recession
Enable an AI agent to recognise, assess and communicate an economy-wide recession using explicit classification criteria, dated evidence and uncertainty.
Research draft, second pass
A second pass drafted this model: the structure a model of this thing needs, and what is known about it in the world. The line under this one says how the second half was obtained - researched against sources, or recalled without web access, in which case nothing here was read anywhere and every claim is a lead to verify. Unreviewed either way.
recalled by Codex without web access - no source was read
Researched by: Codex
Purpose and description
Enable an AI agent to recognise, assess and communicate an economy-wide recession using explicit classification criteria, dated evidence and uncertainty.
A recession is a phase of the business cycle characterised by a significant decline in economic activity across an economy, assessed through its depth, breadth and duration, with no universally accepted numerical threshold.
It can be Evaluate recession claims against an attributed definition and a specified evidence vintage.; Compare classifications under multiple operational rules and explain their disagreement.; Estimate episode boundaries, depth, duration and breadth with indicator-specific uncertainty.; Track whether new releases or revisions strengthen, weaken or overturn an assessment.; Compare episodes using compatible coverage, indicators and dating conventions.; Identify which response decisions require further evidence and route them to the relevant policy or planning model..
Distinguishing features
Distinguish falling activity from slower positive growth: a declining growth rate alone does not establish a recession.
Test whether contraction extends across the specified economy rather than assuming one declining industry represents the whole.
Identify the classification rule: consecutive declines in quarterly real GDP and broader assessments of activity can produce different classifications.
Separate observed contraction from recession risk: a forecast or warning indicator does not by itself establish an episode.
Distinguish the end of contraction from restoration of previous output or employment levels.
Scope
+ Definitions of recession, their proponents and the economies or analytical purposes to which they apply
+ Economy-wide contraction assessed through depth, duration and spread across activities
+ Indicators, data vintages and procedures used to identify or date a recession
+ Episode severity, distribution of contraction and progression toward recovery
+ Evidence-supported explanations and decisions conditional on recession assessment
- Sector-specific downturns without an established economy-wide contraction
- GDP, employment and other economic indicators as independently maintained statistical products
- Financial crises, market crashes and credit events except as linked causes or consequences
- Long-run stagnation, structural decline and economic development as distinct phenomena
- Detailed monetary, fiscal, investment or household response plans
- Non-economic senses of recession, such as physical retreat or gum recession
Characteristics
- Economy and coverage
- Named national, regional or global economy; geographic and statistical coverage A recession claim is meaningful only relative to a defined economy and aggregation boundary.
- Definition and classifying authority
- Named institution, analyst or research tradition; attributed criteria and version Classification may depend on whose definition and dating procedure are used.
- Assessment status
- Risk forecast, suspected contraction, classified recession, disputed classification or insufficient evidence Prevents forecasts and provisional interpretations from being presented as settled episode records.
- Episode boundaries
- Peak and trough dates or intervals at stated monthly, quarterly or annual resolution Supports duration estimates while preserving uncertainty about turning points.
- Contraction depth
- Peak-to-trough percentage change in each specified real activity indicator Measures severity without collapsing different indicators into an unexplained score.
- Contraction duration
- Months or quarters under an explicit endpoint convention Separates brief disruptions from sustained declines and supports reproducible comparisons.
- Contraction breadth
- Share of sectors, regions or activity indicators declining; denominator and weights stated Tests whether deterioration is sufficiently widespread for the selected definition.
- Evidence vintage
- Observation period, release date, revision date and preliminary or revised status Explains why contemporary and retrospective assessments can differ.
- Recovery position
- Contraction continuing, trough provisionally identified, expansion resumed or selected pre-recession level regained Separates episode termination from recovery of lost activity.
Also called
Where this came from
wikidata · CC0 1.0
Also registered as vr.tr.recession-act
Drafted structure
Bundle to layer to finding to question, as the second pass will find it: 6 bundles · 11 layers · 17 findings · 27 questions.
Definition and economic boundary Establishes which meaning of recession is being applied and what economy is being assessed.
Recession has competing operational definitions, and the same evidence may support different labels under different rules.
Competing classification rules
Records definitions, their proponents and the distinctions that drive disagreement.
Attributed recession test
An assessment must identify its rule and distinguish a quarterly output test from a broader assessment of economic activity.
- Who adopts this definition, and does it use consecutive real GDP declines, multiple activity indicators or another explicit test? definition
- How does the rule weigh depth, duration and breadth, and which combinations remain matters of judgment? boundary
Economy and neighbouring states
Delimits the aggregate being classified and separates recession from related conditions.
Aggregate contraction boundary
Coverage and aggregation choices determine whether a downturn is economy-wide or confined to a narrower unit.
- Which economy is the unit of assessment, and are activity measures aggregate, per capita or defined another way? definition
- What evidence distinguishes this episode from a sectoral slump, growth slowdown or prolonged stagnation under the chosen definition? boundary
Activity evidence and data vintages Organises the observations used to assess contraction and the statistical limitations affecting them.
A recession assessment must be reproducible from the information available at a stated time.
Activity indicator panel
Connects output, labour, income and spending evidence to the adopted recession test.
Convergent and conflicting signals
Indicators may describe different parts of activity and need not turn together.
- Which measures of real output, employment, real income, production or sales are used, and why are they appropriate for this economy? measurement
- Where do indicators disagree, and how does the classification procedure resolve or preserve that disagreement? boundary
Release and revision history
Preserves the distinction between contemporaneous evidence and later statistical reconstruction.
Reproducible evidence snapshot
Each assessment records the releases, transformations and revisions on which it depends.
- Which source releases and vintages support the assessment, and what seasonal adjustment, inflation adjustment and growth-rate conventions were used? provenance
- Would revisions, missing observations or measurement uncertainty change whether the recession test is met? measurement
Episode dating and severity Characterises the timing and magnitude of a particular recession episode.
The recession label alone does not explain when contraction occurred or how severe it was.
Turning points and duration
Identifies the preceding peak, contraction interval and subsequent trough.
Dated contraction interval
Episode dates require an explicit convention and may remain provisional until later evidence arrives.
- What peak and trough dates or intervals are supported, and how does the dating convention include or exclude their periods? measurement
- Who assigned these dates, when were they announced, and what supports treating an apparent rebound as an interruption or an episode boundary? provenance
Depth and diffusion
Measures how far activity fell and how widely contraction spread.
Multidimensional severity
Severity retains separate measures of output loss, labour deterioration and diffusion rather than relying on the label alone.
- What are the peak-to-trough changes in selected activity measures, and which baselines and units make episode comparisons valid? measurement
- What proportion of sectors and regions contracted, using which weights, and where was deterioration concentrated? measurement
Mechanisms and distributed effects Links the episode to supported explanations and uneven consequences.
Similar aggregate contractions can arise through different mechanisms and affect groups differently, changing which responses merit evaluation.
Onset and propagation
Separates proposed initiating shocks from mechanisms that amplify or sustain contraction.
Supported causal accounts
Competing explanations are recorded with evidence and limitations rather than inferred from temporal coincidence.
- Which accounts attribute onset or propagation to demand, supply, credit, external trade or policy changes, and what evidence supports each? provenance
- Which observations distinguish a causal driver from a coincident symptom or consequence of contraction? boundary
Uneven economic burden
Records variation in losses across households, firms, industries and places.
Distribution beyond the aggregate
Aggregate contraction measures do not establish who experienced losses or whether those losses persisted.
- Which groups experienced changes in employment, real income, business survival or financial stress, over what comparison period? measurement
- Which observed harms can be linked to this episode, and which may reflect pre-existing trends or separate shocks? boundary
Assessment use and recovery Governs how an agent communicates the assessment, updates it and interprets the transition out of contraction.
Decisions often precede settled recession dating, while the end of an episode can precede recovery of lost activity.
Decision-relevant assessment
Separates historical classification, current assessment and forecasts when informing action.
Conditional use of the label
An agent communicates the evidence date and uncertainty and identifies the specific decision for which classification matters.
- Is the claim a forecast, a current assessment or retrospective dating, and what uncertainty must accompany it? boundary
- Which decision depends on the recession assessment, and what additional evidence or authority does that decision require? action
Exit and recovery tracking
Distinguishes renewed expansion from regaining prior levels and from closing an estimated trend gap.
Separate recovery milestones
Recovery milestones are indicator-specific and must state whether they refer to growth, levels or a counterfactual path.
- Which indicators show contraction ending, which have regained their pre-recession levels, and which remain below an explicitly estimated trend? measurement
- What new release, revision or renewed decline would trigger reassessment of the trough or the recovery claim? action
Evidence and external alignment What the world already says about this thing, gathered so the model can be checked against it.
A model that cannot be lined up against existing standards, identifiers and practice cannot be adopted by anyone who already uses them.
Reported evidence
Findings from the breadth pass, kept separate from the structural claims.
Check these first
Recalled without web access and unsourced; every item is a lead to verify.
- The intended sense is inferred to be macroeconomic recession; the registry supplies no sense definition.
- The listed kinds overlap and do not constitute a standardised taxonomy; causal classifications require evidence about individual episodes.
- This is recall rather than source-checked research. Verify the relevant jurisdiction's dating conventions before assigning recession dates.
- Which of these check these first hold for the sense of recession this model covers, and on what evidence? provenance
Kinds and varieties
Recalled without web access and unsourced; every item is a lead to verify.
- Technical recession: two consecutive quarters of declining real GDP under a commonly used shorthand definition
- Demand-driven recession
- Supply-shock recession
- Balance-sheet recession
- Double-dip recession: renewed contraction following a brief recovery
- Which of these kinds and varieties hold for the sense of recession this model covers, and on what evidence? provenance
Real-world use
Recalled without web access and unsourced; every item is a lead to verify.
- Business-cycle dating and historical comparison
- Informing monetary and fiscal policy decisions
- Stress testing business plans, credit portfolios and public budgets
- Forecasting employment, household income and demand
- Comparing the causes, severity and recovery paths of economic contractions
- Which of these real-world use hold for the sense of recession this model covers, and on what evidence? provenance
Typical measurements
Recalled without web access and unsourced; every item is a lead to verify.
- Real GDP growth - Often negative during recession; no universal cutoff, and some quarters within a recession may show growth - percent change over a specified interval
- Peak-to-trough decline in real output - Episode-dependent; no universally defining range - percent
- Duration of contraction - Usually measured over months or quarters; minimum-duration conventions differ - months or quarters
- Change in unemployment rate - Often positive, but neither a fixed increase nor exact coincidence with recession dates is required - percentage points
- Which of these typical measurements hold for the sense of recession this model covers, and on what evidence? provenance
Failure modes and hazards
Recalled without web access and unsourced; every item is a lead to verify.
- Treating two negative GDP quarters as a universal or sufficient definition
- Confusing slower positive growth with an outright contraction
- Using nominal output changes without accounting for inflation
- Ignoring data revisions, seasonal adjustment and differences between quarterly and annualised growth rates
- Assuming that a recession's end means output, employment or living standards have returned to their previous peaks
- Which of these failure modes and hazards hold for the sense of recession this model covers, and on what evidence? provenance
Regional variation
Recalled without web access and unsourced; every item is a lead to verify.
- In the United States, the National Bureau of Economic Research's Business Cycle Dating Committee assesses multiple indicators, weighing depth, diffusion and duration rather than applying a fixed two-quarter rule.
- In many countries, public discussion uses two consecutive quarters of falling real GDP, although statistical agencies, researchers and governments may apply different conventions.
- National, euro-area and global recession assessments concern different economic aggregates; a contraction in one country does not establish a global recession.
- Which of these regional variation hold for the sense of recession this model covers, and on what evidence? provenance
Neighbouring kinds and how to tell them apart
Recalled without web access and unsourced; every item is a lead to verify.
- Economic slowdown - Growth weakens but may remain positive; recession involves a significant decline in activity.
- Depression - Usually denotes an exceptionally severe or prolonged contraction; no universally agreed numerical boundary separates it from recession.
- Stagnation - Activity remains weak or grows little over an extended period without necessarily undergoing a distinct recession.
- Deflation - The general price level falls; recession concerns economic activity and can occur with rising prices.
- Financial crisis - Financial institutions or markets suffer major disruption; a crisis can cause a recession but is not necessary for one.
- Per-capita recession - Real output per person contracts, potentially while aggregate real GDP continues to grow.
- Which of these neighbouring kinds and how to tell them apart hold for the sense of recession this model covers, and on what evidence? provenance
What the second pass must settle
- Which institutions and research traditions should supply the reference definitions, and how do their criteria differ across economies?
- How should regional and global recession assessments be represented when national dating rules or aggregation methods are incompatible?
- How should unusually deep but brief contractions be assessed under definitions that also emphasise duration?
- Which methods can represent uncertainty in real-time recession assessments without implying unsupported numerical precision?
- What criteria distinguish a renewed contraction within one episode from a separate recession, and how consistently are those criteria applied?