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Applied Data Analytics - KY Summer/Fall 2020 Training Course

Repository for the Summer/Fall 2020 KY training program focused on Transitions in Education and Workforce, which was taught in SQL and R.

Projects

Participants in this program were grouped into teams of 5 or fewer and created projects in hopes of understanding the labor market outcomes of individuals who acquired postsecondary degrees and credentials in Kentucky. Some project questions teams addressed were:

  • Do STEM degree earners from Kentucky institutions tend to leave the state for employment more often than other Kentucky graduates?
  • Are college students who earn a bachelor’s degree in education in Kentucky staying in Kentucky to teach, or are they often leaving to teach in another state?
  • What are common characteristics of STEM and health degree earners from Kentucky institutions that find employment in a bordering state?
  • How do the earning distributions and employment characteristics who earn their bachelor’s degree from a Kentucky university vary for those who have high-paying, stable employment patterns?
  • What is the relationship between the level of credential earned by program graduates in transportation, skilled trades, and manufacturing training programs and their earnings following graduation?

Training Program Agenda

June 22 - Program Introduction, Database Management, and Project Scoping

June 23 - Data Exploration

June 25 - Applications of Data Exploration

June 26 - Basics of Data Visualization

June 29 - Applications of Data Visualization

June 30 - Record Linkage

July 1 - Applications of Record Linkage

July 2 - Interim Presentations

July 29 - Introduction to Machine Learning

Sep 16 - Interim Presentations and Machine Learning, continued

Sep 17 - Inference

Sep 18 - Privacy, Confidentiality, and Ethics

Datasets

The primary datasets used in the program are all stored in the PostgreSQL database appliedda on the ADRF. These datasets are:

  • Kentucky Postsecondary Education Data System (KPEDS) and wage records
  • Ohio Longitudinal Data Archive (wage records and education data)
  • Indiana wage records and education data
  • Illinois wage records
  • Missouri wage records and education data
  • Tennessee wage records

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  • Jupyter Notebook 100.0%