A colleague asked whether high temperatures have led to or worsened drought in
Burkina Faso, and what the current temperature outlook implies. This page looks at the
four framework provinces (Loroum, Oudalan, Séno, Yagha) using the same per-province
indicator series behind the ASAP trigger: temperature, rainfall, water balance and
cumulative-FPAR biomass, 1989 to the 1st dekad of September 2026, plus the September 2026
temperature forecasts of three North American Multi-Model Ensemble (NMME) models.
Bottom line. Heat in the growing season is tightly bound to drought
here, but as a companion and amplifier rather than a cause that arrives first. Every year
Trigger 2 would have activated was a hot July to September (on average 0.4 °C above the
trend line, against zero for other years), and a hot season with normal rain still tends
to end with less biomass. But heat anomalies coincide with rainfall deficits within the
same ten-day period and do not precede them, and hot pre-season months (April to June) say
almost nothing about the season to come. The "always going up" concern applies to the
pre-season, which has warmed 0.3 °C per decade; the growing season itself has warmed
only 0.07 °C per decade and not significantly. 2026 is the exception that tests all of
this: July to early September has been the hottest in the 38-year record, 1.4 °C above
normal, yet biomass is above normal. On the historical relationship that much heat should
have come with a biomass deficit near the warning cut-off. The forecasts say the heat
continues: all three NMME models put September to November 2026 in the warm tercile with
high confidence, 0.6 to 2 °C above their own hindcast climatologies, which points to a hot
end of season for late-sown crops and pasture after the Trigger 2 window closes.
It depends on the season. Figure 1 shows the framework-province mean temperature for the
hot pre-season months and for the growing season, from ASAP's ECMWF-based series.
Figure 1. Mean temperature over the four framework provinces
(cropland areas) for April to June and for July to September, 1989 to 2026, with Theil-Sen
trend lines fitted on 1989 to 2025. Red dots are the years Trigger 2 would have activated.
The 2026 value covers dekads through the 1st of September.
Season
Province
Trend, °C per decade
p
Mean 1989 to 1998
Mean 2016 to 2025
April to June
Séno
+0.35
<0.001
32.3
33.3
Yagha
+0.30
<0.001
32.0
33.0
Oudalan
+0.28
0.001
32.8
33.6
Loroum
+0.11
0.42
30.3
30.4
July to September
Loroum
+0.10
0.27
27.5
27.8
Oudalan
+0.08
0.36
29.0
29.3
Séno
+0.07
0.39
28.4
28.7
Yagha
+0.07
0.28
27.9
28.1
The pre-season has warmed by about a degree since the early 1990s, three of the four
provinces significantly. The growing season has warmed by a quarter of a degree, and the
year-to-year swings (a full degree between a wet and a dry season) dwarf it. For the
question that matters to the trigger, growing-season heat, the trend is small enough that
anomalies can be read against the long-term mean almost directly. The analysis below
removes it anyway, so that the "heat" being tested is heat relative to what the year
would have been expected to bring.
Figure 2. Each dot is one province-year, 2001 to 2025: the
July to September temperature anomaly from the province's own trend line, against the
detrended cumulative-FPAR anomaly over the Trigger 2 window (dekads 21 to 26). Colour is
the season's rainfall tercile. Red-ringed dots are the Trigger 2 activation years. Open red
circles are 2026 so far.
Hot seasons are drought seasons
Correlations. Detrended July to September temperature correlates −0.48
with seasonal rainfall, −0.61 with SPI-3, −0.44 with the water satisfaction index and
−0.42 with detrended biomass, all pooled over the four provinces and highly significant.
Seasonal rainfall total, by contrast, correlates only +0.07 with biomass in these
provinces: the total hides the timing and dry spells that matter, whereas temperature
integrates them (a dry spell is also a cloudless, hot spell).
Activation years were hot. The five years Trigger 2 would have activated
averaged +0.43 °C above trend in July to September, against −0.05 °C for the other years
(p < 0.001). 2002, 2011 and 2009 are the first, third and fourth hottest growing
seasons of 2001 to 2025 once the trend is removed. The framework's target bad years
(2011, 2014, 2017, 2019, 2022) averaged +0.23 °C.
But hot is not sufficient. 2023 and 2021 were the second and fifth
hottest growing seasons and ended with detrended biomass 0.3 to 0.5 z above
normal. Rain was near normal and the vegetation did not suffer. Heat without a rainfall deficit did
not produce a drought.
How much does heat add, beyond rainfall?
A regression of detrended window biomass on seasonal rainfall and detrended temperature,
both standardised, separates the two:
Province
Rainfall effect, z per sd
p
Temperature effect, z per sd
p
Temperature effect, z per °C
R² rain only
R² rain + temperature
Loroum
−0.12
0.40
−0.42
0.006
−1.06
0.02
0.31
Oudalan
−0.14
0.50
−0.48
0.026
−1.16
0.07
0.26
Séno
−0.16
0.32
−0.36
0.034
−1.00
0.01
0.20
Yagha
−0.16
0.36
−0.22
0.21
−0.68
0.00
0.07
Pooled, cropland
−0.11
0.11
−0.34
<0.001
−0.92
0.01
0.20
Pooled, rangeland
−0.12
0.09
−0.35
<0.001
—
0.01
0.21
Read the middle columns: a growing season one degree hotter than expected goes with
biomass about one standard deviation lower, once seasonal rainfall is held fixed. That is
roughly the distance from a normal season to the biomass-warning cut-off. Temperature
explains about a fifth of the year-to-year biomass variance in these provinces; seasonal
rainfall total, on its own, explains almost none.
Does the water balance already capture this?
ASAP's water satisfaction index is a crop water-balance model driven by CHIRPS rainfall
and ECMWF reference evapotranspiration, so temperature enters it through crop water
demand. In these provinces, though, its year-to-year variation is almost entirely
rainfall: rainfall explains 44 percent of the window water balance and adding
temperature raises that to 46 (p 0.06). That is a statement about the water balance, not
about biomass. The question that matters is whether temperature still explains biomass
once the water balance, rather than raw rainfall, is the other predictor:
Predictors of detrended window biomass, pooled 2001 to 2025
R²
Temperature coefficient, z per sd
p
Water balance only
0.07
—
Water balance + temperature
0.18
−0.25
<0.001
SPI-3 only
0.12
—
SPI-3 + temperature
0.19
−0.22
0.006
Temperature only
0.18
−0.29
<0.001
Water balance + rainfall + temperature
0.24
−0.31
<0.001
It does. The water balance on its own is a weak predictor of biomass here (r = 0.27), and
once temperature is added the water-balance coefficient loses significance while
temperature keeps its size. Temperature alone predicts biomass better than the water
balance alone. By province the effect is strongest in Loroum, present but weaker in
Oudalan and Séno, and absent in Yagha. So although temperature is an input to the water
balance, it carries biomass information the water balance does not, most likely because a
seasonal-total bucket model does not see the dry-spell timing that heat marks.
Two readings are consistent with this. Heat may worsen drought directly, by raising
evaporative demand and crop water stress during the grain-filling weeks. Or heat may be the
better measurement of a bad season, since the same clear skies that dry the soil
also heat the air, so that temperature carries the information about dry-spell timing that
the seasonal total loses. The data here cannot separate the two, and for a trigger it does
not need to: either way, a hot growing season is a strong sign of a poor biomass season.
Does heat come first?
Within the season, no. At the ten-day scale (dekads 16 to 30, 1991 to
2025), the temperature anomaly correlates −0.36 with the rainfall anomaly of the
same dekad, −0.19 with the previous dekad's rain, and +0.04 with the next
dekad's. A hot dekad is a dry dekad, not a warning of one. When a dekad is more than one
standard deviation hot, the chance that it is also dry (rain below −0.5 sd) is 56 percent
against a base rate of 35 percent.
Before the season, weakly. April to June temperature, detrended, has no
relationship with the coming season's rainfall (r = +0.04) and only a modest one with
biomass (r = −0.32, p = 0.001; −0.22 z per sd in the regression). Pre-season and
growing-season heat are themselves uncorrelated (r = 0.05). A hot April to June is not a
useful early signal of drought in these provinces, though it may leave soils and
pastures with less to start from.
Figure 3. Framework-province means by year: July to September
temperature anomaly from trend, July to September rainfall, detrended window biomass and
the window water satisfaction index. Outlined years are Trigger 2 activations. 2026 is
partial.
3 · 2026: the hottest growing season on record, so far #
The pre-season was unremarkable: April to June 2026 ranked 14th of 38 years, +0.3 °C
above the 1991 to 2020 normal, with Séno and Yagha half a degree warm and Oudalan slightly
cool. The growing season is another matter. From the 1st dekad of July to the 1st dekad of
September, the framework-province mean is 1.4 °C above normal, 3.6
standard deviations, and the hottest in the record by a wide margin: the previous highest,
2002, was +0.7 °C. Every one of the seven dekads is warm, from +0.6 to +2.2 °C, and the
anomaly is the same whether computed over the growing-cycle cropland mask or the full
cropland mask. Loroum leads at +1.6 °C, Yagha is lowest at +1.2 °C.
Dekad, 2026
1 Jul
2 Jul
3 Jul
1 Aug
2 Aug
3 Aug
1 Sep
Temperature anomaly vs 1991 to 2020, °C, framework-province mean
+2.2
+0.6
+1.6
+0.8
+1.0
+1.8
+2.1
Put 2026 on Figure 2 and it sits off the historical relationship. The four provinces are
+0.8 to +1.4 °C above their trend lines, where the 2001 to 2025 fit predicts biomass
between −0.6 and −1.1 z, at or below the warning cut-off. Instead biomass stands at
+0.0 to +1.5 z. Two things may be going on. The late onset concentrated the rain into a
shorter, later window, and where the crop and pasture did establish they grew well; the
national bulletins describe delayed but not failed vegetation. And the biomass series
carries the strong upward trend documented on the
companion page, so that a season which would once have
registered as poor now registers as normal. Either way, the heat this season has not yet
translated into the biomass deficit that Trigger 2 needs, and the ASAP water-balance index
shows it: the framework-province mean over dekads 21 to 25 is 87 percent, the second
lowest in the 36-year record behind only 1996 and below 2002 and 2009, so the water stress
is real even while the vegetation index holds up.
A note on the 2026 numbers. ASAP's temperature is an ECMWF product; the
long record is reanalysis, and recent dekads may come from near-real-time analyses that
can differ slightly from the final reanalysis. The 2026 anomaly is consistent across all
seven dekads and across both land masks, and annual means have run 0.7 to 1.0 °C warm in
four of the last five years, so a data artefact is unlikely to explain it. But the size of the anomaly
deserves a cross-check against ANAM's station temperatures before it is quoted as a
record.
4 · The temperature forecast for the rest of the season #
The intended source was ECMWF's SEAS5, but the Copernicus data store request sat in the
queue for more than a day. Three NMME models with a September 2026 issuance are available
openly through the IRI Data Library instead, and they agree closely enough that the
message does not depend on the choice.
Figure 4. NMME 2 m temperature forecasts for September, October
and November 2026 over the framework-province box, initialised 1 September 2026. Left:
anomaly of the ensemble mean against the model's own September-start hindcast
climatology, with a whisker for one standard deviation of the hindcast years. Right:
share of ensemble members above the hindcast's warm-tercile boundary; one third is
climatology. Hover for the underlying values.
Model
Members
Hindcast years
Sep anomaly
Sep warm tercile
Oct anomaly
Oct warm tercile
Nov anomaly
Nov warm tercile
CanSIPS-IC4
40
1991 to 2020
+1.2 °C
85 %
+0.6 °C
57 %
+0.8 °C
57 %
NASA GEOS-S2S
10
1991 to 2020
+2.2 °C
100 %
+1.9 °C
100 %
+1.1 °C
80 %
NCEP CFSv2
24
1991 to 2010
+3.3 °C
100 %
+1.8 °C
90 %
+1.8 °C
100 %
Reading the forecast
Direction and confidence are not in doubt. Every model puts every
month in the warm tercile with far more than a third of its members, and in every case
the 2026 ensemble mean ranks first or third among the 21 to 31 hindcast years. For
September, which is already one third observed, the forecast is consistent with the
+1.3 °C the framework provinces have recorded in the first dekad.
Magnitude is uncertain and the largest numbers should be discounted.
CFSv2's +3.3 °C for September is 5.8 standard deviations of its hindcast; the model has
a documented warm drift in real-time forecasts relative to its 1991 to 2010 hindcast,
and that older baseline sits below the others by about the warming since. CanSIPS, the
largest ensemble with the full 1991 to 2020 baseline, gives the most conservative
picture: +1.2 °C in September easing to +0.6 to +0.8 °C in October and November, with
57 percent of members warm in those months. Observed October and November anomalies in
the framework provinces have reached +1.3 and +2.4 °C (both in 2023), so a +1 °C
October is well within recent experience, not a record.
Part of the signal is the trend itself. Against a 1991 to 2020
baseline, any recent year starts roughly half a degree warm in these months. The
forecasts are warmer than that, so they carry a genuine seasonal signal on top, but the
excess over recent years is smaller than the raw anomaly suggests.
What it implies for the season
For the last two Trigger 2 dekads. On the 2001 to 2025 relationship,
a growing season 1 °C hotter than expected goes with biomass about 0.9 z lower. The
season has already run 1.4 °C hot without the biomass deficit appearing, so the
historical rate cannot be applied mechanically. Still, a hot first half of September
with the rains withdrawing early is the combination most likely to pull the
cumulative-FPAR anomaly down late; the 2nd dekad of September ASAP update is the one to
watch.
For the end of season. The forecast heat falls mostly after the
Trigger 2 window closes. It coincides with ANAM's outlook of long end-of-season dry
spells and a late end of season over Liptako and Yaadga, and with crops sown a month
late that will be filling grain in late September and October. Higher temperatures
raise crop water demand and shorten grain filling; for pasture they hasten drying of
the standing biomass that herds depend on through the dry season. That is an
end-of-season risk the framework, as designed, will not signal.
For monitoring. Temperature is cheap to add to the verification
checklist: the ASAP province series updates every dekad with the warnings, and the
CanSIPS and GEOS forecasts are refreshed monthly on the IRI Data Library without an
account.
Temperature is a good drought indicator here, and not a leading one. It
tracks the biomass outcome better than seasonal rainfall does, but it moves with the
dry spells rather than ahead of them. As a trigger it would sit in the same August to
September window as ASAP, not earlier.
It could strengthen Trigger 2 rather than replace it. A quick test:
ASAP biomass warnings (level 2 or above) in two provinces plus a growing season
at least 0.2 °C above trend by the 2nd dekad of August selects 2002, 2006, 2009 and 2011,
four of the five level-3 activation years, and excludes the cool level-2 years 2001, 2010
and 2016. It misses 2004, which was only 0.13 °C warm by then. The heat condition does
the work the meteorological co-occurrence does in the level-3 rule, without depending on
ASAP's water-balance flag. That is a design idea for the 2027 revision, to be backtested
properly against impact data, not a change for this season.
The trend question is manageable. Because growing-season warming is
slow, a temperature threshold expressed as an anomaly from a rolling or trend-adjusted
baseline stays meaningful for years; the pre-season is where the baseline shifts fast,
and the pre-season is not where the drought signal is.
2026 is worth watching precisely because it breaks the pattern. Record
growing-season heat with normal-or-better vegetation has no precedent in this record.
If the late-sown crop meets the long end-of-season dry spells ANAM forecasts, the
vegetation index may fall late, after the Trigger 2 window closes.
Sources and method. JRC ASAP indicator statistics export, Burkina Faso
(country_id 219), GAUL level 2: temperature (variable 140, ECMWF, cropland
growing-cycle and full masks, 1989 to 1 September 2026), rainfall (10), water satisfaction
index (160), SPI-3 (40) and cumulative-FPAR anomaly (240) for cropland and rangeland,
downloaded 14 and 15 September 2026. Seasons: April to June = dekads 10 to 18, July to
September = dekads 19 to 27, Trigger 2 window = dekads 21 to 26. Temperature anomalies
"from trend" remove a per-province Theil-Sen slope fitted 1989 to 2025; biomass
detrending follows the companion page. Regressions
are ordinary least squares on standardised predictors, 2001 to 2025, per province and
pooled. Activation years from the framework backtest (2002, 2004, 2006, 2009, 2011);
target bad years from the 2026 trigger analysis (2011, 2014, 2017, 2019, 2022). Forecast:
NMME 2-metre reference temperature, monthly means, September 2026 start, lead months
0.5 to 2.5 (September, October, November), for CanSIPS-IC4 (40 members), NASA GEOS-S2S
(10) and NCEP CFSv2 (24), with each model's September-start hindcasts (1991 to 2020;
CFSv2 1991 to 2010) for climatology and terciles, from the IRI Data Library, averaged
over the 1° grid box 13 to 16 °N, 3 °W to 1 °E. GFDL-SPEAR had no September issuance
yet. ECMWF SEAS5 was requested from the Copernicus Climate Data Store but the request
did not leave the queue within a day; the page can be updated when it does.
Scripts in OCHA-DAP/ds-aa-bfa-drought
under scripts/. Page written 15 September 2026 by the OCHA Centre for
Humanitarian Data.