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2026 · Course project

FoodFlow: Recommendation & Fulfillment Simulation

A recommendation and fulfillment simulator that jointly models users, merchants, couriers, and platform constraints.

01

Problem

Food-delivery ranking cannot focus on clicks or conversions alone; it must also account for merchant exposure, fairness, delivery time, supply stability, and courier workload.

02

Approach

Implemented ranking and reranking strategies, a dynamic dispatch simulator, and a Streamlit/Plotly dashboard for comparing policies, visualizing spatial supply and demand, and explaining recommendations.

03

Outcome

Built a reproducible experimental workflow for comparing recommendation and fulfillment policies under multiple stakeholder objectives.