Content analysis, a widely-applied social science research method, is increasingly being supplemented by topic modeling.
while the discourse on content analysis centers heavily on reproducibility, computer scientists often focus more on scalability and less on coding reliability, leading to growing skepticism on the usefulness of topic models for automated content analysis.