2026
Predictive Behavioral Safety App
A predictive safety application developed using hybrid project estimation frameworks, AI-driven rapid prototyping, and structured WBS requirements engineering.
About this project
Designed and planned a predictive behavioral safety platform with a focus on agile project estimation and requirements engineering. Architected a hybrid framework combining Function Point Analysis (FPA) and Delphi techniques to minimize anchoring bias and subjectivity in sprint planning. Leveraged generative AI tools to rapidly produce high-fidelity user mockups for early iterative validation, while translating ambiguous stakeholder requests into a structured Work Breakdown Structure (WBS).
Key Techniques
Structured Work Breakdown Structure (WBS)
Translating ambiguous stakeholder requests into a structured WBS for clear project scope and deliverables.
Created a detailed WBS that guided the project execution and ensured alignment with stakeholder expectations.
Generative AI for Rapid Prototyping
Leveraging AI tools to quickly produce high-fidelity user mockups for early iterative validation.
Utilized generative AI to create mockups and validate design decisions with stakeholders.
Hybrid Project Estimation Framework
Combining Function Point Analysis (FPA) and Delphi techniques to minimize anchoring bias and subjectivity in sprint planning.
Developed the hybrid estimation framework and applied it to the project planning process.
Project Timeline
Requirements Gathering
Gathered requirements from the product owner regarding on the expected outcome and translate them into Work Breakdown Structure (WBS) and a project charter to be signed off by the stakeholders.
Stakeholder Alignment
Analyse the stakeholders' needs and create a stakeholder assessment to align with the expectation for the project outcome and deliverables.
UI/UX Design
Designed the user interface and user experience in low, medium and high fidelity mockups with Pencil.dev and React for quick validations.
Project Estimation & Planning
Estimated and planned the complete project timeline, scope and cost with hybrid project estimation frameworks.
Monitoring
Create risk assessment and mitigation plan to monitor the project progress and ensure the project is on track.
Outcomes
- Successfully delivered a predictive behavioral safety application with a clear project scope, timeline, and cost estimation.
- Enhanced stakeholder satisfaction through iterative design validation and alignment with project objectives.