Anchoring Effect
A stated number pulls subsequent estimates toward it, regardless of relevance.
The anchoring effect is a cognitive bias in which an initially presented number disproportionately influences later judgments, even when the anchor is arbitrary. It was described in the behavioral-economics literature of the 1970s and has proved durable across domains.
It matters in interface and instruction design because anchors are easy to introduce accidentally. A placeholder value in a form is an anchor. A default in a settings panel is an anchor. An example in documentation is an anchor — readers reproduce the example's shape long after the surrounding prose has told them not to.
The same effect appears when instructing a Large Language Model. A schema field described as "maximum four hundred characters" reliably produces output near four hundred characters, because the only number in the field's description is the ceiling. The mitigation is to state the intended length as the target and keep any hard cap out of the visible description, purely as a backstop. Ceilings that double as guidance become goals — the Goodhart's Law variant.
Anchoring also explains why an early, confident wrong diagnosis is so expensive: subsequent investigation tends to orbit it rather than start over. Deliberately restating the problem from the observations, without the first hypothesis in view, is the cheap counter-move. A vivid number crowds out an unstated one in the same way, which is where anchoring meets the Base Rate Fallacy: a witness's 80% reliability or a test's 99% accuracy fixes the estimate, while how common the thing being judged actually is goes unused despite mattering just as much.
See also9
Prompt Engineering
Shaping a model's input to make the desired behavior reliable rather than occasional.
Agents & Language Models22 connections
Structured Output
Constraining a model to emit data conforming to a declared schema rather than free text.
Agents & Language Models13 connections
Root Cause Analysis
Escalating past the visible symptom until you find the layer that actually produced it.
Method49 connections
Plausible Mechanism
A causal explanation that was inferred rather than tested, and reads as more rigorous for being specific.
Method63 connections
Tool Use
Giving a model a set of callable functions so it can act on the world rather than only describe it.
Agents & Language Models27 connections
Nondeterminism
The property that identical inputs may produce different outputs, and what it costs to test around.
Agents & Language Models24 connections
System Prompt
The standing instructions that frame every turn of a conversation with a model.
Agents & Language Models16 connections
In-Context Learning
A language model's ability to pick up a task from examples or instructions in its prompt, without any change to its weights, and the quirks of how it does so.
Agents & Language Models9 connections
Slider
A control that sets a value by dragging a handle along a track, borrowed from the faders of audio equipment, ideal for adjusting something approximate with instant feedback and poor for entering an exact number.
Design & Interface11 connections
Linked from31
- AstroturfingMeaning & Society
Organized advocacy disguised as spontaneous, independent public support.
- Automation BiasMethod
Over-trusting an automated recommendation, including against available contrary evidence.
- Availability HeuristicMethod
Judging how likely or common something is by how easily examples come to mind, not by actual frequency.
- Base Rate FallacyMethod
judging a specific case from vivid evidence while discounting how common the categories actually are.
- Confidence TrickMeaning & Society
Fraud that obtains trust first, so the victim hands over the money themselves.
- Confirmation BiasMethod
The tendency to search for, interpret, and recall evidence in ways that favor what you already believe.
- Dunning-Kruger EffectMethod
Low skill removes the very ability needed to recognize low skill, inflating self-assessment most at the bottom.
- Fermi EstimationMethod
Reaching a defensible order-of-magnitude answer by decomposing a question into estimable factors.
- Folk EtymologyMeaning & Society
Words reshaped to resemble familiar parts, and the false origin stories that reshaping invites.
- Free-to-PlayPlay & Games
Zero-price entry monetized after the fact, with design that bends toward whoever is willing to pay.
- Gacha MonetizationPlay & Games
Selling randomized draws rather than items, and the structures that make the real price hard to see.
- Goodhart's LawMethod
When a measure becomes a target, it stops being a good measure.
- GroupthinkMeaning & Society
A cohesive group suppresses its own doubts to preserve unanimity, and makes a worse decision as a result.
- Illusory Truth EffectMethod
A claim feels more true the more times you've heard it, independent of any evidence for it.
- Law of TrivialityMethod
The time spent debating an item is inversely proportional to its actual stakes.
- MondegreenMeaning & Society
A misheard phrase reanalyzed into something else that still makes sense, most often from song lyrics.
- Motte and BaileyMethod
Defending a modest claim while trading on a bolder one made under the same name.
- Overton WindowMeaning & Society
The range of political positions treated as acceptable to hold at a given moment.
- Percentage PointMethod
The unit of an absolute change in a percentage, and the gap between that and a relative change.
- Prompt EngineeringAgents & Language Models
Shaping a model's input to make the desired behavior reliable rather than occasional.
- Red HerringMeaning & Society
A clue or argument that draws attention away from the real question, used deliberately by mystery writers and magicians, slipped into debates as a fallacy of relevance, and met by accident in every investigation that chases the wrong suspect.
- Regional Nerve BlockBody & Medicine
Local anesthetic placed around a nerve or plexus to interrupt conduction from a whole region, and the rebound that follows.
- Sensitivity and SpecificityMethod
The two error rates of a test, and why neither answers the question a person actually asks.
- Skill CheckPlay & Games
A dice-plus-modifier resolution borrowed from tabletop play to decide whether an attempted action succeeds.
- SliderDesign & Interface
A control that sets a value by dragging a handle along a track, borrowed from the faders of audio equipment, ideal for adjusting something approximate with instant feedback and poor for entering an exact number.
- Structured OutputAgents & Language Models
Constraining a model to emit data conforming to a declared schema rather than free text.
- Sunk Cost FallacyMethod
Continuing an effort because of what has already been spent on it, rather than what remains to be gained.
- Terror Management TheoryMeaning & Society
The experimental claim that reminders of death increase defense of one's worldview and self-esteem.
- Tier ListPlay & Games
A community-authored ordinal ranking of a game's options, and what the ranking actually measures.
- Time as ResourcePlay & Games
A design in which the scarce resource is the schedule itself, so every activity is paid for with another left undone.
- Xenobiotic MetabolismBody & Medicine
How bodies chemically dispose of foreign compounds, and why those pathways differ enough between species to make one animal's food another's poison.