Studying Political Decision Making With Automatic Text Analysis

Author(s):  
Wouter van Atteveldt ◽  
Kasper Welbers ◽  
Mariken van der Velden

Analyzing political text can answer many pressing questions in political science, from understanding political ideology to mapping the effects of censorship in authoritarian states. This makes the study of political text and speech an important part of the political science methodological toolbox. The confluence of increasing availability of large digital text collections, plentiful computational power, and methodological innovations has led to many researchers adopting techniques of automatic text analysis for coding and analyzing textual data. In what is sometimes termed the “text as data” approach, texts are converted to a numerical representation, and various techniques such as dictionary analysis, automatic scaling, topic modeling, and machine learning are used to find patterns in and test hypotheses on these data. These methods all make certain assumptions and need to be validated to assess their fitness for any particular task and domain.

2012 ◽  
Vol 56 (1) ◽  
pp. 19-25 ◽  
Author(s):  
Yair Neuman ◽  
Yohai Cohen ◽  
Dan Assaf ◽  
Gabbi Kedma

Author(s):  
Jonathan Klüser ◽  
Marco Radojevic

Research on policy agendas and agenda-setting has developed into an important subdiscipline of comparative politics, which seeks to understand how political actors allocate scarce attention. The theoretical origins of the field describe agenda-setting as a “conflict of conflicts,” that is the political struggle over the question of which issues receive attention. Modern scholars have expanded on these ideas and turned them into important theoretical models of the agenda-setting process. The most influential of these models are Kingdon’s multiple streams approach and Baumgartner and Jones’ punctuated equilibrium theory. The former analyses the emergence of issues in the separate streams of policies, politics, and problems, whose coupling is necessary for any issue in order to be considered for political decision-making. In contrast, the latter stresses the importance of negative and positive feedback mechanisms in order to explain long periods of incremental policy change and sudden radical changes, which characterize the policy process. Inspired by the second approach is the Comparative Agendas Project, which is a comprehensive and comparative data collection effort about policy agendas using a unified taxonomy. These data enable scholars to research the entire political process from media inputs via government throughput to legislative output. Studying governmental agendas, it is paramount to stress that—against common wisdom—political ideology does not play a decisive role in the agenda-setting process. Rather, both leftist and rightist governments seek to portray themselves as potent problem-solvers and respond to problematic societal condition in order to prove their competence. Looking at the media as one potentially powerful political agenda-setter, it turns out that newspapers and television channels’ power to steer the political agenda hinges on a variety of conditions. Generally, media outlets are most successful in setting the agenda if they report on issues that otherwise would not have been brought to the public’s attention. But even then, the media’s role appears to be restricted to narrowing down the issue menu from which politicians can choose when setting their agenda. The study of political agendas is by no means limited to these areas, as shown by the hundreds of articles that have been published in major political science journals over the past decades. While the agenda approach has not yet developed into a theory of politics, it has certainly become a major subdiscipline of comparative politics, which has helped make sense of the political world.


Author(s):  
Yotam Shmargad ◽  
Samara Klar

The field of political science is experiencing a new proliferation of experimental work, thanks to a growth in online experiments. Administering traditional experimental methods over the Internet allows for larger and more accessible samples, quick response times, and new methods for treating subjects and measuring outcomes. As we show in this chapter, a rapidly growing proportion of published experiments in political science take advantage of an array of sophisticated online tools. Indeed, during a relatively short period of time, political scientists have already made huge gains in the sophistication of what can be done with just a simple online survey experiment, particularly in realms of inquiry that have traditionally been logistically difficult to study. One such area is the important topic of social interaction. Whereas experimentalists once relied on resource- and labor-intensive face-to-face designs for manipulating social settings, creative online efforts and accessible platforms are making it increasingly easy for political scientists to study the influence of social settings and social interactions on political decision-making. In this chapter, we review the onset of online tools for carrying out experiments and we turn our focus toward cost-effective and user-friendly strategies that online experiments offer to scholars who wish to not only understand political decision-making in isolated settings but also in the company of others. We review existing work and provide guidance on how scholars with even limited resources and technical skills can exploit online settings to better understand how social factors change the way individuals think about politicians, politics, and policies.


Science ◽  
1970 ◽  
Vol 168 (3929) ◽  
pp. 335-343 ◽  
Author(s):  
G. Salton

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