Day  Date  Topic +More Info 
Reading Due  Watch  R Practice Due  Work Due  
1  M  Jan 18  Course Overview Randomization Based Inference 
Visualization
Example 
Get the textbook! 

W  Jan 20  C.F.A.U. 2Sample ttest 2Sample CI Bootstrap CI 
Syllabus, Chapter 0, Why learn R 
Watch:
Why Randomization Watch: Bootstrapping 
R
as a Calculator (email me screenshot) 

Th  Jan 21  Lab1: Salary Discrimination. Demo on Schistosomiasis 
Forbes
on R, Start R, Lab1, Lab Guidelines 
Watch:
Intro Randomization Watch: R1.0. Watch: R3.4. 
Intro
to R (screenshot) Sample Screenshot 
Install
R & RStudio 

F  Jan 22  CI
for Corr, Discrimination Example, Best Jobs 
1.11.3 DataRev 
Watch:
TwoSampleT Watch: R1.3 Watch: R4.1 
Student's
ttest in R (screenshot) 

2  M  Jan 25  No Class DS Jobs 
This Is Stats DS Monster 
Khan:
Regr review 

W  Jan 27  MLE, Example OLS formula DS Kaggle 
2.12.2, 4.54.6 
Watch:
R1.4 Watch: R4.2 Watch: R1.5 
Data in R (screenshot)  
Th  Jan 28  ChiSquare
Dist F Distribution Lab2: Sleep Deprivation 
Read Lab2, Randomization handouts 
Watch:R1.10 StatKey 2T Watch: tests 
Data
Frames (screenshot) 

F  Jan 29  Transformations NonParametric Correlation Prediction &CIs 
1.4, Ross Reading 
Watch:
R4.9 Watch: QQ 
Correlation  just unit 1 (screenshot) 
Lab1  
3  M  Feb 1  Outliers Influential Pts Leverage, Plots 
1.5, 4.3 
Watch:
R2.6 Outliers Watch: R5.2 
Scatterplot (hand in) Data in Ruby 

W  Feb 3  Correlation
is not Causation Sx formula Spurious Cor 
2.32.4 
Watch:
R1.2 Watch: R2.8 
Vectors
in R (screenshot) 

Th  Feb 4  Lab3: Tukey Bulging Rule 
Lab3 Tukey in R 
Watch: R1.8 Watch: Odds 
Lists
in R (screenshot) 

F  Feb 5  Logistic Model BoxCox 
9.1  Watch: R1.6 
Matrices (screenshot) 
Lab2 

4  M  Feb 8  Quiz 1 
1.6, 2.5, 11.1 
Watch: TED Visualization  Writing Functions in R (hand in)  Quiz 1 
W  Feb 10  Logistic Regression 
9.2 
Watch: R1.7, conditionals  Graphing functions in R (hand in)  
Th  Feb 11  Lab4 Logistic: Bankruptcy, Flies, Pima tribe 
9.3  Watch: Odds Watch: R5.4 
Conditionals in R (screenshot)  
F  Feb 12  Logistic Inference 
9.49.5 11.3 
Watch (both) 

Lab3 

5  M  Feb 15  Multiple Linear Regression 
3.13.2 
Watch (th'y) Watch: tutorial 


W  Feb 17  Interaction Normal cond Dummy Vars 
3.3, 4.4 
Watch: R5.3 Watch: R5.5 
Graphing 2 vars in R (hand in) 

Th  Feb 18 
Quiz on Ch9, Lab5: Military Spending, Visualization 
Application:
MultReg for food safety 
Watch: R5.7 Watch: R5.8 Watch: R5.9 
MS=Military Spending (hand in) Tool for MS 
Quiz on Ch9  
F  Feb 19  Polynomial Reg Interaction Multicollinearity 
3.43.5, 4.1 
Watch: Non linear models 

Lab4 Mid Proposal 

6  M  Feb 22  Stepwise Backward Elim Cross Validation AIC, BIC 
3.6, 4.2 
Watch: vars Watch: write 
Multiple
Linear Regression (screenshot) 

W  Feb 24  Linear Algebra Best Subsets 
Handout H2 
GLM Logic 
Linear
Algebra in R (hand in) 

Th  Feb 25  Lab6: Develop
Econ,Worldbank 
3.73.8 
Watch: R2.9 Watch: R2.10 

Quiz on A 

F  Feb 26  Mult Logistic Split or Steal 
10.110.2 
Example  Lab5 

7  M  Feb 29  Goodness/Fit Test for indep ChiSq Tests 
10.3, 11.4, handout (ch7) 
Khan:
chisq Goodness/Fit ChiSq:Indep 
Rand Based p test (hand in) 

W  Mar 2  MultNomReg Poisson Reg QuasiPoisson Neg Binom Reg 
10.4, Read: Most Findings are False  Watch: R4.7 ChiSq Assoc ChiSq in R R3.2:Poisson 
Nonlinear
curves in R (hand in) 

Th  Mar 3  Visit from Larry Sherman 
10.5, Read: How to Write a Stats Paper 
TED:
stats & justice system Poisson Reg 


F  Mar 4  Concordance Overdispersion Fixing Overdisp. 
11.2 Handout 
Pois & NB Reg (till 6:00) NegBinReg 
Lab6 

8  M  Mar 7  Quiz on Unit C 
10.6 
Watch:Advice on writing & presentations 


W  Mar 9  Review Day  On pvalues ASA pvalues 
Excel Pivot Tables &why 

Project v1 

Th  Mar 10  Midterm,
79pm in Olin 217 
vlookup  
F  Mar 11  On Fisher, Applications & Stats Edu. 
VBA & editor & coding  MidSemester Project Due  
9  M  Mar 14  Spring break 

W  Mar 16  Spring break  
Th  Mar 17  Spring break  
F  Mar 18  Spring break  
10  M  Mar 21  ANOVA Calc ANOVA Info 
5.1, 5.2 
Watch:Cat.dta Khan: SST 


W  Mar 23  ANOVA Calc CI for Var Diff in Var 
5.3, 7.1 
Khan:
SS's Khan: ANOVA Ftest 
Factors
in R (screenshot) 

Th  Mar 24  Bonferroni Scheffe Tukey, qtable 
Lab7: ANOVA Sales Data 5.4, 7.2 
Watch: R4.6 ANOVA Post Hoc Tests 
ANOVA
in R (screenshot) 

F  Mar 25  Design Randomization F 
8.18.2, 7.3  Effect Size ANOVA 


11  M  Mar 28  2Way Calc 
6.1  Watch: 2Way  DataTable package  
W  Mar 30 
ANOVA with interactions 
6.26.3  Watch: R5.10 interaction 
comparing
models 

Th  Mar 31  Within
ANOVA Factorial Design Large Samples 
6.4, Lab8: Network Analysis 
Moderation Factorial ANOVA 

F  Apr 1  ANOVA for Proportions Fisher's Exact F Effect Sizes 
8.38.4 
Watch:ChiSq Homogeneity Chi Post Hoc ANOVADesign 

Lab7 

12  M  Apr 4  Nonparametric Effect Size Calc 
7.4, Median Handout, Effect Sizes  Video:
Risk Video: GLM Wilcoxon 
Data
Table Manip. in R (screenshot) 

W  Apr 6  Dummy Vars, ANCOVA, MANOVA, MANCOVA 
7.57.6 
ANOVA GLM MANOVA (12:00 on) 
Repeated Measures ANOVA (screenshot)  
Th  Apr 7  Lab9: Multiple Comparison Simulation 
5.5, 6.5, 8.5 

Quiz on B 

F  Apr 8  Method of Moments 
Handout 
Generalized Linear Model  
Lab8 

13  M  Apr 11  Generalized Lambda Distribution 
Curve
Fitting in R (hand in) 

W  Apr 13  Generalized Beta 
HW on GLD 

Th  Apr 14  Plotting Quantile Functions, EGLD 
Lab10: Mult Logistic, Sparrows 
Machine Learning 


F  Apr 15 
MultiLevel Modeling (MLM) 
Link R output 

Lab9, Final Project Proposals 

14  M  Apr 18 
PCA and Eigenvectors 
Local Reg PCA Packet 
PCA 3 vars, PCA uses 
Splines
in R (hand in) 

W  Apr 20  PCA and Biplots SVD applic. 
PCA Tutorial 
Dim. Reduct, Constructs, PCA in R 

Th  Apr 21  Factor Analysis Lab11: PCA, Global Warming 
Factor Analysis 
Theory, SVD PCA via SVD SVD Example 

F  Apr 22  Ridge/Lasso Regression, Lowess  Packets: 1, 2, 3 
Lowess 
Lab10 

15  M  Apr 25 
Time Series GaussMarkov 
Packet (Wooldridge) 
FDL Model 
Quandl R (screenshot) 

W  Apr 27 
Time Series ARIMA 
Packet (ARIMA) 
ARIMA PACFs 

Th  Apr 28  Presentations 

F  Apr 29  Presentations Evaluations 
Hockey Sticks 
Lab11 

16  M  May 2  Quiz on GLD, MLM, PCA, Time Series 
Final Project 

W  May 4  Review Day 

Th  May 5  

F  May 6 


17  M  May 9  Final Exam 