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Measuring Strategic Value of Knowledge using Knowledge Lifecycle
                 Model: Case of Indian Banking



                               Himanshu Dutt
                        Doctoral Research Scholar
                     Centre for Management Studies
                  Jamia Millia Islamia (Central University)
                             New Delhi, INDIA

       Presented @ IIM Kozhikode – GLOGIFT Eleventh Global Conference
                           during December 2011
Why Measure (or Rate) Knowledge?


•   increasing commodification of intellectual capital – to stay competitive
•   customers, products, processes, mistakes and successes accumulated over a
    period of time - piling up the data
•   what part of organisational knowledge has helped the organisation yield
    competitiveness?
•   and in what mix ?
•   so that knowledge creation capabilities can be shaped and improved
•   find out core knowledge activities which is evident in what they do and how
•   these activities reside in how products, processes, management and technologies
    interact and integrated within the organization
Knowledge Lifecycle Concept


•   measuring knowledge require looking at the process of knowledge creation that is
    typically represented through a knowledge lifecycle
•   first phase is knowledge creation which is when organisation solves a unique
    problem or a big problem in parts
•   second phase is preservation of knowledge that records the problem and its
    solution generated in the first phase as a new knowledge
•   third phase is dissemination of the preserved knowledge that becomes the input
    for solving problems further
•   each phase is the input for another phase in a cyclical manner to build knowledge
    upon itself
Knowledge Lifecycle Model


                                  Obtaining Knowledge

          Building Knowledge    Measure          Creation
                                                            Using Knowledge


          Divesting Knowledge           Knowledge
                                         Lifecycle
                                                            Learning from
                                                            Knowledge
          Assessing Knowledge
                                Sharing         Managing



                                Contributing to Knowledge




knowledge lifecycle is the manifestation of knowledge management framework
Measuring Organisational Knowledge


•   identifies high-low strategic value knowledge elements for each knowledge
    lifecycle stage based on their contribution towards building knowledge
•   low-value knowledge elements for each stage of knowledge lifecycle either could
    be improved or dropped
•   strategic value of knowledge thus, can be measured and segregated from highly
    contributing to least contributing element using KLC
•   having known the critical knowledge elements, organisations can fill the
    knowledge-based gaps, discover new arrangements to create its knowledge-mix
    and acquire knowledge at faster pace and at lesser costs
•   but how business value can be extracted rests upon the organisation’s composition
    of knowledge lifecycle elements
Few Challenges


•   tacitness
•   fear of sharing knowledge/ lack of trust
•   different experience due to age, beliefs (psycho-demographics)
•   large hierarchies that makes sharing slow
•   technical incompatibility (infrastructure, training…)
•   no focus on individual knowledge requirements - what is known and what must be
    known
•   finding out source of knowledge, kind of knowledge its people possess and its
    quality, and the infrastructure that unites culture and business needs.
Banking as a Case Study


•   mandatory automation (computerization) as part of financial sector reforms
•   banking generates pile of data from their multiple products and services
    (accounts, loans, insurance, financial advisory) and different interaction points
    (ATM, internet, mobile), that often causes ‘information overload’.
•   with international norms like BASEL accord & core-banking; the demand for
    technological infrastructure to meet competitiveness is rising upwardly.
•   risk management is another area that statutorily requires banks to document its
    processes (service point interactions) and systems (technology, software etc.) for
    compliance management.
•   above all, the fact is tangible assets can help up to a certain extent and businesses
    are continuously looking towards its intellectual assets to derive competitiveness.
Research Purpose


•   to find out contribution of knowledge lifecycle elements in banks that will enable
    banks to analyze their composition of knowledge to meet their knowledge
    requirements and enhance/sustain competitiveness.

•   two questions to ponder on:
     – What is the contribution of each element in building knowledge in the banks?
     – How these elements must be arranged (composition or arrangement-mix) in order to
       meet strategic knowledge requirements?
Methodology Adopted

– sample size fit to proceed for data analysis: 164 respondents obtained
  from 26 commercial banks (3 public sector, 14 private and 9 foreign)
– respondents: experienced KM professionals from Indian commercial banks
– questionnaire: 5 point based Likert Scale (1=strongly disagree, 3=slightly
  disagree, and 5= strongly agree) with 30 statements (compiled under7
  items) that represent knowledge lifecycle
– questionnaire adapted from Wendi and Bukowitz KM Toolkit (1999) and
  OECD KM Project (2002) and KMAT developed by APQC
– data analyzed using Confirmatory Factor Analysis (CFA) under SEM.
– measures of fit are Chi-square value, P-value, and Root Mean Square Error
  of Approximation (RMSEA).
    • small chi-square corresponds to good fit i.e. 0 is perfect fit.
    • P-value: 0.05 means good fit; however 1.0 is perfect fit;
    • RMSEA value: 0.05 indicates good fit; however 0 is perfect fit.
Model Validation for
                     0.75   obtain1


                     0.73   obtain2


                     0.72   obtain3                     Knowledge Lifecycle Elements
                     1.23   obtain4


                     1.27   obtain5

                                      0.45
                     0.80    use1
                                      0.81
                                      0.66
                     0.55    use2
                                      0.51
                                      0.16
                     0.52    use3


                     0.52   learn1    0.76
                                      0.85
                     1.01   learn2    0.47
                                               obtain    1.00

                     0.24   learn3
                                      0.43
                                      0.53
                                                use      1.00
                     0.48   learn4
                                      0.75
                                      0.37
                     0.98   contri1
                                               learn     1.00

                     0.88   contri2   0.78
                                      0.69
                     0.84   contri3   0.85     contri    1.00
                                      1.00
                                      0.49
                     0.84   contri4
                                               asses     1.00
                                      0.40
                     0.84   asses1
                                      0.70
                                      0.93
                     0.74   asses2             build     1.00
                                      0.59

                     0.43   asses3
                                      0.73     divest    1.00
                                      0.33
                     1.20   asses4    0.89
                                      0.45
                     1.56   asses5


                     0.40   build1
                                      0.46
                                      1.01
                     0.80   build2
                                      1.07
                                      0.17
                     0.74   build3
                                      0.41

                     0.85   divest1


                     0.71   divest2


                     0.51   divest3


                     1.58   divest4


                     1.56   divest5

Chi-Square=303.32, df=266, P-value=0.05744, RMSEA=0.030
Findings


•   as based on p-value (0.05) and RMSEA value (0.03), CFA proves that all manifest
    variables are valid measurement (good measure of fit) to the main (independent)
    variable Knowledge Management.
•   the path coefficient shows contribution of each manifest variable in developing
    knowledge management model for banks.
•   it can be interpreted, as for an example, that Obtaining Knowledge in banks is
    composed of manifest variables - obtain1 (0.45), obtain2 (0.81), obtain3
    (0.66), obtain4 (0.51) and obtain5 (0.16) and the contribution of the manifest
    variable obtain2 is the highest.
•   increasing every one unit of obtain2 will increase 0.81 units in ‘obtaining
    knowledge’ for banks and thus, contributes in developing knowledge management
    model.
•   accordingly, the banks can decide which component to develop, drop or re-
    structure.
Knowledge Lifecycle Stages            High Strategic Value                 Medium Strategic Value                 Least Strategic Value
  Obtaining Knowledge        Employees routinely document and Information is easy to identify Employees can quickly contact
                             share information about their because everyone knows where to subject matter experts who play a
                             expertise.                       look for it.                    role in identifying important
                                                                                              information and tools for people to
                                                                                              work.
    Using Knowledge          Involve customer (knowledge) in We give all promising ideas Mostly knowledge is used is to
                             developing new products/ services. thorough consideration, no matter improve the value to the customer.
                                                                who they come from.
Learning from Knowledge      Our learning process often includes Lessons learned (success or failure) People have some overlapping
                             gathering feedback from customers.  from     work      experiences   are responsibilities, so that it is easier to
                                                                 documented to establish (or learn from one another.
                                                                 discard) practice.
 Contributing Knowledge      Electronic tools are seamlessly Knowledge seeking (or sharing)               Organisation            acknowledges
                             integrated into work activities of behavior is built into the                individual contribution by linking
                             people for contributing to the performance appraisal system.                 name of the original author to the
                             knowledge.                                                                   content, to publicly recognize.


   Assessing Knowledge       People understand what measures are Senior management assesses what We recognize customer knowledge
                             used to monitor the knowledge and its knowledge needs to be developed. as major strategic asset.
                             results.
   Building Knowledge        We have expert(s) appointed to lead It does not matter which group We find ourselves increasingly
                             our knowledge management effort.    came up with an idea or technology, teaming up with other organizations
                                                                 everyone collaborates to build it.  to bring new/innovative products to
                                                                                                     market.


   Divesting Knowledge       We routinely examine whether we are We evaluate strategic importance of We outsource skills and expertise
                             supporting non-strategic knowledge at knowledge in financial projections. that do not support our core
                             the expense of strategically critical                                     competencies.
                             knowledge.
Repercussions

•   Staff in the banks obtains knowledge by routinely documenting and sharing their
    expertise and people know where to look for this information. It proves that
    documenting and sharing (managing knowledge) isn’t enough, staff should also
    know where and how to retrieve it ( sharing and creating knowledge). This reflects
    that banks have a value system intended to promote knowledge sharing.

•   Banks have appointed the experts to lead their knowledge management efforts
    but banking staff believes that real experts are always too busy to help.

•   Hence, in such a case it becomes responsibility of the bank staff to take ownership
    of their own learning and demonstrate it through sharing it which is not really
    much evident in banks.

•   For this to happen, staff must have appropriate technological skills and sufficient
    expertise so that staff could identify information by searching for it over a wide
    variety of applications and databases.
•   Mostly the use of knowledge involves customers to develop new products and
    services. In fact, using customer knowledge to develop new product or services
    can be seen as a subset of customer value.

•   Learning from knowledge in banks often includes gathering feedback from
    customers but generally do not involve applying the ideas developed in the past to
    new situations. That means knowledge developed in the past remains un-used
    which is contrary to the principal of knowledge management.

•   Not applying the practices learned in the past would mean not using the best
    practices in work routines and more liable to repeat mistakes of the past. Also
    stocking the information that remains un-used (for long) will be a cost burden and
    therefore the assessment of right knowledge makes good sense.

•   Not all the knowledge can be used and it is therefore banks first assess their use of
    knowledge depending upon how much of it can be leveraged by them.
•   Contribution to knowledge in banks has been linked to performance appraisal
    system of the staff to inculcate the knowledge sharing behaviour.

•   The staff knows how their contribution will be monitored and what will be its
    results. Ironically, the banks do not seem to place much emphasis on having
    written policies and strategies for knowledge sharing. One step in this direction
    could be measuring the increment in employee satisfaction with KM use. Staff sees
    KM as an additional function separate from work.
THANKS
        himanshudutt@gmail.com

Copyright Protected Under Creative Commons

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Measuring Strategic Value of Knowledge Using Knowledge Lifecycle Model

  • 1. Measuring Strategic Value of Knowledge using Knowledge Lifecycle Model: Case of Indian Banking Himanshu Dutt Doctoral Research Scholar Centre for Management Studies Jamia Millia Islamia (Central University) New Delhi, INDIA Presented @ IIM Kozhikode – GLOGIFT Eleventh Global Conference during December 2011
  • 2. Why Measure (or Rate) Knowledge? • increasing commodification of intellectual capital – to stay competitive • customers, products, processes, mistakes and successes accumulated over a period of time - piling up the data • what part of organisational knowledge has helped the organisation yield competitiveness? • and in what mix ? • so that knowledge creation capabilities can be shaped and improved • find out core knowledge activities which is evident in what they do and how • these activities reside in how products, processes, management and technologies interact and integrated within the organization
  • 3. Knowledge Lifecycle Concept • measuring knowledge require looking at the process of knowledge creation that is typically represented through a knowledge lifecycle • first phase is knowledge creation which is when organisation solves a unique problem or a big problem in parts • second phase is preservation of knowledge that records the problem and its solution generated in the first phase as a new knowledge • third phase is dissemination of the preserved knowledge that becomes the input for solving problems further • each phase is the input for another phase in a cyclical manner to build knowledge upon itself
  • 4. Knowledge Lifecycle Model Obtaining Knowledge Building Knowledge Measure Creation Using Knowledge Divesting Knowledge Knowledge Lifecycle Learning from Knowledge Assessing Knowledge Sharing Managing Contributing to Knowledge knowledge lifecycle is the manifestation of knowledge management framework
  • 5. Measuring Organisational Knowledge • identifies high-low strategic value knowledge elements for each knowledge lifecycle stage based on their contribution towards building knowledge • low-value knowledge elements for each stage of knowledge lifecycle either could be improved or dropped • strategic value of knowledge thus, can be measured and segregated from highly contributing to least contributing element using KLC • having known the critical knowledge elements, organisations can fill the knowledge-based gaps, discover new arrangements to create its knowledge-mix and acquire knowledge at faster pace and at lesser costs • but how business value can be extracted rests upon the organisation’s composition of knowledge lifecycle elements
  • 6. Few Challenges • tacitness • fear of sharing knowledge/ lack of trust • different experience due to age, beliefs (psycho-demographics) • large hierarchies that makes sharing slow • technical incompatibility (infrastructure, training…) • no focus on individual knowledge requirements - what is known and what must be known • finding out source of knowledge, kind of knowledge its people possess and its quality, and the infrastructure that unites culture and business needs.
  • 7. Banking as a Case Study • mandatory automation (computerization) as part of financial sector reforms • banking generates pile of data from their multiple products and services (accounts, loans, insurance, financial advisory) and different interaction points (ATM, internet, mobile), that often causes ‘information overload’. • with international norms like BASEL accord & core-banking; the demand for technological infrastructure to meet competitiveness is rising upwardly. • risk management is another area that statutorily requires banks to document its processes (service point interactions) and systems (technology, software etc.) for compliance management. • above all, the fact is tangible assets can help up to a certain extent and businesses are continuously looking towards its intellectual assets to derive competitiveness.
  • 8. Research Purpose • to find out contribution of knowledge lifecycle elements in banks that will enable banks to analyze their composition of knowledge to meet their knowledge requirements and enhance/sustain competitiveness. • two questions to ponder on: – What is the contribution of each element in building knowledge in the banks? – How these elements must be arranged (composition or arrangement-mix) in order to meet strategic knowledge requirements?
  • 9. Methodology Adopted – sample size fit to proceed for data analysis: 164 respondents obtained from 26 commercial banks (3 public sector, 14 private and 9 foreign) – respondents: experienced KM professionals from Indian commercial banks – questionnaire: 5 point based Likert Scale (1=strongly disagree, 3=slightly disagree, and 5= strongly agree) with 30 statements (compiled under7 items) that represent knowledge lifecycle – questionnaire adapted from Wendi and Bukowitz KM Toolkit (1999) and OECD KM Project (2002) and KMAT developed by APQC – data analyzed using Confirmatory Factor Analysis (CFA) under SEM. – measures of fit are Chi-square value, P-value, and Root Mean Square Error of Approximation (RMSEA). • small chi-square corresponds to good fit i.e. 0 is perfect fit. • P-value: 0.05 means good fit; however 1.0 is perfect fit; • RMSEA value: 0.05 indicates good fit; however 0 is perfect fit.
  • 10. Model Validation for 0.75 obtain1 0.73 obtain2 0.72 obtain3 Knowledge Lifecycle Elements 1.23 obtain4 1.27 obtain5 0.45 0.80 use1 0.81 0.66 0.55 use2 0.51 0.16 0.52 use3 0.52 learn1 0.76 0.85 1.01 learn2 0.47 obtain 1.00 0.24 learn3 0.43 0.53 use 1.00 0.48 learn4 0.75 0.37 0.98 contri1 learn 1.00 0.88 contri2 0.78 0.69 0.84 contri3 0.85 contri 1.00 1.00 0.49 0.84 contri4 asses 1.00 0.40 0.84 asses1 0.70 0.93 0.74 asses2 build 1.00 0.59 0.43 asses3 0.73 divest 1.00 0.33 1.20 asses4 0.89 0.45 1.56 asses5 0.40 build1 0.46 1.01 0.80 build2 1.07 0.17 0.74 build3 0.41 0.85 divest1 0.71 divest2 0.51 divest3 1.58 divest4 1.56 divest5 Chi-Square=303.32, df=266, P-value=0.05744, RMSEA=0.030
  • 11. Findings • as based on p-value (0.05) and RMSEA value (0.03), CFA proves that all manifest variables are valid measurement (good measure of fit) to the main (independent) variable Knowledge Management. • the path coefficient shows contribution of each manifest variable in developing knowledge management model for banks. • it can be interpreted, as for an example, that Obtaining Knowledge in banks is composed of manifest variables - obtain1 (0.45), obtain2 (0.81), obtain3 (0.66), obtain4 (0.51) and obtain5 (0.16) and the contribution of the manifest variable obtain2 is the highest. • increasing every one unit of obtain2 will increase 0.81 units in ‘obtaining knowledge’ for banks and thus, contributes in developing knowledge management model. • accordingly, the banks can decide which component to develop, drop or re- structure.
  • 12. Knowledge Lifecycle Stages High Strategic Value Medium Strategic Value Least Strategic Value Obtaining Knowledge Employees routinely document and Information is easy to identify Employees can quickly contact share information about their because everyone knows where to subject matter experts who play a expertise. look for it. role in identifying important information and tools for people to work. Using Knowledge Involve customer (knowledge) in We give all promising ideas Mostly knowledge is used is to developing new products/ services. thorough consideration, no matter improve the value to the customer. who they come from. Learning from Knowledge Our learning process often includes Lessons learned (success or failure) People have some overlapping gathering feedback from customers. from work experiences are responsibilities, so that it is easier to documented to establish (or learn from one another. discard) practice. Contributing Knowledge Electronic tools are seamlessly Knowledge seeking (or sharing) Organisation acknowledges integrated into work activities of behavior is built into the individual contribution by linking people for contributing to the performance appraisal system. name of the original author to the knowledge. content, to publicly recognize. Assessing Knowledge People understand what measures are Senior management assesses what We recognize customer knowledge used to monitor the knowledge and its knowledge needs to be developed. as major strategic asset. results. Building Knowledge We have expert(s) appointed to lead It does not matter which group We find ourselves increasingly our knowledge management effort. came up with an idea or technology, teaming up with other organizations everyone collaborates to build it. to bring new/innovative products to market. Divesting Knowledge We routinely examine whether we are We evaluate strategic importance of We outsource skills and expertise supporting non-strategic knowledge at knowledge in financial projections. that do not support our core the expense of strategically critical competencies. knowledge.
  • 13. Repercussions • Staff in the banks obtains knowledge by routinely documenting and sharing their expertise and people know where to look for this information. It proves that documenting and sharing (managing knowledge) isn’t enough, staff should also know where and how to retrieve it ( sharing and creating knowledge). This reflects that banks have a value system intended to promote knowledge sharing. • Banks have appointed the experts to lead their knowledge management efforts but banking staff believes that real experts are always too busy to help. • Hence, in such a case it becomes responsibility of the bank staff to take ownership of their own learning and demonstrate it through sharing it which is not really much evident in banks. • For this to happen, staff must have appropriate technological skills and sufficient expertise so that staff could identify information by searching for it over a wide variety of applications and databases.
  • 14. Mostly the use of knowledge involves customers to develop new products and services. In fact, using customer knowledge to develop new product or services can be seen as a subset of customer value. • Learning from knowledge in banks often includes gathering feedback from customers but generally do not involve applying the ideas developed in the past to new situations. That means knowledge developed in the past remains un-used which is contrary to the principal of knowledge management. • Not applying the practices learned in the past would mean not using the best practices in work routines and more liable to repeat mistakes of the past. Also stocking the information that remains un-used (for long) will be a cost burden and therefore the assessment of right knowledge makes good sense. • Not all the knowledge can be used and it is therefore banks first assess their use of knowledge depending upon how much of it can be leveraged by them.
  • 15. Contribution to knowledge in banks has been linked to performance appraisal system of the staff to inculcate the knowledge sharing behaviour. • The staff knows how their contribution will be monitored and what will be its results. Ironically, the banks do not seem to place much emphasis on having written policies and strategies for knowledge sharing. One step in this direction could be measuring the increment in employee satisfaction with KM use. Staff sees KM as an additional function separate from work.
  • 16. THANKS himanshudutt@gmail.com Copyright Protected Under Creative Commons