Practice Causal Inference Techniques (10.2) - Causality & Domain Adaptation
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Causal Inference Techniques

Practice - Causal Inference Techniques

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Practice Questions

Test your understanding with targeted questions

Question 1 Easy

What is the main purpose of Randomized Controlled Trials?

💡 Hint: Think about how randomization helps in experimental studies.

Question 2 Easy

What is the difference between RCTs and observational studies?

💡 Hint: Consider the methods used in each type of study.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What technique is considered the gold standard for causal inference?

Observational Studies
Randomized Controlled Trials
Propensity Score Matching

💡 Hint: Remember which study type allows for better control over variables.

Question 2

True or False: Observational studies can provide unbiased estimates of causal effects.

True
False

💡 Hint: Consider the challenges faced when randomization is not applied.

1 more question available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Design an RCT to test the efficacy of a new cognitive therapy technique for depression. Outline key steps, including participant selection and how to ensure randomization.

💡 Hint: Think through how to minimize bias and control variables in your design.

Challenge 2 Hard

Given a dataset on smoking rates and lung cancer incidences, discuss how you would identify and reduce confounding variables to improve causal inference.

💡 Hint: Identify all potential confounding factors that could skew the relationship being studied.

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