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Data analysing softwares
Udemy - The Essential Guide to Stata
0 students
Last updated
Feb 2024
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Overview
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Course content
Sections:
18
•
Activities:
0
•
Resources:
102
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Section 1
01 - Introduction
001 Introduction
Section 2
02 - Getting Started
001 The Stata Interface
002 Using Help in Stata
003 Command Syntax
004 .do and .ado Files
005 Log Files
006 Importing Data
Section 3
03 - Exploring Data
001 Viewing Raw Data
002 Describing and Summarizing
003 Tabulating and Tables
004 Missing Values
005 Numerical Distributional Analysis
006 Using Weights
Section 4
04 - Manipulating Data
001 Recoding an Existing Variable
002 Creating New Variables, Replacing Old Variables
003 Naming and Labelling Variables
004 Extensions to Generate
005 Indicator Variable
006 Keep and Drop Data_Variables
007 Saving Data
008 Converting String Data
009 Combining Data
010 Using Macro's and Loop's Effectively
011 Accessing Stored Information
012 Multiple Loops
013 Date Variables
014 Subscripting over Groups
Section 5
05 - Visualising Data
001 Graphing in Stata
002 Bar Graphs and Dot Charts
003 Graphing Distributions
004 Pie Chart
005 Scatterplots and Lines of Best Fit
006 Graphing Custom Functions
007 Contour Plots (and Interaction Effects)
008 Jitter Data in Scatterplots
009 Sunflower Plots
010 Combining Graphs
011 Changing Graph Sizes
012 Graphing by Groups
013 Changing Graph Colours
014 Adding Text to Graph
015 Scatterplots with Categories
Section 6
06 - Testing Means, Correlations and ANOVA
001 Association Between Two Categorical Variable
002 Testing Means
003 Bivariate Correlation
004 Analysis of Variance (ANOVA)
Section 7
07 - Linear Regression
001 Ordinary Least Squares (OLS) Regression
002 Factor Variables in OLS Regression
003 Diagnostic Statistics for OLS Regression
004 Log Dependent Variables and Interaction Effects in OLS Regressio
005 Hypothesis Testing in OLS Regression
006 Presenting Estimates from OLS Regression
007 Standardizing Regression Estimate
008 Graphing Regression Estimates
009 Oaxaca Decomposition Analysis
010 Mixed Models_ Random Intercepts and Random Coefficients
011 Constrained Linear Regression
Section 8
08 - Categorical Choice Models
001 Binary Choice Models (Logit_Probit Regression)
002 Diagnostics and Interpretation of Logit and Probit Regression
003 Ordered and Multinomial Choice Model
Section 9
09 - Fractional_Proportional Variable Models
001 Fractional Logit, Beta Regression and Zero-inflated Beta Regression
Section 10
10 - Random Numbers and Simulation
001 Random Numbers
002 Data Generating Process.
003 Simulating a Violation of Statistical Assumptions
004 Monte Carlo Simulation
Section 11
11 - Count Data Models
001 Features of Count Data
002 Poisson Regression
003 Negative Binomial Regression
004 Truncated and Censored Count Regression
005 Hurdle Count Regression
Section 12
12 - Survival Analysis
001 What is Survival Analysis
002 Setting up Survival Data
003 Descriptive Statistics in Survival Data
004 Non-parametric Survival Analysis
005 Cox Proportional Hazards Model
006 Diagnostics for Cox Models
007 Parametric Survival Analysis
Section 13
13 - Panel Data Analysis
001 Setting up Panel Data
002 Panel Data Descriptives
003 Lags and Leads
004 Linear Panel Estimators
005 The Hausman Test
006 Non-Linear Panel Estimators
Section 14
14 - Difference-in-Differences Analysis
001 Difference-in-Differences Estimation
002 Parallel Trend Assumption
003 Difference-in-Differences without Parallel Trends
Section 15
15 - Instrumental Variable Regression
001 Instrumental Variable Regression
002 Multiple Endogenous Variables
003 Non-linear Instrumental Variable Regression
004 Heckman Selection Models
Section 16
16 - Epidemiological Tables
001 Introduction and Rate Data
002 Cumulative Incidence Data
003 Case-Control Data
004 Case-Control Data with Multiple Exposure
005 Matched Case-Control Data
Section 17
17 - Power Analysis
001 Power Analysis_ Sample Size
002 Power Analysis_ Power and Effect Size
003 Power Analysis_ Simple Regression
Section 18
18 - Basic Matrix Operations
001 Matrix Operations
002 Matrix Functions
003 Matrix Subscripting
004 Matrix Operations with Data
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Udemy - The Essential Guide to Stata
Course modified date:
9 Feb 2024
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