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Explore decision analytic techniques to optimize seismic and drilling choices in oil exploration, considering factors such as probability of success, prospect value, costs, and accuracy of seismic data.
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Value of Information and other Decision Analytic Techniques for Optimization of Seismic and Drilling Mark Cronshaw SPEE Denver January 13, 2010 Gustavson Associates
Introduction • Optimal drilling and seismic choices depend on • Probability of success (presence of hydrocarbon in commercial quantity) • Value of the prospect if it is successful • Cost of drilling • Cost of seismic • Accuracy of seismic
Key Ideas • Decision trees promote intelligent discussion of alternatives and optimal choices • Can assess the value of information before it is gathered and analyzed • Potential cost saving: avoid unnecessary data gathering • Potential time saving: avoid unnecessary data gathering • Information has value only if it might change a decision
Example -Base case assumptions • Probability of structure = 10% (with commercial hydrocarbon) • Cost of seismic = $2 million • Dry hole cost = $10 million • Completion cost = $2 million • Value of prospect if successful = $60 million (excluding well cost)
Possible outcomes • Drill dry hole without seismic • Cost = $10 million • Drill successful well without seismic • Net value = $60 (success) - $10 (dry hole cost) - $2 (completion cost) = $48 million • Drill successful well after doing seismic • Net value = $60 (success) - $10 (dry hole cost) - $2 (completion cost) - $2 (seismic cost) = $46 million • Drill dry hole after doing seismic • Cost = $10 (dry hole) + $2 (seismic) = $12 million • Abandon prospect after doing seismic • Cost = $2 million
Sequence of decision models • Drill without seismic • Perfect information about structure • Provides an upper bound on the value of seismic • Imperfect seismic information • Accounts for false positives and false negatives • Compare drilling with and without seismic • Uncertainty about value of success
Summary – Without seismic • Base case: Better to not drill • High success value: Better to drill • High probability of success: Better to drill • Value of perfect information = $4.8 million = Maximum willingness to pay for seismic • If seismic will cost more than this, then • Do not do it • Do not become involved with the prospect
Summary - With seismic (1) • Base case: • Prospect is not attractive • It is not worth doing seismic! • Medium success value • Prospect is attractive • If seismic indicates promise , then drill • If seismic does not look promising ,then do not drill • Promising seismic increases the probability of success • Discouraging seismic reduces the probability of success • High success value • Prospect is very attractive • Better to drill without doing seismic!
Summary - With seismic (2) • Sensitivity to probability of structure: • Qualitatively similar to success value • Medium probability of structure • Prospect is attractive • If seismic indicates promise , then drill • If seismic does not look promising ,then do not drill • Promising seismic increases the probability of success • Discouraging seismic reduces the probability of success • High probability of structure • Prospect is very attractive • Better to drill without doing seismic!
Extensions • Can incorporate additional uncertainty • Success value • Dry hole cost • Completion cost • Seismic cost • Can explicitly model success case cash flows
Conclusions • Optimal decision-making about drilling and seismic depends on costs, benefits and uncertainties • It is not always optimal to do seismic • Decision-making is simple to model • Relies on subjective opinions about values & probabilities • It is easy to do sensitivity analysis • Decision analysis • Is easy to do • Reveals the optimal choice • Promotes intelligent discussion of alternatives • Is very useful at early stages of a project, with lots of uncertainty
Present Structure .23 Promising .35 Absent Seismic Result .77 Present Structure .03 Discouraging .65 Absent .97 Backup Slide – Flipping the Tree .08 .1 .02 .27 .9 .63 .08 .27 .02 .63