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The Value of Knowledge Management                                     359



                 Measuring the Success of Communities of Practice
                 Finally, there are a number of metrics that are particularly well suited to measuring
               the value created by communities of practice. In general, there are three types of value
               that can result ( Krebs 2008 ):
                   Structural value    The creation of connections in a network; the amount of time spent
               in interacting with others; the fl ow of knowledge between network members (typically
               measured using social network analysis (SNA) techniques
                   Relational value    The maintenance of connections; their longevity; the degree of reci-
               procity in network interactions (typically assessed through surveys and anecdotes)
                   Cognitive value    The commonality or cohesiveness of the network (which can be
               assessed through SNA and interviewing techniques)
                    Stories are a good way to illustrate the links between community activities, perfor-
               mance outcomes, and value. Some sample questions to elicit such stories would be:
                   •      “ What would not have happened without this CoP in place? ”
                   •      “ Did you save time because you had access to community resources, including other
               people? Did you fi nd the answer to a question more quickly or did you solve a problem
               more rapidly? ”
                   •      “ Has your decision-making confi dence increased since you have been a member of
               this CoP? ”
                    Social network analysis (SNA) is a good tool to map out the patterns of network
               interactions (who interacts with whom, what knowledge products are exchanged,
               what is the frequency or density of each interaction, are there interactions you would
               have expected to be present, e.g., people working on projects together) that were not
               in evidence? SNA can also be very useful in establishing a baseline measure for a given
               CoP and can be used to track changes over time (such as greater coalescence, fl uctua-
               tions in activity levels) as well as to identify  “ hidden experts. ”  Hidden experts are
               readily visible in a social network map as they appear as a node at the center of dense
               connections — a traffi c cop of sorts — who appears to be instrumental in maintaining
               good knowledge circulation throughout the community. These valuable nodes tend
               to be the  “ go to ”  people in an organization — people who can quickly connect you to
               other people or to valuable content because they just know who knows what and
               where the useful knowledge resides.
                    Finally, time-use studies can also be used to measure productivity and time saved
               by CoP members. A time-use study is usually done with a self-report survey instrument
               that asks people to report on the time they spend solving problems, making decisions,
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