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Behavioral Economics

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The synthetic discipline that integrates psychological research into economic models of choice — documenting systematic departures from rational-agent predictions and proposing alternative models that accommodate cognitive biases, bounded rationality, and social preferences. Canonical traditions: Kahneman & Tversky, Thaler, Sunstein, behavioral finance, nudge theory.

Reviewed origins (63)

These attributions have been reviewed as historical or practice origins and promoted to mechanism frontmatter.

  • Activation-Energy Reduction Pass — Sweeps the whole path to the target action and strips out every removable step, delay, and missing resource so the action costs almost nothing to start.
  • Anti-Herding Interventions — Breaks pile-on and panic dynamics by restructuring the imitation signals — visibility, timing, and diversity — so local actors decide from their own information instead of copying the crowd.
  • Automatic Savings — Moves a fixed future-facing allocation out of reach automatically, before discretionary spending can claim it, so saving happens by default each period.
  • Barrier-to-Support Conversion — Re-engineers a specific, reducible avoidance driver into an actual support — often by adding a reversibility or safety valve that dissolves the fear behind it.
  • Behavior Default Design — Reshapes ordinary routines, templates, and defaults so the target behavior becomes the path of least resistance — with an explicit low-friction opt-out so the default nudges rather than coerces.
  • Choice Architecture Confound Audit — Inspects the real choice environment — defaults, ordering, layout, friction — for the presentation features that could have shaped a choice, so preference is not read off a decision the interface made.
  • Choice Architecture Menu — Presents the approved ways to satisfy a requirement as a small, neutrally-framed menu, so the constraint is met by choosing among real options rather than by obeying one imposed path.
  • Choice Architecture Simplification — Reduces irrelevant options and presentation burden while preserving meaningful alternatives and agency.
  • Commitment Device — Locks in the focal goal ahead of time by making defection to a competing goal costly, penalized, or impossible — so the choice is settled before willpower is tested.
  • Commitment Reset Memo — A written re-decision that treats a regretted commitment as if it were being chosen fresh today — continue on modified terms, reverse, or repair — so sunk cost stops driving the call.
  • Context Reinsertion Prompt — Shows the cost, quantity, source, delay, or comparison baseline a cue strips away, placing the missing information right beside the cue that would otherwise dominate the response.
  • Corrective Feedback Nudge — Steers a person or agent back toward a norm with a small, low-authority signal they are free to ignore, kept gentle by a deliberate influence budget.
  • Dashboard Framing Review — Audits a live dashboard's display choices — units, baselines, sort order, default filters, missing denominators — for the ones that steer the operational decisions the dashboard actually drives.
  • Decision Sequence Timeline — A timeline showing when visible actors acted and when later actors could observe those actions.
  • Default Enrollment — Sets the long-term-beneficial option as the standing default so people are enrolled unless they actively opt out, harnessing inertia toward their own future interest.
  • Default Enrollment with Notice — Places eligible people on a beneficial path while giving timely, salient notice and a usable way to decline.
  • Default Option Design — An interface or policy mechanism that preselects a safe ordinary path while preserving override.
  • Default or Access Path Adjustment — Changes the path of least resistance so responsive actors move toward the desired action without requiring a large price change.
  • Default Path Redesign — Makes the known-correct action the thing that happens when nobody does anything, so inaction now produces the right behavior instead of the wrong one — with an opt-out that keeps it legitimate.
  • Default Presets — Provides standard starting configurations that remove the need for repeated low-value decisions.
  • Default Setting — Preselects a local option so ordinary action follows the desired path unless a user, team, or subsystem deliberately changes it.
  • Default Setting Shift — Changes the pre-selected option or normal path so repeated choices aggregate differently, without asking every actor to decide anew.
  • Default Switch with Protected Opt-Out — Changes the standing default to the selected equilibrium so participation is automatic, while keeping a visible, feasible, nonpunitive way to decline.
  • Delayed Popularity Count — Withholds a running popularity signal until each viewer has had a window to react on the content itself, so early votes don't stampede later ones.
  • Ethical Preference Inference Review — Governs whether inferring and acting on someone's revealed preferences is permissible — checking consent, the evidence's limits, and whether the use exploits rather than serves the chooser.
  • Forecast Backtesting Review — After a project closes, compares what was forecast to what actually happened, records the signed error, and fires a recalibration so the next plan inherits the correction.
  • Forgone-Alternative Decision Journal — A contemporaneous log of what was chosen, what was rejected, and what was known at the time — written before the outcome lands, so a later regret review cannot be quietly rewritten by hindsight.
  • Friction Addition — Adds a pause, confirmation step, cooling-off period, queue, or effort cost to reduce an undesired action when the behavior is highly sensitive to small barriers.
  • Friction Adjustment — Tilts the effort, steps, and salience of a path — smoothing the desired action and adding drag to the harmful one — so behaviour changes without persuasion or prohibition.
  • Friction Insertion — Adds delay, effort, cost, or confirmation at the precise points where a harmful pattern accelerates, damping the loop without banning the action.
  • Friction or Salience Adjustment — Re-weights the effort and attention around existing options — adding friction to the old response, salience to the new — so the desired action becomes the path of least resistance without removing any choice.
  • Future-Impact Dashboard — Renders delayed consequences — depletion, accruing debt, foreclosing options — as a live display at the moment of choice so the future is visible, not abstract.
  • Gain/Loss Frame Comparison — Presents a logically identical outcome once as a gain and once as a loss, measures how far the reframing moves preference, and decides whether both valences must be shown.
  • Incentive Floor Testing — Tests lower incentive sizes or frequencies to identify the smallest reliable incentive before larger rewards create cost, dependency, crowd-out, or gaming.
  • Infrastructure and Default Redesign — Rebuilds the shared substrate and default settings people act within, so the behaviour you want becomes the path of least resistance instead of an act of willpower.
  • Infrastructure Plus Incentive Package — Pairs a capability-enabling infrastructure change with an incentive that makes the new capability worth using.
  • Opt-In / Opt-Out Design — Sets the default state of a constraint and makes reversing it genuinely easy and non-punitive — so participation is a real, revocable choice rather than a trap.
  • Opt-Out Architecture — Makes departure from a default legible, timely, low-friction, and reversible where appropriate.
  • Option-Set Simplification — Reduces the number of available choices, bundles choices into packages, or removes rarely useful variants.
  • Post-Safeguard Incentive Audit — Re-maps who now pays, benefits, observes, and controls after a safeguard lands, exposing where the risk budget and accountability actually moved.
  • Precommitment Blocker — Occupies a future cue, routine, or choice slot with a voluntary safe commitment.
  • Precommitment Contract — Binds your own future choices in advance through an agreed, enforceable instrument that names the constraint and the narrow conditions under which it may be lifted.
  • Precommitment Device — Makes a commitment credible by removing or raising the cost of the promisor's own future option to back out — binding the maker's future self rather than the counterparty.
  • Preference Reversal Probe — Deliberately re-presents the same options in an altered frame or order to see whether the chooser's ranking flips — separating a stable preference from a framing artifact.
  • Presentation Sensitivity Table — A single ledger that records every frame variable tested, the shift each one produced, the materiality threshold applied, and the resulting disclosure or redesign decision.
  • Progressive Friction — Makes additional accumulation increasingly costly or review-heavy as the compounding variable approaches a dangerous range.
  • Public-Signal Lag or Blinding — Withholds or delays a live public signal — running tallies, early results, leaked polls — so that later actors decide on their own read instead of on the crowd's visible momentum.
  • Ranking or Shelf-Placement Audit — Assesses whether list rank, screen location, shelf placement, search position, or queue order creates advantage independent of intrinsic quality.
  • Reference Class Comparison — Anchors a specific case's confidence to the observed base rate of a comparison population of similar past cases, correcting an inside-view heuristic toward the outside view.
  • Reference-Class Bid Review — Places a pending bid's estimate inside a class of comparable past contests and reads off the base-rate outcome and the typical field of rivals, producing a debiased, outside-view input before any winning-conditional correction.
  • Reference-Class Forecast — Forecasts a case by locating the class of comparable past cases and reading their actual outcome distribution, replacing the optimistic inside view with a base rate drawn from how similar efforts really turned out.
  • Reference-Class Forecasting — Forecasts how long the subject will persist by placing it in a class of genuinely comparable cases and reading its lifetime off that class's distribution, instead of trusting a bottom-up guess.
  • Reference-Class Forecasting Workbook — A step-by-step worksheet that defines the forecast object, selects a comparable class, and pulls the estimate toward that class's actual outcome distribution by a documented adjustment.
  • Regret Gap Table — Breaks a single realized regret into its component value differences — money, time, trust, safety, optionality, learning — and shows which stakeholders bear each one.
  • Regret Pre-Mortem — Before committing, imagines the decision has already failed and works backward to the most plausible future regrets — then maps whose they are and preserves low-cost options against the ones worth guarding.
  • Regret-Weighted Decision Log — A running ledger of decisions, each tagged with a regret weight that counts only when the better alternative was genuinely available at the time.
  • Risk Compensation Premortem — Before a safeguard ships, imagines how users will spend the safety gain — so the offset is anticipated and wired into monitoring instead of discovered after harm.
  • Safe Default or Preselected Path — Makes the desired, low-risk option the one that happens when the agent does nothing — while keeping the alternative one easy, reversible step away.
  • Safety-Gain Offset Dashboard — Nets technical failure reduction against behavioral offset, displaced exposure, and bystander harm so a safeguard's real gain is read as a total, not a local win.
  • Sealed-Bid Premortem — Just before an irreversible sealed bid goes in, the team imagines it won and the deal went sour, then works backward to surface why — dragging the hidden reasons winning is bad news into view while the number can still change.
  • Shadow Scarcity Budget — Keeps a slice of the windfall deliberately off-limits, so the organization keeps making the hard trade-offs it would face if the easy money had never arrived.
  • Staggered Information Release — Releases social, ranking, or aggregate information to participants in phases so early movers do not disproportionately anchor everyone who comes later.
  • Sunk-Cost Reset Review — A recurring forward-only re-decision that erases everything already spent from the ledger and names out loud whether you are still fighting for the prize or only to avoid looking like you were wrong.

Also Draws from This Domain (138)

These mechanisms have another primary origin but were reviewed as also drawing materially from this domain.

Because this set contains more than 100 mechanisms, it is divided by solution family—the governing move the mechanism makes. This is a browsing subdivision only; it does not change the origin attribution. Click a family below to jump to its fully visible section, or click a column header to sort.

Solution familyMechanismsDescription
Adaptation & Reconfiguration3Solutions that alter structure, parameters, roles, or behavior in response to changing conditions while preserving the system's purpose.
Aggregation & Synthesis2Solutions that combine many observations, judgments, signals, or parts into a useful whole while managing weighting, dependence, and loss of detail.
Alignment & Incentives8Solutions that make individual choices, rewards, responsibilities, or local objectives support a larger goal instead of working against it.
Allocation & Prioritization4Solutions that distribute scarce attention, effort, money, capacity, or opportunity among competing claims and make the order of service explicit.
Anticipation & Forecasting16Solutions that look ahead, surface plausible futures, identify leading indicators, or prepare options before a consequential state arrives.
Attention, Salience & Focus3Solutions that direct limited attention toward what matters, protect focus from interference, or deliberately change what becomes noticeable.
Buffering & Reserves3Solutions that absorb variability, delay, shocks, or temporary imbalance through slack, queues, inventories, reserves, or intermediate storage.
Calibration & Tuning6Solutions that compare behavior with a reference and adjust parameters, thresholds, mappings, or tolerances until performance falls within an acceptable range.
Communication & Signaling2Solutions that convey meaning, intent, state, or credibility across people or systems while accounting for interpretation, noise, and strategic response.
Constraints & Guardrails6Solutions that prevent unacceptable states or actions by encoding limits, invariants, preconditions, safe envelopes, or error-proofing rules.
Containment & Isolation1Solutions that keep faults, hazards, conflicts, contamination, or overload from spreading by separating regions, flows, or responsibilities.
Coordination & Synchronization5Solutions that align interdependent actors, tasks, clocks, states, or handoffs so joint work progresses without collision or drift.
Cost, Value & Pricing5Solutions that expose economic value, opportunity cost, price, return, or burden so choices reflect what is gained, spent, or displaced.
Decomposition & Modularity1Solutions that split a difficult whole into coherent levels, modules, roles, or subproblems that can be understood and changed more independently.
Deliberation & Conflict Resolution6Solutions that structure disagreement, negotiation, arbitration, or collective judgment so incompatible views can reach a workable resolution.
Emergence & Self-Organization1Solutions that shape local rules, interactions, or environmental cues so useful global order can arise without direct central specification.
Evidence, Inference & Validation5Solutions that gather, test, triangulate, or qualify evidence so claims and decisions match what the observations can actually support.
Feedback & Regulation4Solutions that sense the effects of action and use the result to stabilize, steer, damp, amplify, or otherwise regulate subsequent behavior.
Governance & Accountability3Solutions that allocate decision rights, oversight, responsibility, transparency, and consequences so power remains answerable and action-owned.
Negotiation & Strategic Interaction4Solutions that account for other agents' incentives, reactions, commitments, bargaining power, and counter-moves when outcomes are interdependent.
Optimization & Search1Solutions that explore alternatives under objectives and constraints, prune infeasible regions, and improve a candidate toward a chosen criterion.
Ordering, Sequencing & Dependencies1Solutions that arrange steps or events according to precedence, causality, readiness, or dependency so work happens in a valid order.
Participation, Norms & Culture2Solutions that shape belonging, legitimacy, shared expectations, collective practice, and the willingness of people to contribute or comply.
Planning & Staging4Solutions that turn an intended outcome into phases, milestones, option points, and coordinated preparations before execution.
Reframing & Sensemaking4Solutions that change the interpretive frame, surface hidden assumptions, or organize ambiguous experience into a more useful account.
Representation & Modeling2Solutions that construct schemas, models, diagrams, abstractions, or formal descriptions that make structure available for reasoning.
Resource Efficiency & Conservation2Solutions that reduce waste, preserve scarce stocks, recover usable value, or improve the useful output obtained from finite resources.
Risk, Robustness & Uncertainty6Solutions that make uncertainty explicit, limit downside, preserve acceptable behavior across variation, or prepare contingencies for adverse outcomes.
Scaling & Capacity6Solutions that match capability to load, grow or shrink safely, and manage how structure and performance change with size.
Selection & Filtering1Solutions that admit, retain, rank, or reject candidates according to fitness, relevance, quality, or another discriminating rule.
Stress Testing & Rehearsal2Solutions that expose a system or organization to controlled difficulty, adversarial conditions, or practice scenarios before real failure stakes apply.
Substitution & Fallback1Solutions that replace unavailable or unsuitable means with alternatives while preserving the essential function, contract, or outcome.
Thresholds & Phase Change3Solutions that detect, create, avoid, or govern nonlinear transitions when accumulating conditions cross a consequential boundary.
Tradeoffs & Decision Support12Solutions that expose competing objectives, preference structure, stopping rules, and consequences so a choice can be made under constraint.
Transmission, Propagation & Networks2Solutions that shape how signals, behaviors, effects, or resources spread through channels and network topology over space or time.
Variation & Experimentation1Solutions that deliberately vary conditions, compare trials, preserve controls, and learn from differential outcomes without overclaiming.

Adaptation & Reconfiguration

Solutions that alter structure, parameters, roles, or behavior in response to changing conditions while preserving the system's purpose.

3 mechanisms · View full solution family

  • Constraint and Boundary Reshaping — Redraws which states a system can reach — through defaults, rules, capacity, access, or physical layout — so the basin geometry changes, while watching for the harmful workaround pattern the change can create.
  • Institutional Rule and Incentive Redesign — Rewrites the rules, sanctions, and payoffs of a shared setting so the environment itself selects for the behaviour you want — and those who act bear its consequences.
  • Rate-Limited Friction Escalation — Adds proportional friction to suspicious repeated behavior while preserving legitimate access and appeal paths.

Aggregation & Synthesis

Solutions that combine many observations, judgments, signals, or parts into a useful whole while managing weighting, dependence, and loss of detail.

2 mechanisms · View full solution family

  • Anti-Snowball Intervention — Breaks a self-reinforcing loss path early, such as escalating fines, cascading missed work, repeated disciplinary penalties, or accumulating service barriers.
  • Hidden or Delayed Popularity Counts — Withholds, delays, or buckets the visible like, view, or vote count on an item until the viewer has formed their own first impression.

Alignment & Incentives

Solutions that make individual choices, rewards, responsibilities, or local objectives support a larger goal instead of working against it.

8 mechanisms · View full solution family

  • Anonymous Belief Pre-Poll — A private pre-poll that captures each person's independent view before social influence can manufacture agreement.
  • Anti-Gaming Scoring Rule — Scores behavior so the top score is earned by producing the real outcome, not by manipulating the measured proxy, and re-tunes as gaming emerges.
  • Approach-Avoidance Elicitation Protocol — Pulls a mixed goal's approach and avoidance drivers apart at the source, through separate lines of questioning, before either side is judged or averaged.
  • Barrier Decomposition — Splits one undifferentiated wall of avoidance into typed drivers — risk, cost, effort, capability, identity, social exposure — so each gets the treatment it actually needs.
  • Graduated Commitment Path — Orders action as a rising sequence of exposures, each small enough to be tolerable and supported enough to be survivable, so aversion falls step by step instead of all at once.
  • Round-Based Cooperation Retrospective — Reviews repeated cooperation cycles to update contribution expectations and repair trust.
  • Shared-Loss Contract — Binds the actor to bear a defined proportion of every realized loss alongside the party who would otherwise absorb it, so downside is co-owned rather than shifted.
  • Staged Commitment Ladder — Breaks a high-avoidance goal into a timed ladder of small, reversible commitments, each low enough that the push stays below the pull.

Allocation & Prioritization

Solutions that distribute scarce attention, effort, money, capacity, or opportunity among competing claims and make the order of service explicit.

4 mechanisms · View full solution family

  • Anonymous Preference Poll — Collects private preferences without attaching responses to public identity.
  • Incentive-Compatible Preference Elicitation — Uses scoring, choice architecture, or rule design to make truthful preference reporting strategically safer or more beneficial than misreporting.
  • Matching Fund — Uses one committed contribution to unlock others by promising to match what the crowd gives, making each contributor's gift feel larger and more decisive.
  • Sliding-Scale Subsidy — A subsidy rule that varies support by remaining need, capacity, or ability to pay.

Anticipation & Forecasting

Solutions that look ahead, surface plausible futures, identify leading indicators, or prepare options before a consequential state arrives.

16 mechanisms · View full solution family

  • Add/Remove Symmetry Audit — Measures, tooth by tooth, how much easier a system makes adding than removing — turning a vague sense of creep into a scored, side-by-side asymmetry map.
  • Affect–Evidence Split Prompt — Separates the emotional response from the evidence and asks what the judgment would be if the affective cue were removed.
  • Anchor Offer — Opens with a concrete, deliberately placed number so every counter-move is measured against your reference point rather than a neutral baseline.
  • Bubble Premortem — Assumes the boom has already collapsed and works backward to name what future observers will call obvious — the ignored anchor, the channels that amplified the loop, and the doubts nobody wrote down.
  • Forecast Impact Audit — Examines, after release, how a forecast actually moved behavior — comparing the reaction that occurred against the reaction that was modeled, and testing whether anyone gamed it — to tell a self-defeating forecast apart from a merely wrong one.
  • Historical Project Outcome Database — A durable store of comparable completed projects and their real outcomes — medians, tails, overruns, and abandonments — from which a reference-class distribution can be drawn.
  • Hype Deflation Checklist — A fixed set of interrogations applied to a near-term impact claim to detect inflation by salience, novelty, selective sampling, promotional incentive, or pilot-to-production extrapolation — assembling the counter-evidence beside the hype.
  • Momentum Cooling-Off Rule — Inserts a mandatory delay — an individual waiting period, and a venue-wide halt when moves go extreme — between the impulse to commit and the commitment itself, so a decision driven by momentum has to survive a cooling interval before it executes.
  • Narrative Red-Team Review — Assigns a designated challenger to attack the bull case on its merits, testing whether 'this time is different' is real evidence or just the loop describing itself — and logging the exchange.
  • Negative Prediction Error Review — A recurring review of outcomes that came in worse than expected — separating genuine negative surprises worth learning from, from failures that were already priced in, without turning the lesson into punishment.
  • Offset-Adjusted Impact Evaluation — Judges the intervention on the effect that survives anticipatory offset — specifying the intended net effect up front and evaluating realized outcomes against it after subtracting what targets pre-empted or displaced.
  • Overserved Segment Research Sprint — Finds and profiles the overserved or ignored users whose current solutions overshoot their real needs, budgets, skill, access, or context — the segment where a disruptive entrant can take root.
  • Response Smoothing Instruction — Ships the forecast with guidance on how to respond so the collective reaction spreads out instead of spiking all at once and defeating the forecast.
  • Reward Baseline Dashboard — Establishes and displays the expected-reward baseline so a result is read as above or below what was already anticipated — not as raw good or bad news.
  • Staggered or Randomized Rollout — Releases the intervention in randomized or time-staggered waves, holding early segments as sentinels, so anticipatory offset can be identified by comparison and the whole population cannot pre-empt in unison.
  • Strategic Gaming Stress Test — Red-teams a forecast before release by asking how self-interested actors could game it once published, then specifies the commitment or incentive anchors that remove the payoff for gaming.

Attention, Salience & Focus

Solutions that direct limited attention toward what matters, protect focus from interference, or deliberately change what becomes noticeable.

3 mechanisms · View full solution family

  • Ambient Touchpoint Placement — Seeds the target into neutral, useful, everyday surroundings so familiarity grows in a mildly positive context instead of an intrusive one.
  • Fluency-Response A/B Test — Compares an exposed group against an unexposed control to measure whether growing familiarity is actually moving preference — and by how much.
  • Spaced Exposure Schedule — Spreads a bounded number of exposures across timed intervals so recognition builds through distributed repetition rather than one saturating burst.

Buffering & Reserves

Solutions that absorb variability, delay, shocks, or temporary imbalance through slack, queues, inventories, reserves, or intermediate storage.

3 mechanisms · View full solution family

  • Cooling-Off Delay — Inserts a mandatory pause between deciding and acting so a hot-state impulse must survive into a cooler state before it can become final.
  • Cooling-Off Period Policy — Imposes a mandatory timed wait for a transient risk — heat, conflict, volatility, undue influence — to decay on its own before an action is allowed to proceed.
  • Milestone Reward Ladder — Breaks a distant payoff into nearer earned checkpoints, each carrying a small reward, to keep motivation alive without displacing the final goal.

Calibration & Tuning

Solutions that compare behavior with a reference and adjust parameters, thresholds, mappings, or tolerances until performance falls within an acceptable range.

6 mechanisms · View full solution family

  • Infrastructure-vs-Behavior Intervention Comparison — Puts changing the person beside changing the environment for the same problem, comparing each option's causal pathway and time lag.
  • Policy Intensity Pilot — Trials lighter and stronger versions of a policy in limited settings before rollout, watching where added strictness stops helping and starts causing burden, evasion, or backlash.
  • Post-Outcome Recalibration Review — A scheduled loop that ingests newly-resolved outcomes, re-fits the heuristic's confidence controls, and reassigns owned follow-up as the world drifts.
  • Salience Overweighting Check — An audit that flags when a vivid near-miss has captured attention and response out of proportion to its calibrated value and proximity.
  • Silent Start / Private Precommitment — Opens a decision with each person writing and committing their own judgment before any discussion, so the first view spoken cannot anchor the rest.
  • Social-Proof Context Label — An annotation attached to a popularity signal that tells the viewer what the number does and does not mean, so a crowd count isn't read as an endorsement of quality.

Communication & Signaling

Solutions that convey meaning, intent, state, or credibility across people or systems while accounting for interpretation, noise, and strategic response.

2 mechanisms · View full solution family

  • Issuance Cost or Bond — Attaches a real, often refundable, cost to issuing a signal so senders raise it only when they mean it — rationing the channel by price instead of leaving issuance free.
  • Signal A/B Test or Holdout — Withholds a signal from a randomized holdout group to measure its true causal effect on receiver behavior — the lift the signal actually adds, not just the behavior that accompanies it.

Constraints & Guardrails

Solutions that prevent unacceptable states or actions by encoding limits, invariants, preconditions, safe envelopes, or error-proofing rules.

6 mechanisms · View full solution family

  • Adaptive Reconstraint Protocol — A live feedback rule that re-imposes the released constraint — fully or partially — the moment monitored rebound crosses a trigger, then logs the episode to tune the next release.
  • Default-Off High-Stimulation Setting — Keeps especially vivid, autoplaying, variable-reward, or urgent cue modes switched off out of the box, so they turn on only when a user or governing actor intentionally enables them.
  • Defect/Disqualifier Sort — Separates each shortfall into a residual defect to carry forward as a tradeoff versus a hard-constraint violation that genuinely disqualifies.
  • Rebundling Drift Audit — Periodically re-checks a decoupled bundle to catch conditions that have crept back through defaults, pricing, renewal friction, degraded alternatives, or quiet policy edits.
  • Salience Normalization Test — Compares decisions made under amplified versus normalized cue presentation to measure whether a choice depends on exaggerated salience rather than substantive value.
  • Supernormal Cue Audit — Systematically reviews a product, environment, or interface against a checklist of known cue channels, flagging any that exceed a natural or validated calibration range.

Containment & Isolation

Solutions that keep faults, hazards, conflicts, contamination, or overload from spreading by separating regions, flows, or responsibilities.

1 mechanism · View full solution family

  • Administrative Burden Audit — Walks an existing entry process step by step from the applicant's side, itemizing every cost it imposes and flagging which ones do no protective work.

Coordination & Synchronization

Solutions that align interdependent actors, tasks, clocks, states, or handoffs so joint work progresses without collision or drift.

5 mechanisms · View full solution family

  • Adverse Selection Pool Segmentation — Sorts a mixed population into risk classes by observable proxies for the hidden type — so a party who can't see each individual's private risk can still price and pool fairly instead of being cream-skimmed by the worst hidden risks.
  • Incentive Change — Adjusts rewards, costs, or recognition at a compact point so the strategic behavior of many actors shifts in the intended direction.
  • Incentive Field Design — Changes rewards, costs, recognition, frictions, or eligibility so local choices become more aligned with system intent.
  • Policy Resistance Map — Maps how a policy intervention changes incentives, expectations, or behavior in ways that push the system back toward the old pattern.
  • Screening Menu or Self-Selection — Offers a deliberately shaped menu whose best choice differs by hidden type, so a party reveals a materially private fact simply by which option it picks — no interrogation required.

Cost, Value & Pricing

Solutions that expose economic value, opportunity cost, price, return, or burden so choices reflect what is gained, spent, or displaced.

5 mechanisms · View full solution family

  • Alternative Enumeration Checklist — Forces the decision process to generate credible alternatives before judging the chosen option.
  • Calendar Allocation Review — Makes the opportunity cost of meetings, deadlines, and recurring commitments visible in time and attention systems.
  • Post-Auction Loss Review — Logs what you bid, whether you won, and how the asset actually performed across many contests, then reads the pattern of wins, losses, and regrets to reveal whether you are shading too little or too much.
  • Surge Pricing — Raises a bounded price multiplier the moment local demand outstrips available supply, rationing the immediate shortage and calling forth more supply until the imbalance passes.
  • Time-of-Use Pricing — Publishes a fixed, predictable peak / off-peak price schedule in advance, so users can plan to shift flexible demand into the cheaper, less-scarce hours.

Decomposition & Modularity

Solutions that split a difficult whole into coherent levels, modules, roles, or subproblems that can be understood and changed more independently.

1 mechanism · View full solution family

  • Counterbalanced Comparison Display — Lays out a finished comparison so that presentation order, default highlighting, and visual salience cancel rather than steer — rotating positions and neutralizing anchors so the perceived relation tracks the evidence, not the layout.

Deliberation & Conflict Resolution

Solutions that structure disagreement, negotiation, arbitration, or collective judgment so incompatible views can reach a workable resolution.

6 mechanisms · View full solution family

  • Anchoring Bias Checklist — A checklist that prompts anchor identification, alternatives, and calibration questions.
  • Blind Independent Estimates — A procedure for collecting estimates before participants see the anchor or each other's answers.
  • Multiple-Anchor Comparison — A method for comparing several plausible references so the first anchor does not dominate.
  • Negotiation Anchor Review — A protocol for reviewing opening offers and strategic numbers before they define the negotiation range.
  • Outsider Estimate Check — A procedure for obtaining an estimate or critique from someone not exposed to or invested in the original anchor.
  • Pre-Anchor Estimation — A workflow step that requires first-pass judgment before exposure to a potentially biasing reference.

Emergence & Self-Organization

Solutions that shape local rules, interactions, or environmental cues so useful global order can arise without direct central specification.

1 mechanism · View full solution family

  • Distortion Review Cadence — Checks on a schedule whether amplification is quietly corrupting the pattern it was meant to spread — into imitation, metric-gaming, or hidden harm — and routes what it finds.

Evidence, Inference & Validation

Solutions that gather, test, triangulate, or qualify evidence so claims and decisions match what the observations can actually support.

5 mechanisms · View full solution family

  • Base-Rate Alternative Prompt — Asks how often the leading explanation actually holds in cases like this — dragging the boring, common alternative that the reference class favors onto the table before a vivid but rare story is accepted.
  • Bias and Pressure Prompt — A short self-administered set of questions that surfaces the non-warrant forces — fluency, fear, authority, identity, incentive — that may be doing the real work behind a belief, and asks who is harmed if it is wrong.
  • Common-Cause and Copying Audit — Runs a fixed checklist of shared sources, incentives, regulations, vendors, and social proof to see whether any of them explains the repeated solution better than independent fit.
  • Forecast Update Trigger Log — A forecast record that pairs predictions with update triggers and later confidence changes.
  • Success Debrief Luck–Skill Separator — Splits a win into repeatable skill versus luck and noise, so a single good outcome does not inflate confidence past what the evidence supports.

Feedback & Regulation

Solutions that sense the effects of action and use the result to stabilize, steer, damp, amplify, or otherwise regulate subsequent behavior.

4 mechanisms · View full solution family

  • Friction Reduction — Removes steps, waits, forms, confusion, travel, or effort from a desired action when evidence suggests small convenience gains produce large behavior shifts.
  • Policy Exposure–Response Sandbox — A what-if environment for testing how policy intensity and communication cadence translate into compliance, fatigue, and backlash before rollout.
  • Small-Win Loop — Repeatedly turns one small, genuinely controllable action into a completed and observed win, banking action-effect evidence a single cycle at a time.
  • Targeted Discount or Subsidy — Offers a lower cost or supportive payment to a responsive target group, behavior, or time window where the price change is likely to unlock desired participation.

Governance & Accountability

Solutions that allocate decision rights, oversight, responsibility, transparency, and consequences so power remains answerable and action-owned.

3 mechanisms · View full solution family

  • Decision Closure Criteria — Converts abstract 'enough support' into a concrete, decision-class checklist that says when a specific decision may be closed and acted on.
  • Mandatory / Default Decision Matrix — Scores candidate rule forms against severity, externality, rights, reversibility, information quality, heterogeneity, and enforcement capacity.
  • Public Commitment — Puts a commitment on the record before an audience whose regard the promisor values, so backing out later carries a visible reputational cost.

Negotiation & Strategic Interaction

Solutions that account for other agents' incentives, reactions, commitments, bargaining power, and counter-moves when outcomes are interdependent.

4 mechanisms · View full solution family

  • Narrative Momentum Stress Test — A one-off adversarial probe that asks whether a rising trend is climbing on fundamentals or purely because everyone expects everyone else to keep climbing it.
  • Public Commitment Register — Puts a promise on an open, standing record before an audience that keeps score, so reneging costs reputation with the very people the promise was meant to reassure.
  • Ranked Leaderboard With Audit — Ranks entrants on a shared, published metric and audits the top of the board, so standing reflects real performance rather than whoever gamed the score best.
  • Tiered Commission or Fee Schedule — Sets side-specific fees according to elasticity, value contribution, and congestion effects.

Solutions that explore alternatives under objectives and constraints, prune infeasible regions, and improve a candidate toward a chosen criterion.

1 mechanism · View full solution family

Ordering, Sequencing & Dependencies

Solutions that arrange steps or events according to precedence, causality, readiness, or dependency so work happens in a valid order.

1 mechanism · View full solution family

  • Switching-Cost Scaffold — Builds the continuity, migration, integration, and data-history advantages that make an early customer's position sticky — turning first adoption into durable retention a rival must overpay to break.

Participation, Norms & Culture

Solutions that shape belonging, legitimacy, shared expectations, collective practice, and the willingness of people to contribute or comply.

2 mechanisms · View full solution family

  • Autonomy-Supportive Framing — Presents a norm as something a reasoning person can endorse — with the choice, the rationale, and a real way to object left intact — rather than as obedience demanded by authority.
  • Matching Contribution Scheme — Uses a sponsor or pooled match to multiply each participant's contribution, so giving visibly matters and no one feels they are contributing alone.

Planning & Staging

Solutions that turn an intended outcome into phases, milestones, option points, and coordinated preparations before execution.

4 mechanisms · View full solution family

  • Adaptive Safeguard Recalibration Gate — A standing review that re-tightens or redesigns the safeguard once evidence shows behavioral offset is eating the intended gain.
  • Before / After Behavior Monitor — Measures the risk-relevant behaviors before and after a safeguard so offset shows up as a change in conduct, not only in the final harm rate.
  • Segment Funnel Comparison — Re-runs the same funnel separately within meaningful slices — channel, device, region, cohort, access group — to reveal whether a whole-funnel drop is really one segment collapsing at one stage.
  • Shared Downside or Deductible Rule — Keeps the protected actor exposed to a calibrated slice of the loss — a deductible or co-risk — so failure stays costly enough to hold care in place.

Reframing & Sensemaking

Solutions that change the interpretive frame, surface hidden assumptions, or organize ambiguous experience into a more useful account.

4 mechanisms · View full solution family

  • Baseline Reference Swap — Re-expresses the same figure against different baselines, denominators, and comparison classes to reveal how much of a judgment rides on the chosen reference point rather than the underlying quantity.
  • Collective Commitment Renewal — A recurring occasion where a group restates, revises, or declines a shared commitment out loud — turning a one-time promise into a living obligation each cycle must actively re-choose.
  • Decision Pause Protocol — Inserts a short, fixed interruption between an affective reaction and an irreversible act, ending in a bounded — ideally reversible — choice.
  • Simultaneous Private Poll Then Public Deliberation — Collects every participant's independent judgment at once and in private, then reveals the distribution and opens shared reasoning — so learning can happen without the first loud voice setting the anchor.

Representation & Modeling

Solutions that construct schemas, models, diagrams, abstractions, or formal descriptions that make structure available for reasoning.

2 mechanisms · View full solution family

  • Candidate Cap — Fixes a maximum number of candidates — options, vendors, hypotheses, designs — carried into a cycle, filling the slots by ranking or sampling.
  • Role-Reversal Simulation — Steps through the situation from the other agent's information, constraints, and incentives — arguing their case as they would — to expose where the actor's model is really just projection.

Resource Efficiency & Conservation

Solutions that reduce waste, preserve scarce stocks, recover usable value, or improve the useful output obtained from finite resources.

2 mechanisms · View full solution family

  • Elasticity Experiment — Deliberately tests several lever magnitudes, messages, or friction levels on small slices before scaling, to measure how strongly demand rebounds — the elasticity every price and guardrail is tuned against.
  • Price Incentive Adjustment — Applies a standing, deliberate change to price — a fee, tax, rebate, or subsidy set where demand will respond — to re-raise the effective cost an efficiency gain quietly lowered.

Risk, Robustness & Uncertainty

Solutions that make uncertainty explicit, limit downside, preserve acceptable behavior across variation, or prepare contingencies for adverse outcomes.

6 mechanisms · View full solution family

  • Bias Audit — Runs a consequential decision through one structured pass — classify its type, map the few distortion pathways that actually threaten it, deploy only the matching checks, and either revise the process or record the bias risk left standing.
  • Expected-Value Review — Combines probabilities and consequences into a single expected value, anchored on base rates, so vivid losses and vivid upsides can be weighed on the same scale.
  • Opportunity Cost Reflection — Makes inaction visible by naming what is lost to delay, so the status quo stops being scored as free.
  • Risk Framing — Re-describes the same uncertain option under alternative frames — full loss, bounded bet, status-quo comparison — so a distorted sense of the downside can be reset against evidence and safeguards.
  • Self-Selection Menu — Offers a menu of options priced so that different hidden types find different options attractive, letting candidates reveal their type by which one they choose.
  • Small Experiment — Buys decision-relevant evidence under a strict downside cap, converting a reducible unknown into a signal before any full commitment.

Scaling & Capacity

Solutions that match capability to load, grow or shrink safely, and manage how structure and performance change with size.

6 mechanisms · View full solution family

  • Ad Fatigue Switching — Rotates creative, audience, channel, or offer when repeated exposure stops lifting response — the marketing-specific switch once an audience has been worn out on a message.
  • Ad Frequency Cap — Caps how many times a campaign shows the same person an ad, stopping at the point where extra impressions stop lifting response and start breeding fatigue.
  • Frequency Cap — Limits how often the same input reaches the same recipient within a window, spacing exposures so the channel keeps responding instead of going numb.
  • Minimal Viable Policy Intensity Pilot — Pilots the weakest policy, rule, incentive, or support package that appears capable of producing the target social or organizational effect.
  • Returned Capacity Credit — Rewards giving back resource a task didn't need — crediting the returned time, budget, or capacity toward future work or recognition — so returning unused slack is a gain, not a loss.
  • Saturation-Aware Resource Allocation — Moves budget or effort off a channel whose marginal return has saturated and onto a less-saturated one — allocating by where the next unit buys the most, not by where the spend already sits.

Selection & Filtering

Solutions that admit, retain, rank, or reject candidates according to fitness, relevance, quality, or another discriminating rule.

1 mechanism · View full solution family

  • Good–Better–Best Tier Menu — Presents a small, visibly ordered set of quality levels at rising prices so buyers sort themselves onto the tier that matches what they will pay.

Stress Testing & Rehearsal

Solutions that expose a system or organization to controlled difficulty, adversarial conditions, or practice scenarios before real failure stakes apply.

2 mechanisms · View full solution family

  • Rate Limit or Cooling Hold — Caps how often or how fast an action can be repeated, and imposes a cooling delay, so impulsive or bulk misuse is blunted.
  • Safe Default Setting — Ships the safe configuration pre-selected so users must deliberately opt into risk rather than opt out of it.

Substitution & Fallback

Solutions that replace unavailable or unsuitable means with alternatives while preserving the essential function, contract, or outcome.

1 mechanism · View full solution family

  • KPI Governance Review — Reviews whether metric optimization is improving the intended purpose or merely increasing a score while damaging quality, equity, trust, or adaptability.

Thresholds & Phase Change

Solutions that detect, create, avoid, or govern nonlinear transitions when accumulating conditions cross a consequential boundary.

3 mechanisms · View full solution family

  • Default Label Review — Finds the unlabeled or 'standard' default buried in settings, options, and interface states, makes that baseline an explicitly named choice, and tells users the default now has a name.
  • Habit Loop Disruption — Rewires the cue-routine-reward loop of an automatic behavior — keeping the reward, swapping the routine — so the habit no longer restarts on its own.
  • Subsidy or Matching Incentive — Temporarily pays down the cost of joining — a discount, guarantee, or matched commitment — with a built-in taper and an equity screen, so early participation is affordable without hardening into permanent dependence.

Tradeoffs & Decision Support

Solutions that expose competing objectives, preference structure, stopping rules, and consequences so a choice can be made under constraint.

12 mechanisms · View full solution family

  • Advance-Purchase or Time-Window Restriction — Limits low-price access to timing conditions that price-sensitive segments can use but high-urgency segments find less attractive.
  • Counterfactual Plausibility Screen — Tests whether the 'better' path you are regretting was actually available, feasible, and knowable at the decision point — passing only credible alternatives and rejecting hindsight fantasy.
  • Default and Delegation Protocol — Routes routine choices to vetted defaults, automation, or qualified owners with override and exception logging.
  • Dominance Violation Scan — Flags any single choice where an available option was at least as good on every attribute and strictly better on one — a selection no coherent preference should make.
  • Equity Access Impact Review — Interrogates a demand model to check whether it is measuring genuine value or merely unequal ability to bear cost, and guards the access of those it would price out.
  • Post-Decision Calibration Review — Compares forecast, confidence, process, and outcome to recalibrate future thresholds and methods.
  • Revealed Preference Choice Log — Reads demand from the choices people actually made under real costs, trusting behavior over stated intent.
  • Shadow Price Probe — Infers the implicit price of a good with no money price from how much time, effort, or risk people willingly bear to get it.
  • Shared Savings or Gainsharing — Splits the benefits of improved performance so the party able to change behavior receives part of the system-level gain.
  • Stated vs Revealed Gap Report — Quantifies the gap between what people say they value and what their behavior reveals, broken out by segment and reported with the confidence the comparison actually supports.
  • Targeted Subsidy or Bonus — Adds a positive payoff for desired behavior, usually when the behavior creates system value but actors would otherwise underinvest in it.
  • Tariff, Fee, or Toll Redesign — Recalibrates an authority's charge — a tariff, fee, or toll — that has grown into a wedge deterring useful activity, keeping only the part that still serves a legitimate revenue, cost-recovery, or externality purpose.

Transmission, Propagation & Networks

Solutions that shape how signals, behaviors, effects, or resources spread through channels and network topology over space or time.

2 mechanisms · View full solution family

  • Default Bundle or Preinstallation — Places the network inside an existing workflow as the default so participants encounter it with near-zero activation effort.
  • Early-Adopter Incentive — Rewards the people who join before the network is valuable, bridging their early risk with a subsidy that sunsets as real value appears.

Variation & Experimentation

Solutions that deliberately vary conditions, compare trials, preserve controls, and learn from differential outcomes without overclaiming.

1 mechanism · View full solution family

  • Familiarity Sampling Trial — Offers a single small, precisely-bounded taste of the target to test whether a first encounter is tolerable before any longer sequence is built.