Featured Research
Macroeconomic Insights: El Niño and the Inflation Outlook for the Year Ahead
A developing El Niño is becoming an important force in the inflation outlook over the next year. By shifting global rainfall patterns, it can bring drought to some regions and heavy rain to others, with the greatest economic impact often felt through food production....
Macroeconomic Insights: El Niño and the Inflation Outlook for the Year Ahead
A developing El Niño is becoming an important force in the inflation outlook over the next year. By shifting global rainfall patterns, it can bring drought to some regions and heavy rain to others, with the greatest economic impact often felt through food production. The Niño 3.4 sea-surface temperature anomaly has already crossed the El Niño threshold and is expected to strengthen further around the turn of the year.
The effects are likely to fall most heavily on emerging markets, especially those that are major agricultural producers, though the impact will vary by region. Drought across Southeast Asia, Australia and parts of India threatens crops such as rice, wheat, sugar, palm oil, coffee and cocoa. In South America, the picture is more mixed. El Niño can hurt coffee-growing regions in Colombia and northern Brazil, while bringing potentially beneficial rains to the grain belts of Argentina and southern Brazil.
Markets tend to price these risks quickly, often before actual crop shortfalls appear, but the pass-through to retail food prices is slower, typically taking six to sixteen months. The inflation impact is therefore likely to emerge with a lag, building through the year ahead and falling most heavily on food-sensitive emerging markets.
What previous episodes show
Figure 1 puts the current risk in historical context by comparing headline and food CPI inflation across nine emerging markets around select El Niño episodes. The shaded periods mark the 2015–16 super El Niño, the weaker 2018–19 episode, and the strong 2023–24 event.
Figure 1

The main message is that the inflation impact has been uneven but often clearest in food CPI. During 2015–16, food inflation rose sharply in several countries shown, including India, Brazil, Peru and South Africa, while the response was more limited or less persistent in Indonesia, Thailand and Malaysia. In 2023–24, food inflation again picked up notably in markets such as the Philippines, Indonesia, Thailand, South Africa, Peru and Colombia, with headline inflation generally moving less dramatically.
This pattern is consistent with El Niño acting primarily as a food-price shock. The pass-through to headline inflation depends on the size of the food basket, the persistence of the shock, exchange rates, policy responses and whether higher food prices spill over into broader inflation expectations.
How we measure and incorporate it
Because many crop, harvest and local supply indicators are released with a lag, and CPI captures the shock only after it reaches consumers, we track the chain as it develops. We anchor on the family of Niño-region sea-surface-temperature anomalies. The Niño 3.4 anomaly in the central Pacific is the broadest and most widely used official ENSO gauge, with readings above +0.5°C signaling El Niño and below -0.5°C signaling La Niña (Figure 2).
Figure 2

We complement it with region-specific anomalies tied to individual economies, using Niño indices where they have stronger historical links to local weather and food-price outcomes, including Niño 1+2 for coastal South America and Niño 4 for parts of Southeast Asia. Alongside these we track a granular set of satellite-observed variables tracked country by country including precipitation rate, snow depth, soil moisture content, sea surface temperature, sea surface wind speed, column water vapour and cloud liquid water. Availability varies with geography, so the input set is tailored to each country. We then add the conventional building blocks of food inflation, such as crop and harvest statistics and global food-price benchmarks. On top of these we layer high-frequency alternative data that reveals pressure before it reaches the consumer, such as freight activity, fertiliser and futures prices, and scraped retail prices from local supermarkets.
Overall, we expect El Niño to add upward pressure first to food inflation over the coming year. The headline effect should be strongest in emerging markets with large food baskets, weaker currency buffers and higher sensitivity to food-price shocks, and more muted across advanced economies unless the shock persists or feeds into broader inflation expectations.
Research Archive
Macroeconomic Insights: Colombia CPI – Minimum Wage Shock Meets Fiscal Emergency
Turnleaf expects Colombia CPI to accelerate towards 6% YoY starting January 2026 following a 23.7% minimum wage increase that took effect on January 1—a significant upward...
Inflation Outlook 2026: New Year, New Inflation Regime?
Over the past year, global disinflation efforts have been complicated by escalating trade tensions that slowed global growth, geopolitical conflicts in the Middle East and...
Hundreds of quant papers from #QuantLinkADay in 2025
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...
Macroeconomic Insights: U.S. CPI – Now What?
The October and November 2025 CPI prints were materially affected by technical distortions related to the federal government shutdown. These distortions are likely to produce a...
Macroeconomic Insights: What Drove US CPI Lower?
US CPI YoY NSA came in at 2.7%, significantly below consensus expectations (3.1%) and our own model forecast (3.0%). Core CPI YoY NSA also printed weaker at 2.6% versus market...
Macroeconomic Insights: Chile CPI – It’s Not All That Bad
Turnleaf expects Chilean inflation to ease below the central bank's 3% target in early 2025, driven by peso appreciation compressing import prices and subdued energy costs...
Macroeconomic Insights: US CPI – Natural Gas Price Dynamics and Inflation Pass-Through
The recent spike in natural gas futures reflects market expectations of future supply constraints. Unlike past volatility driven by weather alone, this increase stems from...
Macroeconomic Insights: Switzerland CPI – Inflation Not Hot Not Cold
Last month Turnleaf argued that Switzerland was escaping deflation but still stuck near 0% inflation over the next year, with any firming coming mainly from tax changes and...
Macroeconomic Insights: Australia Inflation Sparks Concern
Reaching 3.8% YoY in October 2025, headline CPI is currently above both the RBA's 2–3% target band and the market consensus forecast of 3.6% (ABS CPI October 2025). Turnleaf's...
Macroeconomic Insights: India CPI – Structural Pressures Emerge
In the past month Turnleaf's 12-month inflation forecast for India has edged lower as the pace of food and energy price increases slowed. This moderation reflects seasonal...
QuantMinds London 2025
"Are you on mute?" is perhaps the most succinct catchphrase which most comprehensively describes the post-covid landscape of work. Yet, despite the plethora of video conferencing...
Macroeconomic Insights: Gilt Selloff, Autumn 2026 Budget
The Autumn 2025 Budget, scheduled for 26 November, is expected to deliver substantial fiscal tightening. Independent forecasts estimate a tax-raising package in the region of...
Macroeconomic Insights: US CPI — Shutdown Distortions Shift the Focus to November
The 43-day U.S. government shutdown has materially degraded the quality of October’s inflation data. With BLS field operations suspended for the duration of the collection...
What would you have said?
I recently went back to Imperial College. Whilst, I've been back many times since I graduated, this was the first time that I was returning to stand in front of an audience to...
Macroeconomic Insights: Norway CPI – Hey It’s Okay, Mistakes Happen
The Norway Statistical Institute recently revised the latest CPI print from 3.3% to 3.1%, correcting an error in electricity-price calculations that overstated inflation. Despite...