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INF_059predictionEnergyGlobal-South-energy-stacking

Global South energy transitions will follow "energy stacking" rather than substitution patterns — households simultaneously use solar panels (primarily for lighting), biomass, LPG, and grid power, reshaping land use and urbanization in peri-urban Afric...

Predictor: Peter Dannenberg

Prior probability
75.0%
Current probability
58.8%
evolves via intake + LBP
Conviction
3/5
Signal quality
C
Resolution
in_progress
Window
2026-01-01 – 2035-10-31
Edges in / out
2 / 0
Tickers exposed
29

Prediction text

Global South energy transitions will follow "energy stacking" rather than substitution patterns — households simultaneously use solar panels (primarily for lighting), biomass, LPG, and grid power, reshaping land use and urbanization in peri-urban Africa and Asia. | IEA 2027 Africa Energy Outlook

Key catalyst: IEA 2027 Africa Energy Outlook

Watch events: IEA Africa Energy Outlook updates; M-KOPA / Husk Power / d.Light deployment statistics

Resolution evidence

Status: in_progress

IEA Africa Energy Outlook 2024-2025 confirms stacking behavior across most Sub-Saharan economies; Kenya mini-grid studies document sustained multi-fuel use.

Predictor: Peter Dannenberg

κ + Brier as of 2026-05-22
κ (discount)
0.500
Brier
Hits / Misses
0 / 0
Hit rate

Evidence about this node from Peter Dannenberg is multiplied by κ in /api/intake. Lower κ = less weight; floors at 0.10 (effectively silenced) and caps at 1.00 (full weight).

Reference class: energy_grid_rebuild_5y

Linked via embedding similarity 0.592

Major grid expansion (>50GW) within 5y of announce

Base rate
50.0%
3/6 historical
Inside weight
0.323
TRF=0.97
Outside weight
0.677
pulling toward base rate
inside 75.0% → blend 58.8% -16.2pp)

Tetlock-style outside view: at TRF=1 (just predicted), outside view dominates (w_in=0.3). At TRF=0 (deadline), inside view dominates (w_in=1.0). The blend regularizes overconfident inside views toward the historical base rate.

Probability over time

2 prob_history rows
0%25%50%75%100%prior 75%2026-04-302026-04-30
intake v2milestone miss sweeplbp propagationreference class assignedlegacy v1prior_prob (analyst seed)current = 58.8%

Milestone chain

Pre-event signals (upstream prereqs + window checkpoints) → resolution event → downstream cascades. Status/dates update from linked nodes; re-derive nightly via scripts/ops/derive_milestones.py.
Leading chain: 3 fired ✓ · 6 pending
  1. 2025-09-01hitLPG price spike makes clean cooking unaffordable for 30M Africans, forcing reversion to biomass (validates stacking)
    How: IEA confirms ≥20M households reverting to biomass after LPG price increase — direct evidence of stacking vs substitution
    Source: deep_research_enrichedconf 85%
  2. 2025-12-01hitIEA Africa Energy Outlook 2025 confirms 600M Africans lack electricity, biomass dominant for cooking
    How: IEA publication confirms ~600M without grid power and ≥80% of Sub-Saharan Africa cooking with biomass
    Source: deep_research_enrichedconf 92%
  3. 2025-12-01hitEthiopia/Kenya account for 30% of global solar home system + appliance sales (decentralized stacking)
    How: IEA or GOGLA market data shows top-2 SSA countries holding ≥25% of global solar home system sales
    Source: deep_research_enrichedconf 80%
  4. 2027-08-11pendingQ1 window check-in (25%)
  5. 2027-06-01 → 2027-12-31pendingIEA 2027 Africa Energy Outlook publishes empirical 'energy stacking' framework (vs substitution)
    How: IEA Africa Energy Outlook 2027 explicitly adopts stacking framework with quantitative household-stack data
    Source: deep_research_enrichedconf 65%
  6. 2029-03-21pendingQ2 window check-in (50%)
  7. 2028-01-01 → 2030-06-30pendingPeri-urban Africa land-use survey documents simultaneous solar+biomass+LPG+grid stacking in ≥5 metros
    How: Peer-reviewed study with household-level energy-mix survey showing ≥3 simultaneous fuels in 60%+ of peri-urban homes
    Source: deep_research_enrichedconf 50%
  8. 2030-10-29pendingQ3 window check-in (75%)
  9. 2030-01-01 → 2032-06-08pendingUniversal electrification target slips beyond 2035 due to entrenched stacking (vs IEA NZE substitution)
    How: IEA revises universal-access date past 2035 citing persistent multi-fuel household behavior
    Source: deep_research_enrichedconf 55%

No downstream cascades — this prediction is a leaf in the dependency graph.

What if this resolves?

Clamp this prediction TRUE or FALSE and run a counterfactual Gibbs sample. Surfaces the predictions whose marginals shift most under that assumption.
(live posterior: 59%)

Click a button to clamp this prediction and run a Gibbs sample. Returns the predictions whose marginals shift most. ~30s per run; ideal for stress-testing "if X resolves, what else moves?"

Evidence chain

Every probability update with full Bayesian provenance — chronological, latest first
legacy v12026-04-30T16:13:50Z58.8%+0.0pp
reference_class_assigned bayesian_v2 inside=0.750 blend=0.588 w_in=0.32 energy_grid_rebuild_5y
legacy v12026-04-30T01:56:50Z58.8%-16.2pp
reference_class_assigned bayesian_v2 inside=0.750 blend=0.588 w_in=0.32 energy_grid_rebuild_5y

Network propagation neighbors

Top edges sorted by latest LBP cross-impact
All propagation →

Top incoming (parents)

Edges that influence THIS node's belief

KindNodeTheir probP(c|s=T)P(c|s=F)Δ implied
killerTK09
Energy Grid Cap (Data Center Power Wall)
35.0%0.0500.750-0.083
killerTK01
AGI Capability Plateau (2026-27 Training Stall)
15.0%0.0500.750+0.057

Top outgoing (children)

Predictions THIS node influences

No outgoing edges.

Ticker exposure

29 ticker(s) linked

Beneficiaries (23)

SHLSGWHSTEMARGANSITMNXTEOSEARRYFLNCFSLRVRTHUBBCMIETNGEVHTHIYIFNNYNEENRGPWRSBGSYSMNEYTSLA

Prerequisites (2)

Predictions that must hit first
TypePredTitleDomainLag
killerTK09Energy Grid Cap (Data Center Power Wall)
killerTK01AGI Capability Plateau (2026-27 Training Stall)

Dependents (0)

Predictions enabled by this
TypePredTitleDomainLag
No dependents

Validations (1)

Resolution events
Observed atStatusByNotes
2026-04-29partialthesis_timeline_v1.0_importIEA Africa Energy Outlook 2024-2025 confirms stacking behavior across most Sub-Saharan economies; Kenya mini-grid studies document sustained multi-fuel use.

Raw metadata

From Thesis_Timeline_v1.0_FINAL workbook
{
  "nia": false,
  "mode": "FORECAST",
  "role": "Cited-Other",
  "context": "Academic research on Kenya, Luxembourg, Freiburg energy transitions. Important counter-signal: Global South transitions are not linear \"leapfrog\" but additive, complicating top-down decarbonization models.",
  "to_year": 2035,
  "conv_cues": "academic framing; multi-fuel coexistence thesis",
  "direction": "HAPPEN",
  "from_year": 2026,
  "timeframe": "2026-2035",
  "conv_level": "MEDIUM",
  "milestones": [
    {
      "kind": "llm_pre_event",
      "label": "LPG price spike makes clean cooking unaffordable for 30M Africans, forcing reversion to biomass (validates stacking)",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -9,
      "source_id": null,
      "confidence": 0.85,
      "source_url": "https://www.iea.org/reports/africa-energy-outlook-2022/key-findings",
      "expected_date": "2025-09-01",
      "observed_date": "2025-09-01",
      "research_origin": "deep_research",
      "measurement_criterion": "IEA confirms ≥20M households reverting to biomass after LPG price increase — direct evidence of stacking vs substitution"
    },
    {
      "kind": "llm_pre_event",
      "label": "IEA Africa Energy Outlook 2025 confirms 600M Africans lack electricity, biomass dominant for cooking",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -8,
      "source_id": null,
      "confidence": 0.92,
      "source_url": "https://africasustainabilitymatters.com/iea-world-energy-outlook-2025-what-soaring-electricity-demand-means-for-africa-s-energy-future/",
      "expected_date": "2025-12-01",
      "observed_date": "2025-12-01",
      "research_origin": "deep_research",
      "measurement_criterion": "IEA publication confirms ~600M without grid power and ≥80% of Sub-Saharan Africa cooking with biomass"
    },
    {
      "kind": "llm_pre_event",
      "label": "Ethiopia/Kenya account for 30% of global solar home system + appliance sales (decentralized stacking)",
      "source": "deep_research_enriched",
      "status": "hit",
      "weight": 0.4,
      "ordinal": -7,
      "source_id": null,
      "confidence": 0.8,
      "source_url": "https://www.iea.org/reports/financing-electricity-access-in-africa/executive-summary",
      "expected_date": "2025-12-01",
      "observed_date": "2025-12-01",
      "research_origin": "deep_research",
      "measurement_criterion": "IEA or GOGLA market data shows top-2 SSA countries holding ≥25% of global solar home system sales"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q1 window check-in (25%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -6,
      "source_id": null,
      "expected_date": "2027-08-11",
      "observed_date": null
    },
    {
      "kind": "llm_pre_event",
      "label": "IEA 2027 Africa Energy Outlook publishes empirical 'energy stacking' framework (vs substitution)",
      "source": "deep_research_enriched",
      "status": "pending",
      "weight": 0.4,
      "ordinal": -5,
      "source_id": null,
      "confidence": 0.65,
      "source_url": "https://www.iea.org/reports/state-of-energy-policy-2026",
      "expected_date": "2027-09-15",
      "research_origin": "deep_research",
      "expected_date_range": {
        "to": "2027-12-31",
        "from": "2027-06-01"
      },
      "measurement_criterion": "IEA Africa Energy Outlook 2027 explicitly adopts stacking framework with quantitative household-stack data"
    },
    {
      "kind": "quartile_checkpoint",
      "label": "Q2 window check-in (50%)",
      "status": "pending",
      "weight": 0.05,
      "ordinal": -4,
      "source_id": null,
      "expected_date": "2029-03-21",
      "observed_date": null
    },
    {
      "kind": "llm_post_event",
      "label": "Peri-urban Africa land-use survey documents simultaneous solar+biomass+LPG+grid stacking in ≥5 metros",
      "source": "deep_r
... (truncated)