1- Understand your business
We investigated whether North America is a better place for software developers to immigrate than Europe.
To do this, we need to understand what is important to people looking for a new job. Payrolls, salary increases, and satisfaction with what they do are important factors that determine which position is a better choice.
To this end, we asked three questions:
- Where is the highest salary?
- Which region has the highest salary increase rate?
- Which place has the highest experience satisfaction?
2- Understanding Data
Rows are different respondents to the survey and columns are the answers to the survey questions. This includes data provided by numbers, categoricals, and text. Missing values and outliers.
3- Data Preparation
Data was collected and evaluated for data preparation steps, then data cleanup was carried out using the Python library of Numpy and Panda to focus on columns of interest.
4-Data Modeling
We graphed various behaviors related to three questions with Python library Matplot Ribs and Seabons.
5- Evaluation of results
For three questions, we have reached the following conclusion.
- Where is the highest salary? North America
- Which region has the highest salary increase rate? Both follow similar patterns.
- Which place has the highest experience satisfaction? They start the same way in their first year of work, but Europe is less satisfied. It's only 20 years before you can truly recover.
Finally, readme format:
- Libraries used: Numpy, Panda, Matplotlib and Seaborn Summary of analysis results: After all, we concluded that North America is the best choice.