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creative_financial_staffing_db

Database of Creative Financial Staffing's jobs

What is this repository?

This repository displays the Python code for downloading all current jobs from Creative Financial Staffing, a leading, employee-owned staffing firm founded by CPA firms (according to this page) and doing the following:

cfs_with_class.py

  • Storing the job data in an sqlite3 database. The job data include the following:
    • Job ID
    • Job Title
    • Job URL
    • Job Industry
    • City
    • State
    • Postal Code
    • Salary Range (Low)
    • Salary Range (High)
    • Hourly Range (Low)
    • Hourly Range (High)
    • Date Posted
    • Job Description
  • Updating (i.e., adding new jobs and deleting jobs that are no longer on the website) the sqlite3 database.

lat_lng.py

  • Using Google's Places API (making Find Place requests) to retrieve the latitude and longitude based on each job's city, state, and zip code.

basic_map.py

  • Plotting the latitude and longitude on a map and displaying the map.

Screenshots

  • sqlite3 database (using SQLiteStudio) Imgur
  • Output from basic_map.py Imgur
  • Find HTTP 404s (i.e., links to jobs that are no longer valid) Imgur
  • Find errors within the job description or job's metadata
    • Salary irregularities Imgur Imgur
    • Invalid postal codes Imgur

What else could we do?

  • Find misspellings in job descriptions.
  • Generate thematic, interactive maps and host them online (e.g., a dashboard).
  • Analyze the text in job descriptions, extracting metrics such as the most frequently used words.

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Database of Creative Financial Staffing's Jobs

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