Featured Research
Macroeconomic Insights: Oil Prices and Inflation– Will the Ceasefire Last?
To gauge how markets are pricing the durability of the current US-Iran ceasefire, we aggregated conflict resolution probabilities across four prediction market platforms (Polymarket, Kalshi, Metaculus, and Manifold Markets), encompassing over $470 million in total...
Macroeconomic Insights: Oil Prices and Inflation– Will the Ceasefire Last?
To gauge how markets are pricing the durability of the current US-Iran ceasefire, we aggregated conflict resolution probabilities across four prediction market platforms (Polymarket, Kalshi, Metaculus, and Manifold Markets), encompassing over $470 million in total trading volume. We constructed a composite probability curve measuring the likelihood of a lasting end to hostilities at each date through December 2026, defined as 14 or more consecutive days without qualifying military action between Iran and the US/Israel coalition (Figure 1, top panel – visit our Substack to see the figure).
We then compared this probability curve with the NYMEX WTI oil futures prices from May through December 2026, based on April 8–9 settlement prices (Figure 1, bottom panel). We modelled two scenarios that bracket the range of outcomes – a peace path converging to Goldman Sachs’ Q4 base case of $67 and a re-escalation path returning to $110–118 – and weighted them by the probability of each outcome at every point in time.
The top panel shows that markets assign very low near-term credibility to the April 7 ceasefire but grow more optimistic over time, in line with the Islamabad negotiating track. The probability of lasting peace is near zero today, reaches only 8% by end of April when the ceasefire expires, and does not cross 50% until late June. The steepest climb falls between June and July, consistent with the view that a durable deal requires months of negotiation. Independent estimates from Metaculus (9% for ceasefire before May, 469 forecasters) and Kalshi (35% for a nuclear deal by 2027) sit close to the main curve at their respective dates, providing cross-platform confirmation.
The bottom panel translates these probabilities into oil prices. Futures prices today slope steeply downward, from roughly $96–108 in May to about $72–74 in December. Our probability-weighted path remains above the futures curve throughout the period, although the gap narrows materially from late summer onward.
That gap is largest in the near months. At a minimum, it suggests that the futures curve is pricing a faster normalization in oil than our probability-weighted conflict framework would imply. Our model is deliberately simple. It maps political resolution probabilities into two oil-price paths, but it does not attempt to capture the full range of near-term market dynamics, including inventory positioning, shipping frictions, precautionary premia, or other temporary dislocations that can keep front-month prices elevated relative to a medium-term scenario model.
The sharp decline in the futures curve toward $72–74 by December therefore suggests that the market expects current tightness to ease over that horizon. That easing could come from some combination of supply normalization, weaker demand, or policy responses, but the figure itself does not identify which mechanism dominates. The key point is that the futures curve is answering a different question from the conflict-probability model. It reflects not only whether hostilities persist, but also how quickly any resulting oil-market disruption fades.
Even if peace is reached, the inflation impulse from an oil shock would not disappear immediately. Energy-price pass-through typically lags the underlying move in crude, especially in energy-importing economies. In that sense, any near-term disruption could continue feeding into headline inflation after the political situation has stabilized. At the same time, the top panel still implies roughly a 24% chance that the conflict has not durably ended by year-end, leaving meaningful upside risk to both oil and inflation beyond the central case.
Two caveats are worth noting. First, our peace-versus-escalation framing is deliberately simple. Real outcomes will fall on a spectrum that includes partial de-escalation, intermittent disruption, and sanctions easing without full normalization, any of which would produce oil prices between our two scenario bounds. The probability-weighted price should be read as an analytical anchor, not a point forecast. Second, the inflation discussion above is directional rather than mechanical. The timing and persistence of pass-through will depend not just on the path of hostilities, but also on the speed of supply normalization, domestic fuel-price policy, and the response of broader demand.
This material is produced by Turnleaf Analytics for informational purposes only and does not constitute investment advice, a recommendation, or an offer to buy or sell any security or financial instrument. The analysis reflects our interpretation of publicly available data as of the date of publication and is subject to change without notice. Readers should consult qualified financial, legal, and tax advisors before making any investment decisions. Turnleaf Analytics accepts no liability for losses arising from the use of this material.
Research Archive
Macroeconomic Insights: How U.S. Tariffs and Eurozone Weakness Are Shaping Chinese Inflation
The trajectory of Chinese inflation will largely depend on its sensitivity to U.S. tariffs and its ability to sustain domestic GDP growth through external demand, particularly...
Macroeconomic Insights: Prices to Increase in February 2025 as Canada’s Tax Holiday Takes a Holiday
Between mid-December 2024 and mid-February 2025, the Canadian government implemented a GST/HST tax holiday, exempting beverages, restaurants, children’s clothing and footwear,...
Macroeconomic Insights: Fueling the Inflation Fire – Turnleaf’s Turkish Inflation Curve Shifts Upwards
Turnleaf’s latest data has pushed Turkey’s inflation outlook higher than consensus forecasts. There are multiple reasons for this which we will explain in this note. One of the...
Macroeconomic Insights: Assessing the Inflationary Impact of U.S. Steel & Aluminum Tariffs
The newly announced 25% tariff on U.S. steel and aluminum imports introduces cost pressures across global supply chains. However, the key question is not just how markets react,...
Emerging Markets: January 2025 Colombia and Hungary CPI YoY Forecast Review
2025 Colombia CPI YoY Above Consensus Due to Global Inflation Pressures Turnleaf’s CPI YoY model projects Colombia inflation well above consensus 12 months out, as it more...
Emerging Markets: January 2025 India CPI YoY Forecast Review
In our January 2025 YoY CPI forecast, we projected inflation at 4.57%, slightly above the realized 4.3%, yet outperforming consensus (4.71%)—even with our estimate released a...
Macroeconomic Insights: 2025 Eurozone Inflation Outlook – 4 Key Charts to Watch
Turnleaf is forecasting 2–2.5% headline inflation for the Eurozone in 2025, while core inflation is expected to decline through the end of the year towards 2% as momentum in wage...
DeepSeek, objectives and constraints
When a new burger joint opens up, there's often a buzz. Everyone (well, at least me) wants to try the new burger. Is it as good as it looks on Instagram? Or is it just style over...
Hundreds of quant papers from #QuantLinkADay in 2024
I tweet a lot (from @saeedamenfx and at BlueSky at @saeedamenfx.bsky.social)! In amongst, the tweets about burgers, I tweet out a quant paper or link every day under the hashtag...
What we’ve learnt from reading thousands of Fed communications
We recently had the last FOMC decision of 2024. Market l participants reacted to the hawkish tone including Powell’s comments that the Fed’s year-end inflation projection has...
Flash Inflation Outlook: The Cost of Stability, Poland’s Extended Energy Caps
The Polish government’s decision to extend the cap on electricity prices at 500 PLN/MWh is a critical measure to limit inflationary pressures on households. To understand its...
Macroeconomic Insights: A Pinch of Real Rates, a Dash of Slack: Turnleaf’s 2025 U.S. Inflation Recipe
At Turnleaf Analytics, leveraging our machine learning models, we project U.S. inflation to stabilize between 2–3% through 2025, shaped by the interplay of import inflation,...
Macroeconomic Insights: Rising Costs Hit Germany Where It Can’t Afford It—Manufacturing
Germany, long regarded as Europe’s economic powerhouse, owes much of its success to its export-driven industrial base. However, recent years have seen this foundation weaken...
Macroeconomic Insights: France’s Inflation Outlook Amid Fiscal and Economic Pressures
France’s inflation remains near the European Central Bank’s (ECB) 2% target despite significant fiscal spending during the pandemic and in response to the war in Ukraine....
Flash Inflation Outlook: South Korea Inflation Amid Political Instability
South Korea’s brief declaration and subsequent revocation of martial law by President Yoon has damaged investor confidence, further weakening the won and placing pressure on the...