Systematic  Literature  Review  of  the  Implementation  of  Knowledge  Codification  Process   1 2 3 Franklin  Espitia ,  Jenny  Sánchez ,  Ernesto  Galvis   1  Student  of  Master  of  Computing  Systems  Engineering,  Universidad  Nacional  de  Colombia,  Bogotá,  Colombia   2  Full  Professor,  Universidad  Nacional  de  Colombia,  Bogotá,  Colombia   3   Associate  Professor,  Universidad  del  Magdalena,  Santa  Marta,  Colombia   1   [email protected]   2   [email protected]   3   [email protected]       Abstract:  The  purpose  of  this  paper  is  to  present  the  result  of  a  Systematic  Literature  Review  SLR  of  models,   methodologies,   guidelines,   analysis,   strategies,   practices   and   frameworks   related   to   the   implementation   of   Knowledge   Codification   Process.   The   study   was   conducted   following   the   SLR   approach,   taking   into   account   only   scientific   documents   published   between   2004   and   2013.   The   revision   consisted   of   four   phases:   search   process,   inclusion   and   exclusion   filter,   quality   assessment,   and   data   extraction,   each   of   which   was   intended   to   select   the   most   suitable   information   to   help   answer   the   research   questions;   case   studies   were   mainly   considered   for   future   applications   in   organizations.   The   results   of   each   document   were   identified   as   well   as   its   activities,   roles,   tools,   variables   and   indicators.   The   findings   did   not   explicitly   show   documents   where   the   implementation   of   Knowledge   Codification   Process   was   specified.   As   a   result,   based   on   the   revision   of   the   literature,   the   different   components   were   taken   from   alternative   processes.   The   results   show   first   general   aspects,   presenting   the   number   of   documents   per   industry,   per   outcome   and   per   research   method   used,   followed  by  the  list  of  activities,  roles,  tools,  variables  and  indicators  organized  by  the  number  of  documents   and  by  the  type  of  outcome  found  in  the  revision.  The  result  of  the  SLR  can  be  a  starting  point  to  create  an   implementation  model  of  Knowledge  Codification  Process,  as  well  as   give  the  readers  an   overview  of  the  state   of  Knowledge  Codification  Process  and  promote  Knowledge  Management  community  in  future  investigations.   Based  on  the  result  of  the  systematic  review,  there  are  no  previous  studies  related  to  the  implementation  of   Knowledge  Codification  Process.     Keywords:  Knowledge  Management,  Codification  of  Knowledge  Management,  Implementation  of  Knowledge   Codification  Process,  Outlook  of  Codification  of  Knowledge  Management,  Organizations.     1.  Introduction   Knowledge   is   considered   as   the   main   competitive   asset   in   a   company.   This   can   be   categorized   in   two   types:   Explicit  Knowledge,  which  is  expressed  in  numbers  or  words  and  is  shared  in  a  formal  and  systematic  way  in   books,   magazines,   manuals,   publications,   etc   (McKenna,   2006),     and   Tacit   Knowledge,   which,   according   to   Nonaka   and   Takeuchi,   includes   ideas,   forms   of  thought,   intuitions,   among   others   (Nonaka   and   Takeuchi,   1995)   (Aurum,   Parkin   and   Cox,   2004).   This   last   type   of   knowledge   is   more   difficult   to   express   and   formalize,   therefore,  more   difficult  to  share,  and  sometimes  it  can  be  communicated  through  the  exchanging  between   individuals  (Nonaka,  Toyama  and  Konno,  2000)(Richardson  et  al.,  2009).  Therefore,  Tacit  Knowledge  needs  to   be  explicitly  converted;  in  this  process  certain  relevant  knowledge  could  be  lost  (Richardson  et  al.,  2009).     In   the   literature   reviewed,   there   was   no   formal   definition   for   implementing   a   model   of   codification,   nor   a   specification  of  what  its  components  are.  The  definitions  given  by  different  authors  of  what  the  codification  of   knowledge  is  are  presented  as  follows.     For   Awad   and   Ghaziri,   Knowledge   Codification,   KC,   is   the   conversion   of   tacit   to   explicit   knowledge,   with   the   purpose  of  being  accessed,  understood  and  reused  by  other  people  in  the  future  (Awad  and  Ghaziri,  2004).  A   strategy   of   codification   is   proposed,   where   it   should   focus   on   capturing   and   codifying   knowledge   explicitly   (documents,  databases)  and  make  it  available  for  any  person  within  the  organization,  for  possible  future  reuse.   Thus,  the  company  invests  only  once  in  the  development  of  explicit  knowledge  (storage),  having  it  available  for   consultation   as   many   times   as   required.   As   a   result,   this   reuse   avoids   associated   costs   with   ‘reinvention’   (Scheepers,   Venkitachalam   and   Gibbs,   2004).   Similarly,   Samoilenko   and   Nahar   regard   KC   as   a   phase   of   Knowledge   Storage   and   consists   of   the   conversion   from   tacit   knowledge   (personal   experiences,   skills   and   capabilities)   into   explicit   knowledge   (documents,   tables,   figures,   databases,   patents,   manuals,   etc)   with   the   purpose  of  being  applied  by  other  members  of  the  team  (Samoilenko  and  Nahar,  2013).  A  way  to  codify  tacit   knowledge   can   be   in   documents   created   during   the   execution   of   procedures   that   were   retained   or   also   through  meetings  that  ease  the  exchange  of  knowledge  (Wood  and  Reynolds,  2013).  

 

 

    For   Kraaijenbrink,   Faran   and   Hauptman,   KC   process   is   the   articulation   and   the   transit   of   explicit   knowledge   from  a  human  source  to  any  other  type  of  source.  Once  the  knowledge  is  codified,  this  is  detached  from  the   initial   source   making   it   transferable   independently   for   the   community   (Kraaijenbrink,   Faran   and   Hauptman,   2006).   In   addition,   Brown,   Dennis   and   Gant   indicate   that,   in   a   codification   approach,   organisations   strongly   depend   on   computers,   carefully   codifying   the   knowledge   and   storing   it   in   documents   of   knowledge   management  systems  with  the  purpose  of  making  it  accessible  to  a  big  number  of  people  in  the  organisation.   This   approach   is   useful   for   organisations   interested   in   standardizing   the   knowledge,   and   is   centred   around   the   exchange  of  knowledge  through  documents  (Brown,  Dennis  and  Gant,  2006).   Other  authors,  like  Ye,  Marinova  and  Singh,  note  that  KC  refers  to  a  unit  process  through  which  the  articulated   knowledge   is   converted   into   concrete   knowledge,   such   as   executable   plans,   work   procedures   and   operative   systems  (Ye,  Marinova  and  Singh,  2008).  Unlike  Arif,  Egbu  and  Toma,  for  whom  the  Codification  is  the  second   step   of   Knowledge   Retention,   where   tacit   knowledge   is   converted   into   explicit   knowledge   (Arif,   Egbu   and   Toma,  2010).     For   Rajalakshmi   and   Banu,   KC   means   converting   tacit   knowledge   in   explicit   knowledge,   in   a   usable   way   for   organisation  members.  This  knowledge  is  sorted,  categorised,  indexed  and  stored  in  a  repository  so  as  to  be   shared  and  captured  by  a  community.  A  portal  or  a  blog  can  be  used  as  codification  tools  of  tacit  knowledge   (Rajalakshmi   and   Banu,   2012).   For   Hansen,   Nohria   and   Tierney,   the   organisations   usually   expect   to   receive   benefits   from   reusing   the   knowledge;   with   this   approach,   the   role   of   IT   is   to   support   the   storage   and   recovery   of   this   kind   of   knowledge   by   people   inside   the   organisation,   whenever   this   is   required   (Hansen,   Nohria   and   Tierney,  2000).     In  the  above  definitions,  the  authors  emphasize  both  tacit  and  explicit  knowledge.  Moreover,  some  of  them   have  some  characteristics  in  common,  such  as  storage  and  future  use.  Information  Technology,  IT,  is  taken  into   account   by   four   authors,   three   of   which   mention   the   use   of   repositories.   The   definition   proposed   by   Rajalakshmi   y   Banu   covers   the   previous   descriptions   including   sharing   and   converting.   Therefore,   this   definition   is   taken   as   a   foundation   for   this   research   as   it   is   the   most   complete   and   more   likely   to   cover   the   answers  to  the  research  questions.     Along   these   lines,   the   purpose   of   this   paper   is   to   present   the   result   of   a   Systematic   Literature   Review   of   scientific   publications   related   to   the   implementation   of   Knowledge   Codification   Process.   To   achieve   this,   general  aspects  of  all  documents  were  analyzed,  as  well  as  the  content  of  the  outcome  of  each  document.  The   analysis   of   general   aspects   was   focused   on   the   identification   of   the   industry,   the   outcome,   the   type   of   publication   and   research   method.   The   content   analysis   was   intended   to   answer   the   following   research   questions:     § What  are  the  activities  that  comprise  an  Implementation  Model  of  Knowledge  Codification  Process?   § What  are  the  roles  that  comprise  an  Implementation  Model  of  Knowledge  Codification  Process?   § What  tools  are  needed  to  implement  a  model  of  Knowledge  Codification  Process?   § What  are  the  indicators  and  variables  to  measure  the  accomplishment  of  an  implementation  model  of   Knowledge  Codification  Process?     To  present  the  results  of  the  SLR,  the  next  structure  was  defined:  In  section  2,  the  methodology  used  for  this   SLR   is   described.   The   results   answering   research   questions   are   described   in   section   3.   Finally,   the   discussion   and  conclusions  of  the  revision  are  presented  in  section  4.     2.  Methodology   The  SLR  is  based  on  the  method  of  Evidence-­‐based  research  (Kitchenham  et  al.,  2009);  it  consists  in  following  a   rigorous  selection  of  published  scientific  papers  through  a  search  protocol  with  a  defined  scope  and  order  of   execution  .  The  method  consists  of  a  search  process  in  section  2.1,  inclusion  and  exclusion  criteria  in  section   2.2,  quality  assessment  in  section  2.3,  and  data  extraction  in  section  2.4.  The  results  are  presented  in  section  3.     2.1  Search  process   Starting   from   the   research   questions,   which   were   described   in   the   introduction   of   this   document,   a   first   version   of   the   search   equation   was   defined,   which   was   iteratively   refined   with   different   terms   found   in   the   initial  revision,  keywords  and  some  synonyms,  the  final  version  of  the  search  equation  is  described  below:    

    TITLE-­‐ABS-­‐KEY((   (   knowledge   W/0   (   accumulation   OR   adaptation   OR   adoption   OR   assembly   OR   assimilation   OR   capture   OR   codification   OR   collection   OR   combination   OR   compilation   OR   construction   OR   conversion   OR   creation   OR   documentation   OR   exteriorization   OR   integration   OR   organization   OR   presentation   OR   preservation   OR  refinement  OR  retention  OR   storage   OR   transformation)   )   W/1   (   action   OR   activity   OR   aim   OR   approach   OR   assessing   OR   assessment   OR   capability   OR   diagnostic   OR   effectiveness   OR   evaluation   OR   framework  OR  goal  OR  guideline  OR  impact  OR  indicator  OR  measure  OR  method  OR  methodology  OR  metric   OR  model  OR  objective  OR  operation  OR  outcome  OR  output  OR  plan  OR  practice  OR  principles  OR  procedure   OR   process   OR   product   OR   program   OR   project   OR   proposal   OR   purpose   OR   result   OR   roadmap   OR   role   OR   scheme   OR   standard   OR   strategy   OR   system   OR   task   OR   technique   OR   tool   OR   variable   ))   OR   (   (   codified   OR   explicit  )  PRE/0  knowledge))       The   search   was   limited   to   a   range   of   10   years,   from   2004   to   2013;   the   equation   was   executed   on   the   scientific   database  SCOPUS,  where  it  is  possible  to  consult  different  articles,  papers,  conferences,  publications  or  book   chapters.  The  total  number  of  documents  found  with  the  search  equation  was  6946.     2.2  Inclusion  and  exclusion  criteria   The   results   were   filtered   by   year,   selecting   only   those   which   contained   models,   methodologies,   guidelines,   analysis,  strategies,  practices  or  frameworks.  For  this  revision,  the  field  of  implementation  was  not  taken  into   account   with   the   purpose   of   having   a   greater   range   of   evaluation.   1138   documents   were   obtained   in   this   selection.   A   second   filter   was   applied,   selecting   those   documents   which   contained   empiric   works,   such   as   interviews,   surveys  or  case  studies,  related  to  Knowledge  Management.  From  this  filter  491  articles  were  obtained.     2.3  Quality  assessment   The  articles  were  revised  manually,  excluding  those  which  did  not  fulfil  the  quality  criteria,  those  which  did  not   have  a  well-­‐defined  methodology,  or  those  which  did  not  specify  the  model  content  or  work  method.  At  the   end,  a  total  of  53  papers  were  selected  for  data  extraction.       2.4  Data  extraction   Each   of   the   53   documents   selected   was   inserted   in   a   relational   database   in   order   to   have   the   option   to   query,   generate  extracts  and  read  the  obtained  results  in  a  friendly  way.  From  the  selected  articles,  the  following  data   were   collected:   title,   year,   author(s),   research   method,   outcome,   industry,   type   of   paper,   Knowledge   Management  process  and  its  components.  For  those  not  specifying  any  of  previous  information,  general  values   were  created.     Regarding  the  presentation  of  the  component  results  (activities,  roles  and  tools),  they  were  first  grouped  by   the   total   number   of   papers   in   which   they   were   mentioned.   Also,   they   were   cross-­‐referenced   in   a   table   by   outcome,   specifying     the   number   of   matching   documents   for   each   outcome,   and   therefore   determining   the   most  common  outcome  with  its  most  used  components.   With  reference  to  the  presentation  of  indicators  and  variables,  they  were  classified  by  typology  based  on  the   definition   offered   by   DANE   (in   Spanish:   Departamento   Administrativo   Nacional   de   Estadística).   They   were   associated   to   one   activity   found   in   the   revision,   (in   case   of   having   any   ambiguity,   the   activity   with   more   relation  to  the  indicator  or  variable  was  chosen).  Once  the  association  was  determined,  the  total  number  of   indicators   and   variables   by   activity   was   added   up   to   create   a   percentage   distribution.   With   this   result,   the   percentage  of  each  activity  was  normalized  in  order  to  show  in  detail  the  total  percentage  of  indicators  and   variables  per  activity.     3.  Results   In  the  SLR,  no  implementation  models  of  Codification  Knowledge  Management  Process  were  explicitly  found,   instead,   different   components   were   taken   from   the   outcomes   of   alternate   processes   identified   in   the   documentation.   The   results   of   the   SLR   are   presented   as   follows:   general   aspects   in   section   3.1,   the   other   results   are   presented   in  the  same  order  as  the  research  questions  in  the  introduction  of  this  paper.     3.1.  General  aspects   From   53   papers   selected,   four   general   aspects   were   highlighted,   the   first   being   the   industry.   As   it   was   mentioned  in  the  initial  search,  a  filter  by  industry  was  not  done  so  as  to  have  a  wider  range  for  the  selection   of  potential  eligible  papers.  

    A   total   of   29   general   papers   did   not   specify   the   industry:   9   related   to   Software,   4   to   Education,   3   to   Construction,  2  to  Economy,  and  Sport,  Outsourcing,  Judicial,  Learning,  Medicine  and  Mining  with  one  paper.     The   second   general   aspect   was   the   outcome   that   each   document   presented.   The   Model   was   the   most   common   outcome   with   24   articles,   followed   by   Analysis   with   11,   Framework   with   7,   Methodology   with   4,   Guidelines  with  3,  Method  with  2,  Strategy  and  Practice  with  one  related  paper.   The   third   general   aspect   was   the   type   of   publication;   both   articles   in   indexed   journals   and   articles   in   conferences  had  the  same  number  of  documents  with  25  results,  and  book  chapters  with  3  papers.   The   fourth   and   last   general   aspect   was   the   research   method   used   for   the   construction   of   the   outcome,   like   model,  methodology,  guideline,  etc.  Case  study  was  the  most  used  with  36  papers,  Survey  with  14  documents,   Interviews  with  5,  Analysis  with  3  and  Research  with  one  related  article.     3.2.  List  of  activities   The   activities   were   selected   based   on   the   COMPETISOFT   definition,   where   an   activity   is   a   group   of   specific   tasks   assigned   to   one   or   more   roles   for   their   completion   (COMPETISOFT,   2008).   Initially,   260   activities   were   selected  apart  from  the  process  where  they  were  mentioned.  After  debugging  the  registers  and  deleting  the   duplicates,   39   activities   were   obtained.   Table   1   lists   the   total   number   of   documents   where   they   were   identified,   and   those   ones   with   3   or   more   results.   Retain   and   Transform   only   had   one   document,   Interview,   Integrate,  Distribute,  Protect,  Review  the  repository  and  Explore  had  2  documents.   In  Table  1,  the  activity  Exchange  with  24  papers  is  in  the  first  place  followed  by  Socialize  with  22  and  Store  with   19  papers.     Table  1:  List  of  activities  by  the  number  of  papers  identified     Activity   Total  of  papers  identified   Exchange   24   Socialize   22   Store   19   Identify   15   Reuse   14   Give  formal  training  –  Acquire   11   Motivate   10   Standardize   8   Codify  –  Classify  –  Create   7   Evaluate  –  Document  –  Learn  –  Update  –  Internalize  –  Combine   6   Discuss  –  Apply   5   Capture  –  Experience  feedback  –  Brainstorm  –  Create  relationship  and   4   trust  –  Externalize  –  Collect  data  –  Index   Collaborate  –  Transfer  –  Record   3     After  cross-­‐referencing  the  activities  with  the  outcomes,  the  results  showed  that  the  most  common  outcome   was  Model,  where  its  most  used  activities  were  Exchange  with  13  papers,  Store  with  8  papers  and  Give  Formal   Training   and   Socialize   with   7   papers.   The   second   most   common   outcome   was   Analysis,   where   its   most   used   activities  were  Socialize  with  10  papers,  Store  with  7  articles  and  Exchange  with  6  documents.  The  third  most   common  outcome  was  Framework,  where  its  most  used  activities  were  Identify  with  6  articles,  Motivate  with   4  papers  and  Evaluate  with  3  papers.  The  fourth  most  common  outcome  was  Guideline,  its  most  used  activities   being   Acquire   with   6   articles,   Identify   with   5   papers,   Classify   and   Standardize   with   2   documents.   Other   activities   were   associated   to   the   outcomes   but   with   a   negligible   number   of   papers.   Strategy,   Practice   and   Method  are  among  the  outcomes  with  fewer  activities.     3.3.  List  of  roles   A   Role   is   responsible   for   a   group   of   activities   of   one   or   more   processes.   A   role   can   be   assigned   to   one   or   more   people  full  or  part  time  (Society,  Bourque  and  Fairley,  2014)  (COMPETISOFT,  2008)  so  that  a  person  can  take   many  roles.  The  selection  process  included  those  roles,  positions  or  responsible  the  first  place  emphasized  in   the  output  of  each  paper.  107  registers  were  identified,  after  debugging  and  eliminating  duplicated  values,  the   final  number  of  roles  was  established  at  30.  In  Table  2,  the  results  are  listed  accompanied  by  the  number  of   papers   in   which   they   were   identified.   Table   2   lists   only   those   roles   with   a   result   of   2   or   more.     First   place   is  

    occupied   by   Managers   with   23   (among   them   there   are   high   and   medium   ranks),   human   resources   and   business   managers,   followed   by   Areas   or   Departments   and   External   Experts   with   7   documents   and   Employees   with  6.  Reader,  Sponsor,  Storyteller,  Labs  users,  Workgroups,  Sales  staff,  Project  team,  Co-­‐workers,  Auditory   and  Research  Department  appeared  each  in  one  result.     After   cross-­‐referencing   the   activities   with   outcomes,   it   was   obtained   that   the   most   common   outcome   was   the   Analysis,   where   its   most   used   roles   were   Managers   with   13   papers,   Departments   (areas)   with   6   documents,   Junior  Employess  and  Administrators  with  3  articles.  The  second  most  common  outcome  was  Model,  where  its   most   used   roles   were   Managers   with   4   papers   and   General   Employees   with   3   papers.   The   third   most   common   outcome   was   Framework,   where   its   most   used   roles   were   Managers   and   Content   Team   with   3   papers,   followed   by   IT   Positions   with   2   documents.   The   fourth   most   common   outcome   was   Methodology,   where   its   most   used   roles   were   External   Expert   and   Managers   with   2   papers.   Other   roles   were   associated   to   the   outcomes  but  with  an  unimportant  number  of  papers.  The  outcomes  Strategy  and  Guidelines  were  the  ones   with  less  roles  associated,  followed  by  Method  and  Practice  that  had  no  roles  associated.     Table  2:  List  of  roles  and  number  of  papers  identified     Role   Total  of  papers  identified   Managers   23   Departments  (areas)  –  External  Expert   7   General  Employees   6   IT  Positions  –  Administrator   5   Knowledge   Management   team   –   Content   team   –   Junior   Employee   –   4   Contestant   Community  –  Teachers  –  Students  –  Senior  Employees   3   Research   institutes   –   Trainers   –   Clients   –   Developers   –   Knowledge   2   enablers  –  Human  Resources     3.4.  List  of  tools   A   tool   is   one   that   aims   to   help   implementing   a   task   or   activity   easily   and   efficiently   (Hlupic,   Pouloudi   and   Rzevski,   2002).   In   the   selection   of   tools,   those   based   and   not   based   on   IT   listed   by   the   authors   in   the   documents  were  taken.  Initially  182  possible  tools  were  registered,  after  debugging  and  removing  duplicated   registers,   a   total   of   42   were   obtained,   which   were   distributed   in   two   groups.   The   first   group   was   composed   of   the  tools  not  based  on  IT.  6  tools  were  identified  altogether,  where  Meetings  and  Workgroups  had  the  most   associated  papers  with  5,  Practice  Communities  with  4,  Workshops  and  Formal  Methodologies  both  with  2  and   Seminary  with  one  document.     After   cross-­‐referencing   the   tools   not   based   on   IT   with   outcomes,   the   most   common   outcome   was   Analysis,   where  its  most  used  tools  were  Workgroups  with  3  papers,  Practice  Community  with  two  and  Seminary  with   one.   The   second   most   common   outcome   was   Model,   where   its   most   used   tools   were   Workgroups   and   Meetings  both  with  one  paper,  and  Formal  Methodology  with  one  article.  The  third  most  common  outcome   was   Method,   whose   most   used   tools   were   Practice   Community,   Workshop   and   Meetings,   all   three   with   one   result.     Practice,   Methodology   and   Guidelines   were   among   the   outcomes   with   fewer   tools   not   based   on   IT.   The   outcome  Strategy  had  no  papers  associated.   The  second  group  were  tools  based  on  IT.  A  total  number  of  36  were  identified  (Table  3),  where  Documents   Repository  with  14  and  Databases  with  10  had  the  largest  number  of  papers  associated.  Table  3  lists  only  the   tools   with   of   2   or   more   results.     Checklists,   Expert   Systems,   E-­‐Services,   Knowledge   Portals,   Draws,   Genetic   Algorithms,  E-­‐Portals  and  Web  Servers  returned  one  result  only.     After   cross-­‐referencing   the   tools   based   on   IT   with   outcomes,   the   most   common   outcome   was   the   Model,   where  its  most  used  tools  were  Documents  Repository  with  5  papers,  Databases,  E-­‐Learning,  Emails,  Intranet   and   Microsoft   Office   package   with   4   papers.   The   second   most   common   outcome   was   Analysis,  where   its   most   used   tools   were   Documents   Repository   with   5   documents.   Networking,   Web   Portal   and   Wiki   with   2   results.   The  third  most  common  outcome  was  Framework,  where  its  most  used  tools  were  Databases  with  3  articles.   The  fourth  most  common  outcome  was  Methodology,  where  its  most  used  tools  were  Standards  and  Printed  

    material,   both   with   2   papers.   Other   tools   were   associated   to   the   outcomes   but   with   a   negligible   number   of   papers.   The   outcomes   Guideline,   Method,   Practice   and   Strategy   had   the   lowest   number   of   documents   associated  with  one,  two  or  three  documents.       Table  3:  List  of  tools  based  on  IT  and  number  of  papers  identified     Tool   Total  of  papers  identified   Documents  Repository   14   Databases   10   Audio-­‐Video  Technologies   7   Intranet   6   Microsoft  Office  –  Email  –  Digital  Library   5   Standards  –  Web  Content  –  Data  Mining  –  Wiki  -­‐  E-­‐Learning   4   Online   tools   –   Web   Portal   –   Printed   materials   –   Knowledge   base   –   3   Internet   Networking   –   News   –   IT   –   Virtual   Reality   –   E-­‐meetings   –   Data   2   warehouses  –  Social  networking  (blogs,  twitter)  –  Virtual  communities   –  System  support  groups     3.5.  Indicators  and  Variables   An   Indicator   is   a   qualitative   or   quantitative   expression   observable,   which   allows   to   describe   characteristics,   behaviours   or   phenomena   of   a   reality   through   the   evolution   of   a   variable   or   the   relation   between   variables   (DANE,  2005).  A  variable  is  one  that  represents  all  that  can  change  in  time  (DANE,  2005).   Initially   153   registers   were   identified,   made   of   indicators   and   variables.   After   deleting   duplicated   registers   and   debugging  information,  144  registers  were  obtained  divided  as  follows:  55  indicators,  84  variables  and  5  invalid   registers.   Different   methodologies   of   how   indicators   and   variables   were   applied   were   taken   into   account   in   order   to   evaluate   the   accomplishment   of   the   outcome   of   each   paper,   yielding   the   following   data:   Questionnaire  with  3  results,  Interviews  with  4  and  Surveys  with  3  papers.     According  to  the  distribution  of  the  indicators  by  typology  as  indicated  in  the  Guide  for  designing,  building  and   interpretation   of   indicators   (DANE,   2005),   two   types   of   typology   were   found:   Measure   with   a   total   of   29   indicators,   divided   in   Qualitative-­‐Binary   with   23,   Qualitative-­‐Categorical   with   2   and   Quantitative   with   4   indicators.   The   second   type   was   Intervention   with   a   total   of   26   indicators,   classified   in:   Impact   with   6,   of   Process  with  10,  Product  with  7  and  Outcome  with  3  indicators.   Team  Effectiveness,  Ease  of  accessibility  to  information,  Frequency  of  meetings,  Number  of  employees  by  unit,   Technology   Level,   Standardized   documentation,   Flexibility   of   Knowledge   Management   were   within   the   main   indicators   found   in   the   SRL,   among  others.   Efficacy,   Autonomy,   Culture,   Information   Volume,   Risks,  Team  Size,   Interaction   between   users,   Leadership,   Motivation,   Grade   of   interest,   etc.   were   within   the   main   identified   variables  in  the  revision.     Table  4  shows  the  percentage  distribution  of  indicators  and  variables  associated  to  activities.  In  the  first  place   there   is   the   activity   Evaluate   with   a   21.6%   of   total   indicators   and   variables,   the   activities   Collaborate   and   Motivate   with   a   6.5%   each,   the   activity   Acquire,   Innovate,   Collect   data   and   Experience   Feedback   with   the   experience  with  only  0.7%  each.       The  results  after  normalizing  the  percentage  distribution  of  indicators  and  variables  by  activity  are  presented   in  Figure  1.  It  shows  how  the  activity  Evaluate  is  distributed;  of  its  total  21.6%,  70%  are  variables  and  30%  are   indicators,   Collaborate   (78%,   22%),   Motivate   (44%,   56%).   However,   there   are   activities   either   with   100%   of   variables   such   as   Innovate,   Capture,   Classify,   or   activities   with   100%   of   indicators   such   as   Update,   Storage,   Acquire,  Collect  Data,  etc.              

    Table  4:  Percentage  distribution  of  activities  by  total  of  indicators  and  variables     Activity   Individual   percentage   of   Total   Percentage   distribution   of   indicators  and  variables  (%)   indicators  and  variables  (%)   Evaluate   21.6   21.6   Collaborate  –  Motivate   6.5   13   Codify   5.7   5.7   Create   5   5   Update   –   Apply   –   Learn   –   Capture   –   4.3   25.8   Classify  –  Discuss   Store   –   Give   formal   training   –   3.6   10.8   Document   Recover   2.9   2.9   Combine  –  Identify  –  Reuse  –  Review   2.2   11   the  repository  –  Socialize   Standardize   1.4   1.4   Acquire   –   Innovate   –   Collect   data   –   0.7   2.8   Experience  feedback        

    Figure  1:  Percentage  distribution  of  indicators  and  variables  by  Activity     4.  Discussion  and  Conclusions   As   clear   definition   was   not   established   for   the   components   of   an   implementation   model   of   Knowledge   Codification   Process.     Based   on   the   selected   definition   of   Knowledge   Codification   provided   by   Rajalakshmi   and   Banu  and  the  results  of  the  SLR,  a  proposal  for  the  components  for  an  implementation  model  was  put  forward.      

    The  components    are  presented  in  the  same  order  as  the  research  questions  in  the  introduction  of  this  paper.       The   activities   obtained   in   section   3.2   were   sorted   by   their   frequency   of   occurrence   and   the   definition   mentioned  above.  A  possible  candidate  list  to  compose  an  implementation  model  of  Knowledge  Codification   Process  is:  Store,  Reuse,  Standardize,  Codify,  Classify,  Evaluate,  Document,  Update,  Index  and  Record.  These   cannot  be  seen  100%  as  activities,  since  they  can  be  divided  in  a  subcategory  as  tasks,  which  is  a  smaller  unit  of   measurement.       With   regard   to   the   roles   that   can   comprise   an   implementation   model   of   Knowledge   Codification   Process,   based   on   the   results,   Manager   is   one   of   the   most   important   with   more   papers   identified.   It   shows   how   important   this   role   is   in   different   outcomes,   either   Model,   Analysis,   Framework,   Methodology,   etc.   Other   suggested   roles   are   External   Expert,   Community,   Management   team,   Trainers,   Developers   and   Knowledge   enablers.     Concerning   tools,   if   maintaining   the   same   classification,   the   tools   not   based   on   IT   are:   Workgroups   and   Practice   Community.   For   IT-­‐based   tools,   these   are:   Documents   repository,   Wiki,   Online   tools,   Virtual   communities  and  System  support  groups.     Regarding   indicators   and   variables,   a   considerable   number   was   found.   They   were   classified   by   activity   in   order   to   give   a   clearer   status   of   the   existence   of   previous   work   of   each   one.   It   is   possible   to   see   how   the   activity   Evaluate   is   distributed,   from   its   total   initial   21.6%,   70%   are   variables   and   30%   are   indicators,   showing   the   existence  of  previous  work.  Having  more  variables,  it  shows  the  desire  to  measure  something  but  there  are  not   enough   indicators   to   show   how,   giving   the   possibility   of   delving   and   contributing   more   work   with   the   proposition   of   new   indicators.   The   same   case   can   be   argued     for   the   activities   Collaborate,   Codify,   Create,   Apply,   Learn,   Give   formal   training,   Reuse.   Opposite   case   for   activities   like   Update,   Store,   Review   the   repository,  Acquire  and  Collect  data,  where  a  gap  that  exists  in  the  presence  of  variables  can  be  noticed;  this   means,   the   measurement   of   this   activities   is   clear   (what   and   how),   thus,   the   contribution   would   not   be   substantial.     The  absence  of  implementation  models  in  the  results  evidences  that  companies  do  not  have  a  clear  and  easy   structure   to   implement   this   type   of   organizational   culture,   underlining   the   need   to   create   implementation   models,  not  only  for  the  Knowledge  Codification  process,  but  also  for  other  processes,  such  as  Identification,   Transference,  Protection,  etc.       Bibliography   Arif,   M.,   Egbu,   C.   and   Toma,   T.   (2010)   ‘Knowledge   retention   in   construction   in   the   UAE’,   in,   pp.   887–896.   Available   at:   http://www.scopus.com/inward/record.url?eid=2-­‐s2.0-­‐ 84861052528&partnerID=40&md5=66cc0518b7db3d2e2bef411bdb300200.   Aurum,   A.,   Parkin,   P.   and   Cox,   K.   (2004)   ‘Knowledge   management   in   software   engineering   education’,   in.   IEEE,   pp.  370–374.  doi:  10.1109/ICALT.2004.1357439.   Awad,  E.  and  Ghaziri,  H.  (2004)  ‘Knowledge  codification’,  in  Knowledge  Management  Systems.  Prentice  Hall.   Brown,  S.  A.,  Dennis,  A.  R.  and  Gant,  D.  B.  (2006)  ‘Understanding  the  factors  influencing  the  value  of  person-­‐to-­‐ person  knowledge  sharing’,  in.  doi:  10.1109/HICSS.2006.516.   COMPETISOFT  (2008)  COMPETISOFT.  Mejora  De  Procesos  De  Software  Para  Pequeñas  Empresas.  Available  at:   http://alarcos.esi.uclm.es/competisoft/  (Accessed:  18  May  2015).   DANE   (2005)   Guía   para   Diseño,   Construcción   e   Interpretación   de   Indicadores,   Colombia   Digital.   Available   at:   http://www.dane.gov.co/files/planificacion/fortalecimiento/cuadernillo/Guia_construccion_interpretacion_in dicadores.pdf  (Accessed:  9  October  2015).   Hansen,   M.,   Nohria,   N.   and   Tierney,   T.   (2000)   ‘What   is   your   strategy   for   managing   knowledge’,   The   knowledge   management  yearbook,  2001,  pp.  55–69.   Hlupic,   V.,   Pouloudi,   A.   and   Rzevski,   G.   (2002)   ‘Towards   an   integrated   approach   to   knowledge   management:“hard”,“soft”and  “abstract”issues’,  Knowledge  and  Process  Management,  9(2),  pp.  90–102.   Kitchenham,   B.   et   al.   (2009)   ‘Systematic   literature   reviews   in   software   engineering   –   A   systematic   literature   review’,  Information  and  Software  Technology,  51(1),  pp.  7–15.  doi:  10.1016/j.infsof.2008.09.009.   Kraaijenbrink,   J.,   Faran,   D.   and   Hauptman,   A.   (2006)   ‘Knowledge   Integration   by   SMEs   –   Framework’,   in.   Physica-­‐Verlag  HD,  pp.  28–39.  

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