Professional Work & Dashboards

AMR-Adapt: Evidence Synthesis & Bayesian Regimen Adaptation Tool

Dashboard · Antimicrobial Resistance · Bayesian Analytics

A solo-developed interactive web prototype for antimicrobial resistance (AMR) data analysis, designed to streamline evidence synthesis and support probabilistic treatment decision-making.

The tool automates literature ingestion and screening with real-time PRISMA flow visualization, computes sample-weighted pooled resistance estimates, and applies Bayesian modeling to rank AWaRe-classified empiric regimens. Built using Dash, Plotly, SQLite, Pandas, and SciPy, it processed 500+ record batches and reduced manual screening time from hours to minutes, demonstrating a complete pipeline from raw data to evidence-based treatment recommendations.

Capacity Strengthening & Training Dashboard

Dashboard · Capacity Building · Training Analytics

An interactive platform analyzing training coverage, participant characteristics, and outcome metrics to inform capacity strengthening strategies across public health programs.

Climate-Sensitive Pharmaceutical Supply Chain Dashboard

Dashboard · Climate Resilience · Supply Chain Analytics

A decision-support tool assessing climate-related risks to pharmaceutical logistics, integrating vulnerability mapping and scenario analysis to strengthen supply chain resilience.

AOP for Health Systems Strengthening — Part 1: Introduction

Knowledge Product · Health Systems · Strategic Planning

An introduction to Annual Operational Planning (AOP) as a core tool for aligning health strategies with operational realities, resource prioritization, and implementation coherence.

AOP for Health Systems Strengthening — Part 2: Deep Dive

Knowledge Product · Program Management · Planning & Execution

A detailed walkthrough of AOP development, including activity structuring, budgeting, scheduling, and governance mechanisms for effective program delivery.

AOP for Health Systems Strengthening — Part 3: Advanced

Knowledge Product · Health Systems · Performance & Learning

Advanced perspectives on integrating AOPs with performance measurement, adaptive learning, and evaluation systems to support long-term health system resilience.

Unified Disease Surveillance Dashboard

Dashboard · Disease Surveillance · Integrated Analytics

A unified platform integrating multi-source epidemiological data to support real-time disease monitoring, early warning, and evidence-informed public health action.

Currently under development

Monitoring, Evaluation & Learning (MEL) Dashboard

Dashboard · MEL · Results & Learning

A comprehensive MEL dashboard designed to track indicators, visualize progress, and support adaptive management across complex health programs.

Currently under development