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NetCourse: Introduction to Panel Data Using Stata

July 16 : 08:00 - August 27 : 17:00 CEST

$295
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Become an expert in the analysis and implementation of linear, nonlinear, and dynamic panel-data estimators using Stata. This course focuses on the interpretation of panel-data estimates and the assumptions underlying the models that give rise to them. The course is geared for researchers and practitioners in all fields. The breadth of the lectures will be helpful if you want to learn about panel-data analysis or if you are familiar with the subjects.

The concepts presented are reinforced with practical exercises at the end of each section. We also provide additional exercises at the end of each lecture and access to a discussion board on which you can post questions for other students and the course leaders to answer.

Click here to register!

Course content

Lesson 1

  • An introduction to panel data and its features
    • Getting started with panel data
    • Summary statistics and dynamics
  • Overview of basic concepts
    • Data generation
    • The regression model
      • Variance–covariance estimators
    • Margins and marginal effects
    • Basic panel-data estimation concepts
      • Moment-based estimation
    • Panel data, regression, and efficiency
  • Closing remarks

Lesson 2

  • Random-effects model
    • The model
  • Fixed-effects model
    • Within estimator
      • Comparing within and random-effects estimates
    • First-differenced estimator
  • Deciding between random and fixed effects
    • Hausman test
    • Mundlak test
  • Population-averaged models

Note: There is a one-week break between the posting of Lessons 2 and 3; however, course leaders are available for discussion.

Lesson 3

  • Probit model
    • Probit models for panel data: Random effects
    • Probit models for panel data: Population averaged
    • Probit models for panel data: Remarks
  • Logit model
    • Logit models for panel data: Random effects
    • Logit models for panel data: Fixed effects
    • Logit models for panel data: Population averaged
  • Poisson model
    • Poisson models for panel data

Lesson 4

  • Endogeneity
    • Cross-sectional estimation under endogeneity
    • Panel-data estimation under endogeneity
  • Dynamic models
  • Building your own dynamic models
    • A more complex dynamic structure
  • Concluding remarks

Prerequisites

  • Stata 16 installed and working
  • Basic knowledge of using Stata interactively (NetCourse 101: Introduction to Stata)
  • Familiarity with basic time-series, cross-sectional summary statistics and linear regression

Dates and Time

  • July 16 – August 27, 2021
  • 18:00 – 22:00 CET (6 – 10 PM CET) (5 – 9 PM UK/GMT)

Click here to register!

Details

Start:
July 16 : 08:00 CEST
End:
August 27 : 17:00 CEST
Cost:
$295
Event Category:

Venue

Online

Organizer

StataCorp LLC
View Organizer Website

Event Conditions

Course registration is binding. Upon cancellation more than 8 working days before the course start date, we invoice 50% of the course fee. Upon cancellation less than 8 working days before the course start date, we invoice the full course fee. Click here to read the full Terms and Conditions!