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Observer-Expectancy Effect

The observer-expectancy effect occurs when an observer's preconceived expectations unconsciously influence their interactions with subjects or interpretation of data, causing results to align with those expectations.

Supports

Mis-route → belongs in Refutes

The bias files watch for researchers or evaluators who interact differently with subjects based on their expectations as confirmation.

Rosenthal & Jacobson Pygmalion classroom study

First and second graders in the 'bloomer' group showed significantly greater IQ gains than controls

n≈650

Raudenbush meta-analysis of teacher expectancy

Teacher expectancy effects on IQ were d ~ 0

n≈18

Refutes / corrects

Rosenthal & Fode rat experiment

Rats labeled 'bright' averaged 2

d=.70 · n≈12

In the wild

Clever Hans the horse (Pfungst, 1907)

Clever Hans appeared to perform arithmetic by tapping his hoof

1907

Drug-sniffing dog false positives

A University of California

2011

Synchrony-prosociality research bias

A 2023 meta-analysis found that when experiments on interpersonal synchrony and prosociality used non-naive experimente…

2023

Intermittent jam

Dispatch log · replication contested. The basic experimenter expectancy effect on animal behavior has replicated broadly. Rosenthal & Rubin (1978) estimated d = .70 across 345 studies in eight domains. However, the Pygmalion classroom findings proved difficult to replicate. Raudenbush's 1984 meta-analysis found effects only when expectancies were induced early. Jussim & Harber's 2005 review found effects are typically small (r = 0.1-0.2), may be more likely to dissipate than accumulate, and that teacher expectations predict outcomes more through accuracy than self-fulfilling influence. Thorndike (1968) harshly criticized the original Pygmalion study's methodology.

Pressure diagram · why it sorts this way

Observer-expectancy effects operate through multiple channels: (1) subtle nonverbal and paralinguistic cues (tone, facial expressions, body language) that communicate expectations to subjects; (2) selective attention and interpretation of ambiguous data to confirm expectations; (3) differential treatment (more encouragement, attention, challenging material) toward expected high-performers. In Rosenthal's rat studies, experimenters who expected bright rats handled them more and more gently, mediating the performance difference.

Some researchers argue that teacher expectations primarily reflect accurate assessments of student ability rather than creating self-fulfilling prophecies. Jussim & Harber (2005) found that ~75% of the predictive validity of teacher expectations reflects accuracy, with only ~25% attributable to self-fulfilling prophecy.

Manual override

Use double-blind designs where neither participants nor experimenters know condition assignments. Standardize protocols to minimize subjective interactions. Automate data collection where possible.

Meta-analytic evidence shows that experimenter expectancy effects diminish substantially when experimenters are naive to hypotheses or conditions. The synchrony-prosociality literature found effects were not distinguishable from zero when only naïve experimenters were included.

Routed from Robert Rosenthal, Kermit L. Fode, 1963 — The effect of experimenter bias on the performance of the albino rat.

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