Decision and Risk Analysis
Working on IOR projects, or projects in general, it is important
to have a Decision and Risk Analysis (D&RA) tool in place.
Information on petroleum volumes, prices, operating- and capital
investment has to be communicated. Just as important are the
uncertainties in the figures and the risk and upside related to
the uncertainties.
To be able to talk together it is necessary to have a common
language in place. A variety of methods for risk and decision
analysis have been presented. The lack of one accepted method has
caused many problems in the communication between people, and is
a major bottleneck for IOR projects.
In order to improve the communication between people and also
to improve quality of decisions, a tool for Decision and Risk
Analysis is presented in this chapter. Several oil companies have
recently used this method in presentations.
A five step D&RA methodology should be used
in all IOR project evaluations. Some companies use more stages,
with up to 10 being seen. The number of stages is not important
as long as the same variables are considered in the full process.
The stages that have to be included are:
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Step 1 Framing the problem.
What is the problem?
What needs to be answered?
What information or data is needed?
Do we have any decision criteria?
Generate issues:
Critical concerns
Alternatives
Decisions
Uncertainties
Variables
Risks and potential upsides
Qualitative issues
Structure the problem:
Group and organise issues
Influence diagrams may be used
Decision trees to help focus and structure the problem
Plan the analysis:
Time contract
Who will do what?
Resources needed
Level of sophistication
Milestones
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Step 2 Quantify risks and uncertainties.
In this process we have to concentrate on quantifying the
uncertainties for the variables that may be significant to the analysis. Uncertainties should be treated probabilistically (P10,
P50 and P90 cases, or similar well-defined system). Narrow the
list of variables for probabilistic assessment in order to
simplify the analysis and provide focus.
List variables, risks, and chance factors.
Shortlist variables
Quantify variables, uncertainties and risks
Quantify chance factors
Empirical data and reality checks included
In this process we have to base the list of variables on judgement, experience, analogies and other information that is
available. Each company has their own know-how and experience
that goes into this process. In IOR projects the petroleum
resources (production profiles) are critical variables. Reservoir
simulation is not the first method we think about, but in some
cases it is the best way ahead. Doing reservoir simulations
should then, if used, also include sensitivity analysis to find
and quantify the critical parameters.
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Step 3 Perform sensitivity analysis.
Test the project's NPV (or other criteria)
sensitivity to the uncertainties of each potential significant
variable.
Calculate a reference case NPV with all variables at their P50
values
Calculate a NPV range for each potential significant variable
Tabulate the results, ordering the variables from largest impact
to smallest (Tornado plot)
Analyse the results
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Step 4 Generate range of
outcomes (Decision tree).
Construct the decision tree(s) based on the
significant variables. Refining the skeleton tree or draft from
Step 1 Framing, including the significant variables can do this.
Then, generate the economic outcome for each alternative.
Evaluate the branches of the decision tree
Calculate the expected values for the total range (whole tree)
Plot cumulative probability versus NPV
Validate the results.
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Step 5 Apply decision criteria.
Evaluate the impact of qualitative issues.
Apply the decision criteria determined in Step 1
Framing, and make decision. Document the basis for decision.
Validate alignment with the company strategy.
Prepare an implementation plan.
Identify Start / Stop / Re-assess points
If this method, or a better one, could be made standard for the
evaluation of IOR projects, the communication between the
involved parties could be more efficient. All projects are
exposed to risks and to upside potential. A D&RA exercise
like this will make the communication between the licence owners
and with the Authorities more efficient.
Acknowledgements
Ideas in this short description have been taken from DuPont and
Strategic Decision Group (SDG).
Oddbjørn Melberg
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Updated : May 6, 1998