Utopia For Developers


Data Exploration

1. Country with the highest job satisfaction

2. Job satisfaction based on developers background

3. Contributing to open source makes your salary higher?


  1. I measured the job satisfaction level for each country and found that United States has the highest job satisfaction level for developers in the world, and 5 of top 10 countries with the highest job satisfaction level are located in Europe.
  2. I then looked at their undergraduate background and found that developers whose undergraduate major is not IT-related have slightly better job satisfaction.
  3. Finally, I found that developers who contribute more to the open source have higher salary (although ”does it have the direct causation?” is still debatable).




Analyst at Caterpillar Inc.

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Aarya Brahmane

Aarya Brahmane

Analyst at Caterpillar Inc.

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