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358  The proCess oF operaTIons sTraTegy – monITorIng and ConTrol
               Table 10.1  Type I and type II errors for the control of an operations strategy implementation

                                                           Was the intervention really necessary?
               Decision                                    Yes                   No
               Intervene to ‘correct’ the implementation   Type 1 error          Correct decision
               Do not intervene to ‘correct’ the implementation  Correct decision  Type 2 error


                           necessary. Type II errors may occur when the managers are too inert, failing to recognise
                           the need for intervention where it actually exists. It has been argued that in uncertain
                           and dynamic business environments, type II errors are more likely to occur.



                           how does learning contribute to strategic control?

                           Both type I and type II errors will be reduced as an organisation and its managers
                           increase their situational knowledge through learning. Over time, the smooth imple-
                           mentation of operations strategy changes needs to address four important issues:
                           1  How can an operations strategy encourage the learning necessary to make sure that
                              operations knowledge is carried forward over time?
                           2  How can an operations strategy ensure that the organisation appropriates (captures
                              the value of) the competitive benefits that are derived from the build-up of opera-
                              tions knowledge?
                           3  How can an operations strategy take into account the fact that the innovations that
                              derive from the build-up of operations knowledge have a momentum of their own
                              and are strongly path dependent (they are influenced by what has happened before)?
                           4  How can an operation take into account the interaction between the extent of
                              resource and process change?


                           organisational learning

                           In uncertain environments, any organisation’s ability to pre-plan or make decisions
                           in advance is limited. So, rather than adhering dogmatically to a predetermined plan,
                           it may be better to adapt as circumstances change. And, the more uncertain the envi-
                           ronment, the more an operation needs to emphasise this form of strategic flexibility
                           and develop its ability to learn from events. Generally, this strategic flexibility depends
                           on a learning process that concerns the development of insights and knowledge, and
                           establishes the connections between past actions, the results of those actions and
                           future intentions. The crucial issue here is an essentially pragmatic and practical one –
                           ‘How does an operations strategy encourage, facilitate and exploit learning, in order
                           to develop strategic sustainability?’ Initially this requires recognition that there is a
                           distinction between single- and double-loop learning. 9
                           Single- and double-loop learning
                           Single-loop learning is a phenomenon that is widely understood in operations manage-
                           ment. It occurs when there is repetitive association between input and output factors.
                           Statistical process control, for instance, measures output characteristics from a process,








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