Lecture 8: Randomised Experiments Flashcards
What is the potential outcome approach? Explain it
What is the definition of causality?
What is the fundamental problme of causal inference?
Explain the difference between homogenous and heterogenous treatment effects? How would I write this mathematically?
What is the Average Treatment effect (ATE)? What is the equation for this?
What is the Average Treatment on the Treated (ATT)? What is the equation for this?
What is the Average Treatment on the Non-Treated (ATNT)? What is the equation for this?
What is the Local Average Treatment Effect (LATE)? What is the equation for this?
Explain how selection bias can mean that two groups are not the same?
How can we solve the selection bias issue?
Randomisation
What are the 3 key aspects that need to be controlled for in an RCT?
What is Imperfect Compliance?
What are the two different types of imperfect compliance?
What is the Intention to Treat effect (ITT)?
Explain how randomisation cna be thought of as an IV?