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Conjoint Research

Conjoint Research @ Wharton

Research-driven modeling work focused on improving computational efficiency and statistical rigor for conjoint analysis pipelines.

DomainConsumer behavior modeling, pricing sensitivity, simulation pipelines
StackPython, scikit-learn, NumPy, SciPy
Impact~20x reduction in runtime/storage with maintained significance

Implementation Notes

  • Benchmarked existing and proposed models with statistical tests to ensure efficiency gains did not degrade inferential quality
  • Implemented simulation and utility-estimation workflows to support part-worth computation on larger datasets
  • Built analysis tooling for willingness-to-pay and tradeoff interpretation to make outcomes easier to use downstream
  • Integrated quickly into an in-flight research codebase and delivered iterative improvements collaboratively