个体石油勘探者的预测能力:来自众包前景评估的初步发现

IF 1.8 4区 地球科学 Q3 GEOSCIENCES, MULTIDISCIPLINARY
A. V. Milkov
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引用次数: 4

摘要

石油勘探者经常对勘探前景和油井进行大量预测,但他们的预测质量缺乏文件。在这里,我将讨论从对未来勘探井的调查中推断出的个体勘探者的预测能力,其中一些勘探井是在2018年底和2019年钻探的。共有104家石油勘探者提供了7068个关于11口井和他们自己的答案,并使用该数据集中的子集来研究他们的预测。调查参与者各不相同,大多数人拥有硕士或博士学位,在石油公司担任个人贡献者和/或中层管理人员的行业经验超过16年。不同勘探人员对同一口井的地质成功概率(PoS)的评估差异很大,平均评估难以区分未来发现和干井。平均而言,参与调查的探索者预测的点(二元或多项选择)只比随机猜测好一点点。被试的最高学历对点预测的质量影响不大。多年的经验只使预测的质量提高了一点点。平均而言,与那些只研究调查提供的有限公开信息的人相比,对勘探前景更熟悉的调查参与者(那些生成勘探前景或评估专有公司数据的人)做出的勘探预测更差。花费在调查上的时间并不影响预测的质量。所有勘探者的综合意见(群体的智慧)在评估地质PoS时可能是有益的,但当预测结果有二元或多种可能性时,可能就不是这样了。个别石油勘探者普遍较差的预测能力可能会使一些决策者和投资者感到惊讶。然而,许多研究结果是基于相对较小的数据集,应该被视为初步的。需要使用更大的数据集进行进一步研究,以复制、验证和解释本研究的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
FORECASTING ABILITIES OF INDIVIDUAL PETROLEUM EXPLORERS: PRELIMINARY FINDINGS FROM CROWDSOURCED PROSPECT ASSESSMENTS

Petroleum explorers regularly make numerous forecasts for prospects and wells, but the quality of their predictions has inadequate documentation. Here I discuss the forecasting abilities of individual explorers inferred from a survey about future exploration wells, some of which were drilled in late 2018 and 2019. A total of 104 petroleum explorers provided 7,068 answers about eleven wells and about themselves, and subsets from this dataset were used to study their predictions. The survey participants were diverse, and most had M.Sc. or Ph.D. degrees with >16 years of industry experience working as individual contributors and/or middle managers for oil companies. Assessments of the geological probability of success (PoS) by different explorers for the same well were highly variable, and average assessments poorly discriminated between future discoveries and dry holes. Point (binary or multiple choice) forecasts by explorers participating in the survey were, on average, only slightly better than random guessing. The participants' highest academic degree had little apparent influence on the quality of the point forecasts. Years of experience resulted in only slightly better correlation with increasing quality of forecasts. Survey participants more familiar with the prospects (those who generated them or evaluated proprietary company data) made, on average, worse exploration forecasts than those who studied only the limited publicly available information provided with the survey. The duration of time spent on the survey did not affect the quality of forecasts. The aggregated opinion of all explorers (wisdom of the crowd) may be beneficial in assessments of the geological PoS, but perhaps not so when forecasted outcomes have binary or multiple possibilities. The generally poor forecasting abilities of individual petroleum explorers may surprise some decision-makers and investors. However, many of the study results are based on relatively small datasets and should be treated as preliminary. Further research with larger datasets is necessary to replicate, validate and explain the findings of this study.

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来源期刊
Journal of Petroleum Geology
Journal of Petroleum Geology 地学-地球科学综合
CiteScore
3.40
自引率
11.10%
发文量
22
审稿时长
6 months
期刊介绍: Journal of Petroleum Geology is a quarterly journal devoted to the geology of oil and natural gas. Editorial preference is given to original papers on oilfield regions of the world outside North America and on topics of general application in petroleum exploration and development operations, including geochemical and geophysical studies, basin modelling and reservoir evaluation.
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