Stata for Statistics & Data Analysis
Pre-Course Survey
Discussion Forum: STATA
Getting Started with STATA
4 Topics
Welcome to this course!
Introduction to STATA interface
Importing data
Examining data
Data cleaning
9 Topics
|
1 Quiz
Use of relational operators
Labeling data, variable and value using command
Labeling data, variable and value from menu
Rename, Replace, Keep and Drop variable(s)
Arithmetic operators and generating variables
Generating variables using function and “egen”
Recoding
Use of logical operators
Order & Sort
Quiz on Data Cleaning
Merge and Append
4 Topics
|
1 Quiz
Merge and append introduction
Append
One to one merge
One to many and many to one merge
Quiz on Merge and Append
Basic Data Analysis and Visualization
5 Topics
|
1 Quiz
Data types
Tabulation of categorical variable
Summary Statistics
Graphical visualization of categorical variable (pie, bar)
Graphical visualization of quantitative variable (Histogram, Box plot, Scatter plot)
Quiz on Basic data analysis & visualization
Regression Analysis and Cross Section Regression
9 Topics
|
1 Quiz
Introduction to Regression Analysis
Concept of regression model
What is hypothesis testing
Regression function (Population vs Sample)
Simple linear regression
Multiple linear regression
Multicollinearity
Heteroscedasticity
Specification bias
Quiz on Regression Analysis and Cross Section Regression
Time Series and Panel Regression Methods, Different Functional Forms
10 Topics
|
1 Quiz
Types of Dataset
Time series data setup
Time series regression
Autocorrelation
Functional forms of regression
Choosing the best model
Linear Trend Model and Forecasting
Panel Data setup
Panel regressions
Some interesting graphs with panel data
Quiz on Time Series and Panel Regression Methods, Different Functional Forms
Important Statistical tests, Non-linear Regressions
6 Topics
|
1 Quiz
One sample t test, Two sample t test, Paired sample t test
Pearson’s Chi-squared test
One way ANOVA
Non-linear regressions: Binary logit and probit
Non-linear regressions: Ordered logit/probit & Multinomial logit/probit
Non-linear regressions: Limited dependent variable models
Quiz on Important Statistical tests, Non-linear Regressions
How to use STATA perfectly, efficiently and ideally
7 Topics
|
1 Quiz
Setting the Working Directory
Do file
Log file
Installing user-written package, help, search, findit
Presenting STATA results in MS word
Survey data
Go beyond..
Quiz on using STATA perfectly, efficiently and ideally
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Introduction to STATA interface
Stata for Statistics & Data Analysis
Getting Started with STATA
Introduction to STATA interface
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