Statistics
Basic Statistics.pdfIntroduction to statistics
Introduction to statistics
Descriptive Statistics
Descriptive Statistics
Types of Data.pdfTypes of data
Types of data
Lecture 1.pdfDescriptive Stats Basics
Descriptive Stats Basics
SDSE.pdfStandard deviation and standard error
Standard deviation and standard error
Coefficients of Correlations.pdfCorrelation CoefficientsÂ
Correlation CoefficientsÂ
Statistical Inference
Statistical Inference
Lecture 2.pdfStatistical hypothesis testing
Statistical hypothesis testing
Central Limit Theorem.pdfCentral Limit Theorem
Central Limit Theorem
SamplingDistributionMean.pdfSampling distribution of the mean
Sampling distribution of the mean
ConfidenceIntervals.pdfConfidence intervals
Confidence intervals
Sampling distribution of estimators.pdfCommon sampling distributions
Common sampling distributions
Properties of estimators.pdfProperties of estimators
Properties of estimators
Statistical Tests
Statistical Tests
T-test.pdfT-test
T-test
KS-test.pdfKS-test
KS-test
Binomial Test.pdfBinomial test
Binomial test
Wilcoxon Signed Rank Sum Test.pdfWilcoxon test
Wilcoxon test
Mann-Whitney U Test.pdfMann Whitney test
Mann Whitney test
MultipleHypTesting.pdfMultiple Hypothesis testing
Multiple Hypothesis testing
McNemar's Test.pdfMcNemar's test
McNemar's test
Chi-Squared Tests.pdfChi squared tests
Chi squared tests
Fisher's Exact Test.pdfFisher's exact test
Fisher's exact test
Exact tests.pdfExact Tests
Exact Tests
Tests of Time Series.pdfUseful tests for time series
Useful tests for time series
ANOVA.pdfANOVA
ANOVA
Multiple Hypothesis Testing.pptxMultiple Hypothesis Testing
Multiple Hypothesis Testing
StatisticalTests(Summary).pdfSummary of tests
Summary of tests
Power and inference limitations
Power and inference limitations
Power Analysis.pdfPower Analysis
Power Analysis
Bayes Factors.pdfBayes factors
Bayes factors
Effect Size.pdfEffect size
Effect size
Limits of inferential statistics
Limits of inferential statistics
Inference Methods.pdfRegression Analysis
Regression Analysis
Ordinary Least Squares.pdfOLS
Generalized Least Squares.pdfGLS
Maximum Likelihood Estimation.pdfMLE
Probit Regression.pdfProbit
Logistic Regression.pdfLogistic
Tobit Regression.pdfTobit
Spline Regression.pdfSpine Regressions
Time Series.pdfTime series
Poisson Regression.pdfPoisson regression
Negative Binomial Regression.pdfNegative binomial regression
Non-Linear Regression.pdfNon-linear regression
Polynomial Regression.pdfPolynomial regression
Fixed Effects Regression Model.pdfFixed Effects Regression
Random Effects Model.pdfRandom Effects Regression
Mixed Effects Regression Model.pdfMixed Effects Regression
Homoscedasticity.pdfHomoscedasticity (definition and tests)
Method of Moments.pdfMethod of Moments
Difference in Difference Estimation.pdfDifference-in-Difference estimation
Instrumental Variables.pdfInstrumental Variables
Latent Variables.pdfLatent Variables
Granger Causality.pdfGranger Causality
Mediation analysis.pdfMediation Analysis
Regression Discontinutiy.pdfRegression Discontinuity
Summary of Regressions.pdfSummary of regressions
Summary of regressions
Forecasting
Forecasting
Forecasting.pdfIntroduction
Data Reduction Techniques
Data Reduction Techniques
Principal Component Analysis.pdfPrincipal Component Analysis
Principal Component Analysis
Factorial Analysis.pdfFactor Analysis
Factor Analysis
Discriminant Analysis.pdfDiscriminant Analysis
Discriminant Analysis
Cluster Analysis
Cluster Analysis
Cluster analysis.pdfIntroduction
K-means.pdfK-means
Hierarchical Clustering.pdfHierarchical clustering
ModelBasedClust.pdfModel Based clustering
Model Estimation
Model Estimation
Random Utility Model.pdfThe Random Utility Model (RUM)
Simultaneous Equations.pdfSimultaneous Equations
AppendixÂ
AppendixÂ
Z Table.pdfZ table
Student's T Table.pdfT table
Wilcoxon Rank Sum Table.pdfWilcoxon Rank Sum
Wilcoxon Signed Rank Table.pdfWilcoxon Signed Rank
Chi-Squared Table.pdfChi table
KS Table.pdfKS table