class: center, middle, inverse, title-slide # Two Decades of Polarization in American State Legislatures ### Boris Shor and Nolan McCarty ### University of Houston and Princeton University ### 2021-11-23 --- class: inverse, center, middle # Introduction --- # TL,DR - New data on individual- and aggregate-level state legislative ideology - Estimated using archives of roll call voting behavior and candidate surveys - Polarization in state legislatures has only accelerated in the past decade -- - Asymmetric polarization - Both parties are polarizing, but at different speeds in different states - Democrats have been polarizing faster in more states than Republicans -- - Connection between opinion and legislative polarization is stronger in 2010s than 2000s --- # Data - Our APSR paper was published in 2011 - 1996-2009 with lots of missing data -- - We retooled and continued working - Revision control system - Professional programmer, Peter Koppstein, in charge of data project - New unique identifiers to disentangle data -- - Moar estimates at individual and aggregate levels - 61% more unique legislators (now 26,857) - 95% more chamber-years (now 2,687) --- class: inverse, center, middle # Descriptives --- # Change in Ideal Points Distributions <img src="../../Plots/Legislatures_2021/States/legislatures_year_party_density.png" width="50%" style="display: block; margin: auto;" /> --- # 1996 and 2020 <img src="../../Plots/Legislatures_2021/States/legislatures_party_density.png" width="85%" style="display: block; margin: auto;" /> --- # 2020 for 50 states <img src="../../Plots/Legislatures_2021/States/legislatures_st_party_density.png" width="55%" style="display: block; margin: auto;" /> --- # Measures - We measure polarization as the distance between party medians in a chamber-year - Other measures are highly correlated with this one - Distance between means - Average pairwise distance between legislators - Standard deviation of ideal points --- # State: Average polarization for all years <img src="../../Plots/Legislatures_2021/States/average_polarization.png" width="30%" style="display: block; margin: auto;" /> --- # National: Polarization trend by chamber <img src="../../Plots/Legislatures_2021/States/chamber_years.png" width="90%" style="display: block; margin: auto;" /> --- # State: Chamber polarization variation in state trends <img src="../../Plots/Legislatures_2021/States/chamber_polarization_histogram.png" width="70%" style="display: block; margin: auto;" /> --- # Region: Polarization trend <img src="../../Plots/Legislatures_2021/States/region_polarization.png" width="65%" style="display: block; margin: auto;" /> --- # Region: Polarization trend in the West <img src="../../Plots/Legislatures_2021/States/4/polarization_slopegraph.png" width="40%" style="display: block; margin: auto;" /> --- # Party median trends in the West <img src="../../Plots/Legislatures_2021/States/4/democratic_slopegraph.png" width="40%" /><img src="../../Plots/Legislatures_2021/States/4/republican_slopegraph.png" width="40%" /> --- class: inverse, center, middle # Long-Term Trends --- # State: Chamber polarization trends, 1977-2020 <img src="../../Plots/Legislatures_2021/States/st_polarization_1977-2021.png" width="85%" style="display: block; margin: auto;" /> --- # State: Chamber polarization trends, 1986-2020 <img src="../../Plots/Legislatures_2021/States/st_polarization_1986-2021.png" width="85%" style="display: block; margin: auto;" /> --- class: inverse, center, middle # Asymmetric Polarization --- # Asymmetric Polarization - NOMINATE measures of congressional polarization say that Republicans have been disproportionally responsible for the party divide - What about the states? --- # National: Trend in party medians (levels), 1996-2020 <img src="../../Plots/Legislatures_2021/States/party_years_only.png" width="85%" style="display: block; margin: auto;" /> --- # National: Party medians (changes), 1996-2020 <img src="../../Plots/Legislatures_2021/States/party_years_change_only.png" width="85%" style="display: block; margin: auto;" /> --- # Region: Trends in party medians, 1996-2020 <img src="../../Plots/Legislatures_2021/States/region_parties.png" width="95%" style="display: block; margin: auto;" /> --- # State: Differences in party median trends <img src="../../Plots/Legislatures_2021/States/chamber_party_asymmetric_polarization.png" width="75%" style="display: block; margin: auto;" /> --- class: inverse, center, middle # Comparing Across States --- # Trend in Variance of Legislative Medians Across States <img src="../../Plots/Legislatures_2021/States/sd_leg_medians.png" width="80%" style="display: block; margin: auto;" /> --- # Implication - States are considerably more heterogenous ideologically today as compared to 20 years ago - Helps explain big policy divergence of states over time --- class: inverse, center, middle # State Opinion and Polarization --- # Replication of McCarty et al 2018 - Question: is there a connection between opinion and legislative polarization? - In McCarty et al 2018, we combined state legislative data with Tausanovitch and Warshaw opinion data on 2000s districts - Findings - Across-district polarization in 2000s districts is strongly related to state legislative polarization - Within-district polarization in 2000s districts is even more strongly related - Replication finds even stronger relationships in 2010s districts --- # Opinion Heterogeneity Across Districts (Sorting) <img src="../../Plots/Legislatures_2021/States/opinion_leg_across.png" width="50%" style="display: block; margin: auto;" /> --- # Opinion Heterogeneity Within Districts (Divergence) <img src="../../Plots/Legislatures_2021/States/opinion_leg_within.png" width="85%" style="display: block; margin: auto;" /> --- # Future - Collaboration with others to extend roll call data backwards in time - Funding to continue collection moving forward - 'Rosetta Stone' of unique identifiers to facilitate merging with other data sets - Better infrastructure to share data --- class: center, middle, inverse # Thanks! Questions? <!-- Slides created via the R package [**xaringan**](https://github.com/yihui/xaringan). --> <!-- Building on [remark.js](https://remarkjs.com), [**knitr**](https://yihui.org/knitr/), and [R Markdown](https://rmarkdown.rstudio.com). --> --- class: center, middle, inverse # Additional Slides --- # NPAT Responders per state <img src="../../Plots/Legislatures_2021/States/npat_count.png" width="85%" style="display: block; margin: auto;" /> --- # Correlations by Party Within States <img src="../../Plots/Legislatures_2021/States/correlation_by_parties.png" width="85%" style="display: block; margin: auto;" /> --- # Example mapping into NPAT space <img src="../../Plots/Legislatures_2021/States/4/votesmart_npat_mapped_mcmc_1996-2018_4.png" width="50%" style="display: block; margin: auto;" /> --- # NPAT Representativeness, by party <img src="../../Plots/Legislatures_2021/States/npat_represent_parties.png" width="80%" style="display: block; margin: auto;" /> --- # Polarization trend in the Northeast <img src="../../Plots/Legislatures_2021/States/1/polarization_slopegraph.png" width="40%" style="display: block; margin: auto;" /> --- # Party median trends in the Northeast <img src="../../Plots/Legislatures_2021/States/1/democratic_slopegraph.png" width="40%" /><img src="../../Plots/Legislatures_2021/States/1/republican_slopegraph.png" width="40%" /> --- # Polarization trend in the South <img src="../../Plots/Legislatures_2021/States/2/polarization_slopegraph.png" width="40%" style="display: block; margin: auto;" /> --- # Party median trends in the South <img src="../../Plots/Legislatures_2021/States/2/democratic_slopegraph.png" width="40%" /><img src="../../Plots/Legislatures_2021/States/2/republican_slopegraph.png" width="40%" /> --- # Polarization trend in the Midwest <img src="../../Plots/Legislatures_2021/States/3/polarization_slopegraph.png" width="40%" style="display: block; margin: auto;" /> --- # Party median trends in the Midwest <img src="../../Plots/Legislatures_2021/States/3/democratic_slopegraph.png" width="40%" /><img src="../../Plots/Legislatures_2021/States/3/republican_slopegraph.png" width="40%" /> ---