Participant Expectations

Participant expectations are the beliefs and assumptions people bring to a psychology study about its purpose, procedures, or likely outcomes. These expectations can shape attention, self-reports, and behavior through demand characteristics, placebo effects, or changes in motivation, potentially influencing the measured results rather than the intended experimental manipulation alone. Researchers assess and manage these effects through clear but balanced instructions, standardized procedures, blinding, deception when ethically justified, and post-study debriefing. Understanding participant expectations improves internal validity, supports ethical study design, and helps psychologists distinguish genuine treatment or experimental effects from responses driven by participants’ interpretations of the research situation.

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JoVE Core - Statistics

Expected Value

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2023

The expected value is known as the "long-term" average or mean. This means that over the long term of experimenting over and over, you would expect this average. The expected average is represented by the symbol μ. It is calculated as follows:In the equation, x is an event, and P(x) is the probability of the event occurring.The expected value has practical applications in decision theory.This text is adapted from Openstax, Introductory Statistics, Section 4.2 Mean or Expected Value and...

Expected Income, Expected Utility, and Risk Aversion II

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2025

John is evaluating a job offer from a company where his income will be uncertain. If the company performs well, John will earn an annual income of $81,000; otherwise, he will earn $49,000. It is assumed that either outcome has an equal chance, assigning a probability of 0.5 to each. This results in an expected income of $65,000. His decision-making is affected by the diminishing marginal utility of income. John evaluates his options based on their utility. Expected utility accounts for risk...

Expected Income, Expected Utility, and Risk Aversion I

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2025

Consider a hypothetical example where John is evaluating a job offer from a company. If the company performs well, John will earn an annual income of $81,000; if it performs poorly, he will earn $49,000. Each outcome is equally likely, with a probability of 0.5. These two outcomes are mutually exclusive, meaning only one can occur and their probabilities sum to 1. The amounts of $81,000 and $49,000 represent the payoffs associated with each outcome.John's expected income is the average amount...

Expected Return

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2024

Expected returns represent an investment's predicted profit or loss over a designated timeframe. These projections are based on historical performance, market trends, and statistical analysis, making them essential for investment planning and evaluating risk. Unlike actual returns, which reflect historical outcomes, expected returns offer a forward-looking estimate. Expected returns help investors make informed decisions by providing insights into potential future performance. However, it's...

Uncertainty and Expected Value

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2025

People face uncertain situations. Uncertainty arises in situations where future outcomes are unknown and influenced by chance or external factors. A college student may get a high-paying job as soon as they graduate in the future or remain unemployed for a long time. Another example of uncertainty is a college basketball team playing the final game of a championship. The team may either win the final game of the championship and earn the prize money or lose and earn nothing.Outcomes are the...

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