Carlos Fernández-Loría
Scholar

Carlos Fernández-Loría

Google Scholar ID: DWLysvgAAAAJ
HKUST Business School
Data Science
Citations & Impact
All-time
Citations
384
 
H-index
8
 
i10-index
8
 
Publications
18
 
Co-authors
5
list available
Resume (English only)
Academic Achievements
  • Observational vs Experimental Data When Making Automated Decisions Using Machine Learning (INFORMS Journal on Data Science, 2025, with Foster Provost)
  • A Comparison of Methods for Treatment Assignment with an Application to Playlist Generation (Information Systems Research, 2023)
  • Evolution of Referrals Over Customers' Life Cycle: Evidence from a Ride-Sharing Platform (Information Systems Research, 2023)
  • Causal Classification: Treatment Effect Estimation vs. Outcome Prediction (Journal of Machine Learning Research, 2022)
  • Causal Decision Making and Causal Effect Estimation Are Not the Same... and Why It Matters (INFORMS Journal on Data Science, 2022)
  • Explaining Data-Driven Decisions made by AI Systems: The Counterfactual Approach (MIS Quarterly, 2022)
  • Multiple works in preparation or under review, including Causal Ordering Without Effect Estimation and Causal Post-Processing of Predictive Models