Career opportunities: exploratory analysis and data analysis

Introduction

We mainly concerned about the following topics: How are the job openings of data scientists distributed in different cities like? How is the salary of data scientists compared with other positions? How are the trends like?

The report can be accessed here.

Reproducible workflow

All scripts contributing to the analysis have been included in the repository. Most of them are in the Rmd files. Python scripts are used to support the text analysis on job description, and they are also included.

Project structure

• data/raw : original raw data files from their source
• data/clean: transformed clean datasets
• others/resource: pictures and other resource files used in the report
• preprocess : scripts that prepare the dataset
• scripts : supportive scripts, including Python files
• analysis-bookdown: report bookdown source code
• docs : knitted html files