Civic Intelligence Platform (AI-Driven)
Role: Strategy | UX/UI | Civic AI Research | Systems Modeling
Methods: Design Research · System Mapping · Simulation Modeling · Platform Design
I design intelligence tools that help governments, planners, and public health agencies forecast impact, model scenarios, and make outcome-driven decisions — not just visualize data.
Product Strategy &
Systems Architecture
I structured how the platform transforms raw municipal data into decision intelligence—designing the system logic that connects equity metrics, behavioral patterns, and policy levers to real-world choices.
Unlike traditional dashboards, this platform simulates what could happen, enabling policymakers to compare, test, and prioritize actionable futures.
Core Contributions:
• Decision architecture & scenario logic
• Stakeholder-aligned platform vision
• Systems mapping (Transit–Health–Climate–Budget)
• UX blueprinting for simulation & policy modeling
Public Health
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Firefly Innovations accelerator program, KPMG & City University of New York Graduate School of Public Health & Health Policy.
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Recognized for public health resilience modeling based on AI-powered risk forecasting, environment-behavior-health correlation, and long-term service access and key insights.
These recognitions affirmed not just the platform’s innovation, but its potential to become a decision-support system for governments — one that moves beyond dashboards and helps agencies simulate risk, forecast impact, and explore policy options before making real-world investments.
Civic Intelligence Platform
The next section breaks down how these simulations work across transit, climate, budget, and public health — and how the platform translates complexity into actionable insight.
Core Modules
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Transit Equity & Mobility Simulator
Models access, ridership equity, and mobility impact using GTFS, behavioral clustering, and demographic insights to inform transit planning.
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Climate & Environmental Risk Map
Visualizes flood, heat, air quality, and vulnerability surfaces — enabling cities to identify risk hot spots and plan targeted resilience strategies.
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Public Health Risk Forecast Dashboard
Forecasts exposure and service gaps by linking environmental risk, mobility constraints, and health system capacity — supporting preventive planning.
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Infrastructure & Budget Impact Planner
Enables scenario planning, investment tradeoff analysis, and value-capture modeling — helping agencies compare long-term fiscal and equity outcomes.
Illustrative Interactive Interface (Prototype UI)
A working prototype demonstrating how climate-risk inputs, exposure zones, and behavioral logic can be translated into decision intelligence — enabling urban planners to test interventions, simulate future scenarios, and compare equity impacts. (Front-end simulation only; no live or proprietary data used).
Strategic Approach & Capabilities
I design civic-intelligence products through a systems-first process — blending qualitative insight, data modeling, policy logic, and UX strategy to build tools that support real decision-making.
Process & Methods
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Systems Mapping & Scenario Modeling
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Stakeholder Insight & Behavioral Research
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UX Architecture & Data Visualization Design
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AI-Driven Forecasting & Risk Classification
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Prototype Development & Pilot Testing
Strategic Capabilities
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AI & Civic Data Product Strategy
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Systems Architecture & UX Mapping
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Design Operations & Visual Standards
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Engineering Collaboration & Data Integration
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Research Coordination & Pilot Development
I align mission goals with technical feasibility, stakeholder priorities, and long-term public value — ensuring civic technologies are not only buildable, but actionable, trusted, and meaningful.