🌍 Society & Frontier risk-on · 3–10 years
A what‑if from the future

What if Sahel development-and-agriculture investment curbs outmigration (good)?

Sustained investment in Sahel agriculture, water and jobs improves food security and livelihoods, curbing distress migration; lower regional risk and steadier food supply support a constructive backdrop.

19%
our model probability
over 3–10 years
prediction markets — wisdom of the crowd
loading live odds…
Empirically anchored 19% · 90% range 8–30% · 40 analogues · measured class deflation 98% in 10 yr · 3% held back for the unknown
how we built this number — every step
Measured class rate — deflation ≈0.3895/yr → 98% in 10 yr98%
Analyst prior · editorial share 16% of the class16%
Pooled · weight 87%20%
Crowd — no liquid market
Reserve 3% · no extremizing (×1.0)20%
Published19%

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 3–10 years 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 risk-on shock. Sustained investment in Sahel agriculture, water and jobs improves food security and livelihoods, curbing distress migration; lower regional risk and steadier food supply support a constructive backdrop. The trigger decomposes into signed root‑shocks — Food inflation ▼ · Geopolitical risk ▼ · Growth 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
1Volatility (VIX) VIXon Hyperliquid 📈 chartVol▼ -4.1%
hist -4.54–-0.36% · other way -3.23% (n=11)
2Nasdaq 100 NDXon Hyperliquid 📈 chartIndex▲ +1.8%
hist +0.5–+1.13% · other way +0.88% (n=11)
3Tech sector XLK 📈 chartEquity▲ +1.2%
hist +0.3–+1.08% · other way +1.09% (n=11)
4MicroStrategy MSTRon Hyperliquid 📈 chartEquity▲ +1.0%
hist -6.18–+13.63% · other way +11.26% (n=11)
5S&P 500 SPXon Hyperliquid 📈 chartIndex▲ +0.9%
hist +0.04–+1.3% · other way -2.95% (n=12)
6Solana SOLon Hyperliquid 📈 chartCrypto▲ +0.9%
hist -2.74–+6.66% · other way +5.67% (n=8)
7Hyperliquid (HYPE) HYPEon HyperliquidCrypto▲ +0.8%
model prior · unmeasured
8Semiconductors SMHon Hyperliquid 📈 chartEquity▲ +0.8%
hist -0.21–+1.65% · other way +1.06% (n=11)
9Ether ETHon Hyperliquid 📈 chartCrypto▲ +0.7%
hist -0.73–+2.59% · other way -7.34% (n=11)
10Bitcoin BTCon Hyperliquid 📈 chartCrypto▲ +0.6%
hist -2.33–+6.25% · other way -5.87% (n=11)
11Gold XAUon Hyperliquid 📈 chartCommodity▼ -0.5%
hist -0.34–-0.12% · other way +0.2% (n=11)
12Nvidia NVDAon Hyperliquid 📈 chartEquity▲ +0.6%
hist -1.1–+2.94% · other way -1.0% (n=11)
13High-yield credit HYG 📈 chartRate▲ +0.5%
hist -0.14–+0.29% · other way -0.39% (n=11)
14Coinbase COINon Hyperliquid 📈 chartEquity▲ +0.4%
hist -5.18–+10.77% · other way +20.89% (n=8)

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: A typical stock-heavy portfolio should benefit. Stay invested; you can lean modestly into the beneficiaries below.
Also moves (not yet on Hyperliquid): Tech sector +1.2% · High-yield credit +0.5% · Financials +0.3% · Lockheed -0.3% · JPMorgan +0.2% · Northrop -0.2%

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.

India RBI growth-pivot rate cut 2025-12 Platinum hits an 11-year high on Chinese jewelry demand and deficit 2025-06 Bitcoin tops $111,970 for a new all-time high 2025-05 Nasdaq Composite first close above 20000 2024-12 S&P 500 first close above 6000 2024-11 Henry Hub natural gas hits a 25-year low amid record US production 2024-11 Palladium jumps after US pushes G7 sanctions on Russian metal 2024-10 Waha hub natural gas prices crash to record negative on Permian glut 2024-08 Nikkei 225 record single-day rebound 2024-08 Alphabet announces its first-ever dividend 2024-04 Ukrainian drone strikes hit Russian refineries, lifting crude and gasoline 2024-03 S&P 500 first close above 5000 2024-02 Neuralink implants its first human brain-computer interface 2024-01 Nifty 50 first crosses 20000 2023-09 LK-99 room-temperature superconductor claim 2023-07 Nifty 50 first crosses 19000 2023-06 Strong May 2023 jobs report jolts yields higher 2023-06 Nvidia AI-guidance blowout ignites the automation/AI capex wave 2023-05 OpenAI releases GPT-4 2023-03 NIF achieves fusion ignition 2022-12 European TTF gas hits all-time record high 2022-08 Bank of England's first post-pandemic rate hike 2021-12 Nasdaq Composite first close above 15000 2021-08 Wegovy 2021-06 S&P 500 first close above 4000 2021-04 KOSPI first close above 3000 2021-01 First mRNA COVID-19 vaccine authorized 2020-12 AlphaFold cracks the protein-folding problem 2020-11 US 2020 election 'divided government' relief rally 2020-11 Nasdaq Composite first close above 10000 2020-06 Tesla posts surprise Q3 profit, shares soar 2019-10 S&P 500 first close above 3000 2019-07 Jacob Zuma resigns as president 2018-02 Sintra tantrum 2017-06 French presidential runoff 2017-05 French presidential first round 2017-04 French election first round triggers relief rally 2017-04 AlphaGo defeats Lee Sedol 2016-03 Bank of Japan adopts negative interest rates 2016-01 SpaceX lands an orbital rocket booster 2015-12
AssetHistory saysAbnormal (20d · 5d)HitnConfidencevs cascade
SPX SPXLONG+0.8% · 5d +0.7%70%40 0.34✓ matches cascade
INTC INTCSHORT-1.9% · 5d -1.3%70%40 0.32⚠ differs
AMD AMDSHORT-3.3% · 5d -2.4%68%40 0.27⚠ differs
LMT LMTSHORT-2.6% · 5d -2.2%68%40 0.27✓ matches cascade
TSM TSMLONG+1.9% · 5d -1.1% ↺ fades65%40 0.24✓ matches cascade
RTX RTXSHORT-1.1% · 5d -1.6%62%40 0.24✓ matches cascade
TRY TRYLONG+0.0% · 5d +1.4%65%40 0.24✓ matches cascade
Volatility VIXSHORT-2.4% · 5d -6.4%65%40 0.23✓ matches cascade
QCOM QCOMSHORT-1.3% · 5d -1.6%65%40 0.22⚠ differs
10y yield DGS10LONG+6bp · 5d +3bp62%40 0.19·
NOC NOCSHORT-0.7% · 5d -1.2%62%40 0.18✓ matches cascade
SMH SMHLONG+1.2% · 5d -0.4% ↺ fades60%40 0.17✓ matches cascade
High-yield credit HYGSHORT-0.3% · 5d -0.1%62%40 0.17⚠ differs
AVGO AVGOLONG+0.7% · 5d -0.7% ↺ fades60%40 0.16✓ matches cascade

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.