Science1 publisher3 min readPublished
Rainfall extremes explain two-thirds of the year-to-year swing in Ghana's cocoa harvest
A Harvard and University of Ghana team detrended two decades of district production records and found that heavy April-June rain matters about as much as dry-season drought, with both extremes tied to large-scale climate patterns.
The Scientist · Science desk

What happened
- Excess wet-season rain and dry-season drought together explain about two-thirds of the year-to-year swings in Ghana's cocoa harvest, according to the study's lead author.
- The Harvard and University of Ghana team built the analysis on two decades of newly available district-level production records from the Ghana Cocoa Board, a government agency.
- The most damaging rains in Ghana arrive in the April-June wet season, when the trees are flowering and young pods are beginning to form.
- Checks on two other major producers, Ecuador and Indonesia, showed the same direction: years with heavier wet-season rains tended to be worse for cocoa.
- A strong El Nino is now developing, a pattern that typically brings heavy rainfall to coastal Ecuador and drier weather to West Africa and Indonesia.
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Why it matters
- constraint Current climate models cannot reproduce West Africa's rainfall climatology, so growers deciding what to replant on land that will carry trees for decades have no rainfall projection to plan against. The seasonal signal is what this work can support.
- decision The interventions the authors suggest, more canopy cover and retained leaf litter, are pre-season choices, so the lead time of any warning decides whether the finding changes a single planting decision.
- exposure A buyer hedged only against drought is uncovered on the other half of the risk, and the 2024 tripling of raw cocoa prices reached shoppers as higher prices, smaller bars and reformulated products.
- contradiction Earlier work framed cocoa's climate threat as rising temperatures making regions unsuitable. This analysis finds that averages of rainfall and temperature miss the short bursts, so a risk model built on monthly means is measuring the wrong variable.
The damage happens in two ways at once. Large raindrops hit the flowers directly, and wet conditions during flowering and early pod development favor fungal disease that rain splash carries up from the soil onto the pods [3][5]. Peter Huybers, senior author and chair of Harvard's Department of Earth and Planetary Sciences, said the team hopes the findings "will help reduce future crop damage, possibly by encouraging more canopy cover to shield cocoa flowers from large raindrops or by retaining more leaf litter to prevent splashes that transmit infection from soil to cocoa pods" [5][6].
Anna Lea Albright led the work as a postdoctoral fellow at the Harvard University Center for the Environment [4]. "Drought is a real threat to cocoa, and that's well established. What has not been as well articulated is the other extreme of too much rain," she said [3].
Ghanaian production grew across the two decades as more land came into cultivation, so the researchers removed each district's long-term trend before comparing anything with weather [8]. Without that step, the expansion of planted area would sit inside every correlation. They then tested the detrended swings against daily weather records and a slate of candidates: average rainfall, heavy downpours, dry spells, soil moisture and temperature extremes [9]. Heavy rain in the main wet season and too little rain in the dry season came out ahead [10].
Two-thirds is a large share of the variance for a crop under this many pressures, and it is a share explained after the fact [2]. The thing it does not tell you is how much of that signal survives out of sample, at a lead time a grower could act on. The authors tie the damaging rains to larger patterns, including El Niño and shifts in Atlantic sea-surface temperatures, and argue that some bad years can be anticipated before the damage lands [14]. According to phys.org, the team is still working to deliver forecasts early enough for disease control to be timed around the heavy rain [17].
Ghana's other sensitive window runs the opposite way. From November to February, too little rain hurts pods that are still developing [12]. Add the two windows together and seven of the twelve months carry rainfall risk, three in the wet season and four in the dry [22]. For the first of them, a forecast has to be in hand by March.
Rain is not the only pressure on Ghanaian cocoa: aging trees, gold mining, smuggling, fertilizer costs, pests and disease all cut into output [20]. Cocoa trees live for decades, and a harvest depends on a sequence of flowering, pollination and pod development in which too little or too much rain at the wrong moment can damage the crop for the rest of the season [21][23].
What to watch
- Whether the developing El Nino produces the typical pattern of heavy coastal Ecuador rainfall and drier West Africa, and how the next Ghanaian harvest lands against it.
- Publication of an actual seasonal forecast with reported skill at a stated lead time, which is the capacity the team says it is still building.
- Field tests of the suggested interventions, canopy cover and leaf litter retention, against the splash-borne infection mechanism.