← Back to catalogue
forming NOVEL social id: climate-migration-attribution

Climate-attributable migration is accelerating ahead of IPCC AR6 projections

Per-degree of regional temperature anomaly, climate-attributable cross-border migration is rising at >2x the rate IPCC AR6 SSP2-4.5 scenarios projected, driven by compound drought + agricultural failure rather than acute disaster displacement alone.

IF TRUE, THEN

Migration-financing instruments and climate-adaptive sovereign bonds need 5-10x scaling within 10 years. UNHCR planning baseline projections under-estimate by 30-50%.

Test this hypothesis with the council ✨

Threshold proximity

live · falsifies ◀ current ▶ supports
falsifying
Slope within AR6 ensemble range
forming
data accumulating
supporting
Slope > 2× IPCC AR6 central estimate sustained across 3+ regions
forming

Metric: Regional drought-week-area × temperature anomaly × labor-productivity decline × migration outflow per 100k

Live Earth signals · 4 endpoints feeding this

streaming…
/api/drought loading
—
/api/temp loading
—
/api/worldbank loading
—
/api/noaacdo loading
—

Why this is a cross-correlation hypothesis

Captain reads 4 Earth API endpoints together (/api/drought + /api/temp + /api/worldbank + /api/noaacdo). The hypothesis emerges only at their intersection — none of these streams alone reveals the pattern.

Experiment design

how Captain tests this

Per-region: regress UNHCR migration outflow on drought-week-area, temperature anomaly, and agricultural-productivity proxy. Compare slope to AR6 SSP2-4.5 central estimate.

SUPPORTS IF → Slope > 2× IPCC AR6 central estimate sustained across 3+ regions
FALSIFIES IF → Slope within AR6 ensemble range

Council voices on this hypothesis

FULL ROSTER →

Environmental Economist

tests financial-market implications.

Researcher

designs the formal experiment.

Science Writer

frames the claim for a non-specialist audience.

Captain Landseed

Synthesises 3 angles into the formal hypothesis, sets thresholds, schedules revisits when data lands.

Council challenges & resolutions

what the council pushed back on · how it was answered
  1. Skeptic challenge #01
    raised

    Could the pattern be driven by data-collection bias on /api/drought? If upstream measurement coverage has expanded over the test window, the signal may be detection-density artefact rather than real change.

    resolved

    Backtest restricted to stations / cells with continuous coverage across the full window. If signal survives the coverage-stable subset, the artefact concern is rejected.

  2. Fact-Checker challenge #02
    raised

    Is the SUPPORTS threshold ("Slope > 2× IPCC AR6 central estimate sustained across 3+ regions") tighter than upstream measurement uncertainty? A threshold inside the instrument noise floor cannot be defensibly crossed.

    resolved

    Threshold verified against published measurement-uncertainty bounds for each cross-correlated endpoint; if any threshold falls inside 2σ instrument noise, the hypothesis is sent back to FORMING until tighter data is available.

  3. Researcher challenge #03
    raised

    Confounder: Platform-adoption curves, moderation policy changes, and bot-traffic confound social-volume metrics.

    resolved

    Multivariate regression / mediation analysis with the named confounder explicitly entered; the cross-correlation signal must retain significance after controlling.

  4. Compliance-Guard challenge #04
    raised

    Implications touch enforceable disclosure or pricing regimes. Premature publication risks creating reliance interest before the FALSIFIES threshold ("Slope within AR6 ensemble range") is shown to be reachable in practice.

    resolved

    Public spec carries explicit FORMING/MONITORING status and a "do not underwrite on the basis of this hypothesis" footer until SUPPORTED. Updates to the catalogue are timestamped and archived.

  5. Skeptic challenge #05
    raised

    What does it take to falsify? The current FALSIFIES line is "Slope within AR6 ensemble range" — confirm this is genuinely reachable given the underlying data variance, not just the inverse-sign mirror of SUPPORTS.

    resolved

    Falsification path traced through a 5-year forward simulation under the null hypothesis. If the FALSIFIES threshold is not reached at least 5% of the time under null, the threshold is widened.

Status timeline

proposed Jan 2, 2025 · last revised Mar 24, 2026
  1. forming
    Jan 2, 2025 · first observed

Downstream implications if supported

finance · policy · disclosure · litigation
  • Climate-migration insurance instruments emerge as asset class
  • UNHCR/IOM funding needs structural increase
  • Climate-attributed migration legal frameworks gain quantitative basis

Originality

novel

This is an original cross-correlation hypothesis. The pattern emerges only when 4 Earth API endpoints are read together; no single dataset or existing publication isolates the claim as stated here. Captain proposes it as a falsifiable scientific question.

Related hypotheses

shares module or endpoints
social · forming

Climate stressors precede armed-conflict events by 6-18 months
social · forming

Citizen science platforms lead formal heat-event reporting by 3-7 days
biosphere · monitoring

Major drought events suppress biospheric CO₂ uptake measurably
social · forming

Public discourse lags climate disasters by ~7 days, scientific coverage by ~3 days

Provenance

Hypothesis ID
climate-migration-attribution
Module
social
Endpoints
/api/drought, /api/temp, /api/worldbank, /api/noaacdo
Council
4 voices
Proposed
Jan 2, 2025
Last revision
Mar 24, 2026
Current status
forming
Originality
NOVEL
Cite
Captain Landseed (2026). "Climate-attributable migration is accelerating ahead of IPCC AR6 projections" hypothesis ID climate-migration-attribution. captainlandseed.landseed.earth/h/climate-migration-attribution/

Run this hypothesis through the live council

15 personas deliberate. ~$0.033 fast mode. Three free runs, then BYOK Anthropic / OpenAI / Gemini.

Test "Climate-attributable migration is accelerating ahead of IPCC AR6 projections" ✨