Scope and Methods

Columbia University

Sam Frederick

Scope and Methods

Columbia University

Sam Frederick

Hamilton 413
Tues. 4:10-5:00
Sam Frederick
sdf2128@columbia.edu
Office Hours
Zoom Meeting Room
Hamilton 413
Tues. 4:10-5:00
Sam Frederick
sdf2128@columbia.edu
Office Hours
Zoom Meeting Room

Section Materials

Date Slides Topics Data
Jan. 24 Intro to R Setting working directory and RProjects; RScripts and RMarkdown files; basic functions in R
Jan. 31/Feb. 7 Intro to R Types of data in R; summary statistics; visual summaries of data; Tidyverse; missing data Intro Survey
Feb. 14/21 Summarizing Data Summarizing relationships between 2+ variables; logical conditions NOMINATE *
Feb. 21/28 Statistical Relationships Correlation coefficients, Law of Large Numbers, Central Limit Theorem, Hypothesis Testing
Mar. 7 Sources of Error and Bias in Research Sources of Error and Bias in Research: Measurement Error, Sampling Error, Nonresponse Bias, Confounding/Omitted Variables Bias
Mar. 28 Linear Regression OLS, Challenges of Causal Inference with Observational Data, Confounding Variables

Experiment Data

Confounding Variable Data

Regression Data

April 4/11 Data Analysis (Worked Example) Theory/Hypotheses, Summary Statistics, Research Design and Analysis (Regression) 2020 Campaign Finance Data **
April 25 Response Bias and Qualitative Research Designs Addressing Social Desirability Bias (List Experiments); choosing case studies; course summary

CES Self-Reported Turnout Data

True Turnout Data ***

* Note: Data from Voteview
** Note: Preliminary data from the Federal Elections Commission, should not be relied upon for analysis
*** Note: Self-report data from Cooperative Election Study; True turnout data from U.S. Elections Project