Causal, Counterfactual & Attribution Validity¶

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Association or observed outcome is assigned causal meaning without a mechanism, valid counterfactual, confounder control, or correct level of change.

79 mechanisms across 9 solution archetypes. This is a recurring problem pattern within Uncertainty, Evidence & Inference Failure; the mechanisms below inherit it from the primary archetype they instantiate.

Because this set contains more than 30 mechanisms, it is divided by form family—the concrete kind of thing a practitioner deploys, enacts, maintains, or convenes. This is a browsing subdivision only; it does not change the inherited problem classification. Click a form below to jump to its fully visible section.

Form family	Mechanisms	Description
Analysis, Modeling & Optimization	22	A calculation, model, estimator, diagnostic, comparison, simulation, or optimization that transforms inputs into an inference, prediction, recommendation, or formal result.
Assessment, Review & Assurance	25	A bounded evaluation of existing evidence, work, compliance, or readiness that produces a finding, approval, correction, or disposition.
Communication, Facilitation & Learning	6	A designed message, participatory event, consultation, workshop, ritual, coaching, or learning exposure whose interaction or content changes shared understanding, coordination, or capability.
Decision, Gate & Allocation	2	A bounded selection, disposition, routing, admission, prioritization, matching, or allocation among eligible alternatives.
Experiment, Test & Rehearsal	6	An active probe, controlled variation, simulated condition, or practiced execution used to generate evidence or readiness.
Interface, Display & Cue	1	A user-facing perceptual surface or interactive affordance that presents status, options, warnings, prompts, or controls.
Monitoring, Sensing & Alerting	1	Ongoing or repeated observation of actual state that emits measurements, indicators, dashboards, surveillance signals, or alerts.
Not Yet Form-Classified	1	Catalogued names without an authored mechanism page have not yet received a reviewed form classification.
Protocol, Workflow & Routine	1	A repeatable ordered sequence of actions, handoffs, states, or escalation steps, including procedures, runbooks, routines, recovery sequences, and lifecycle workflows.
Record, Log & Register	2	A durable, usually accumulating account of actual events, decisions, custody, exceptions, or state transitions whose value depends on history, provenance, or accountability.
Representation, Specification & Plan	10	A non-executable information artifact that externalizes understood, desired, or future structure, including maps, matrices, templates, checklists, specifications, reports, plans, and schedules.
Rule, Policy & Commitment	2	A standing constraint, permission, default, threshold, quota, obligation, right, or conditional action rule governing future behavior.

Analysis, Modeling & Optimization¶

A calculation, model, estimator, diagnostic, comparison, simulation, or optimization that transforms inputs into an inference, prediction, recommendation, or formal result.

22 mechanisms · View full form family

Baseline Comparison — Compares actual outcomes with a pre-action baseline, expected trend, benchmark, or no-action projection when direct controls are unavailable.
Causal Diagramming — Draws the assumed causal structure — exposure, outcome, confounders, mediators, colliders — as a diagram, so the decision of what to control is made from the assumptions before the data, not by the data after the fact.
Closest-World Ranking Table — Orders candidate counterfactual worlds from nearest to farthest by how little they gratuitously depart from the actual world, dropping the incoherent ones.
Controlled Before–After Contrast — Compares the change over the same interval in the treated group against a comparison group, reporting the difference as the controlled effect rather than the raw rebound.
Failure Tree Analysis — Traces an undesired top event down through the combinations of component failures and enabling conditions that can produce it.
Functional Analysis — Identifies what a pattern currently does for different actors or systems, while treating function as an observation rather than proof of intent.
Institutional Genealogy — Traces how a rule, practice, category, or institution developed over time so current function is not mistaken for original purpose.
Instrumental Variable Strategy — Uses an external variable that shifts the exposure but has no other path to the outcome, isolating a slice of exposure variation that is free of confounding — including unmeasured confounding.
Interrupted Series with Pretrend Check — Fits the pre-event trend and seasonality of a single series, then tests whether the outcome shifts level or slope at the event beyond what the extrapolated pretrend and a transient spike predict.
Matched Case Comparison — Pairs cases or periods that are similar on key attributes so differences in outcomes can be interpreted relative to a more credible counterfactual baseline.
Matched Comparison — Pairs each exposed unit with unexposed unit(s) alike on the measured confounders, so the compared groups are balanced on those variables by construction before any outcome is examined.
Matched Extreme-Case Comparator — Builds a comparison group selected by the same extreme threshold and watched on the same schedule, so shared reversion shows up as movement the treated group did not cause.
Minimal-Difference Matrix — Lays actual against candidate worlds cell by cell so the single, smallest set of differing facts is visible at a glance.
Reliability-Based Reversion Simulation — Simulates the follow-up movement you would see with no treatment at all — from measurement reliability and the selection threshold — to give expected reversion a numeric range.
Rumor and Amplification Trace — Maps where a blame story is spreading and which channels are amplifying it, separating the social pressure system from the causal facts.
Scenario Contrast — Contrasts a focal path with one or more explicitly described alternatives, often in strategy, planning, design, or historical interpretation where controlled testing is impossible.
Sensitivity Analysis for Unmeasured Confounding — Asks how strong an unmeasured confounder would have to be to explain away the observed effect, converting an unanswerable 'what if something is hidden?' into an explicit robustness threshold.
Shrinkage-Aware Expectation — Pulls a noisy extreme estimate partway back toward the group mean by an amount set by its unreliability, so a single spike is not treated as the case's true level.
Statistical Adjustment — Models the outcome (or exposure) as a function of the measured confounders alongside the exposure, so the exposure's estimated effect reflects its relationship net of those variables.
Stratified Analysis — Splits the data into strata within which a confounder is held roughly constant, estimates the exposure-outcome relationship inside each, then interprets or pools the stratum-specific results.
Synthetic Control Method — Builds a weighted comparison case from multiple units when a single natural control is unavailable, often in policy, economics, public health, or regional intervention evaluation.
What-If Analysis — Uses a structured hypothetical prompt to define an alternate condition and reason through likely outcome differences; it becomes Counterfactual Comparison only once the alternate is plausibility-checked and used for disciplined comparison.

Assessment, Review & Assurance¶

A bounded evaluation of existing evidence, work, compliance, or readiness that produces a finding, approval, correction, or disposition.

25 mechanisms · View full form family

Accountability Chain Review — Traces a failure back along its chain of ownership and decision authority, then routes responsibility to a legitimate forum and to repair.
After-Action Learning Review — A structured group retrospective that maps the causes of a completed effort across the whole team and feeds the lessons forward through a mentor channel.
Attribution Check — Prompts decision makers to separate current effect, original cause, actor intent, foreseeable harm, maintenance choices, and accountability claim.
Attribution-Claim Review Gate — A sign-off gate that refuses to approve a causal success or failure claim until selection, counterfactual, expected-reversion, uncertainty, subgroup, and persistence evidence are all on the table.
Blame Attribution Review Meeting — A convened meeting where a group makes its own blame attribution explicit and tests it against evidence, with the accused given a real voice.
Causal Inference Review — Audits the identification assumptions, comparison groups, confounders, and evidence behind a causal claim before it is accepted.
Constraint and Incentive Checklist — A lightweight checklist that prompts reviewers to scan for constraints, incentives, access, norms, and environmental conditions.
Context Reconstruction Interview — A structured interview that recovers the actor's constraints, information, pressures, options, and interpretation at the time of behavior.
Contribution Analysis — Builds a plausible contribution story — assembling evidence and weighing other influences — when a clean control or randomized comparison is unavailable.
Counterfactual History Review — Uses historically plausible alternatives to test whether an outcome depended on a decision, constraint, accident, or structural condition without treating imaginative speculation as proof.
Counterfactual Preservation Checklist — Walks every independent actual fact and confirms it is held fixed in the counterfactual unless the antecedent genuinely forces it to change.
Design History Review — Examines design records, implementation decisions, roadmaps, and change logs to determine whether current use aligns with documented design intent.
Entailment Cascade Audit — Traces which downstream changes actually follow from the antecedent through the causal model, separating necessary consequences from smuggled-in embellishments.
Extreme-Selection Risk Flag — Marks an evaluation as triggered by extreme selection, so its before-after story is treated as regression-suspect before any effect is credited.
Gratuitous Change Challenge — Makes every alteration in the counterfactual justify itself, striking any change the antecedent did not entail.
Hindsight Information Exclusion Test — Checks that the counterfactual uses only what was knowable at the time, not information that surfaced afterward.
Incident Timeline Review — A chronological reconstruction of events, cues, handoffs, decisions, and pressures before a behavior or failure.
Intent Audit — Reviews records, incentives, choices, and communications for evidence that a function was deliberately pursued or knowingly maintained.
Just Culture Postmortem — A blameless failure review that draws the line between honest error, at-risk behavior, and recklessness, so a system failure is not pinned on one operator.
Performance Context Review — A performance-evaluation workflow that checks role clarity, workload, resources, tools, and feedback history before final judgment.
Policy Exception Review — A governance review that checks notice, feasibility, access, rule design, and enforcement context before deciding how to respond to noncompliance.
Root-Cause Explanation Review — Checks whether a causal explanation has collapsed into a purpose-like story without specifying the mechanism that produced the observed function.
Scapegoat Risk Triage Checklist — Scores an emerging blame situation against a few fast risk flags — how quickly blame is converging and how vulnerable the named target is — to catch a scapegoating dynamic before the story hardens.
Structural Harm Scan — Surfaces the systemic conditions a simple blame story hides — incentives, resource gaps, design defects, hidden beneficiaries — and gives omitted stakeholders a voice.
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.

Communication, Facilitation & Learning¶

A designed message, participatory event, consultation, workshop, ritual, coaching, or learning exposure whose interaction or content changes shared understanding, coordination, or capability.

6 mechanisms · View full form family

Actor Perspective Interview — An interview method for eliciting what the actor saw, knew, intended, misunderstood, feared, or could do.
Calibration Conversation Script — A guided two-way conversation that aligns a performer's confidence with the actual evidence at a checkpoint, in language that points at process rather than talent.
Causal Responsibility Mapping Workshop — A facilitated session that decomposes one event into distinct kinds of contribution — action, authority, omission, constraint — so no single actor is made to carry the whole failure.
Failure Reframe Template — Rewrites the story of a failure from fixed inability into controllable, fixable causes while protecting the performer's identity, so a single loss does not collapse into helplessness.
Process Praise Protocol — A feedback protocol that aims praise at the controllable process a performer used, so achievement can be recognized without inflating a fixed-ability label.
Public Correction and Repair Statement — A public statement that replaces a spread blame story with a bounded account of what is known and unknown, records the real grievance, and commits to repair.

Decision, Gate & Allocation¶

A bounded selection, disposition, routing, admission, prioritization, matching, or allocation among eligible alternatives.

2 mechanisms · View full form family

Cooling Pause and Evidence Gate — Installs a bounded, reversible interval that blocks irreversible punishment until evidence and alternative explanations are on the table.
Random Assignment — Assigns the exposure by chance, so that on average every confounder — named or unknown, measured or not — is balanced across groups without anyone having to identify it.

Experiment, Test & Rehearsal¶

An active probe, controlled variation, simulated condition, or practiced execution used to generate evidence or readiness.

6 mechanisms · View full form family

Control Group Design — Builds or selects a comparison group that approximates what the outcome would have been without the exposure, so the exposed result is read against a counterfactual rather than in isolation.
Intervention Test — Deliberately changes a chosen intervention point and watches whether intermediate and final outcomes move as the mechanism predicts.
Nearby-World Sensitivity Review — Perturbs the counterfactual into nearby coherent variants to check the conclusion survives small, defensible changes to what was held fixed.
Negative Control Check — Looks for an effect where none should causally exist — a negative-control outcome or exposure — and treats any apparent effect found there as evidence that confounding or bias still remains.
Placebo Time, Outcome, or Threshold Check — Runs the same analysis where the intervention could not have acted — a fake date, an unaffected outcome, or a sham threshold — and flags trouble if an effect shows up anyway.
Randomized or Staggered Assignment — Assigns extreme-eligible cases to treatment by chance or staggered timing, so treated and comparison paths differ only by luck of the draw rather than by selection.

Interface, Display & Cue¶

A user-facing perceptual surface or interactive affordance that presents status, options, warnings, prompts, or controls.

1 mechanism · View full form family

Effort–Strategy Reflection Prompt — A quick self-directed question that converts a raw performance outcome into a specific effort-and-strategy adjustment before it hardens into a talent or inability label.

Monitoring, Sensing & Alerting¶

Ongoing or repeated observation of actual state that emits measurements, indicators, dashboards, surveillance signals, or alerts.

1 mechanism · View full form family

Multi-Baseline Measurement Protocol — Collects repeated pre-intervention observations so a case's typical level and measurement reliability are known before the selection spike is treated as its baseline.

Not Yet Form-Classified¶

Catalogued names without an authored mechanism page have not yet received a reviewed form classification.

1 mechanism

Root-Cause Analysis — A causal analysis method that can reveal process or system contributors when person-centered blame would be too narrow.

Protocol, Workflow & Routine¶

A repeatable ordered sequence of actions, handoffs, states, or escalation steps, including procedures, runbooks, routines, recovery sequences, and lifecycle workflows.

1 mechanism · View full form family

Affected Target Protection Protocol — Shields a targeted person from informal punishment — harassment, retaliation, exclusion — while responsibility is being clarified, without dismissing the underlying harm.

Record, Log & Register¶

A durable, usually accumulating account of actual events, decisions, custody, exceptions, or state transitions whose value depends on history, provenance, or accountability.

2 mechanisms · View full form family

Actual Fact Ledger — Pins down the established, actually-obtaining facts of the case as the fixed anchor every counterfactual is edited away from and measured against.
Performance Evidence Portfolio — Accumulates many performance episodes into a standing record so ability claims rest on a repeated, quality-weighted sample rather than one vivid result.

Representation, Specification & Plan¶

A non-executable information artifact that externalizes understood, desired, or future structure, including maps, matrices, templates, checklists, specifications, reports, plans, and schedules.

10 mechanisms · View full form family

Antecedent Edit Card — States the one antecedent change being imagined — and only that change — as a surgical edit to a single node of the causal model.
Behavior-Context Mapping Template — A template that separates observed behavior, initial attribution, context factors, evidence, impact, and response options.
Causal Diagram — Draws candidate causes, effects, mediators, and confounders as a graph so the structure of a causal claim — including backdoor paths — can be inspected at a glance.
Causal-Loop Map — Maps reinforcing and balancing feedback loops when causal influence cycles through a system rather than moving in a one-way chain.
Current Use Mapping — Maps current users, beneficiaries, maintainers, constraints, and harms so an originally unintended function is still evaluated for present-day consequences.
Empathy Mapping — A perspective-taking artifact that can support situational evidence gathering when bounded by standards and accountability.
Ideal Baseline Rejection Note — Documents why a perfect, unavailable comparison baseline was rejected in favor of the closest feasible alternative.
Mechanism Map — Decomposes a causal story into an ordered table of links, each with its actor, process, evidence, and uncertainty, so the weak links become visible.
Rubric-Linked Growth Plan — Converts an attribution into a criterion-referenced practice roadmap that names the next skill level and the controllable steps to reach it.
Theory of Change Model — Lays out how a program's activities are expected to produce outputs, outcomes, and impact through an explicit, testable causal pathway.

Rule, Policy & Commitment¶

A standing constraint, permission, default, threshold, quota, obligation, right, or conditional action rule governing future behavior.

2 mechanisms · View full form family

Evidence Threshold Table — Defines what evidence is required for claims such as “intended,” “designed for,” “repurposed,” “emergent,” “negligently maintained,” or “functionally beneficial.”
Restriction or Eligibility Control — Limits the study to units within a narrow band where a confounder is constant or absent, removing its distorting power by never letting it vary in the first place.