Algorithm Appreciation
Algorithm appreciation is a tendency to give greater weight to advice believed to come from an algorithm than to comparable human advice.
Established ConceptWhat does it mean in everyday language?
Knowing that a recommendation came from a computer can make it more influential, even when the advice itself is unchanged.
An example
Hypothetical example: two people receive the same numerical estimate. The person told it was generated by an algorithm adjusts their own estimate more strongly toward it.
A more precise definition
Algorithm appreciation describes a relative preference for algorithmic judgment, measured through advice use or related choices. It concerns how the attributed source of advice affects reliance.
Key features
- Compares algorithmic and human sources
- May occur with identical advice labeled differently
- Varies with the task and the person receiving advice
Where the definition stops
It is not proof that algorithms are always more accurate or that their users are always overconfident. Preference and inappropriate reliance are distinct questions.
How it relates to synthetic imprinting
It provides a way to test whether an AI label influences credibility separately from a message's wording or visual realism.
Research context
Logg, Minson, and Moore found greater use of algorithmic advice across several judgment experiments, with important boundary conditions. Algorithm appreciation and algorithm aversion describe patterns that can occur under different circumstances.
Related terms
- Algorithm Aversion Established Concept
- Automation Bias Established Concept
- Trust Calibration Established Concept
Sources and further reading
- Algorithm appreciation: People prefer algorithmic to human judgment — Jennifer M. Logg, Julia A. Minson, Don A. Moore (2019). Organizational Behavior and Human Decision Processes.
Cite this definition
APA: SyntheticImprinting.com. (2026). Algorithm Appreciation. https://syntheticimprinting.com/terms/algorithm-appreciation/
MLA: “Algorithm Appreciation.” SyntheticImprinting.com, 2026, https://syntheticimprinting.com/terms/algorithm-appreciation/. Accessed September 26, 2026.
Chicago: SyntheticImprinting.com. “Algorithm Appreciation.” Last modified 2026-09-24. https://syntheticimprinting.com/terms/algorithm-appreciation/.
What the status means
A concept used in academic or professional literature. This label does not mean every claim about it is settled.
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