Making Sense with Data – R, Tableau, MS Excel

This course was an introduction to R including the application of the software for statistical analysis. Statistical concepts such as data preparation, type I & II errors, hypothesis testing, sampling etc were studied with application-oriented learning activities. The course culminated with a final project presentation.



Master’s Thesis – Design of a geographical visualization-based interface for a community academic knowledge exchange – Axure RP9

The aim of the research project was to develop a visual map-based interface to the Downtown Eastside Research Access Portal (DTES-RAP). DTES-based journal articles were studied to identify places, organizations and topics. A design-thinking approach was followed, with stages to learn about user needs, build a model, and test it. A small study was carried out with community members with the approval of the human ethics board, to evaluate the current design and identify areas for improvement.



Database design – MS Access, SQL

Database designing develops skills to identify key entities / underlying relationships within carefully formulated business rules. Skills of refining the design to suit the user requirements and to normalize the design while maintaining data integrity



Teaching – Civil Engineering

I have imbibed an academic outlook having facilitated learning in Civil / Transportation Engg., in colleges in India and Oman.