Scholar
Carlos Fernández-Loría
Google Scholar ID: DWLysvgAAAAJ
HKUST Business School
Data Science
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Citations & Impact
All-time
Citations
384
H-index
8
i10-index
8
Publications
18
Co-authors
5
list available
Contact
Email
cfernand@stern.nyu.edu
CV
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Publications
3 items
Honesty in Causal Forests: When It Helps and When It Hurts
2025
Cited
0
Causal Inference Isn't Special: Why It's Just Another Prediction Problem
2025
Cited
0
Inferring Effect Ordering Without Causal Effect Estimation
2022
Cited
0
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
Co-authors
5 total
Foster Provost
Professor, New York University
Xintian Han
ByteDance
Co-author 3
Co-author 4
Praveen Chandar
Spotify
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