Large-scale computerized text analysis in political science: Opportunities and challenges

J Wilkerson, A Casas - Annual Review of Political Science, 2017 - annualreviews.org
Text has always been an important data source in political science. What has changed in
recent years is the feasibility of investigating large amounts of text quantitatively. The internet …

Text preprocessing for unsupervised learning: Why it matters, when it misleads, and what to do about it

MJ Denny, A Spirling - Political analysis, 2018 - cambridge.org
Despite the popularity of unsupervised techniques for political science text-as-data research,
the importance and implications of preprocessing decisions in this domain have received …

Text as data: The promise and pitfalls of automatic content analysis methods for political texts

J Grimmer, BM Stewart - Political analysis, 2013 - cambridge.org
Politics and political conflict often occur in the written and spoken word. Scholars have long
recognized this, but the massive costs of analyzing even moderately sized collections of …

Mapping the ideological marketplace

A Bonica - American Journal of Political Science, 2014 - Wiley Online Library
I develop a method to measure the ideology of candidates and contributors using campaign
finance data. Combined with a data set of over 100 million contribution records from state …

How to analyze political attention with minimal assumptions and costs

KM Quinn, BL Monroe, M Colaresi… - American Journal of …, 2010 - Wiley Online Library
Previous methods of analyzing the substance of political attention have had to make several
restrictive assumptions or been prohibitively costly when applied to large‐scale political …

[图书][B] Text as data: A new framework for machine learning and the social sciences

J Grimmer, ME Roberts, BM Stewart - 2022 - books.google.com
A guide for using computational text analysis to learn about the social world From social
media posts and text messages to digital government documents and archives, researchers …

Scaling policy preferences from coded political texts

W Lowe, K Benoit, S Mikhaylov… - Legislative studies …, 2011 - Wiley Online Library
Scholars estimating policy positions from political texts typically code words or sentences
and then build left‐right policy scales based on the relative frequencies of text units coded …

Fightin'words: Lexical feature selection and evaluation for identifying the content of political conflict

BL Monroe, MP Colaresi, KM Quinn - Political Analysis, 2008 - cambridge.org
Entries in the burgeoning “text-as-data” movement are often accompanied by lists or
visualizations of how word (or other lexical feature) usage differs across some pair or set of …

[图书][B] Representational style in Congress: What legislators say and why it matters

J Grimmer - 2013 - books.google.com
This book demonstrates the consequences of legislators' strategic communication for
representation in American politics. Representational Style in Congress shows how …

Careerists versus coal-miners: welfare reforms and the substantive representation of social groups in the British Labour Party

T O'Grady - Comparative Political Studies, 2019 - journals.sagepub.com
Many parties have seen declines in working-class legislators and increases in professional
career politicians. I argue that career politicians are more likely to adopt policies for strategic …