Capturing institutional logics and the construction of digital technologies: A macro-discursive perspective using formal text analysis methods

IF 4.7 2区 管理学 Q1 INFORMATION SCIENCE & LIBRARY SCIENCE
Philipp Poschmann
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引用次数: 0

Abstract

Research suggests that the meanings of new technologies in the digital age are constructed through discourses shaped by diverse actors and a variety of social, material, and institutional aspects. This paper introduces a novel methodological approach that enables large-scale investigations into the construction of the meanings of these technologies from a macro-discursive perspective. This macro-discursive perspective allows researchers to capture and analyze overarching patterns of the aspects that shape a technology's meaning in discourses at the macro level. Specifically, the methodological approach involves analyzing texts to capture the co-occurrence of social actors, problems, and solutions associated with a particular technology, as well as the prevalence of institutional logics' symbolic representations. The approach is grounded in theoretical insights from the social construction of technology (SCOT) and institutional logics. On a technical level, this paper proposes that the methodological approach presented can be implemented by combining formal methods of text analysis. Three methods will be discussed in detail: named-entity recognition, topic modeling, and word embeddings. The practical application of this methodological approach will be demonstrated in an empirical illustration based on the public discourse surrounding artificial intelligence in Germany from 2015 to 2022.
捕捉制度逻辑和数字技术的构建:使用形式文本分析方法的宏观话语视角
研究表明,数字时代新技术的意义是通过由不同行动者和各种社会、物质和制度方面塑造的话语来构建的。本文介绍了一种新的方法论方法,可以从宏观话语的角度对这些技术的意义构建进行大规模的调查。这种宏观话语视角允许研究人员在宏观层面上捕捉和分析塑造技术话语意义的各个方面的总体模式。具体来说,方法论方法包括分析文本,以捕捉与特定技术相关的社会行为者、问题和解决方案的共同出现,以及制度逻辑符号表征的流行。该方法基于技术的社会建构(SCOT)和制度逻辑的理论见解。在技术层面上,本文提出的方法方法可以通过结合文本分析的形式化方法来实现。本文将详细讨论三种方法:命名实体识别、主题建模和词嵌入。该方法的实际应用将通过基于2015年至2022年德国围绕人工智能的公共话语的实证说明来展示。
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来源期刊
CiteScore
11.20
自引率
1.60%
发文量
18
期刊介绍: Advances in information and communication technologies are associated with a wide and increasing range of social consequences, which are experienced by individuals, work groups, organizations, interorganizational networks, and societies at large. Information technologies are implicated in all industries and in public as well as private enterprises. Understanding the relationships between information technologies and social organization is an increasingly important and urgent social and scholarly concern in many disciplinary fields.Information and Organization seeks to publish original scholarly articles on the relationships between information technologies and social organization. It seeks a scholarly understanding that is based on empirical research and relevant theory.
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