• Programmatically downloaded archived data¸ and further queried Twitter’s API to retrieve data.• Improved quality and tidiness of the dataset by cleaning identified issues.• Revealed how rating prediction system related with collective sentiments of followers.

• Investigated Ford’s bike system data for identification of factors influencing optimal service delivery.• Performed exploratory data analysis for making significant findings.• Identified and graphically illustrated findings on guides to making optimal decisions on the bike services.

• Delivered instructional presentations on Project Management concepts to delegates.• Prepared and presented supplementary learning material to support structured lessons.• Introduced a collaborative system that enabled the completion of over twelve training sessions.