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App README

AI-Driven Project Management Diagnostic for Ghana PropTech Startups

Hybrid SEM–Machine Learning Expert System Expert Systems with Applications (under review) Author: Manuel Bobie Amankwatia · KNUST, Kumasi, Ghana

What this app does

This interactive expert system diagnoses AI readiness in PropTech startups operating in Ghana and other emerging markets. It combines:

  • —Structural Equation Modelling (SEM) path coefficients as a knowledge base
  • —Random Forest & Gradient Boosting ML models (10-fold cross-validated)
  • —Survey data from 360 real estate stakeholders across Ghana

How to use it

  1. 1.Run Your Diagnostic — adjust 7 sliders for your startup's barrier and enabler scores
  2. 2.Get your predicted Project Performance score and performance band
  3. 3.See your recommended AI adoption phase (I, II, or III)
  4. 4.Review specific remediation actions with Ghana-specific resources

Key findings

PathβSignificance
Strategic Enablers → PP+0.309***
AI Implementation Challenges → PP+0.282***
Decision-Making Barriers → PP+0.221**
Risk Assessment Barriers → PP−0.194**

No data upload required — the expert system runs on calibrated SEM weights.