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Conceptualizing a risk assessment approach 1/11
                mon question asked by the evaluator will be “How do you   the  mission  statement  or objective  of  the  risk  management
                know?”  This should be asked in response  to almost every   program.  The  underlying  reason  may  vary  depending  on
                assertion by the interviewee(s). Answers will determine the   the user, but  it  is hoped  that  the  common  link  will  be  the
                uncertainty around the item, and item scoring should reflect   desire  to  create  a better  understanding  of  the pipeline  and
                this  uncertainty.  This  issue  is  discussed  in  many  of  the   its risks  in  order to make  improvements in the  risk picture.
                suggested scoring protocols in subsequent chapters.   Secondary reasons or reasons embedded in the general purpose
                What  defaults are to  be  used when  no information is   may include
                available? See the discussion on uncertainty in this chapter
                and Chapter 2.                             Identify relative risk hot spots
                                                         0  Ensure regulatory compliance
                                                           Set insurance rates
              What sources of variation exist?             Define acceptable risk levels
                                                           Prioritize maintenance spending
              Typical sources  of  variation  in  a  pipeline  risk  assessment   0  Build a resource allocation model
              include                                    0  Assign dollar values to pipeline systems
                                                           Track pipelining activities
                Differences in the pipeline section environments
                Differences in the pipeline section operation   Having built a database for risk assessment purposes, some
                Differences in the amount of information  available on the   companies find much use for the information other than risk
                pipeline section                         management. Since the information requirements for compre-
              0  Evaluator-to-evaluator  variation  in  information  gathering   hensive risk assessment are so encompassing, these databases
                and interpretation                       often become a central depository and the best reference source
                Day-to-day variation in the way a single evaluator assigns   for all pipeline inquiries.
                scores
                Every  measurement  has  a level  of uncertainty  associated   VI.  Conceptualizing a risk assessment
              with it. To be precise, a measurement should express this uncer-   approach
              tainty: 10 fti 1 in., 15.7”F~0.2’.Thisuncertaintyvaluerepre-
              sents  some  of  the  sources  of  variations  previously  listed:   Checklist for design
              operator  effects,  instrument  effects,  day-to-day  effects,  etc.
              These  effects are sometimes called measurement  “noise”  as   As  the  first  and  arguably  the  most  important  step  in  risk
              noted previously in the signal-to-noise discussion. The varia-   management, an assessment ofrisk must be performed.
              tions that we are trying to measure. the relative pipeline risks.   Many decisions will be required in determining arisk assess-
              are hopefully much greater than the noise. If the noise level is   ment approach. While all decisions do not have to be made dur-
              too high relative to the variation of interest, or if the measure-   ing initial model design. it is useful to have a rather complete
              ment  is too insensitive  to the  variation  of  interest, the  data   list of issues available early in the process. This might help to
              become  less  meaningful.  Reference  [92]  provides  detailed   avoid backtracking in later stages, which can result in signifi-
              statistical  methods for  determining  the  “usefulness”  of  the   cant  nonproductive  time  and  cost. For  example,  is  the  risk
              measurements.                              assessment model to be used only as a high-level screening tool
                If more than one evaluator is to be used, it is wise to quantify   or might  it ultimately  be used as a stepping  stone to a risk
              the variation that may exist between the evaluators. This is eas-   expressed in absolute terms? The earlier this determination is
              ily done by  comparing scoring by  different evaluators of the   made, the more direct will be the path between the model’s
              same pipeline  section. The repeatability  of the evaluator can   design and its intended use.
              be judged by having her perform multiple scorings of the same   The following is a partial list of considerations in the design
              section (this should be  done  without  the  evaluator’s knowl-   of a risk assessment  system. Most of these  are discussed  in
              edge that she is repeating a previously performed evaluation). If   subsequent paragraphs of this chapter.
              these  sources of variation  are high,  steps should be taken to
              reduce the variation. These steps may include   1.  Purpose-A  short, overall mission statement including the
                                                           objectives and intent of the risk assessment project.
              0  Improved documentation and procedures   2.  Audience-Who   will  see and use  the results  of the  risk
                Evaluator training                         assessment?
                Refinement of  the  assessment  technique  to remove more   General public or special interest groups
                subjectivity                                 Local, state, or federal regulators
              0  Changes in the information-gathering activity   Company-all  employees
                Use of only one evaluator                    Company-management  only
                                                             Company-specific  departments only
                                                         3.  Uses-How  will the results be used?
              Why are the data being collected?            0  Risk identrficafion-the   acquisition of knowledge, such
                                                             as levels of  integrity threats,  failure  consequences  and
              Clearly defining the purpose for collecting the data is impor-   overall system risk, to allow for comparison of pipeline
              tant.  but  often  overlooked. The purpose  should  tie  back  to   risk levels and evaluation of risk drivers
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