LibraryDesigning Experiments with Games

Designing Experiments with Games

Learn about Designing Experiments with Games as part of Behavioral Economics and Experimental Design

Designing Experiments with Games in Behavioral Economics

Behavioral economics leverages insights from psychology to understand how people make decisions, often deviating from purely rational models. Experimental design is crucial for testing these insights, and games provide a powerful, interactive platform for observing economic behavior in controlled settings.

Why Use Games in Experiments?

Games are not just for entertainment; in experimental economics, they serve as structured environments that elicit specific behaviors. They allow researchers to observe decision-making under conditions of strategic interaction, uncertainty, and varying incentives, mirroring real-world economic scenarios.

Games simulate real-world economic interactions to reveal decision-making biases.

Games allow researchers to create controlled environments where participants make choices with clear rules and outcomes. This helps isolate specific behavioral factors like fairness, reciprocity, and risk aversion.

By designing games with specific payoff structures, information sets, and rules, economists can test hypotheses about how individuals and groups behave. For instance, a game can be designed to measure altruism by observing how much a participant shares a resource, or to test loss aversion by framing potential gains and losses differently.

Key Game Types in Behavioral Economics Experiments

Several classic game structures are frequently adapted for experimental purposes. Understanding these foundational games is key to designing effective experiments.

Game TypeCore ConceptBehavioral Insights
Prisoner's DilemmaCooperation vs. DefectionTrust, reciprocity, social dilemmas
Ultimatum GameFairness in resource divisionAcceptance thresholds, fairness norms
Dictator GamePure altruism/inequality aversionGenerosity, impact of anonymity
Public Goods GameContribution to a common resourceFree-riding, social punishment, group dynamics

Designing Your Own Game-Based Experiment

Creating a successful game-based experiment involves careful consideration of several design elements. These elements ensure that the game effectively elicits the behavior you intend to study and that the results are interpretable.

What is the primary advantage of using games in behavioral economics experiments?

Games provide controlled, interactive environments to observe decision-making and test economic theories.

Consider the following steps when designing your experiment:

Loading diagram...

Defining the Research Question

Start with a clear, testable hypothesis. What specific aspect of behavior are you trying to understand? For example, 'Does the framing of a choice as a gain or loss affect risk-taking behavior in a strategic game?'

Selecting the Game Structure

Choose a game that naturally maps onto your research question. If you're studying cooperation, a Public Goods Game might be suitable. If you're interested in fairness, the Ultimatum Game is a common choice.

Determining Payoffs and Rules

The incentives must be clear and meaningful to participants. Payoffs should be designed to align with the behaviors you want to elicit or observe. Rules must be unambiguous to avoid confusion.

Designing the Information Environment

Decide what information participants will have. Will they know the payoffs for all players? Will they know the history of play? Information asymmetry can significantly alter strategic behavior.

Participant Recruitment and Ethics

Recruit a representative sample for your study. Ensure all participants are fully informed about the nature of the experiment, their rights, and how their data will be used. Obtain informed consent and maintain anonymity.

Data Analysis

Analyze the collected data using appropriate statistical methods. Compare behavior across different experimental conditions to test your hypotheses. Look for patterns in choices, contributions, and responses.

A well-designed game experiment is like a controlled laboratory for human behavior, allowing us to isolate and measure the impact of specific psychological factors on economic decisions.

Common Pitfalls and How to Avoid Them

Even with careful planning, experimental design can be tricky. Awareness of common issues can help prevent them.

Participant understanding of game rules and payoffs is paramount. Ambiguity can lead to decisions based on confusion rather than the intended behavioral drivers. Ensure instructions are clear, concise, and tested with a pilot group. Visual aids or interactive tutorials can significantly improve comprehension.

📚

Text-based content

Library pages focus on text content

Other pitfalls include experimenter demand effects (participants guessing the hypothesis and acting accordingly), selection bias in participant recruitment, and issues with the representativeness of the sample.

Conclusion

Game-based experiments are a cornerstone of modern behavioral economics. By carefully designing games that mirror economic interactions and carefully controlling experimental conditions, researchers can gain profound insights into the psychological underpinnings of economic decision-making.

Learning Resources

Handbook of Experimental Economics - Volume 3(documentation)

This handbook provides comprehensive overviews of experimental methods and findings in economics, including detailed discussions on game theory experiments.

Introduction to Behavioral Economics by Nick Wilkinson and Matthias Klaes(blog)

A foundational text that explains key concepts in behavioral economics, often referencing experimental designs and game theory.

The Ultimatum Game - Wikipedia(wikipedia)

Explains the Ultimatum Game, its variations, and the behavioral insights derived from experiments using this game.

Nobel Prize in Economics 2002 - Vernon L. Smith(paper)

Vernon Smith's Nobel lecture details his pioneering work in experimental economics, particularly using market simulations and game-like structures.

Designing Experiments in Economics - MIT OpenCourseware(documentation)

Provides lecture notes and materials that often cover experimental design principles relevant to behavioral economics and game theory.

Behavioral Economics: Past, Present, and Future - Richard Thaler(paper)

Richard Thaler's influential paper discusses the evolution of behavioral economics and the role of experiments in shaping the field.

The Public Goods Game Explained(video)

A clear explanation of the Public Goods Game and its implications for understanding cooperation and free-riding behavior.

Experimental Economics - A Primer(paper)

An accessible primer on the field of experimental economics, covering its methods, applications, and the importance of game theory.

The Dictator Game: A Review(paper)

A review of experimental studies using the Dictator Game, highlighting findings on altruism, fairness, and social preferences.

Behavioral Game Theory: Experiments in Strategic Interaction(documentation)

A seminal book by Colin Camerer that delves into the application of game theory in experimental settings to understand strategic decision-making.