Skip to content

maxgriswold/Quantitative-Analysis-Practicum-2024

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Quantitative Analysis Practicum

This course provides policy analysis PhD students with practical skills and tools to conduct quantitative analyses. Through this practicum, students will learn how to translate their knowledge on statistical theories and policy analysis tools into a completed applied analysis. By the course's completion, students should be able to:

  1. Accurately plan out a research project step-by-step and execute it.
  2. Use code to run a complete analysis.
  3. Provide useful feedback to colleagues on code quality, analysis approaches, and presentation of results.

Calendar

Week Date Day Slides Articles Code Resources
1 1/8 Monday Design Planning Basics of R
Ex 1. Investigate LEMAS
Ex 2. Process IPUMS data
ROS: Appendix A and HWT: Chapter 1 - 2
1 1/10 Wednesday Tong, 2019
2 1/15 Monday MLK Day
2 1/17 Wednesday Sourcing Data Knox, Lowe, & Mummolo, 2020 Simple DAGs
Ex 3. Using DAG to generate synthetic data
ROS:Chapter 16
3 1/22 Monday Data Processing Ex 4. Webscrapping
Ex. 5 UCR Data Prep
ROS:Chapter 12
3 1/24 Wednesday Anscombe, 1973

Steegen et al., 2016
4 1/29 Monday Data analysis and descriptive Models Ex. 6 Analyzing hours worked in CPS ROS: Chapter 2
4 1/31 Wednesday Case & Deaton, 2015

Gelman & Auerbach, 2016
5 2/5 Monday Causal Models Ex. 7 Panel data models
Ex. 8 Simulation models GOF plots
ROS: Chapter 18 - 21 and Appendix B
5 2/7 Wednesday Blair et al., 2019
6 2/12 Monday Displaying Results Intro to ggplot
6 2/14 Wednesday Gelman, Fagan, & Kass, 2007
7 2/19 Monday [Interpreting results] ROS:Chapter 11
7 1/21 Wednesday King, Tomz, & Wittenberg, 2000

Collinson et al., 2023
[Goodness-of-Fit]
[Sensitivity Analyses]
8 2/26 Monday [Peer Review] [Simulations] ROS: Chapter 5
8 2/28 Wednesday Witteman et al., 2019
9 3/4 Monday [Workshopping] EW
9 3/6 Wednesday
10 3/11 Monday
10 3/13 Wednesday