties. If survey data are used, $x_i$ is determined as the average of all respondents’ rankings of party $f$.

polaR

We have written custom R functions for coding this measure and assembled it, along with other functions, into an R package that is currently under development. The package can be installed from GitLab. Comments, suggestions, and feature requests are welcome.
# Import Data
cses_imd <- polaR_import(source = "cses_imd", path = "path/to/dataset.dta")

# Where different issue dimensions are available, 'issue' can be issued to specify the one to use
variance_data <- variance(cses5,
						 issue = "leftright")

Visualization

Use cases

Publications that use this measure:

TitleAuthors
Elite polarisation and voting turnout in Latin AmericaBéjar et al. (2020)
Political polarisation and environmental attitudesBirch (2020)
Party System Polarisation and Electoral BehaviorDassonneville and Çakır (2021)
Centre PartiesHazan (1997)
Does Austerity Cause Polarization?Hübscher et al. (2023)
Party Polarisation and Mass PartisanshipLupu (2015)
Left-Right Polarisation In National Party SystemsSigelman and Yough (1978)
Party Systems and Government StabilityTaylor and Herman (1971)