Compassly

A career-navigation web app designed to empower women with clear, guided pathways into tech—eliminating the confusion of overwhelming career options and transforming scattered resources into a focused, step-by-step career journey.

Many people especially women—find the tech industry overwhelming and struggle to identify the right role. This solution provides a clear end goal and a guided path from courses to job options, making the journey more approachable. It also evaluates personality traits to offer tailored role suggestions, such as identifying whether a UI/UX candidate may struggle with color perception or whether someone prefers non-coding paths. Recommended courses align with each role’s requirements, and salary insights add motivation by showing the potential career payoff.

The system’s uniqueness lies in its hybrid approach: a Weighted Scoring Model (WSM) combined with content-based filtering (similarity scoring). A rule-based engine, enhanced by an LLM API (OpenAI), generates dynamic, persona-specific questions to refine recommendations.

Team Information

  • Nimatallahi Masuud
  • Fouzia Khan 
  • Nanda Khoiroh 
  • Mariam Ahmad
  • Sara Mubaidin

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