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dside's Introduction

DSIDE - Municipal Money

The project was aimed towards aiding municipalities of South Africa to better measure their performance in terms of Service Delivery and Efficiency. We achieved this through the creation of a profiling measure. Furthermore we investigated which youth characteristics are associated with youth unemployment. An extensive tool was developed in the form of a dashboard, where the results and real time predictions of the developed models can be viewed.

  • We used several machine learning techiques:
  • Principal Componet Analysis (PCA): to find the features which affect youth employment.
  • Decision Tree and Random Forests : to predictions the probability of youth getting employed given the characteristics of their municipality.
  • Support Vector Machines (SVM) : to predict the profile of the municipality.
  • Outputs to the projects:
  • Here is the Link to the data source:

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