We use Beautiful Soup to scrap data science and software engineer job openings from LinkedIn, Indeed, and Glassdoor. And then we clean the data and perform analyses. You can explore our data in Tableau Dashboard.
Data Science Job Trends
We use plotly to plot and detect geographic pattern, temporal trend and big company features.
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Big Companies
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Temporal Trends
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Geographic Patterns
Software Engineer Job Trends
Here we analyze the job patterns from LinkedIn and Indeed using keyword "Software Engineer"
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Geographic Patterns
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Big Companies
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Industry Field
In-Demand Skills
We use NLP techniques to process the job description text data and demonstrate in-demand skills as follows.
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Coding
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Software Tools
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Knowledge
Time Series Modeling
We apply VAR, SARIMA, LSTM models to predict future job opening numbers.