Learning Outcomes:
At the end of the module, you will be able to:
- Demonstrate theoretical knowledge on recent methodological advances in the design and analysis of field experiments.
- Gain knowledge of influential field experiments in the social sciences and discuss their implications for policy.
- Evaluate the strengths and limitations of field experiments.
- Apply practical experience in designing a field experiment and writing and communicating about experimental research.
Indicative Module Content:
The module will include a range of topics covering both the theoretical and practical aspects of field experiments. Interspersed between these topics we will have a series of lectures showcasing an existing Irish field experiment in the area of early childhood intervention.
Topic 1: Introduction to Field Experiments
- 1A: Background & History of Field Experiments
- 1B: Causal Impact & Selection Bias
- 1C: Counterfactual Approach to Causal Inference
- 1D: Intervention Design & Evaluation
Topic 2: Randomisation for Field Experiments
- 2A: Introduction to Randomisation
- 2B: Types of Randomisation I
- 2C: Types of Randomisation II
- 2D: Unit of Randomisation
- 2E: Methods of Randomisation
Topic 3: Sample Size for Field Experiments
- 3A: Introduction to Sample Size & Power Analysis
- 3B: Hypothesis Testing & Type I and II Errors
- 3C: How to do a Power Analysis
- 3D: Factors Influencing Power Analysis & Rules of Thumb
Topic 4: Data & Measurement
- 4A: Outcomes & Data
- 4B: Measurement
- 4C: Sources of Measurement Error
Topic 5: Planning
- 5A: Ethics of Field Experiments
- 5B: Ethical Review Process
- 5C: Transparency in Field Experiments
Topic 6: Data Analysis
- 6A: Estimating treatment effects
- 6B: Additional analyses
Topic 7: Threats to Validity
- 7A: Compliance
- 7B: Attrition
- 7C: Spillovers
- 7D: Behavioural Responses
- 7E: Generalisability
Case study a field experiment
- The ‘Preparing for Life’ early childhood intervention programme