Proposing Topic Models and Evaluation Frameworks for Analyzing Associations with External Outcomes: An Application to Leadership Analysis Using Large-Scale Corporate Review Data

Build a lightweight library that implements interpretable topic modeling with strict polarity constraints. It should allow users to map text clusters directly to external performance metrics in corporate datasets.

Suggested repo: topicflow

"Stop guessing what your data says—map topics directly to business outcomes."

Estimated effort: 40h