Skip to content

joyce-duan/jobs_on_twitter

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

11 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

jobs_on_twitter

Collected and identified tweets about job openings

Motivation
  • Twitter provides real-time information about job openings.
  • Search for relevant hashtags (i.e.) #jobsearch produces many irrelevant results, i.e. articles on job hunting, random thoughts on jobs, and junk tweets that use the hashtag for promotion
  • It is an under-utilized source.
Results
  • classification model to identify job openings tweets using text analysis of tweets: accuracy 92%, area under the curve: 0.96
  • Data insights about job openings on twitter:
    • Most active hour of the day: 9am, 12pm - 1pm, 3pm PST
    • Regions with large number of job opening tweets:
      • Boston has large # of openings in most job categories
      • San Francisco and LA have jobs in marketing/sales
      • Austin has many engineering openings
      • Houston many medical related openings

for more information, see the pdf file or jobs_on_twitter presentation.

About

No description, website, or topics provided.

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages