• [ ] Planning and establishing a **reason and story for the project *Make your project unique by wrapping a story around it, people can relate to.

Make sure that the project is important to you, to the society or targeted at an industry (you want to work in) and yields a result.

Data science should be about making real-world impact, and such projects illustrate that.***

Project Structure

• [ ] Data collection Having unique data adds to your uniqueness and “wow” factor as well as showcases your skills in scraping and APIs.

Data Collection

• [ ] Data cleaning Show your expertise by applying cleaning skills and explaining your decisions made.

Data Cleaning

• [ ] **Data exploration & analysis *Show your expertise by understanding the specifics (distributions, relations, etc.) of your data.

Support and reinforce your narrative with insights from the data.***

Data Exploration & Analysis