IRI ENSO Forecast
IRI Technical ENSO Update and Model-Based Probabilistic ENSO Forecast
Published: February 18, 2022
Note: The SST anomalies cited below refer to the OISSTv2 SST data set, and not ERSSTv5. OISSTv2 is often used for real-time analysis and model initialization, while ERSSTv5 is used for retrospective official ENSO diagnosis because it is more homogeneous over time, allowing for more accurate comparisons among ENSO events that are years apart. These two products may differ, particularly during ENSO events. The difference between the two datasets may be as much as 0.5 C. Additionally in some years, the ERSSTv5 may tend to be cooler than OISSTv2 in the context of warming trends, because ERSSTv5 is expressed relative to a base period that is updated every 5 years, while the base period of OISSTv2 is updated every 10 years. In February 2021, both datasets were updated to reflect the 1991-2020 climatology period.
Recent and Current Conditions
The SST anomaly for NINO3.4 during the Nov-Jan season was -0.91 C, and for the month of January it was -0.83 C. The most recent weekly (09 Feb 2022) anomaly in the NINO3.4 region was -0.7 C, suggesting a continued, but slight weakening of the current La Niña conditions. The IRI’s definition of El Niño, like NOAA/Climate Prediction Center’s, requires that the SST anomaly in the NINO3.4 region (5S-5N; 170W-120W) exceed 0.5 C. Similarly, for La Niña, the anomaly must be -0.5 C or less.
Many of the key atmospheric variables remain indicative of La Niña conditions, such as the traditional and equatorial Southern Oscillation Indices, which decreased in January 2022, but returned to La Niña levels recently. The low-level easterly wind anomalies are near average and upper-level wind anomalies remain westerly across the tropical Pacific. Anomalously dry conditions have been observed around the date line through to the west-central part of the basin, and this has strengthened substantially over the last two weeks. For the ocean, subsurface temperature anomalies in the central and eastern equatorial Pacific are above average, while below normal subsurface temperatures are located mostly in far eastern side of the basin. In summary, current conditions still indicate a borderline La Niña that is dissipating. However, a La Niña advisory is still in place.
Expected Conditions
Note – Only models that produce a new ENSO prediction every month are considered in this statement.
What is the outlook for the ENSO status going forward? The most recent official diagnosis and outlook was issued on 10 February 2022 in the NOAA/Climate Prediction Center ENSO Diagnostic Discussion, produced jointly by CPC and IRI. It states that La Niña conditions are likely to continue into the Northern Hemisphere spring and then transition to ENSO-neutral during May-Jul 2022 (56% chance).
The latest set of model ENSO predictions from mid-February is now available in the IRI/CPC ENSO prediction plume. These are used to assess the probabilities of the three possible ENSO conditions by using the average value of the NINO3.4 SST anomaly predictions from all models in the plume, equally weighted. Please note that the NASA-GMAO and BCC_CSM11m models were considered outliers and thus not factored into the probabilistic update, even though both appear on the ENSO plume-of-models graphic. A standard Gaussian error is imposed over that average forecast, and its width is determined by an estimate of overall expected model skill for the season of the year and the lead time. Higher skill results in a relatively narrower error distribution, while low skill results in an error distribution with width approaching that of the historical observed distribution. Using this method, chances for La Niña are 79% for the Feb-Apr season, while chances for ENSO-neutral are 21%. Going forward, probabilities for La Niña decrease to 62% by Mar-May, 40% for Apr-Jun, and near to climatological odds (25-30%) for rest of the forecast period. A transition from La Niña to ENSO-neutral conditions is forecasted during Apr-Jun (60% chance), which remains the most likely category thereafter until Jul-Sep 2022. El Niño probabilities are less than 20% until Jul-Sep, then rise to about 30% during boreal fall. However, it is difficult to accurately foresee ENSO conditions for the latter part of the forecast (late boreal summer and autumn) as we pass through the spring barrier. A plot of the probabilities summarizes the forecast evolution. The climatological probabilities for La Niña, ENSO-neutral, and El Niño conditions vary seasonally, and are shown in a table at the bottom of this page for each 3-month season.
Caution is advised in interpreting the forecast distribution from the Gaussian standard error as the actual probabilities, due to differing biases and performance of the different models. In particular, this approach considers only the mean of the predictions, and not the total range across the models, nor the ensemble range within individual models. At longer leads, the skill of the models degrades, and uncertainty in skill must be convolved with the uncertainties from initial conditions and differing model physics, which leads to more climatological probabilities in the long-lead ENSO Outlook than might be suggested by the suite of models. Furthermore, the expected skill of one model versus another has not been established using uniform validation procedures, which may cause a difference in the true probability distribution.
In summary, the probabilities derived from the models in the IRI/CPC plume indicate a high preference for the continuation of a weak La Niña during next two seasons of 2022 (Jan-Mar and Feb-Apr), after which ENSO-neutral conditions becomes the most likely outcome. The likelihood for El Niño development remains very low during winter and spring time; however, it gradually increases and reaches up to 32% at the end of the forecast period.
A caution regarding the model-based ENSO plume predictions released mid-month, is that factors such as known specific model biases and recent changes in the tropical Pacific that the models may have missed, are not considered. This approach is purely objective. Those issues are taken into account in the official outlooks, which are generated and issued early in the month by CPC and IRI, and which will include some human judgment in combination with the model guidance.
| Season |
La Niña |
Neutral |
El Niño |
| FMA |
79 |
21 |
0 |
| MAM |
62 |
38 |
0 |
| AMJ |
40 |
60 |
0 |
| MJJ |
30 |
65 |
5 |
| JJA |
27 |
59 |
14 |
| JAS |
27 |
54 |
19 |
| ASO |
29 |
49 |
22 |
| SON |
30 |
43 |
27 |
| OND |
31 |
39 |
30 |