Flexible forecast presentation overcomes longstanding obstacles to using probabilistic seasonal forecasts
We describe an innovative forecast presentation that aims to overcome obstacles to using seasonal climate forecasts for decision making, trace factors that influenced how seasonal forecast conventions have evolved, and describe a workshop process for training and supporting farmers in sub-Saharan Af...
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Format: | Article |
Language: | English |
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Frontiers Media S.A.
2022-08-01
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Series: | Frontiers in Climate |
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Online Access: | https://www.frontiersin.org/articles/10.3389/fclim.2022.908661/full |
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author | James W. Hansen Tufa Dinku Andrew W. Robertson Remi Cousin Sylwia Trzaska Simon J. Mason |
author_facet | James W. Hansen Tufa Dinku Andrew W. Robertson Remi Cousin Sylwia Trzaska Simon J. Mason |
author_sort | James W. Hansen |
collection | DOAJ |
description | We describe an innovative forecast presentation that aims to overcome obstacles to using seasonal climate forecasts for decision making, trace factors that influenced how seasonal forecast conventions have evolved, and describe a workshop process for training and supporting farmers in sub-Saharan Africa to use probabilistic seasonal forecasts. Mainstreaming seasonal climate forecasts through Regional Climate Outlook Forums (RCOFs) was an important milestone in the development of climate services. Most RCOFs and National Meteorological Services (NMS) adopted a subjective process to arrive at a consensus among different sources of prediction, and express the forecast as probabilities that rainfall in the upcoming season will fall in “below-normal,” “normal” or “above-normal” historical tercile categories. The Flexible Forecast is an online presentation that rectifies the main criticisms of the tercile convention by presenting downscaled forecasts as full probability distributions in probability-of-exceedance format along with the historical climate distribution. A map view provides seasonal forecast quantities, anomalies, or probabilities of experiencing above or below a user-selected threshold in amount or percentile, at the spatial resolution of the underlying gridded data (typically 4 to 5 km). We discuss factors that contributed to the persistence of the tercile convention, and milestones that paved the way to adopting seasonal forecast methods and formats that better align with user needs. The experience of adopting the new flexible forecast presentation regionally and at a national level in Eastern Africa illustrates the challenges and how they can be overcome. We also describe a seasonal forecast training and planning workshop process that has been piloted with smallholder farmers in several African countries. Beginning with participants' collective memory of past seasonal climate variations, the process leads them incrementally to understand the forecast presented in probability-of-exceedance format, and apply it to their seasonal planning decisions. |
first_indexed | 2024-04-13T18:27:55Z |
format | Article |
id | doaj.art-c41536d4cb9643d09e7c133a3f1403a9 |
institution | Directory Open Access Journal |
issn | 2624-9553 |
language | English |
last_indexed | 2024-04-13T18:27:55Z |
publishDate | 2022-08-01 |
publisher | Frontiers Media S.A. |
record_format | Article |
series | Frontiers in Climate |
spelling | doaj.art-c41536d4cb9643d09e7c133a3f1403a92022-12-22T02:35:12ZengFrontiers Media S.A.Frontiers in Climate2624-95532022-08-01410.3389/fclim.2022.908661908661Flexible forecast presentation overcomes longstanding obstacles to using probabilistic seasonal forecastsJames W. HansenTufa DinkuAndrew W. RobertsonRemi CousinSylwia TrzaskaSimon J. MasonWe describe an innovative forecast presentation that aims to overcome obstacles to using seasonal climate forecasts for decision making, trace factors that influenced how seasonal forecast conventions have evolved, and describe a workshop process for training and supporting farmers in sub-Saharan Africa to use probabilistic seasonal forecasts. Mainstreaming seasonal climate forecasts through Regional Climate Outlook Forums (RCOFs) was an important milestone in the development of climate services. Most RCOFs and National Meteorological Services (NMS) adopted a subjective process to arrive at a consensus among different sources of prediction, and express the forecast as probabilities that rainfall in the upcoming season will fall in “below-normal,” “normal” or “above-normal” historical tercile categories. The Flexible Forecast is an online presentation that rectifies the main criticisms of the tercile convention by presenting downscaled forecasts as full probability distributions in probability-of-exceedance format along with the historical climate distribution. A map view provides seasonal forecast quantities, anomalies, or probabilities of experiencing above or below a user-selected threshold in amount or percentile, at the spatial resolution of the underlying gridded data (typically 4 to 5 km). We discuss factors that contributed to the persistence of the tercile convention, and milestones that paved the way to adopting seasonal forecast methods and formats that better align with user needs. The experience of adopting the new flexible forecast presentation regionally and at a national level in Eastern Africa illustrates the challenges and how they can be overcome. We also describe a seasonal forecast training and planning workshop process that has been piloted with smallholder farmers in several African countries. Beginning with participants' collective memory of past seasonal climate variations, the process leads them incrementally to understand the forecast presented in probability-of-exceedance format, and apply it to their seasonal planning decisions.https://www.frontiersin.org/articles/10.3389/fclim.2022.908661/fullseasonal forecastfarmersnational meteorological servicesparticipatoryMaproomENACTS |
spellingShingle | James W. Hansen Tufa Dinku Andrew W. Robertson Remi Cousin Sylwia Trzaska Simon J. Mason Flexible forecast presentation overcomes longstanding obstacles to using probabilistic seasonal forecasts Frontiers in Climate seasonal forecast farmers national meteorological services participatory Maproom ENACTS |
title | Flexible forecast presentation overcomes longstanding obstacles to using probabilistic seasonal forecasts |
title_full | Flexible forecast presentation overcomes longstanding obstacles to using probabilistic seasonal forecasts |
title_fullStr | Flexible forecast presentation overcomes longstanding obstacles to using probabilistic seasonal forecasts |
title_full_unstemmed | Flexible forecast presentation overcomes longstanding obstacles to using probabilistic seasonal forecasts |
title_short | Flexible forecast presentation overcomes longstanding obstacles to using probabilistic seasonal forecasts |
title_sort | flexible forecast presentation overcomes longstanding obstacles to using probabilistic seasonal forecasts |
topic | seasonal forecast farmers national meteorological services participatory Maproom ENACTS |
url | https://www.frontiersin.org/articles/10.3389/fclim.2022.908661/full |
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