🛢 Energy & Commodities mixed · 6–18 months
A what‑if from the future

What if Indonesian ore-grade decline tightens the nickel pig-iron market?

Falling laterite ore grades and a wet-season ore shortage squeeze nickel pig-iron output, lifting the NPI-to-class-1 spread and feeding through to stainless and battery-input costs.

24%
our model probability
over 6–18 months
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 24% · 90% range 3–46% · 40 analogues · measured class deflation 44% in 18 mo · 3% held back for the unknown
how we built this number — every step
Measured class rate — deflation ≈0.3895/yr → 44% in 18 mo44%
Analyst prior · editorial share 59% of the class26%
Pooled · weight 87%25%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)25%
Published24%

The class rate is measured from our dated, sourced event library (decade-normalized Poisson — the full table is public at base_rates.json). The variant’s share within its class is the analyst’s editorial call, published so you can audit it. A wider range means thinner precedent. Full recipe: methodology · scored at Reality Check.

The butterfly cascade

How this trigger trickles across markets, left → right — the root shock, its first‑order moves, then the ripple effects. Drag any node; tap a market for its real price history.

Resolution timeline — how this probability is moving

Our model's odds (gold) over time vs the crowd's (Polymarket, blue), from the past toward the 6–18 months horizon. Each dot is a real macro event that nudged the probability — green pushed it up, red pushed it down. Tap a dot for the source. The gold path is an illustrative reconstruction anchored to today's estimate — real dated events, not a live re-estimate history.

loading the timeline…

What it would mean

If this plays out, it is a mixed shock. Falling laterite ore grades and a wet-season ore shortage squeeze nickel pig-iron output, lifting the NPI-to-class-1 spread and feeding through to stainless and battery-input costs. The trigger decomposes into signed root‑shocks — Clean-energy abundance ▲ · Industrial demand ▲ · Inflation surprise ▲ · Risk appetite ▼ — which propagate through our causal graph to the markets below.

If it happens — the markets it would move

Biggest moves first. Projected moves are cascade-model priors; hist A–B% = what comparable past events actually did (measured abnormal returns), and model prior · unmeasured marks markets with no analogue backing yet. Tap any market for its price history.

MarketClassProjected move
1Freeport (copper) FCX 📈 chartEquity▲ +0.3%
hist -2.58–+0.86% · other way -4.33% (n=11)
2Energy sector XLEon Hyperliquid 📈 chartEquity▼ -0.2%
hist -1.57–+0.28% · other way -3.24% (n=11)
3Brent crude BRENTon Hyperliquid 📈 chartCommodity▼ -0.2%
hist -2.95–+0.68% · other way -5.19% (n=11)
4ExxonMobil XOM 📈 chartEquity▼ -0.2%
hist -1.06–+0.33% · other way -0.93% (n=12)
5WTI crude CLon Hyperliquid 📈 chartCommodity▼ -0.2%
hist -2.42–+0.45% · other way -5.24% (n=11)
6Copper XCUon Hyperliquid 📈 chartCommodity▲ +0.1%
hist -3.35–+0.67% · other way -0.98% (n=11)
730y Treasury yield DGS30 📈 chartRate▲ +1bp
hist -0.65–+2.92% · other way +18.9% (n=12)
810y Treasury yield DGS10 📈 chartRate▲ +1bp
hist -0.73–+2.82% · other way +17.4% (n=12)

Probable recommendation

If the scenario above plays out, the probable cross‑asset positioning → a scenario‑conditional read, not personalized investment advice
For a common-man portfolio: Mixed for a typical portfolio — the move is more about rotation than direction. Favour the winners over the losers below rather than net exposure.
Also moves (not yet on Hyperliquid): Freeport (copper) +0.3% · ExxonMobil -0.2% · 30y Treasury yield +1bp · 10y Treasury yield +1bp

Historical precedent — what analogous events actually did

Across 40 analogous events (overlap‑weighted), as abnormal returns — market beta stripped, so it's the event's own effect, not the market backdrop. Shown at 20 days (persistent) and 5 days (immediate); ↺ fades = the two horizons disagree. Confidence = consistency × sample × significance.

Henry Hub natural gas hits a 25-year low amid record US production 2024-11 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 Soviet August coup attempt against Gorbachev 1991-08 Silver Thursday 1980-03 Gold peaks at $850 1980-01 Volcker Saturday Night Special 1979-10 1979 Iranian Revolution oil shock 1979-01 Gold tops $4,000 and silver spikes past $50 in historic squeeze 2025-10 Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Gold tops $3,000 for the first time amid tariff and rate-cut fears 2025-03 Nasdaq Composite first close above 20000 2024-12 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 Gold tops $2,500 for the first time on Fed rate-cut bets 2024-08 Nikkei 225 record single-day rebound 2024-08 NIF achieves fusion ignition 2022-12 August 2022 hot CPI 2022-09 Powell's hawkish 'pain' speech at Jackson Hole 2022-08 Bank of England's first post-pandemic rate hike 2021-12 Turkish lira record low on rate cuts 2021-11 Gold closes above $2,000/oz for the first time 2020-08 WTI crude futures settle negative as demand collapses 2020-04 Saudi-Russia oil price war 2020-03 February 2018 hot wage print triggers rate scare 2018-02 North Korea sixth nuclear test 2017-09 North Korea 'fire and fury' nuclear scare 2017-08 China rout & circuit-breaker / yuan slide 2016-01 SNB introduces negative interest rates 2014-12 Russian ruble 'Black Tuesday' 2014-12 Gold futures velocity-logic flash crash 2014-01 Bank of Japan Kuroda QQE 'bazooka' 2013-04 Gold all-time peak of $1,921/oz 2011-09 Egyptian revolution / Mubarak uprising 2011-01 Silver hits 30-year high as JPMorgan and HSBC face manipulation suits 2010-10 Oil collapses from $147 to the $30s as the GFC craters demand 2008-12 Crude oil all-time high 2008-07 2008 global rice crisis: Thai benchmark tops $1,000/ton 2008-04 Gulf War air campaign begins 1991-01 Chernobyl disaster 1986-04 1986 oil price collapse 1986-02 Iran hostage crisis / US freezes Iranian assets 1979-11
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
XCU XCUSHORT-2.9% · 5d -1.0%70%31 0.36⚠ differs
CL CLSHORT-2.0% · 5d -3.2%69%31 0.33✓ matches cascade
XLE XLESHORT-1.3% · 5d -1.4%67%31 0.32✓ matches cascade
BRENT BRENTSHORT-2.5% · 5d -3.2%66%31 0.28✓ matches cascade
FCX FCXSHORT-2.4% · 5d -1.3%64%31 0.25⚠ differs
XOM XOMSHORT-0.9% · 5d -1.3%55%40 0.10✓ matches cascade
High-yield credit HYGLONG+0.4% · 5d -0.1% ↺ fades55%31 0.09·
30y yield DGS30LONG+2bp · 5d +2bp53%40 0.06✓ matches cascade
Volatility VIXSHORT-1.0% · 5d +1.4% ↺ fades52%33 0.04·
Gold XAUSHORT-0.3% · 5d -0.8%52%31 0.03·
US dollar DXYLONG+0.4% · 5d +0.2%52%40 0.03·
10y yield DGS10LONG+2bp · 5d +4bp46%40 0.00✓ matches cascade
Bitcoin BTCLONG+1.2% · 5d -3.3% ↺ fades40%23 0.00·

Methodology. Probability and impact are anchored to history and scored against what actually happens — wins and losses, in public, at Reality Check. Crowd odds live from Polymarket & Kalshi. By Vikas Singh, Quantitative Strategist. Updated 2026-07-03.