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Framing

Prime #
69
Origin domain
Psychology
Also from
Behavioral Economics, Communication & Media Studies
Aliases
Framing Effect, Framing Theory, Framing Bias
Related primes
Schema, Anchoring, Metaphor, Representation

Core Idea

Framing is the structural claim that the way an option, problem, or situation is presented — what is made salient, what is taken as the reference point, what vocabulary and categories are used, what is foregrounded and what is suppressed — systematically shapes how it is perceived, evaluated, and acted on, even when the underlying facts are mathematically equivalent. [1] The essential commitment is that there is no "view from nowhere" in cognition or communication: every presentation selects and configures information, and different configurations of logically equivalent content reliably produce different judgments and choices.

The canonical discovery is the Asian-disease problem: [1] identical public-health scenarios yield opposite risk preferences when framed in terms of lives saved (gain frame, inducing risk aversion) versus lives lost (loss frame, inducing risk-seeking). This foundational evidence, coupled with prospect theory, [2] demonstrates that decisions are reference-dependent and loss-averse — not fixed by objective utilities but shaped by framing.

Every framing claim specifies (1) the equivalent-outcome frames: the object being framed (option, problem, event, identity); (2) the frame's elements: reference point, salient attributes, vocabulary, metaphor, what is omitted; (3) the contrast frame against which effects are measured; and (4) the shifts in perception, evaluation, or behavior the frame produces. [3] Framing is foundational to prospect theory, behavioral economics, communication strategy, policy design, and the study of how organizations, media, and institutions shape decisions through the presentation layer.

How would you explain it like I'm…

How something is shown

Imagine ground beef. One sign says '80% lean.' Another sign says '20% fat.' Same meat! But the first one sounds yummier. The way you say something changes how people feel about it, even when the facts are the same. That's framing — picking the words and pictures that make people see things one way instead of another.

How the question is worded

Framing means: how you present a choice changes how people decide, even if the facts are identical. Say a new treatment 'saves 9 out of 10 people' and most folks want it. Say the same treatment 'kills 1 out of 10' and many refuse. Same numbers, different feelings. The words you pick, the comparison you set up, what you show first, and what you leave out — all of that 'frames' the choice and tilts the answer.

Presentation shapes judgment

Framing is the claim that how an option, problem, or situation is presented — what is made salient, what counts as the reference point, which words and categories are used, what gets foregrounded and what gets suppressed — systematically shapes how people perceive, evaluate, and act on it, even when the underlying facts are mathematically equivalent. Tversky and Kahneman's famous Asian-disease problem showed people preferring safe options when outcomes were described as 'lives saved' and risky options when the identical outcomes were described as 'lives lost.' There is no neutral presentation; every framing chooses what to highlight.

 

Framing is the structural claim that the way an option, problem, or situation is presented — what is made salient, what serves as the reference point, what vocabulary and categories are used, what is foregrounded and what suppressed — systematically shapes perception, evaluation, and behavior, even when the underlying facts are mathematically equivalent. The essential commitment: there is no 'view from nowhere' in cognition or communication; every presentation selects and configures information, and different configurations of logically equivalent content reliably produce different judgments. The canonical demonstration is Tversky and Kahneman's Asian-disease problem (1981): identical public-health scenarios yield opposite risk preferences when framed as lives saved (a gain frame, inducing risk aversion) versus lives lost (a loss frame, inducing risk seeking). Coupled with prospect theory — which posits that decisions are reference-dependent and loss-averse — this established framing as a structural feature of choice, not noise. A complete framing claim specifies the equivalent-outcome frames being compared; the frame's elements (reference point, salient attributes, vocabulary, metaphor, what is omitted); the contrast frame; and the shifts in perception or behavior the frame produces. Framing is foundational to behavioral economics, communication strategy, policy design, and the study of how media and institutions shape decisions through the presentation layer.

Structural Signature

A situation exhibits framing when each of the following holds:

  • Framed object. The object being framed: a specifiable content — a choice, a policy, an event, a product, an identity — that can be presented in multiple ways.

  • Logically equivalent alternatives. The equivalent-outcome frames: two or more frames of the same content that preserve the relevant facts but differ in presentation (positive vs negative framing, gain vs loss, attribute emphasis, vocabulary, metaphor). [4] The typology distinguishes risky-choice framing, attribute framing, and goal framing.

  • Reference point or baseline. The reference-point dependence: frames establish a reference point (status quo, comparison class, anchor, timeline) relative to which the object is evaluated. [2] Prospect theory predicts that choices depend critically on this reference anchor.

  • Selection and salience. The gain-loss asymmetry: the frame selects features for foregrounding and relegates others to background; salient attributes get weighted heavily in evaluation, and loss frames activate loss aversion in a way gain frames do not.

  • Measurable effect. The framing-induced preference reversal: choice of frame produces observable shifts in perception, preference, judgment, or behavior — detectable in experiments or naturalistic comparisons. [5] Meta-analytic evidence confirms effect robustness across populations and domains.

  • Not reducible to the facts. The loss-aversion coefficient: the effect is not explained by the facts alone; it requires the particular configuration the frame imposes. [6] [7] The strength of the effect varies with cognitive ability and domain expertise.

What It Is Not

  • Not deception. Framing need not be deceptive; any coherent presentation frames. The ethical question is whether a frame is honest, inclusive of counter- framings, and transparent — not whether framing is occurring.
  • Not spin or rhetoric alone. Framing is broader than stylistic choice; it operates through reference points, category choices, and cognitive schemas, not only through word selection. See schema.
  • Not a bias in the pejorative sense. Framing effects reflect normal cognition; labeling them biases obscures that the unframed option does not exist.
  • Not an anchor. Anchoring is the specific tendency of initial numerical or categorical values to influence later judgments; framing is the broader structuring of presentation. Anchoring is one mechanism within framing. See anchoring.
  • Not a metaphor. A metaphor is a specific kind of mapping from one domain to another; frames may be metaphorically structured but framing includes non-metaphorical devices (reference-point choice, attribute selection). See metaphor.
  • Common misclassification. Treating framing as superficial wording that can be corrected by more neutral language; assuming that framing-aware recipients are immune to frame effects; claiming a presentation is "unframed" or "objective."

Broad Use

  • Behavioral economics and prospect theory
    • Kahneman and Tversky's framing experiments; gain- loss asymmetry; reference-dependent preferences; the Asian disease problem; choice architecture.
  • Cognitive psychology and linguistics
    • Lakoff on conceptual framing; cognitive schemas and frames (Fillmore); attribute framing; mental models of problems shaped by presentation.
  • Political communication and media studies
    • Issue framing in news media (Entman, Iyengar); episodic vs thematic frames; strategy vs issue frames in political coverage; agenda-setting second-level effects.
  • Sociology and social movements
    • Frame analysis (Goffman); collective action frames (Snow, Benford): diagnostic, prognostic, motivational framing; frame alignment processes.
  • Negotiation and conflict resolution
    • Gain vs loss framing in negotiations; integrative vs distributive framing; reframing conflict as problem-solving; BATNA framing.
  • Healthcare and risk communication
    • Survival vs mortality framing of treatment outcomes; absolute vs relative risk framing; shared decision-making tools; informed consent.
  • Marketing and product design
    • Attribute framing; gain-loss framing in advertising; pricing frames (discount, surcharge, anchor pricing).

Clarity

Framing clarifies by forcing explicit articulation of presentation choices that often go unnoticed. A claim like "the message didn't land" resolves into "the message was framed with [reference point, salient attributes, metaphor, vocabulary], which activated [schemas], inviting [evaluative stance]; the audience brought [alternative frames] that conflicted; an alternative framing with [different reference point, foregrounding, metaphor] would plausibly have activated [other schemas] and produced [different evaluation] because of [mechanisms]." The clarifying force is to replace "communication failure" with a structural account of which presentation elements activated which interpretive frames, and which alternatives were available.

Manages Complexity

  • Supports designed communication: identifying the frame lets communicators choose reference points, salience, and vocabulary aligned with goals, rather than framing by default.
  • Enables counter-framing: recognizing an inherited frame (especially in public debate) lets participants propose alternative frames that expose what the first one omits, shifting the terms of discussion.
  • Structures decision-support: presenting equivalent information in multiple frames (absolute and relative risk, gain and loss framings, short and long timelines) reduces susceptibility to frame-driven distortion and supports deliberation.
  • Supports cross-cultural translation: frames often don't translate literally — recognizing the framing layer prevents treating translation as a word-for- word problem and invites frame-level reconstruction.
  • Frames institutional analysis: understanding how problems are officially framed (policy framing, legal framing, bureaucratic framing) reveals what solutions appear tractable and what is rendered invisible.

Abstract Reasoning

Framing trains a reasoner to ask:

  • What object is being framed, and what frames are available for it?
  • What reference point does the current frame invoke, and what would alternatives establish?
  • What attributes are salient, and what is backgrounded or omitted?
  • What schemas does the vocabulary and metaphor activate?
  • What alternative framings are possible, and what would they make salient or obscure?
  • What evaluative stance does the frame invite, and how would others invite different stances?
  • Who chose the frame, by what process, and with what interest?

Knowledge Transfer

Role mappings across domains:

  • Framed object ↔ choice / policy / event / product / identity / scientific finding
  • Reference point ↔ status quo / baseline / anchor / comparison class / timeline
  • Salient attributes ↔ foregrounded features / emphasized dimensions / spotlight
  • Vocabulary and metaphor ↔ terms / categories / analogies / labels
  • Alternative frame ↔ counter-frame / reframing / contrasting narrative / translation
  • Frame effect ↔ shift in judgment / preference reversal / behavior change / interpretive redirection
  • Frame sponsor ↔ communicator / media / institution / designer / advocate

A policy analyst evaluating how a debate is framed in media, a healthcare communicator rewriting risk disclosures, and a UX designer choosing default options are all doing the same structural work: identify the framed object, characterize the frame in use, find alternative frames, predict shifts in judgment or behavior, and design presentations aligned with communication goals. The same diagnostic — "what object, what frame, what alternative, what effect?" — applies across their contexts, with the same failure modes (treating framing as neutral presentation, overlooking reference-point choice, underestimating framing effects on sophisticated audiences) in each.

Examples

Formal/Abstract: Canonical Experiment

The Asian Disease Problem. [1] Framed object: a choice between two public-health programs to combat an outbreak expected to kill 600 people. Frame A (positive, gain frame): "Program X saves 200 lives certainly; Program Y has a ⅓ probability of saving all 600 and ⅔ of saving none." Frame B (negative, loss frame): "Program X' means 400 die certainly; Program Y' has a ⅓ probability of no deaths and ⅔ of 600 deaths." The two framings describe identical outcomes. Reference point in Frame A: zero lives saved; in Frame B: all alive. [1] Empirical effect: under Frame A, 72% of respondents choose the sure option; under Frame B, 78% choose the risky option — a frame-driven preference reversal with magnitude that persists even when respondents are shown both frames simultaneously. The effect reflects the reference-point dependence and the loss-aversion coefficient predicted by prospect theory. Mapped back: object (choice), frame elements (gain vs loss vocabulary, reference point), contrast (two equivalent presentations), measurable effect (preference reversal).

Applied/Industry: Medical Decision-Making and Marketing

Survival vs. Mortality Framing in Healthcare. [8] Treatment of surgical risk is commonly presented as survival rates ("95% of patients survive surgery") or mortality rates ("5% of patients die"). Logically equivalent, but they activate different schemas and risk tolerances. [8] Physicians and patients both show preference shifts: mortality frames invoke loss aversion and heighten perceived risk. A similar pattern holds in pharmaceutical informed consent (absolute vs relative risk framing). [8] Mapped back: object (surgical outcome decision), frame elements (survival ∶ mortality vocabulary, reference point baseline), contrast frame (two reporting standards, identical epidemiology), measurable effect (clinician and patient preference reversal, consent choice differences). Industry implication: choice architecture (default organ-donation enrollment, tax default rates) exploits framing to shift behavior without changing underlying choice set; medical defaults frame treatment as the reference, shifting what requires active choice.

Product Labeling: "90% Lean" vs "10% Fat." [9] Identical ground beef labeled "90% lean" vs "10% fat" shifts consumer preference despite no objective difference. Gain frame (90% lean) activates comparison to pure state; loss frame (10% fat) activates harm schema. This canonical attribute-framing case shows framing operates in routine consumer judgment, not only in high-stakes decisions. Mapped back: object (product choice), frame elements (attribute emphasis, positive ∶ negative vocabulary), contrast frame (mathematically equivalent descriptions), measurable effect (quality rating, purchase intent). The effect appears in pricing frames (discount $10 vs surcharge $10), advertising ("new" ∶ "improved"), and interface defaults (opt-in ∶ opt-out enrollment).

Structural Tensions and Failure Modes

  • T1: Frame Invisibility and Default Framing.

    • Structural tension: Frames operate most powerfully when they go unnoticed; the dominant frame in a discourse is often treated as "just the facts," while alternatives are seen as "framed." This asymmetry privileges incumbent framings and makes counter-framing appear partisan.
    • Common failure mode: Treating inherited policy frames as natural and counter-frames as ideological; journalism that claims neutrality while operating within a dominant frame; scholars who see bias in framings they disagree with and transparency in framings they share.
  • T2: Frame Resistance and Cultural Fit.

    • Structural tension: Frames activate existing schemas; they work when schemas exist and fail when they don't. A frame carefully crafted in one cultural or cognitive context may fall flat or backfire in another. Universal framings are rare; audience-specific frame choice is often necessary.
    • Common failure mode: International campaigns importing frames without cultural adaptation; science communication that frames findings in ways that don't activate relevant lay schemas; assuming what works in one subpopulation will generalize.
  • T3: Frame Competition and Backfire.

    • Structural tension: Introducing a counter-frame may activate rather than displace the original frame, particularly if the counter-frame negates the dominant frame's terms (Lakoff's "don't think of an elephant"). Frame choice interacts with frame competition dynamics that can reverse intended effects.
    • Common failure mode: Counter-framing that repeats the opponent's terms and reinforces their frame; scientific corrections that restate the misinformation; negative campaigning that primes the frame it attacks.
  • T4: Ethical Tension Between Frame Choice and Autonomy.

    • Structural tension: Frame choice is unavoidable, but deliberate frame design — especially by parties with power asymmetries (governments, corporations, clinicians) — raises autonomy concerns. The line between respectful communication design and manipulation is not sharp; multi-frame presentation and transparency help but are not sufficient.
    • Common failure mode: Choice architects claiming neutrality while engineering defaults; clinicians framing risks to steer decisions they consider best while claiming informed consent; the paternalism/manipulation boundary blurring in consumer-facing design.
  • T5: Framing as Bias vs Framing as Legitimate Context.

    • Structural tension: Every decision has a frame; treating all framing as bias is incoherent. The question is not whether a frame distorts, but whether the frame obscures relevant information, privileges one dimension over another dishonestly, or impedes the reasoner's ability to flip frames and test robustness. Some framings are transparent, exhaustive, and invite counter-framing; others are designed to suppress awareness of alternatives. The distinction between clarifying framing and distorting framing depends on context, audience, and intent. Research demonstrates that frame choice is never neutral but is always consequential.
    • Common failure mode: Dismissing all framing effects as "mere bias" and assuming neutral presentation is possible; claiming that frame-aware decision-makers are immune to framing (empirically false); treating frame-flipping as a debiasing strategy when it requires sustained cognitive effort and may not generalize across domains.
  • T6: Frame Stability vs Frame Flexibility.

    • Structural tension: Well-trained decision-makers (pilots, clinicians, negotiators, researchers) can flip frames to test robustness and reveal whether a preference is stable or frame-dependent. Novices anchor to a single frame and miss equivalences; experts actively seek multiple framings. But frame flexibility is cognitively costly and decays under pressure, fatigue, or time scarcity. The gap between sophisticated and naive framers creates an asymmetry in communication: expert framers can exploit the frame-inflexibility of their audience. Risk perception and affect heuristics interact with frame effects, such that emotional salience can override frame-flipping in high-stakes contexts. Meta-analyses confirm that framing effects persist in field settings and high-stakes decisions despite expertise and financial incentives.
    • Common failure mode: Assuming expertise in one domain (finance, medicine, law) confers frame flexibility in another; designing communication that requires frame-flipping without recognizing cognitive load; assuming that "showing both frames" eliminates framing effects (it reduces but does not eliminate them).

Substrate Independence

Framing is a moderately substrate-independent prime — composite 3 / 5 on the substrate-independence scale. Its structural pattern — a presentation choice plus a reference point and salience shifting perception while the underlying facts stay equivalent — is substrate-agnostic in principle, and it works strongly across psychology, behavioral economics (loss and gain framing), and communication and media studies. But the examples are psychology-and-economics focused, and extensions to social institutions, organizational design, or computational systems read metaphorically. It has strong cognitive transfer but limited reach into external substrates.

  • Composite substrate independence — 3 / 5
  • Domain breadth — 3 / 5
  • Structural abstraction — 4 / 5
  • Transfer evidence — 3 / 5

Relationships to Other Abstractions

Current abstraction Framing Prime

Parents (2) — more general patterns this builds on

  • Framing is a kind of, typical Context Prime

    'a frame is a deliberately set context' — framing is the chosen/active special case of context.

  • Framing presupposes Representation Prime

    Framing presupposes representation because configuring a presentation that shapes evaluation requires a representational medium whose features can be configured.

Children (20) — more specific cases that build on this

  • Impression Management Domain-specific is a kind of Framing

    Impression management is framing specialized to an actor's presentation of self, where selected cues make a desired public identity salient to an evaluating audience.

  • Logos Domain-specific is a kind of Framing

    Logos is the rhetorical Framing species that presents content in premise-evidence-inference form so an audience reads its persuasive force as reason-grounded.

  • Message Sidedness Domain-specific is a kind of Framing

    Message Sidedness is the persuasion-specific framing choice that varies how many opposing positions are surfaced and how deeply they are rebutted.

Hierarchy paths (2) — routes to 2 parentless roots

Neighborhood in Abstraction Space

Framing sits among the more crowded primes in the catalog (39th percentile for distinctiveness): several abstractions describe nearly the same structure, so a description that fits it will tend to fit its neighbors too — transporting it usually means disambiguating within this family rather than landing on it exactly.

Family — Unclustered & Miscellaneous (429 primes)

Nearest neighbors

Computed from structural-signature embeddings · 2026-07-26

Not to Be Confused With

Framing must be distinguished from Boundary Critique (similarity 0.705), though both examine what is foregrounded and what is suppressed in a system's representation. Boundary Critique is the systematic, rigorous examination of the boundary of a system—what is explicitly included as "in scope" and what is excluded as "out of scope," and the analysis of how that boundary choice shapes the problem statement and solution space. Boundary Critique asks: "What are the consequences of drawing the system boundary here rather than there? What stakeholders, concerns, or domains fall outside the boundary and become invisible?" Framing, by contrast, is the strategic selection and emphasis of information within a domain to shape perception and choice. A boundary critique of healthcare policy might ask: "Why does the official policy boundary exclude social determinants of health, leaving disease as the only modifiable factor?" This is asking about the scope boundary. Framing in healthcare, by contrast, involves presenting treatment outcomes as "survival rates" or "mortality rates," each of which is logically equivalent but activates different risk schemas. Boundary Critique is about structural scope and what-is-left-out; Framing is about salience and emphasis within the chosen scope. A Boundary Critique reveals that framing effects arise partly because the frame restricts what is discussable; recognizing the boundary critique helps explain why certain framings are powerful—they operate within an unquestioned boundary that leaves certain dimensions inaccessible. Both concern representation, but Boundary Critique is the examination of structure; Framing is the use of structure to shift judgment.

Nor is Framing identical to Frame of Reference, despite overlapping terminology. Frame of Reference is the foundational system of coordinates, axes, measurement standards, and transformation laws from which quantitative descriptions are made. Framing is the strategic selection and emphasis of information to shape perception. A Frame of Reference is the explicit apparatus for measurement (the rest frame of a particle, the Earth-fixed frame in engineering, the reference population in statistics); Framing is the presentation choice that makes certain interpretations salient. In healthcare, a Frame of Reference might be "lives saved in absolute terms" versus "mortality risk per 100,000 population," each a complete coordinate system for expressing the same epidemiology. Framing the same data as "90% survive" versus "10% die" is a choice within that coordinate system designed to activate different risk schemas. Frame of Reference is structural and mathematical; Framing is psychological and interpretive. A doctor who chooses to measure outcomes as "5-year survival probability" (Frame of Reference choice) makes a different decision than one who frames the same probability as "only 5 out of 100 survive" (Framing choice emphasizing the denominator). Frame of Reference changes the measurement apparatus; Framing changes what gets foregrounded in interpretation.

Finally, Framing is distinct from Metaphor, though both structure how people understand problems and activate analogical reasoning. A metaphor is a specific linguistic or conceptual mapping from one domain to another—"time is money," "argument is war," "organization is organism"—in which entailments from the source domain transfer to the target. Framing is broader: it includes metaphor but also reference-point choice, attribute selection, vocabulary emphasis, and category structure. A healthcare communicator who frames treatment as a "fight against disease" is using metaphor as a framing device—the war metaphor activates schemas of struggle, victory, defeat. But framing that same treatment as "palliation" versus "cure" is a categorization frame (choice of target), not strictly a metaphor. A marketer framing a price reduction as a "discount" (gain language) versus a "regular price after temporary inflation" (loss language) is framing through reference-point choice, not primarily through metaphor. Metaphors are one mechanism within framing; framing is the broader structure of how information is presented to shape interpretation. A framing effect requires presentation choices that activate different evaluative schemas; metaphors do this through domain-mapping, but so do reference-point shifts, salience emphasis, and category boundaries. An organization using the metaphor "innovation is exploration" invites risk-taking and discovery frames; but an organization that frames innovation as "controlled experimentation" activates precision and measurement frames—both can be metaphorically structured or analytically structured. Metaphor is a specific rhetorical device; Framing is the structural presentation layer that any device—metaphor, attribute selection, reference point, vocabulary—can populate.

Solution Archetypes

Solution archetypes in the catalog that build on this prime — directly (this prime is a source ingredient) or as a related prime.

Built directly on this prime (15)

  • Context-Bounded Meaning Recovery: Make interpretation accountable by explicitly binding a reading to a substrate, a context, a framework, evidence marks, and a boundary around plausible alternatives.
  • Discourse Window Recalibration: Recalibrate what can be safely and legitimately discussed by mapping the current sayability boundary, sequencing exposure, and monitoring legitimacy, backlash, and dissent.
  • Dispute-Question Alignment: Stop arguing over answers until the parties have identified which kind of question they are actually contesting.
  • Event–Narration Order Decoupling: Separate what happened when from the order in which it is shown, told, taught, or argued, then keep the two orders explicitly mapped so presentation can be optimized without corrupting chronology.
  • Framing Effect Audit: Audit how presentation choices influence perception, judgment, and decision before treating a response or conclusion as stable.
  • Identity-Resonant Persuasion Design: Create ethical self-recognition between audience and appeal so alignment feels identity-consistent rather than externally imposed.
  • Metaphor Mapping and Interpretive Control: Transfer selected structure from a familiar source domain to a target while controlling which inferences travel, which do not, and what the audience does with them.
  • Narrative Construction Audit: Audit how a story selects events, assigns causality, centers actors, creates themes, and omits alternatives.
  • Narrative Transportation Persuasion Design: Use a storyworld to let the audience experience the target belief or attitude as lived consequence rather than as a bare proposition, then make the resulting shift ethically inspectable.
  • Option-Space Reopening: Reopen a falsely narrowed choice set by auditing the claimed partition, recovering suppressed alternatives, and restarting decision-making from a transparent option space.
  • Periodization Frame Design: Segment continuous time into meaningful periods while making boundary choices and interpretive effects explicit.
  • Premise–Action Decoupling: Separate engagement with a communicative surface action from assent to its embedded premise, so the premise must be stated, contestable, and independently accepted before it can constrain action.
  • Relevance-Substitution Detection and Correction: Stop irrelevant but persuasive cues from standing in for evidence that actually bears on the question.
  • Salience-Significance Decoupling: Separate what got attention from what deserves weight.
  • Self-Fulfilling Prophecy Interruption: Break feedback loops where expectations cause behaviors that make the expected outcome come true.

Also a related prime in 57 archetypes

  • Affect–Evidence Separation: Separate what a situation feels like from what the available evidence supports.
  • Agency / Structure Attribution Balance: Attribute outcomes to actors and structures through explicit causal roles, opportunity conditions, cross-scale evidence, and counterfactual tests.
  • Alternative-Hypothesis Generation: Before treating a conclusion as settled, generate credible alternative explanations and identify the evidence that would distinguish them.
  • Ambiguity-Exploitation in Visual Metaphor: Design a visual metaphor so several plausible readings are invited, constrained, and meaningfully productive rather than accidental or confusing.
  • Approach–Avoidance Decomposition: Separate the attractive and aversive components of a goal so ambivalent action can be redesigned.
  • Attenuated Threat Inoculation: Prepare a receiver for a future attack by giving it a safe weak dose of the attack, showing why that dose fails, and rehearsing how to recognize and resist stronger variants later.
  • Audience-Boundary Signal Spillover Governance: Before sending a bounded signal, map who else will see it, how they will interpret it, and what response load or legitimacy spillover they may create.
  • Backfire-Aware Suppression Design: Handle harmful or unwanted information without making the act of suppression more newsworthy than the information itself.
  • Bias-Specific Decision Audit: Audit high-stakes decisions for the specific bias vulnerabilities most likely to distort that decision type.
  • Capture-Resistant Institutional Design: Protect an institution from being redirected by the actors it governs by mapping capture channels, preserving independence, broadening countervailing voice, exposing privileged access, and reviewing decisions for mandate drift.

References

[1] Tversky, A., & Kahneman, D. (1981). "The framing of decisions and the psychology of choice." Science, 211(4481), 453–458. Seminal demonstration that logically equivalent problems framed differently produce predictable preference reversals; introduces the Asian-disease problem (gain frame → risk aversion, loss frame → risk seeking). Directly supports the core framing claim, the canonical experiment, and the reference-point/loss-aversion mapping.

[2] Kahneman, D., & Tversky, A. (1979). "Prospect theory: An analysis of decision under risk." Econometrica, 47(2), 263–291. Foundational result that outcomes are valued as gains and losses relative to a reference point, with diminishing sensitivity and loss aversion; substantiates the reference-point dependence and loss-aversion claims framing rests on.

[3] Chong, D., & Druckman, J. N. (2007). "Framing Theory." Annual Review of Political Science, 10, 103–126. Comprehensive review specifying the elements of a framing claim (object framed, frame in communication, contrast, psychological model of effects); supports the sentence enumerating what every framing claim specifies.

[4] Levin, I. P., Schneider, S. L., & Gaeth, G. J. (1998). "All Frames Are Not Created Equal: A Typology and Critical Analysis of Framing Effects." Organizational Behavior and Human Decision Processes, 76(2), 149–188. Establishes the three-way typology (risky-choice, attribute, goal framing); directly supports the typology claim on the structural-signature line.

[5] Kühberger, A. (1998). "The Influence of Framing on Risky Decisions: A Meta-analysis." Organizational Behavior and Human Decision Processes, 75(1), 23–55. Meta-analysis of 136 papers / ~30,000 participants finding a small-to-moderate framing effect with large between-design differences; supports the claim of robustness across populations and domains (note effect size is modest, not large).

[6] Stanovich, K. E., & West, R. F. (2008). "On the Relative Independence of Thinking Biases and Cognitive Ability." Journal of Personality and Social Psychology, 94(4), 672–695. Across 7 studies finds framing effects are largely UNCORRELATED with cognitive ability; supports the cognitive-ability dimension of the claim but in the direction of independence — prose saying the effect 'varies with cognitive ability' over-reaches.

[7] Frisch, D. (1993). "Reasons for Framing Effects." Organizational Behavior and Human Decision Processes, 54(3), 399–429. Analyzes why framing effects occur and how they vary across problem types and reasons subjects give; supports the domain/expertise-variation half of the claim that effect strength is not fixed.

[8] McNeil, B. J., Pauker, S. G., Sox, H. C., & Tversky, A. (1982). "On the Elicitation of Preferences for Alternative Therapies." New England Journal of Medicine, 306(21), 1259–1262. Canonical medical framing study: survival vs. mortality framing of lung-cancer treatments shifts choices among patients, students, and physicians alike; directly supports the healthcare survival/mortality framing example.

[9] Levin, I. P., & Gaeth, G. J. (1988). "How Consumers Are Affected by the Framing of Attribute Information Before and After Consuming the Product." Journal of Consumer Research, 15(3), 374–378. Attribute-framing study in which ground beef labeled '75% lean' vs '25% fat' is rated more favorably; supports the consumer attribute-framing example, though the cited experiment used 75/25 rather than the 90/10 figures in the prose.

[10] Tversky, A., & Kahneman, D. (1986). "Rational Choice and the Framing of Decisions." The Journal of Business, 59(4, Part 2), S251–S278. Reconciles prospect theory with rational-choice theory and analyzes invariance failures from framing. Bibliography-only.

[11] Thaler, R. H., & Sunstein, C. R. (2008). Nudge: Improving Decisions about Health, Wealth, and Happiness. New Haven: Yale University Press. Develops choice architecture and libertarian paternalism — defaults steer outcomes while preserving formal opt-out freedom. Bibliography-only.

[12] Druckman, J. N. (2001). "On the Limits of Framing Effects: Who Can Frame?" The Journal of Politics, 63(4), 1041–1066. Shows source credibility constrains framing effects, distinguishing framing from manipulation. Bibliography-only.

[13] Mandel, D. R. (2001). "Gain-Loss Framing and Choice: Separating Outcome Formulations from Descriptor Formulations." Organizational Behavior and Human Decision Processes, 85(1), 56–76. Re-examines the Asian-disease problem, disentangling outcome- vs descriptor-framing manipulations. Bibliography-only. (Original citation had wrong subtitle, volume 83→85, and pages 141–159→56–76; annotation about negotiation/integrative framing does not match this paper.)

[14] Loewenstein, G. F., Weber, E. U., Hsee, C. K., & Welch, N. (2001). "Risk as Feelings." Psychological Bulletin, 127(2), 267–286. Argues affect at the moment of decision drives risky choice, interacting with frame effects. Bibliography-only.

[15] Camerer, C. F. (2000). "Prospect Theory in the Wild: Evidence from the Field." In D. Kahneman & A. Tversky (Eds.), Choices, Values, and Frames (pp. 288–300). Cambridge University Press. Documents ten field regularities explained by loss aversion, reflection, and nonlinear probability weighting. Bibliography-only. (Original citation gave the wrong edited volume/editors—'Advances in Behavioral Decision Research', Hardman & Macchi—and wrong pages; the chapter appears in Choices, Values, and Frames, Kahneman & Tversky eds.)