In Press
Fogel-Dror, Y., Sheafer, T., & Shenhav, S. R. (In Press). A Weakly Supervised and Deep Learning Method for an Additive Topic Analysis of Large Corpora. Computational Communication Research , 3 (1), 27-57.Abstract

The collaborative effort of theory-driven content analysis can benefit
significantly from the use of topic analysis methods, which allow researchers
to add more categories while developing or testing a theory. This additive
approach enables the reuse of previous efforts of analysis or even the
merging of separate research projects, thereby making these methods
more accessible and increasing the discipline’s ability to create and share
content analysis capabilities. This paper proposes a weakly supervised topic
analysis method that uses both a low-cost unsupervised method to compile
a training set and supervised deep learning as an additive and accurate
text classification method. We test the validity of the method, specifically
its additivity, by comparing the results of the method after adding 200
categories to an initial number of 450. We show that the suggested method
provides a foundation for a low-cost solution for large-scale topic analysis.

Zoizner, A., Shenhav, S. R., Fogel-Dror, Y., & Sheafer, T. (Forthcoming). Strategy News Is Good News: How Journalistic Coverage of Politics Reduces Affective Polarization. Political Communication. Publisher's VersionAbstract

What role does news content play in explaining inter-party hostility? We argue that affective polarization is influenced by exposure to one of the most dominant ways to cover politics: strategy coverage. While previous studies have pointed to the negative consequences of covering politicians’ strategies and campaign tactics, we find that this reporting style decreases out-party hostility. Our findings are based on two separate studies: (1) a survey experiment and (2) a cross-sectional analysis that increases external validity by combining survey data with computational content analysis of the articles respondents were exposed to by their primary news sources throughout the 2016 US presidential campaign (415,604 articles from 157 American news outlets). The results demonstrate that despite the wide criticism of the tendency of journalists to focus on political strategies, such coverage may ease inter-party tensions in American politics.

Shenhav, S. R., Sheafer, T., Zoizner, A., van Hoof, A., Jan Kleinnijenhuis,, Kaplan, Y. R., & Hopmann, D. N. (Forthcoming). Story incentive: The effect of national stories on voting turnout. European Political Science Review.
Malka, R. I., Shenhav, S. R., Rahat, G., & Hazan, R. Y. (Forthcoming). The collective memory of dominant parties in parliamentary discourse. Party Politics. Publisher's VersionAbstract

When the past is contested by political actors, it can play a notable role both in present and in future politics. This is especially true when it comes to the memory of dominant parties, which are part and parcel of political and national history. Focusing on dominant parties in parliamentary democracies, this article examines the memory dynamics of a dominant party after its demise and highlights the importance of memory modes in understanding these dynamics. Using theories of collective memory, it identifies four possible modes of memory in a post-dominance era, suggesting discursive and power-related indications for each mode. The article then utilizes this framework to examine the memory of Mapai, the once-dominant party in Israel. On the basis of this analysis, the authors propose hypotheses concerning the comparative cases of Sweden, Italy, and Japan.

Amsalem, E., Fogel-Dror, Y., Shenhav, S. R., & Sheafer, T. (2020). Fine-Grained Analysis of Diversity Levels in the News. Communication Methods and Measures , DOI: 10.1080/19312458.2020.1825659. Publisher's VersionAbstract

Many researchers consider the presentation of
diverse content as a prerequisite for the news
media to fully exercise their democratic mandate.
While prior news diversity studies have contributed
important theoretical insights, we argue here that
scholarly knowledge of this concept can be significantly
advanced by employing computational methods
for text analysis. Using automated methods,
researchers can increase both the scope of data
being analyzed and the resolution of the analysis.
This article presents a novel framework for analyzing
news diversity consisting of two distinct stages. In
the first stage, a computational text classification
method is used to analyze, at a high resolution, the
attention given in news texts to a broad range of
political and social issues. In the second stage, the
text classifications are aggregated, and the distributions
of media attention to those issues (i.e., news
diversity) are assessed on a large scale. After presenting
the novel approach, we illustrate its usefulness
for testing theoretical hypotheses about news diversity.
We compare the diversity of economic coverage
in three elite and three popular US newspapers
(N = 252,807 articles) and find that a fine-grained
analysis relaxes concerns raised in previous studies
about low content diversity in the popular press.

Shenhav, S. R. (2020). Narrative Analysis. Oxford Bibliographies in Political Science. Ed. Sandy Maisel. Publisher's VersionAbstract

One may plausibly assume that the current academic interest in narrative research stems from a growing awareness that human beings are by their very nature storytellers, and that the stories we make become part of who we are, be it as individuals or groups. Indeed, narrative analysis has gained wide ground in many fields of the humanities and social sciences. This bibliography article is intended primarily for students and scholars of politics, but it can be of use for readers and researchers from other disciplinary backgrounds in the social sciences. While political scholars may not be among the pioneers that embraced “the narrative turn,” the connection between politics and narratives is of very long standing.

Sheafer, T., Danjoux, I., Dvir-Gvirsman, S., & Shenhav, S. R. (2019). Visual Spoilers? Peace and Conflict in Israeli Political Cartoons. In Spoiling and Coping with Spoilers: Israeli-Arab Negotiations (pp. 118-132) . Indiana University Press.
Fogel-Dror, Yair, Shenhav, S., Sheafer, T., & Van Atteveldt, W. (2019). Role-based Association of verbs, actions, and sentiments with entities in political discourse. Communication Methods and Measures , 13 (2), 69-82. Publisher's VersionAbstract

A crucial challenge in measuring how text represents an entity is the need to associate each representative expression with a relevant entity to generate meaningful results. Common solutions to this problem are usually based on proximity methods that require a large corpus to reach reasonable levels of accuracy. We show how such methods for the association between an entity and a representation yield a high percentage of false positives at the expression level and low validity at the document level. We introduce a solution that combines syntactic parsing, semantic role labeling logic, and a machine learning approach—the role-based association method. To test our method, we compared it with prevalent methods of association on the news coverage of two entities of interest—the State of Israel and the Palestinian Authority. We found that the role-based association method is more accurate at the expression and the document levels.

Shenhav, S. R. (2018). Political Narratives in the Era of Personalization: The State’s voice in Prime Minister Sharon's speeches on the disengagement plan. Israel studies in language and society (Hebrew) , 11 (2), 55-37. Publisher's Version
Sheafer, T., Shenhav, S. R., & Amsalem, E. (2018). International frame building in mediated public diplomacy (edited ByPaul D'Angelo). In Doing news framing analysis 2: Empirical and theoretical perspectives . Routledge. Publisher's Version
Oshri, O., & Shenhav, S. R. (2018). Between continuity and change: The EU's mechanism of differentiated value integration. European Journal of Political Research , 57 (1), 217-237. Publisher's VersionAbstract

How does the European Union integrate new values into the text of its treaties? A growing body of literature indicates that, in the past three decades, new norms and values have entered the EU's discourse, resulting in what is usually termed ‘normative power Europe’. Yet the research and knowledge to-date about the EU's discursive assimilation of new values and norms is surprisingly poor. As any institutional change, such integration has the potential to undermine the coherence of the EU's identity and thus also its objective to ‘speak with one voice’. This article explores the EU's discursive management of the continuity-versus-change imperative by analysing the integration of new values into the text of its treaties. This issue is addressed based on a quantitative content analysis on the full texts of European founding treaties between the 1950s and 2009. Findings show that the distribution of the EU's values in the text is not uniform: while the language of market economy and democracy is pervasive, the values of peace, European identity, rights and social justice are mentioned less frequently and in restricted linguistic environments. To account for the differences in the integration of values into the EU's treaty discourse, the article develops the notion of a discursive mechanism of differentiated value integration (MDVI). This rationale echoes the logic of differentiation in policy implementation employed by the EU. It is claimed here that, applied in the European discursive arena, MDVI allows radically different readings of the same text. This helps the EU to maintain a coherent value identity while at the same time enabling change.

Van Atteveldt, W., Sheafer, T., Shenhav, S. R., & Fogel-Dror, Y. (2017). Clause Analysis: Using Syntactic Information to Automatically Extract Source, Subject, and Predicate from Texts with an Application to the 2008–2009 Gaza War. Political Analysis , 25 (207-222). Publisher's VersionAbstract

This article presents a new method and open source R package that uses syntactic information to automatically extract source–subject–predicate clauses. This improves on frequency-based text analysis methods by dividing text into predicates with an identified subject and optional source, extracting the statements and actions of (political) actors as mentioned in the text. The content of these predicates can be analyzed using existing frequency-based methods, allowing for the analysis of actions, issue positions and framing by different actors within a single text. We show that a small set of syntactic patterns can extract clauses and identify quotes with good accuracy, significantly outperforming a baseline system based on word order. Taking the 2008–2009 Gaza war as an example, we further show how corpus comparison and semantic network analysis applied to the results of the clause analysis can show differences in citation and framing patterns between U.S. and English-language Chinese coverage of this war.

Krebs, R. R., Jones, M. D., Aronoff, M. J., & Shenhav, S. R. (2017). Review Symposium: analysing social narratives:. european political science , 16 (4), 577–589. Publisher's Version
Walter, D., Sheafer, T., Nir, L., & Shenhav, S. (2016). Not All Countries Are Created Equal: Foreign Countries Prevalence in U.S. News and Entertainment Media. Mass Communication and Society , 19, 522-41.
Shenhav, S. R. (2015). Analyzing Social Narratives . Routledge Series on Interpretive Methods.Abstract

Interpreting human stories, whether those told by individuals, groups, organizations, nations, or even civilizations, opens a wide scope of research options for understanding how people construct, shape, and reshape their perceptions, identities, and beliefs. Such narrative research is a rapidly growing field in the social sciences, as well as in the societally oriented humanities, such as cultural studies. This methodologically framed book offers conceptual directions for the study of social narrative, guiding readers through the means of narrative research and raising important ethical and value-related dilemmas.

Oshri, O., Sheafer, T., & Shenhav, S. R. (2015). A community of values: Democratic identity formation in the European Union. European Union Politics. Publisher's VersionAbstract

Has the European Union (EU) succeeded in socializing citizens to support the democratic values it claims to promote? On the face of it, the prevailing skepticism precludes any expectation of a successful socialization of EU citizens to the EU values. Yet, according to the socialization hypothesis, citizens’ support for these values is expected to increase as countries accumulate more years of the EU membership. Using survey data to isolate distinct dimensions of democratic values, we examine differences among countries in this regard, as well as changes within countries over time. Results confirm the socialization hypothesis, showing that support for democratic values is generally higher in countries with more years of the EU membership, and that this support trends upwards over time.

Nikolenyi, C., & Shenhav, S. R. (2015). The Constitutionalisation of Party Unity: The Origins of Anti-defection Laws in India and Israel. Journal of Legislative Studies , 21 (3), 390 - 407. Publisher's VersionAbstract
In spite of a pronounced increase in the number of states that have adopted anti-defection laws over the past several decades, the literature on party unity in democratic legislatures has paid scant attention to understanding the conditions that lead to the adoption of such restrictive measures on the mobility of elected deputies. This article seeks to fill this gap. The authors provide a simple game-theoretic model to explain the passage of anti-defection measures in India, in 1985, and Israel, in 1991. These two democratic states were among the first to experiment with the constitutionalisation of anti-defection measures. Moreover, their comparison is important because although these laws were adopted under seemingly very different circumstances, they were supported with a strong consensus by both the government party, or coalition, and the opposition. It is argued that the reasons for the passage of the anti-defection laws in these two states were rooted in the strategic consequences of the changes that took place in the format of their party systems. The Indian and the Israeli cases show, respectively, that a dominant party system (India) and a tightly balanced bipolar party system (Israel) provided equally compelling incentives for rampant party switching between government and opposition, which therefore created an incentive for both sides to agree to, and adopt, a strict legislative measure to curb defections. [ABSTRACT FROM PUBLISHER]Copyright of Journal of Legislative Studies is the property of Routledge and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
Balmas, M., Rahat, G., Sheafer, T., & Shenhav, S. R. (2014). Two routes to personalized politics: Centralized and decentralized personalization. Party Politics , 20 (1), 37 - 51. Publisher's VersionAbstract
This article describes two opposing types of political personalization: centralizing and decentralizing personalization. The first implies the centralization of political power in the hands of a few leaders, while the latter indicates a diffusion of group power among its components: individual politicians. We start by proposing definitions of the types and subtypes of centralized and decentralized personalization and review the literature in search of evidence of their occurrence. We then demonstrate the usefulness of the proposed typology by examining personalization trends in various aspects of Israeli politics and conclude with a discussion of the challenges that personalization set for liberal democracies. [ABSTRACT FROM PUBLISHER]Copyright of Party Politics is the property of Sage Publications, Ltd. and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
Robert, D., & Shenhav, S. (2014). Fundamental Assumptions in Narrative Analysis: Mapping the Field. Qualitative Report , 19 (38), 1 - 17 . Qualitative Report. Publisher's VersionAbstract
The richness of narrative analysis resides in its unruly openness, but points of reference are needed to tame the variety in the field. This article suggests that researchers should grapple with two fundamental questions when conducting narrative analysis. The first pertains to the status attributed to narrative: it is defined as the very fabric of human existence or as one representational device among others? Emphasizing one answer over the other means mobilizing different theories of representation and therefore, suggesting different articulations between "narrative" and "reality." The second question refers to the perspective developed on narrative: Is it defined mostly as the characteristic of an approach, an object of investigation or both? Different methodological implications are associated with that choice. The article claims that dominant trends in narrative analysis originate in the way researchers answer those two questions. [ABSTRACT FROM AUTHOR]Copyright of Qualitative Report is the property of Qualitative Report and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
Sheafer, T., Shenhav, S. R., Takens, J., & Van Atteveldt, W. (2014). Relative political and value proximity in mediated public diplomacy: the effect of state-level homophily on international frame building. Political Communication , 31 (1), 149-167 . Taylor & Francis Ltd.Abstract

This article applies the homophily thesis to public diplomacy and offers an empirical examination of a country’s success in its mediated public diplomacy efforts. It analyzes international frame building, the process of creating or changing media frames in the international communications arena, by applying it to the case of Israeli mediated public diplomacy efforts during the war in Gaza in the winter of 2008–2009. The article claims that one way to use the homophily thesis in empirical analyses of international frame-building campaigns in conflicts is to measure the political and value proximity of a country promoting frames to other countries. Yet, proximity should be measured relatively rather than in absolute terms. Therefore, one should look not only at the dyadic proximity between two actors (i.e., Country A that attempts to promote its frames to Country C), but at the relative proximity between Countries A and C considering the proximity between the rival Country B and the target Country C. The study proposes a model and a method to facilitate empirical analysis of this claim. Using sophisticated computerized content analysis, our analyses demonstrate that relative proximity is related to successful international frame building in the hypothesized direction: The closer the relative proximity between Israel and a foreign country, the greater the acceptance of Israel’s views.