/ds-employment-landscape

A dashboard to show you Finland's data science employment landscape .

Primary LanguageJupyter Notebook

ds-employment-landscape

A dashboard to show you Finland's data science employment landscape.

Features of the deliverable (Work in progress)

Use tabs: https://docs.streamlit.io/library/api-reference/layout/st.tabs

Page 1, Demo

A web app with the following panes:

  1. A line chart of time against the number of data science positions.

https://www.gradio.app/docs/lineplot

Optional feature: 
- Choose time frame;  
- Temperature of the job market

  1. A line chart of time against the number of positions requiring English only, or English + Finnish, or Finnish only, or English + some other language.

  2. The most valued technical skills for data scientists, data engineers and data analysts.

    • TODO: Given a job description, how can we extract the technical skill related words?

    • Deliver a list of ordered keywords. And an example job description.

    • User should be able to choose from the dropdown menu: data scientists, data engineers or data analysts

    • Fixed time frame: the past 1 month.

  3. (Optional) Salary prediction over company, title, experience level.

Page 2, Blog post

Sections:

  • Data collection - How I crawled Linkedin - C

  • Data management (Using simple CSVs)

Web app Development & Deployment plan

  • Gradio for front end?

  • A cron job to scrape data every day

  • AWS app runner to host the web app