Excel: Data 7 T 9/26 Management; Case Study: Probability Pivot Tables Probability Distributions Histograms, revisited FPP Ch.3, 18 Recitation • 8 R 9/28 PS #4 Types of probability OIS Ch. 3.1-3.2 (HB/DP) • distributions Conditional Expectations 9 T 10/3 Midterm Review Cross-tabulation • 10 R 10/5 Midterm 1 Statistical Inference Sampling Stata: Workflow FPP Ch.17,18,20 • 11 T 10/10 Significance and Basics OIS Ch. 4.1 • Frequentist logic • Sampling Distributions: FPP Ch.21 Proportions Recitation 12 R 10/12 PS #5 LLN, CLT OIS Ch. 4.4, 6.1 (HB/DP) • The Normal Distribution • Stata: Confidence Intervals: 13 T 10/17 Descriptive OIS Ch. 4.2 Proportions statistics, tests Hypothesis Tests: Proportions FPP Ch. 26 Recitation 14 R 10/19 Assumptions and Logic PS #6 • OIS Ch. 4.3 (HB/DP) Link with Confidence Intervals • Stata: Practice FPP Ch.23 15 T 10/24 Inference for Means class concepts OIS Ch. 5.1 FPP Ch. 27 Recitation 16 R 10/26 Inference for Differences PS #7 OIS Ch. 5.3, 6.2 (HB/DP) 17 T 10/31 Statistical Power Midterm Review OIS Ch. 5.4 18 R 11/2 Midterm 2 Regression Analysis I Correlation FPP Ch.8,9,10 • 19 T 11/7 Stata: Graphs Scatter plots OIS Ch. 7 • Bivariate relationships • Regression Analysis II Recitation 20 R 11/9 PS #8 OIS Ch. 7 Regression for policy analysis • (HB/DP) Stata: 21 T 11/14 Case Study: Regression (HB/DP) Regression Assessing Evidence for Policy Recitation 22 R 11/16 Causal inference PS #9 • (HB/DP) Types of statistical bias • 23 T 11/21 Thanksgiving No Class – 24 R 11/23 Thanksgiving No Class – Stata: Applied Regression Topics Regression, 25 T 11/28 Multiple regression OIS Ch. 8.1 • Formatting Prediction • output
7 T 9/26 Case Study: Probability Excel: Data Management; Pivot Tables 8 R 9/28 Probability Distributions • Histograms, revisited • Types of probability distributions Recitation (HB/DP) PS #4 FPP Ch.3, 18 OIS Ch. 3.1-3.2 9 T 10/3 Conditional Expectations • Cross-tabulation Midterm Review 10 R 10/5 Midterm 1 11 T 10/10 Statistical Inference • Sampling • Significance • Frequentist logic Stata: Workflow and Basics FPP Ch.17,18,20 OIS Ch. 4.1 12 R 10/12 Sampling Distributions: Proportions • LLN, CLT • The Normal Distribution Recitation (HB/DP) PS #5 FPP Ch.21 OIS Ch. 4.4, 6.1 13 T 10/17 Confidence Intervals: Proportions Stata: Descriptive statistics, tests OIS Ch. 4.2 14 R 10/19 Hypothesis Tests: Proportions • Assumptions and Logic • Link with Confidence Intervals Recitation (HB/DP) PS #6 FPP Ch. 26 OIS Ch. 4.3 15 T 10/24 Inference for Means Stata: Practice class concepts FPP Ch.23 OIS Ch. 5.1 16 R 10/26 Inference for Differences Recitation (HB/DP) PS #7 FPP Ch. 27 OIS Ch. 5.3, 6.2 17 T 10/31 Statistical Power Midterm Review OIS Ch. 5.4 18 R 11/2 Midterm 2 19 T 11/7 Regression Analysis I • Correlation • Scatter plots • Bivariate relationships Stata: Graphs FPP Ch.8,9,10 OIS Ch. 7 20 R 11/9 Regression Analysis II • Regression for policy analysis Recitation (HB/DP) PS #8 OIS Ch. 7 21 T 11/14 Case Study: Regression (HB/DP) Stata: Regression 22 R 11/16 Assessing Evidence for Policy • Causal inference • Types of statistical bias Recitation (HB/DP) PS #9 23 T 11/21 Thanksgiving – No Class 24 R 11/23 Thanksgiving – No Class 25 T 11/28 Applied Regression Topics • Multiple regression • Prediction Stata: Regression, Formatting output OIS Ch. 8.1
gabechan_PA5031_Fall2017.docx