Probability forecast verification in petroleum exploration: insights from the Norwegian Continental Shelf

Biased forecasts lead to biased decisions. An essential pre-drill input in petroleum exploration is the geological probability of success (PoS). If the PoS is biased and lacks accuracy and reliability, the result is value erosion. We used the Brier score, skill score, bias and attribute diagram to assess the quality of PoS forecasts for prospects on the Norwegian Continental Shelf (NCS) from 1990 to 2022. Pre-drill and post-drill information about the prospects have been reported to the Norwegian Offshore Directory. As the reported PoS was obtained by multiplying the probability of source, reservoir and trap, verification measures were also applied to these three factors. Overall, NCS forecasts tend to exhibit pessimism and overconfidence, with some improvement in bias over time. The trap forecasts consistently exhibit a negative skill score over time, indicating a performance no better than the standard reference class. Furthermore, PoS forecasts are not reliable. Biased forecasts indicate that forecasters need to revise their judgements, while negative skill scores imply that a forecast may not add value. Poor reliability indicates that prospects estimated to have a high PoS may not be successful, and vice versa. These shortcomings can lead explorers to prioritize non-viable prospects while missing the more promising ones.

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Publication Details

Journal
Petroleum Geoscience
Published
2025-09-02
DOI
https://doi.org/10.1144/petgeo2025-014
Primary Topic
Reservoir Engineering and Simulation Methods
Type
article
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article

Probability forecast verification in petroleum exploration: insights from the Norwegian Continental Shelf

Néstor Cardozo, Reidar B. Bratvold, M. Jahan Mohammadi
Petroleum Geoscience
Reservoir Engineering and Simulation Methods
article

Probability forecast verification in petroleum exploration: insights from the Norwegian Continental Shelf

Néstor Cardozo, Reidar B. Bratvold, M. Jahan Mohammadi
article en

Abstract

Biased forecasts lead to biased decisions. An essential pre-drill input in petroleum exploration is the geological probability of success (PoS). If the PoS is biased and lacks accuracy and reliability, the result is value erosion. We used the Brier score, skill score, bias and attribute diagram to assess the quality of PoS forecasts for prospects on the Norwegian Continental Shelf (NCS) from 1990 to 2022. Pre-drill and post-drill information about the prospects have been reported to the Norwegian Offshore Directory. As the reported PoS was obtained by multiplying the probability of source, reservoir and trap, verification measures were also applied to these three factors. Overall, NCS forecasts tend to exhibit pessimism and overconfidence, with some improvement in bias over time. The trap forecasts consistently exhibit a negative skill score over time, indicating a performance no better than the standard reference class. Furthermore, PoS forecasts are not reliable. Biased forecasts indicate that forecasters need to revise their judgements, while negative skill scores imply that a forecast may not add value. Poor reliability indicates that prospects estimated to have a high PoS may not be successful, and vice versa. These shortcomings can lead explorers to prioritize non-viable prospects while missing the more promising ones.

Petroleum GeoscienceVol. 31(4)
University of Stavanger (NO)
Openalex Percentile: Top 71%
Reservoir Engineering and Simulation Methods
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Probability forecast verification in petroleum exploration: insights from the Norwegian Continental Shelf — Néstor Cardozo, Reidar B. Bratvold, et al. · Petroleum Geoscience (2025) | TGRS Research Map | TGRS