
Aryan Dixit
@aryandixit1
I build interpretable machine learning models that grow marketing revenue.
What I'm looking for
At American Express, I build marketing models that improve customer targeting, interpretability, and revenue. My work has added $5.9M in annual GCM through a next-generation revenue model and $500K annually through a customer spend model.
I reduced model turnaround time from 10 to 3 days by adopting Linear Regression for spend modeling, created a reusable framework adopted across the team, and improved revenue-model precision by 25%. I also developed error-prediction approaches that outperformed the production SHAPley approach by 87%.
Outside work, I’ve co-founded Raddish, LearnEx, and Travel Stories, building products across food ordering, EdTech, and travel. I graduated from IIT Delhi in Production Engineering and enjoy turning complex problems into business-ready decisions through data and first-principles thinking.
Experience
Work history, roles, and key accomplishments
Predicted model error and confidence, beating production SHAPley by 87%. Added $500k annual GCM by developing a next-gen customer spend model, improving accuracy by 35%.
Education
Degrees, certifications, and relevant coursework
Indian Institute of Technology Delhi
Bachelor of Technology, Production Engineering
2019 - 2023
Activities and societies: Spearheaded a robotic research proposal for healthcare, securing $50k funding by IRD for its development.
Pursued a Bachelor of Technology in Production Engineering, including a thesis on the design and manufacturing of a nano heat sink.
Availability
Location
Authorized to work in
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