Page 372 - Hydrocarbon Exploration and Production Second Edition
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Petroleum Economics                                                   359


                  14.6. Sensitivity Analysis

                  As discussed in Section 14.2, the technical, fiscal and economic data gathered
             to construct a project cashflow carry uncertainty. An economic base case is
             constructed using, for example, the most likely values of production profile and the
             50/50 cost estimates, along with the ‘best estimate’ of future oil prices and the
             anticipated production agreement and fiscal system.
                In order to test the economic performance of the project to variations in the base
             case input data, sensitivity analysis is performed. This indicates how robust the
             project is to variations in one or more parameters, and also highlights which of the
             inputs the project economics is more sensitive to. These inputs can then be addressed
             more specifically. For example, if the project economics is highly sensitive to a delay
             in first production, then the scheduling should be more critically reviewed.
                Changing just one of the individual input parameters at a time gives a clearer
             indication of the impact of each parameter on NPV (the typical indicators under
             investigation), although in practice there will probably be a combination of changes.
             The combined effect of varying individual parameters is usually closely estimated by
             adding the individual effects on project NPV.
                Typical parameters which may be varied in the sensitivity analysis are

                Technical parameters
               CAPEX
               OPEX (fixed and/or variable)
               reserves and production forecast
               delay in first production.

                Economic parameters

               timing of fiscal allowances (e.g. ring-fencing)
               discount rate
               oil price
               inflation (general and specific items).

                If the fiscal system is negotiable, then sensitivities of the project to these inputs
             would be appropriate in preparation for discussions with the host government.
                When the sensitivities are performed the economic indicator which is
             commonly presented is NPV at the discount rate which represents the cost of
             capital, say 10%, this being considered as the true value of the project.
                The results of the sensitivity analysis may be represented in tabular form, but a
             useful graphical representation is a plot of the change in NPV(10) against the
             percentage change in the parameter being varied, as shown in Figure 14.13. This is
             sometimes called a spider diagram.
                The plot immediately shows which of the parameters the 10% NPV is most
             sensitive to – the one with the steepest slope. Consequently the variables can be
             ranked in order of their relative impact.
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