Abstract
The amount of human effort required to do content analysis research “by hand” is often time-consuming, and unreliability is a common concern. Our aim was to conduct a content analysis that traces the history of Social Marketing Quarterly (SMQ) articles by using Leximancer (version 4.5)—a software tool designed for analyzing natural-language text data. We adhered to Krippendorff’s network of steps to address two research questions: (1) “What are the prevailing conceptualizations of the application of social marketing?” and (2) “How have those conceptualizations changed over time?” We identified all SMQ volumes/issues published between May 1994 (inaugural issue) and September 2015. Our sampling units consisted of all SMQ “Application” articles published during that time (n = 162). Leximancer output includes a conceptual map representing the main concepts within the text and how they are related (themes). Based on conceptual and relational analyses, one would surmise that social marketing applications (e.g., campaigns) predominantly address health-related problems through behavioral influence strategies, informed by audience research and designed to include the elements of the marketing mix (e.g., messaging). The predominant health topic addressed by social marketing applications has been tobacco use and smoking. Leximancer has a number of desirable features including an ability to quickly handle large amounts of text in various formats and languages. However, those features are no substitute for a content analysis design that makes the research reproducible and available for critical examination—a shortcoming of previous content analyses of the social marketing field.
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