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“Broadcast your gender.”
(2022)
Social media platforms provide a large array of behavioral data relevant to social scientific research. However, key information such as sociodemographic characteristics of agents are often missing. This paper aims to compare four methods of classifying social attributes from text. Specifically, we are interested in estimating the gender of German social media creators. By using the example of a random sample of 200 YouTube channels, we compare several classification methods, namely (1) a survey among university staff, (2) a name dictionary method with the World Gender Name Dictionary as a reference list, (3) an algorithmic approach using the website gender-api.com, and (4) a Multinomial Naïve Bayes (MNB) machine learning technique. These different methods identify gender attributes based on YouTube channel names and descriptions in German but are adaptable to other languages. Our contribution will evaluate the share of identifiable channels, accuracy and meaningfulness of classification, as well as limits and benefits of each approach. We aim to address methodological challenges connected to classifying gender attributes for YouTube channels as well as related to reinforcing stereotypes and ethical implications.
“Broadcast your gender.”
(2022)
Social media platforms provide a large array of behavioral data relevant to social scientific research. However, key information such as sociodemographic characteristics of agents are often missing. This paper aims to compare four methods of classifying social attributes from text. Specifically, we are interested in estimating the gender of German social media creators. By using the example of a random sample of 200 YouTube channels, we compare several classification methods, namely (1) a survey among university staff, (2) a name dictionary method with the World Gender Name Dictionary as a reference list, (3) an algorithmic approach using the website gender-api.com, and (4) a Multinomial Naïve Bayes (MNB) machine learning technique. These different methods identify gender attributes based on YouTube channel names and descriptions in German but are adaptable to other languages. Our contribution will evaluate the share of identifiable channels, accuracy and meaningfulness of classification, as well as limits and benefits of each approach. We aim to address methodological challenges connected to classifying gender attributes for YouTube channels as well as related to reinforcing stereotypes and ethical implications.
In this article, we examine the effects of political change on name changes of units within central government ministries. We expect that changes regarding the policy position of a government will cause changes in the names of ministerial units. To this end we formulate hypotheses combining the politics of structural choice and theories of portfolio allocation to examine the effects of political changes at the cabinet level on the names of intra-ministerial units. We constructed a dataset containing more than 17,000 observations on name changes of ministerial units between 1980 and 2013 from the central governments of Germany, the Netherlands, and France. We regress a series of generalized estimating equations (GEE) with population averaging models for binary outcomes. Finding variations across the three political-bureaucratic systems, we overall report positive effects of governmental change and ideological positions on name changes within ministries.
Voting for Votes
(2022)
Scholars frequently expect parties to act strategically in parliament, hoping to affect their electoral fortunes. Voters assumingly assess parties by their activity and vote accordingly. However, the retrospective voting literature looks mostly at the government's outcomes, leaving the opposition understudied. We argue that, for opposition parties, legislative voting constitutes an effective vote-seeking activity as a signaling tool of their attitude toward the government. We suggest that conflictual voting behavior affects voters through two mechanisms: as a signal of opposition valence and as means of ideological differentiation from the government. We present both aggregate- and individual-level analyses, leveraging a dataset of 169 party observations from 10 democracies and linking it to the CSES survey data of 27,371 respondents. The findings provide support for the existence of both mechanisms. Parliamentary conflict on legislative votes has a general positive effect on opposition parties' electoral performance, conditional on systemic and party-specific factors.
In diesem Beitrag untersuchen wir den Zusammenhang zwischen staatlicher Regulierung im Umweltschutz und der Umweltperformanz. Ausgehend von drei theoretischen Perspektiven, welche die Beziehung von Staat und Markt beim Umweltschutz unterschiedlich konzeptualisieren, identifizieren wir fünf Pfade, wie staatlicher Eingriff und Umweltperformanz miteinander verknüpft sein könnten. Wir untersuchen dann die empirische Relevanz dieser Pfade mit einer quantitativen Analyse, die 29 umweltpolitische Maßnahmen in für 37 Länder und den Zeitraum von 1970 bis 2010 umfasst. Dabei finden wir zumindest für einige Politikbereiche und einige Länder Hinweise, die auf eine Effektivität nationalstaatlicher Regulierung hinweisen. Zukünftige Forschung kann auf unserem Rahmen aufbauen, um weitere Hypothesen zum Policy-Outcome-Nexus zu generieren und zu testen.
Typen von Forschungsdesigns
(2022)
Sozialwissenschaftliche Forschungsdesigns umfassen alle wesentlichen Entscheidungen, die im Forschungsprozess getroffen werden müssen. Der Beitrag unterscheidet drei rundlegende Typen von Forschungsdesigns: x-zentriert, y-zentriert und kontrastiv. Das x-zentrierte Design versucht einen theoretisch spezifizierten kausalen Effekt zu identifizieren und dessen Größe möglichst genau und ohne Verzerrungen zu schätzen. Das y-zentrierte Design versucht mehrere komplementäre Theorien über kausale Effekte so zu kombinieren, dass bestimmte Phänomene möglichst gut erklärt werden. Das kontrastive Design vergleicht die Erklärungskraft von zwei oder mehr konkurrierenden Theorien. Die Unterscheidung der drei Typen ist für qualitative Fallstudien ebenso relevant wie für Experimente oder statistische Studien mit Beobachtungsdaten. Der Beitrag grenzt die drei Typen voneinander ab, erklärt ihre jeweiligen Annahmen und diskutiert ihre Vor- und Nachteile sowie die Möglichkeiten und Grenzen ihrer Kombination. Daneben diskutiert er den Unterschied zwischen Modellen und Theorien sowie die Bedeutung des Sparsamkeitsprinzips bei der Entwicklung und Bewertung wissenschaftlicher Theorien und Erklärungen.
The reorganization of governments is crucial for parties to express their policy preferences once they reach office. Yet these activities are not confined to the direct aftermath of general elections or to wide-ranging structural reforms. Instead, governments reorganize and adjust their machinery of government all the time. This paper aims to assess these structural choices with a particular focus at the core of the state, comparing four Western European democracies (Germany, France, the Netherlands, and United Kingdom) from 1980 to 2013. Our empirical analysis shows that stronger shifts in cabinets' ideological profiles in the short- and long-term as well as the units' proximity to political executives yield significant effects. In contrast, Conservative governments, commonly regarded as key promoters of reorganizing governments, are not significant for the likelihood of structural change. We discuss the effects of this politics of government reorganization for different research debates assessing the inner workings of governments.
The demand for learning Design Thinking (DT) as a path towards acquiring 21st-century skills has increased globally in the last decade. Because DT education originated in the Silicon Valley context of the d.school at Stanford, it is important to evaluate how the teaching of the methodology adapts to different cultural contexts.The thesis explores the impact of the socio-cultural context on DT education.
DT institutes in Cape Town, South Africa and Kuala Lumpur, Malaysia, were visited to observe their programs and conduct 22 semistructured interviews with local educators regarding their adaption strategies. Grounded theory methodology was used to develop a model of Socio-Cultural Adaptation of Design Thinking Education that maps these strategies onto five dimensions: Planning, Process, People, Place, and Presentation. Based on this model, a list of recommendations is provided to help DT educators and practitioners in designing and delivering culturally inclusive DT education.
In countries with long-standing agency traditions, the creation of new agencies rarely comes as a large-scale reform but rather as one structural choice of many possible, most notably a ministerial division. In order to make sense of these choices, the article discusses the role of political design-focusing on the role of political motivations, such as ideological turnover, replacement risks and ideological stands toward administrative efficiency-and organizational dynamics-focusing on the role of administrative legacies and existing organizational palettes. The article utilizes data on organizational creations in the Norwegian central state between 1947 and 2019, in order to explore how political design and organizational dynamics help us understand the creation of agencies relative to ministry divisions over time. We find that political motives matter a great deal for the structural choices made by consecutive Norwegian governments, but that structural path dependencies may also be at play.