• No results found

TOWARDS  OMNI-­‐CHANNEL  RETAILING:  HOW  TO  MANAGE  YOUR  CUSTOMER  ACROSS  ENDLESS  CHANNELS

N/A
N/A
Protected

Academic year: 2021

Share "TOWARDS  OMNI-­‐CHANNEL  RETAILING:  HOW  TO  MANAGE  YOUR  CUSTOMER  ACROSS  ENDLESS  CHANNELS"

Copied!
123
0
0

Bezig met laden.... (Bekijk nu de volledige tekst)

Hele tekst

(1)

TOWARDS  OMNI-­‐CHANNEL  RETAILING:  HOW  TO  

MANAGE  YOUR  CUSTOMER  ACROSS  ENDLESS  

CHANNELS  

 

 

 

 

 

 

 

 

 

(2)
(3)

Towards  Omni-­‐Channel  Retailing:  

 

‘How  to  manage  your  customers  across  endless  channels.’  

 

 

 

 

 

 

 

 

 

University  of  Groningen  

Faculty  of  Economics  and  Business:  

 

Master  of  Science  Business  Administration  

Organizational  &  Management  Control  

&  

Master  of  Science  Marketing  Management  

 

 

 

June  11,  2014  

 

 

 

(4)
(5)

PREFACE  

 

This   master   thesis   is   the   last   step   to   finish   my   master   Business   Administration   in   the   specialization  Organizational  &  Management  Control  in  combination  with  the  master  Marketing   Management  at  the  University  of  Groningen.    

Writing  this  thesis  would  not  have  been  possible  without  the  help  of  many  people.  First  of  all,  I   would  like  to  thank  the  three  consultants;  Samir  Selimi,  Christian  van  Someren  and  Jerry  Stam,   for   their   input,   constructive   feedback   on   our   model   and   their   creative   ideas   for   writing   our   results  and  research  as  a  whole.  Without  their  practical  input,  building  this  model  and  testing  it   in  practice  would  not  have  been  possible.    

Secondly,  I  would  like  to  thank  Drs.  D.P.  Tavenier  for  his  supervision  during  the  entire  process.   His  guidance,  his  enthusiasm  about  this  topic  and  his  interesting  ideas  made  it  possible  to  finish   this  thesis.  I  really  enjoyed  the  conversations  we  had  about  the  great  changes  within  the  retail   industry   nowadays   and   the   interesting   ideas   for   this   research   that   came   forward   from   these   conversations.   Besides,   I   would   like   to   thank   Prof.   Dr.   L.M.   Sloot   for   being   my   co-­‐supervisor,   who  made  it  possible  for  me  to  write  this  combined  Marketing  Management  and  Organizational   &  Management  Control  thesis.    

Lastly  I  would  like  to  express  my  gratitude  to  my  friends  and  family  for  their  support  during  my   whole   studies   and   for   giving   me   the   motivation   to   finish   this   thesis.   A   special   thanks   to   my   thesis-­‐buddy   Esther   Nijboer,   without   her   support   and   her   endless   ideas   we   would   not   have   come  up  with  the  model  as  presented  in  this  thesis.    

I  hope  you  enjoy  reading  this  thesis.     Rianne  van  der  Heiden,       Groningen,  June  2014  

(6)
(7)

ABSTRACT  

 

Omni-­‐channel   retailing   has   become   an   important   subject   within   the   retail   industry:   customers   are   passing   retailers   by   through   demanding   seamlessly   integrated   customer   experiences  despite  the  different  channels  they  use  to  interact  with  organizations.    But,  how  do   retail  organization  evolve  into  these  omni-­‐channel  retailers?  What  capabilities  do  they  have  to   develop,   implement   and   measure   to   become   omni-­‐channel   retailers   to   avoid   losing   market   share?   This   question   will   be   answered   with   the   use   of   multiple   case   studies   within   the   Dutch   Fashion   retail   market.   To   test   these   retailers   within   practice,   an   Omni-­‐channel   Capability   Maturity  Model  is  set  up,  in  which  all  relevant  capabilities  of  the  different  stages  towards  omni-­‐ channel   retailing   are   specified.   This   is   the   first   research   that   investigates   a   comprehensive   capability  maturity  model  retailers  can  use  to  manage  this  transition  towards  customer-­‐centric   retailing.   With   the   use   of   six   case   studies   within   the   current   Dutch   fashion   retail   market,   this   research  indicates  the  progression  of  this  (part  of  the)  market  segment  towards  omni-­‐channel   retailing.   The   results   show   the   current   position   of   the   six   retailers   within   the   market   and   indicate  how  they  can  improve  their  operations  to  become  omni-­‐channel  players.  As  the  results   indicate,  retailers  have  to  consider  four  categories  of  capabilities  within  this  transition:  logistics,   customer,  technology  and  organization.  The  results  clearly  show  that  retailers  should  start  with   the   development   of   a   clear   omni-­‐channel   strategy   including   a   new   business   proposition,   business   model   and   key   performance   indicators.   To   implement   this   omni-­‐channel   strategy   throughout  the  entire  organization,  they  first  should  set  up  centralized,  top-­‐down  management.   Setting  up  an  integrated  and  aligned  structure  around  the  customer  journey,  with  all  relevant   customer   data   being   stored   centrally   within   the   organization,   is   a   second   prerequisite   for   setting  up  the  rest  of  the  omni-­‐channel  capabilities  within  the  organization.  This  paper  builds  to   the   current   literature   on   this   topic   by   clearly   describing   the   stages   of   multi-­‐channel,   cross-­‐ channel   and   omni-­‐channel   retailing   within   this   transition   and   by   building   a   comprehensive   Omni-­‐channel  Capability  Maturity  Model  that  can  be  used  to  investigate  retailers’  progression   towards  omni-­‐channel  retailing  within  practice.    

 

(8)
(9)

TABLE  OF  CONTENTS  

 

INTRODUCTION  ...  1  

1.1  Background  ...  1   1.2  Problem  Statement  ...  3   1.4  Structure  ...  4  

THEORY  ...  5  

2.1  Introduction  ...  5   2.2  Organizational  Change  ...  5  

2.2.1  Incremental  versus  radical  change  ...  5  

2.3  Management  Control  In  Change  ...  7  

2.3.1  Types  of  management  control  ...  7  

2.3.1.1  Results  control  ...  7

 

2.3.1.2  Action  control  ...  8

 

2.3.1.3  Personnel  control  ...  8

 

2.3.1.4  Cultural  control  ...  8

 

2.3.2  Agency  and  Stewardship  theory  ...  9  

2.3.2.1  Agency  theory  ...  9

 

2.3.2.2  Stewardship  theory  ...  9

 

2.3.3  Management  control  systems  in  change  ...  10  

2.3.3.1  Key  performance  indicators  ...  11

 

2.3.4  Disruptive  change  in  retailing  ...  11  

2.3.4.1  Traditional-­‐channel  retailers  ...  12

 

2.3.4.2  Multi-­‐channel  retailers  ...  12

 

2.3.4.3  Cross-­‐channel  retailers  ...  13

 

2.3.4.4  Omni-­‐channel  retailers  ...  13

 

2.3.4.5  No-­‐channel  retailers  ...  13

 

2.4  Maturity  Models  ...  15  

2.4.1  Types  of  maturity  models  ...  15  

2.4.2  Elements  of  the  maturity  model  ...  16  

2.4.2.1  Corporate  strategy  ...  16

 

2.4.2.2  Logistics  ...  17

 

2.4.2.3  Customer  ...  18

 

2.4.2.4  Technology  ...  18

 

2.4.2.5  Organization  ...  18

 

2.4.2.6  Key  performance  indicators  ...  19

 

2.5  The  Omni-­‐Channel  Capability  Maturity  Model.  ...  20  

2.5.1  The  multi-­‐channel  organization.  ...  20  

2.5.1.1  Logistics  ...  20

 

2.5.1.2  Customer  ...  21

 

2.5.1.3  Technology  ...  21

 

2.5.1.4  Organization  ...  21

 

2.5.1.5  Key  Performance  Indicators  ...  22

 

2.5.2  The  cross-­‐channel  organization.  ...  22  

2.5.2.1  Logistics  ...  22

 

2.5.2.2  Customer  ...  23

 

2.5.2.3  Technology  ...  23

 

2.5.2.4  Organization  ...  24

 

2.5.2.5  Key  Performance  Indicators  ...  24

 

2.5.3  The  omni-­‐channel  organization.  ...  24  

2.5.3.1  Logistics  ...  24

 

(10)

2.5.3.3  Technology  ...  26

 

2.5.3.4  Organization  ...  26

 

2.5.3.5  Key  Performance  Indicators  ...  27

 

2.5.4  The  omni-­‐channel  capability  maturity  model.  ...  28  

METHODOLOGY  ...  30  

3.1  Introduction  ...  30  

3.2  Research  Methodology  ...  30  

3.2.1  Designing  the  capability-­‐maturity  model  ...  30  

3.3  Data  Collection  ...  31  

3.3.1  Desk  Research  ...  32  

3.3.1.1  Measuring  omni-­‐channel  progression.  ...  32

 

3.3.2  Semi-­‐structured  interviews  with  experts  in  the  field  ...  34  

3.4  Case  Studies  ...  34   3.4.1  Hunkemöller  ...  35   3.4.2  Livera  ...  35   3.4.3  Mango  ...  36   3.4.4  The  Sting  ...  37   3.4.5  Vero  Moda  ...  37   3.4.6  WE  Fashion  ...  37   3.5  Data  Analysis  ...  38  

RESULTS  ...  39  

4.1  Introduction  ...  39   4.2.1  Logistics  ...  40   4.2.2  Customer  ...  42   4.2.3  Technology  ...  43   4.2.4  Organization  ...  44   4.2.5  Overall  Position  ...  46  

DISCUSSION  &  CONCLUSION  ...  48  

5.1  Introduction  ...  48  

5.2  Discussion  ...  48  

5.3  Conclusion  ...  51  

5.4  Theoretical  Implications  ...  53  

5.5  Managerial  Implications  ...  54  

5.6  Limitations  And  Future  research  ...  55  

REFERENCES  ...  58  

6.1  Books  And  Articles  ...  58  

6.2  Interviews  ...  67  

6.3  Websites  ...  68  

APPENDIX  I.  CASE  STUDIES  OF  THE  DUTCH  FASHION  RETAILERS  ...  69  

(11)

I.3.2  Customer  ...  75  

I.3.3  Technology  ...  76  

I.3.4  Organization  ...  76  

I.4  The  Sting  ...  77  

I.4.1  Logistics  ...  77  

I.4.2  Customer  ...  78  

I.4.3  Technology  ...  78  

I.4.4  Organization  ...  79  

I.5  Vero  Moda  ...  80  

I.5.1  Logistics  ...  80  

I.5.2  Customer  ...  81  

I.5.3  Technology  ...  81  

I.5.4  Organization  ...  82  

I.6  WE  Fashion  ...  83  

I.6.1  Logistics  ...  83  

I.6.2  Customer  ...  84  

I.6.3  Technology  ...  84  

I.6.4  Organization  ...  85  

APPENDIX  II.  INTERVIEW  TRANSCRIPTS  ...  87  

II.1  Interview  Samir  Selimi  (Capgemini  Consulting)  1  maart  2014  ...  87  

II.2  Interview  Jerry  Stam  (IBM  Consulting)  17  maart  2014  ...  90  

II.3  Interview  Christian  van  Someren  (Spark  Optimus)  19  maart  2014  ...  94  

II.4  Interview  Samir  Selimi  (Capgemini  Consulting)  5  april  2014  ...  99  

II.5  Interview  Jerry  Stam  (IBM  Consulting)  21  mei  2014  ...  102  

(12)
(13)

 

 

INTRODUCTION  

1.1  Background  

  Recent  developments  in  the  retail  industry  have  dramatically  changed  the  way  in  which   traditional   brick-­‐and-­‐mortar   shops   can   survive   in   the   market.   The   revolutionary   character   of   the  retailing  industry  of  today’s  world  forces  traditional  brick-­‐and-­‐mortar  shops  to  change  into   omni-­‐channel   retailers,   since   those   retailers   dominate   today’s   retail   landscape   (Zhang   et   al.,   2010).     Traditional   brick-­‐and-­‐mortar   retailers   are   increasingly   being   pushed   into   additional   online   sales   channels   and   pure   online   retailers   are  

pushed  into  opening  stores  to  allow  their  customers   to  have  physical  interaction  and  the  pick-­‐up  or  drop-­‐ off  of  products  (Lang  &  Bressolles,  2013).  Opposed  to   these   trends,   traditional   brick-­‐and-­‐mortar   stores   sales   still   largely   dominates   the   sales   of   the   retail   industry  in  numbers.  55%  of  the  consumers  only  buy   in   brick-­‐and-­‐mortar   stores   compared   to   35%   of   the   consumers   buying   omni-­‐channel   and   10%   of   the  

consumers   buying   online.   The   best   future   prospects   are   those   of   omni-­‐channel   retailers,   combining   both   offline   and   online,   since   55%   of   the   consumers   will   change   channels   in   orienting   on   their   purchases   by   2015,   while   physical   stores   are   losing   their   share.   These   numbers  are  presented  in  figure  1.1  (Retail2020,  2011).    

 

  What   is   striking   in   this   market   is   the   fact   that   there   is   a   shift   in   the   market   in   the   transition   towards   omni-­‐channel   retailing.   The   online   market   is   already   an   expanded   market,   however  this  online  market  is  mostly  based  upon  non-­‐tangible  services  sold  via  omni-­‐channel   strategies.  However,  this  market  is  getting  saturated,  since  every  expansion  in  this  market  is  a   cannibalization  of  offline  sales.  For  non-­‐tangibles  the  peak  of  the  growth  is  already  reached.  The   market  now  shifts  towards  the  transition  of  retailers  selling  tangible  products  becoming  omni-­‐ channel   retailers.   This   growth   is   realized   both   in   the   non-­‐food   and   food   sectors.   It   can   be   concluded   that   the   omni-­‐channel   retailing   industry   is   making   the   change   from   non-­‐tangible   omni-­‐channel   retailing   towards   tangible   omni-­‐channel   retailing.   This   shift   will   have   major   impacts   on   the   way   in   which   retailers   have   to   organize   themselves   to   be   able   to   manage   the   logistical  process  coming  forward  from  this  transition  towards  tangible  omni-­‐channel  retailing   (Shopping  2020,  2013;  Selimi,  2014b).       55%   37%   10%   9%   35%   55%   2011   2015  (Expected)  

The  future  of  retail  

Omnichannel   Pure  Online   Physical  Stores  

Figure  1.1  The  future  of  Retail  (Source:  Retail2020,  

(14)

The   high   growth   rates   of   the   online   non-­‐food   retail   sector   in   the   Dutch   market,   which   grew  over  11%  in  the  first  half  of  2013  compared  to  the  decrease  3,5%  in  the  offline  non-­‐food   retail   sector,   show   the   potential   of   focusing   on   retailing   opportunities   via   an   omni-­‐channel   strategy.   Despite   the   recession   and   a   low   willingness   to   purchase   of   customers,   the   online   market   is   growing   (CBS,   2013;   Lang,   2010).   The   market   shows   total   of   8,8   million   online   shoppers,   purchasing   more   than   46   million   times   a   year.   The   most   important   driver   of   the   online  shopping  market  is  this  strong  growth  in  the  total  number  of  purchases  online;  research   indicates  that  compared  to  the  first  half  of  2012  the  market  shows  a  growth  of  10%  in  the  first   half  of  2013  (see  figure  1.2).  The  market  segments  that  show  the  highest  growth  rates  are  the   clothing  (+14%)  and  telecom  (+12%)  segments  (see  figure  1.3  (Blauw  Research,  2013)).  These   trends   and   numbers   clearly   show   a   disruption   of   the   traditional   retail   market,   in   which   consumers  make  a  step  from  offline  shopping  towards  omni-­‐channel  shopping.    

               

The   opportunities   of   this   omni-­‐channel   strategy   are   endless,   however,   there   are   also   some  serious  challenges  retailers  have  to  deal  with,  since  online  sales  is  not  only  a  new  way  of   sales,  but  also  requires  a  completely  different  business  model  (Zhang  et  al.,  2010;  Heinemann  &   Schwarzl,   2010).   As   the   boundaries   between   traditional   and   Internet   retailing   are   blurring,   retailers   experience   interactions   with   their   customers   through   multiple   touch   points,   which   provide  them  with  a  great  amount  of  offline  purchase  information  and  online  content.  Besides,   consumer   demands   shift,   consumers   ask   for   a   seamlessly   integrated   omni-­‐channel   customer   experience   in   which   the   distinctions   between   physical   and   online   are   vanished   (Brynjolfsson,   Hu  &  Rahman,  2013).    

 

With   the   use   of   online   retailing,   retailers   face   an   expanded   opportunity   to   create   a   cognitively   and   esthetically   rich   shopping   environment,   not   imitable   in   the   non-­‐electronic   shopping   world   (Childers,   et   al.,   2001).   However,   those   online   retailers   are   the   ones   who   are   failing   to   deliver   the   services   consumers   asked   offline   (Dennis,   Harris   &   Sandhu,   2002).   Consumers  are  being  putt  off  shopping  online  by  poor  after  sales  service  and  unreliable  delivery  

1.990   million   +5%   395  million   +14%   685  million     +12%    

Growth  biggest  market  segments   (Compared  to  2012-­‐1)      

Travel   Clothing  

Figure  1.3  Growth  rates  biggest  market  segments  (Source:  

Blauw  Research,  2013).   8,5  million   buyers   8,8  million   buyers   Growth:     10%     40   42   44   46   2012-­‐1   2013-­‐1   N u m b er  o f  p u rc h ase s   p er  y ea r   (M il li on s)

  Growth  total  number  of  online  

purchases  per  year  

Figure  1.2  Growth  number  of  online  purchases  (Source:  

(15)

(Verdict,  2000).    So,  these  different  ways  of  interacting  with  customers  require  different  ways  of   operations.   Not   only   do   retailers   need   to   change   their   business   model,   they   also   have   to   deal   with   lots   of   operational   issues   (Lang,   2010).   To   be   able   to   operate   an   omni-­‐channel   retailing   experience,  a  retailer  must  be  able  to  change  his  business  strategy  and  manage  its  operations  in   a  very  different  way  compared  to  the  traditional  retailing  setting  he  previously  operated  (Lang   &  Bressolles,  2013).    

 

While   deciding   to   add   additional   channels   to   sales   results   in   concerns   about   cannibalization   and   negative   spillover   (Deleersnyder   et   al.,   2002;   Falk   et   al.,   2007),   research   also   indicates   that   the   operation   of   multiple   channels   can   have   positive   consequences   for   financial   performance   (Geyskens,   Gielens   &   Dekimpe,   2002).     Sources   of   increased   financial   performance   due   to   an   omni-­‐channel   strategy   can   be   divided   into   access   to   new,   low-­‐cost   markets;  increased  customer  satisfaction  and  loyalty;  and  the  creation  of  a  strategic  advantage.    

1.2  Problem  Statement  

The   existing   literature   on   the   transition   from   a   traditional   retail   strategy   towards   an   omni-­‐channel   strategy   is   scarce.   Some   research   is   done   to   discover   the   different   categories   organizations   can   be   placed   in   related   to   the   transition   from   single   channel   organizations   towards   omni-­‐channel   organizations.   This   research   concludes   with   the   importance   of   integrating   customer   data   within   all   different   channels   to   be   able   to   deliver   a   consistent   customer   experience   across   channels   (Oh,   Teo,   Sambamurthy,   2012;   Strang,   2013;   Bardwell,   2013).   However,   no   clear   research   focuses   on   the   internal   and   external   capabilities   that   are   needed   on   the   middle-­‐   to   long-­‐term   to   reach   this   aspiration   of   becoming   an   omni-­‐channel   retailer.   Especially   this   type   of   research   is   important,   since   it   allows   organizations   to   design   their  strategy  in  such  a  way  that  they  are  able  to  make  the  transition  towards  an  omni-­‐channel   retailer  and  being  able  to  put  customer  experiences  at  the  very  core  of  their  operations.    

 

1.3  Purpose  and  Significance  

 

(16)

 

The  results  of  this  research  can  be  compared  with  existing  literature  on  the  capabilities   needed  to  operate  an  traditional  retail  organization,  to  give  insights  in  the  differences  between   these   two   stages   and   the   capabilities   traditional   retailers   need   to   develop   to   change   towards   omni-­‐channel   retailers.   Besides   this   research   will   indicate   the   difficulties   organizations   experience  within  this  transition  towards  omni-­‐channel  retailing  and  a  customer  focus  across   different   channels.   Research   on   becoming   customer-­‐centric   (Boulding   et   al.,   2005;   Shah   et   al.,   2006)   has   indicated   that   traditional   organizations   experience   different   barriers   when   transforming   into   customer-­‐centric   organizations.     Organizing   this   customer-­‐centric   focus   across  all  different  organizational  channels  and  integrating  the  customer  experience  at  the  heart   of   a   organizations’   operations   (omni-­‐channel   retailing),   is   likely   to   be   subject   to   even   more   barriers  than  traditional  retailers  would  experience  in  becoming  customer-­‐centric.    

 

The  findings  of  this  research  give  insights  into  the  steps  retailers  need  to  take  in  3  to  5   years  to  become  omni-­‐channel  retailers  and  the  capabilities  needed  to  operate  such  a  strategy.   Besides,  it  becomes  clear  what  difficulties  retailers  experience  with  respect  to  the  capabilities   needed  to  put  the  customer  central  across  all  organizational  activities.  These  insights  are  highly   valuable  for  the  management  of  retail  organizations  experiencing  this  transition  towards  omni-­‐ channel  retailing,  since  it  provides  them  with  a  guideline  how  to  put  their  customer  central  and   how   to   internally   organize   their   operations   to   deliver   a   consistent   and   integrated   customer   experience  across  all  channels.  This  is  of  fundamental  importance  for  retail  organizations,  since   it   are   the   customers   who   are   demanding   this   integrated   experience   (Strang,   2013).   Therefor,   the  research  question  guiding  this  research  is:  ‘What  capabilities  do  current  Dutch  Fashion  retail  

organizations   have   to   develop,   implement   and   measure   within   3   to   5   years   to   facilitate   the   transition  towards  an  omni-­‐channel  retail  strategy,  to  at  least  maintain  market  share.’  

 

1.4  Structure  

This  research  focuses  on  an  investigation  of  six  clothing  retailers  within  the  Dutch  retail   market.  The  remaining  of  this  research  is  organized  as  follows:  Section  2  provides  an  overview   of   the   relevant   concepts   used   to   study   the   phenomena   in   practice.   In   the   third   section   the   research  methods  are  described  and  the  cases  are  introduced.  Section  4  presents  the  results  of   the   case   study.   Lastly,   section   6   provides   a   discussion   of   the   found   results   and   ends   with   a   conclusion  with  theoretical  and  managerial  options  for  future  research.    

(17)

THEORY  

 

2.1  Introduction  

This  section  elaborates  on  the  existing  literature  regarding  the  different  concepts  used   in   this   research.   It   starts   with   an   explanation   of   the   concept   organizational   change   with   its   management   control   and   performance   measurement   issues,   which   provides   the   basis   for   the   transition  towards  omni-­‐channel.  Then,  the  different  categories  of  retailers  within  the  transition   towards   omni-­‐channel   are   presented.   Followed   by   a   discussion   of   different   types   of   maturity   models  and  an  elaboration  on  the  elements  we  chose  for  our  capability  maturity  model.  Lastly   the   different   elements   of   our   model   are   discussed   for   each   category   of   retailer.   This   section   concludes   with   the   presentation   of   a   capability-­‐maturity   model   and   a   translation   of   the   capabilities  into  key  performance  indicators.    

2.2  Organizational  Change  

Organizational  change  has  been  widely  discussed  in  academic  literature.  Organizational   change  can  be  seen  as  the  need  to  implement  changes  in  strategy,  structure,  process  and  culture   to   keep   up   with   the   immediate   environment   (Armenakis,   Haker,   Mossholder,   1993;   Porras   &   Silvers,  1991).  This  type  of  change  is  triggered  by  relevant  shifts  in  the  environment  that  trigger   an  organization  to  formulate  an  intentionally  generated  response  (Porras  &  Silvers,  1991).  The   reaction   to   change   consists   of   four   interrelated   components:   (1)   a   change   intervention   that   alters  (2)  key  organizational  variables.  These  then  impact  (3)  organizational  members  and  their   behaviors,   resulting   in   changes   in   (4)   organizational   outcomes   (Porras   &   Silvers,   1991).     A   change  process  consists  of  three  phases:  preparing  the  organization  to  accept  the  necessity  of   change   thereby   breaking   down   the   existing   status   quo   (unfreeze);   altering   the   magnitude,   direction   or   number   of   driving   and   resisting   forces,   thereby   consequently   shifting   the   equilibrium  to  a  new  level  (move)  and  lastly  reinforcing  the  new  distribution  of  forces,  thereby   maintaining  and  stabilizing  the  new  equilibrium  (refreeze).  Despite  common  sense  might  lean   towards   increasing   the   driving   forces   for   change,   an   equal   and   opposite   increase   in   resisting   forces  might  result  in  no  change  and  even  greater  tensions  than  before  (Lewin,  1947).  

2.2.1  Incremental  versus  radical  change  

(18)

means   that   the   firm   focuses   on   fine-­‐tuning   products   and   processes   in   a   step-­‐by-­‐step   way   (Laursen   &   Salter,   2006).   Centralization   has   a   negative   effect   on   the   adoption   of   incremental   change;  a  better  structure  is  to  manage  incremental  change  in  a  decentralized  structure.  Within   this  bottom-­‐up  approach,  individuals  at  the  lower  levels  receive  authority  to  propose  changes  to   improve   their   work,   thereby   providing   a   basis   for   smaller,   incremental   changes   at   the   lower   levels.  This  type  of  change  is  characterized  by  collaboration  and  great  involvement  of  employees   in   identifying   problems   and   solving   them   (Dewar   &   Dutton,   1986;   Normann,   1971).   To   build   trust   and   commitment,   this   type   of   change   is   advised.   Another   reason   for   bottom-­‐up   change   relates   to   employees   being   closer   to   the   market   place   and   the   core   of   the   organization,   they   have  knowledge  of  what  should  be  changed  within  the  organization  (Bennis,  2000).  Besides,  as   long   as   these   changes   are   little   related   to   new   knowledge   content,   limited   opposition   can   be   expected   and   concentrated   power   cannot   be   seen   as   a   necessary   prerequisite   for   adoption   (Dewar  &  Dutton,  1986;  Normann,  1971).    

 

Radical,   or   disruptive,   change   goes   beyond   adjustments   to   the   status   quo;   this   type   of   change  requires  an  entirely  new  corporate  strategy  to  operate  a  completely  different  business   paradigm.   The   corporate   strategy   defines   the   patterns   of   decisions   in   a   company   that   determines   its   objectives,   purposes   and   goals;   produces   the   principal   policies   and   defines   the   range  of  business  the  company  is  to  pursue  (Foss,  1997).  This  corporate  strategy  should  clearly   communicate   the   value   proposition   the   organization   wants   to   deliver;   it   defines   a   way   of   competing   in   the   market   that   does   clearly   communicate   the   unique   value   the   organization   delivers   to   its   customers   (Porter,   2001).   For   a   company   to   change   towards   fundamentally   different  products,  processes,  practices,  relationships,  skills  and  norms,  this  corporate  strategy   should   be   altered   to   capture   this   new   business   paradigm   (Dewar   &   Duttin,   1986).   Radical   change   is   clearly   disruptive   in   nature,   since   the   implementation   of   a   different   business   paradigm  disrupts  the  established  pattern  of  understandings  within  the  organization  (Dewar  &   Duttin,   1986).   Radical   change   involves   the   development   or   implementation   of   radical   new   technologies,  which  asks  for  new  types  of  knowledge  (Laursen  &  Salter,  2006).  To  be  successful   in   this   type   of   change,   the   entire   business   model   has   to   transform   towards   the   new   business   paradigm.  Implementing  this  type  of  change  requires  a  strong  vision  and  mission,  the  creation   of   the   new   business   paradigm   and   the   creation   of   a   roadmap   towards   achieving   these   future   goals  (Milgrom  &  Roberts,  1995;  Yip,  2004).  

 

(19)

needs  central  coordination  to  align  all  processes,  practices  and  business  activities  (Milgrom  &   Roberts,   1995;   Yip,   2004).   Only   managers   are   able   to   allocate   capital,   resources   and   power   throughout  the  organization  and  they  have  a  helicopter  view  of  the  organization  (Conger,  2000).   Besides,   disruptive   changes   in   organizational   processes   and   operations   will   result   in   great   opposition  from  the  workforce.  A  more  concentrated  power  to  implement  this  disruptive  type   of  change  is  necessary  to  overcome  this  opposition.  Lastly,  strong  leadership  support  from  the   top   management   will   generate   a   sense   of   necessity   for   the   change   within   the   organization,   resulting  in  less  opposition  from  the  lower  levels  (Normann,  1971).    

2.3  Management  Control  In  Change  

According   to   Merchant   &   van   der   Stede   (2012),   management   control   relates   to   the   control   of   the   internal   environment   of   an   organization.   Management   control   is   defined   by   Anthony  (1965)  as  the  process  by  which  managers  ensure  that  resources  are  obtained  and  used   effectively   and   efficiently   in   the   accomplishment   of   the   organization’s   objective.   To   be   able   to   design   an   appropriate   management   control   system,   an   organization   needs   to   have   a   clear   understanding  of  the  objective  and  the  appropriate  strategy  to  reach  this  objective  (Merchant  &   van  der  Stede,  2007).    

2.3.1  Types  of  management  control  

Merchant   &   van   der   Stede   (2012)   distinguish   four   different   types   of   control:   results,   action,   personnel   and   cultural   control.   Whereas   Ouchi   (1979)   distinguishes   three   types   of   control:  market,  bureaucracy  and  clan.  The  typology  of  Merchant  &  van  der  Stede  thus  provides   one   extra   type   of   control,   however   all   four   can   be   related   to   the   three   types   of   Ouchi   (1979).     Both  results  control  and  market  control  rely  on  price  mechanisms  as  the  main  type  of  control;   both   action   control   and   bureaucracy   control   rely   on   rules   and   formal   procedures;   and   personnel,  cultural  and  clan  control  rely  on  traditions  and  routines  (Ouchi,  1979;  Merchant  &   van  der  Stede,  2012).    Due  to  their  more  detailed  and  extended  focus,  the  types  of  Merchant  &   van  der  Stede  (2012)  will  be  shortly  discussed  below.    

2.3.1.1  Results  control  

(20)

attract  and  retain  employees  that  are  confident  about  their  abilities  (personal  limitations).  The   effectiveness   of   this   type   of   control   is   determined   by   3   condition;   knowledge   of   the   desired   results,   the   ability   to   influence   desired   results   and   the   ability   to   measure   controllable   results   effectively  (Merchant  &  van  der  Stede,  2012).    

2.3.1.2  Action  control  

Action  control  relates  to  the  control  used  to  ensure  that  employees  act  in  the  organizations   best  interest.  This  type  of  control  can  be  seen  as  the  most  direct  form  of  control  by  continuously   monitoring  decisions  and  actions.  Four  different  forms  of  action  control  can  be  identified:  

-­‐ Behavioral   constraints:   making   it   impossible/difficult   to   do   things   that   should   not   be   done.   These   constraints   can   be   divided   in   physical   and   administrative   behavioral   constraints.    

-­‐ Pre-­‐action  reviews:  controlling  the  employee’s  action  plans.    

-­‐ Action  accountability:  holding  employees  accountable  for  the  actions  they  take.    

-­‐ Redundancy:  assigning  more  employees  to  a  task  than  strictly  necessary,  to  increase  the   probability  of  a  task  being  fulfilled.    

The  effectiveness  of  this  type  of  control  depends  upon  the  knowledge  of  the  desired  actions  and   the  ability  to  ensure  that  the  desired  actions  are  taken  (Merchant  &  van  der  Stede,  2012).    

2.3.1.3  Personnel  control  

Personnel  controls  build  on  employees’  tendencies  to  control  and  motivate  themselves.   This  type  of  control  ensures  that  employees  understand  what  the  organization  wants,  thereby   clarifying  expectations.  Second,  they  help  ensure  that  each  employee  is  able  to  do  a  good  job  by   providing   them   with   the   capabilities   and   resources   necessary.   Lastly,   they   increase   the   likelihood  of  self-­‐monitoring.  This  type  of  controls  can  be  implemented  with  the  use  of  selection   and  placement;  training  and  job  design  and  provision  of  the  necessary  resources  (Merchant  &   van  der  Stede,  2012).  

2.3.1.4  Cultural  control  

(21)

2.3.2  Agency  and  Stewardship  theory  

2.3.2.1  Agency  theory  

Agency   theory   assumes   that   different   interests   (goal   conflicts)   exist   between   owners   and   employees,   which   leads   to   managerial   problems   (Eisenhardt,   1989).   What   can   be   considered  the  cause  of  this  agency  problem  is  information  asymmetry  between  the  agent  and   the  principal;  agents  will  exploit  principals  with  the  superior  information  they  have,  resulting  in   the  principals  not  being  able  to  ensure  that  the  agent  is  acting  in  their  best  interest.  Unless  they   are   effectively   monitored   or   incentivized   not   to   do   so,   this   self-­‐interested   behavior   will   occur   (Miller  &  Sardais,  2011).  Different  interests  cause  these  conflicted  interests;  shareholders  focus   mainly  of  financial  return,  while  managers’  interest  also  lies  on  non-­‐financial  returns  (Aghion  &   Bolton,  1992).  This  agency  theory  is  closely  linked  to  management  control  (Eisenhardt,  1989),   especially   to   the   distinction   between   behavioral   versus   output   control   of   Ouchi   (1979),   since   task   programmability   can   be   linked   to   behavioral   control   and   measurable   outputs   lead   to   output  control.  With  the  use  of  a  management  control  system,  organizations  are  able  to  control   these  agency  problems,  since  these  management  control  systems  measure  the  performance  of  a   pre-­‐specified   set   of   measures   and   link   incentives   to   these   measures   to   guide   behaviors   of   employees  (Merchant  &  van  der  Stede,  2012).    

2.3.2.2  Stewardship  theory  

(22)

2.3.3  Management  control  systems  in  change  

A  management  control  system  can  broadly  be  defined  to  include  everything  managers   do   to   help   ensure   that   their   organizations’   strategies   and   plans   are   carried   out   or   modified   (Merchant  &  van  der  Stede,  2012).  According  to  the  more  narrow  definition  of  Simons  (1994)   management  control  systems  are  the  formal,  information-­‐based  routines  and  procedures  used   by  managers  to  maintain  or  alter  patterns  in  organizational  activities.  Merchant  &  van  der  Stede   (2012)   state   that   optimal   control   does   exist   when   the   control   losses   –   due   to   performance   differences   between   what   is   theoretically   possible   according   to   the   strategy   and   what   can   be   expected   with   the   management   control   systems   in   place   -­‐   are   smaller   than   the   costs   of   implementing  more  controls.    

 

A   management   control   system   provides   a   means   for   gaining   cooperation   among   collectives   of   individuals   or   organizational   units   who   may   share   only   partially   congruent   objectives  and  channels  those  efforts  toward  a  specified  set  of  organizational  goals  (Langfield-­‐ Smith,  1997;  Ouchi,  1979;  Flamholtz,  1983).    It  provides  the  controls  used  to  act  upon  a  chosen   strategy.     To   be   able   to   provide   incentives,   multiple   performance   measures   should   be   used,   since  a  single  performance  measure  could  not  be  able  to  measure  the  phenomenon  completely   (Hölmstrom,   1979).   Implementing   a   new   strategy   encompasses   allocating   resources   and   designing   suitable   administrative   systems,   including   management   control   systems,   to   control   the  new  business  paradigm  (Preble,  1992,  Langfield-­‐Smith,  1997;  Ouchi,  1979).  There  seems  to   be  a  paradox  in  the  control  of  radical  innovations,  on  the  one  hand  there  is  a  need  for  organic   systems  to  encourage  innovations  within  the  organization,  but  at  the  same  time,  these  radical   innovations  need  a  tight  control  system  to  curb  excessive  innovation  (Chenhall,  2003).    

 

(23)

2.3.3.1  Key  performance  indicators    

Within   a   management   control   system,   key   performance   indicators   can   be   defined   as   items  of  information,  collected  at  regular  intervals,  to  track  the  performance  of  a  system  (Fitz-­‐ Gibbon,  1990).  They  must  be  established  to  measure  progress  towards  reaching  the  objectives   set  (Parmenter,  2010;  Fitz-­‐Gibbon,  1990).  These  key  performance  indicators  represent  a  set  of   measures  focusing  on  those  aspects  of  organizational  performance  that  are  most  critical  for  the   current  and  future  success  of  the  organization.  They  relate  to  nonfinancial  measures,  which  are   frequently  measured  and  acted  on  by  the  senior  management  team;  they  clearly  indicate  what   actions  are  required  by  staff-­‐members  and  they  tie  responsibility  to  a  team  or  individual.    

These  key  performance  indicators  can  be  divided  into  different  categories:   -­‐ Quantitative  indicators:  presented  as  a  number.    

-­‐ Practical  indicators:  the  interface  with  the  existing  processes  of  the  company.     -­‐ Directional  indicators:  specify  whether  the  organization  is  performing  better  or  not.     -­‐ Actionable  indicators:  sufficient  in  a  control  system  to  effect  change  (Giese  et  al.,  2010).     Within   traditional   retail   settings,   the   most   important   customer   related   key   performance   indicators  relate  to  customer  satisfaction,  customer  loyalty,  sales  per  customer  and  store  visits   (Reinartz,  Krafft  &  Hoyer,  2004).  However,  within  an  omni-­‐channel,  customer-­‐centric  strategy,   customer  centric  performance  measures  have  become  more  important.  Therefore,  it  seems  logic   that  more  customer  related  metrics  should  be  included  within  the  key  performance  indicators   of  omni-­‐channel  retailers.  

2.3.4  Disruptive  change  in  retailing  

(24)

market   that   is   characterized   by   unrelenting   change,   escalating   customer   expectations   and   intense  competition  (Sorescu  et  al.,  2011,  Strang,  2013).    

 

Within   the   transition   of   traditional   retail   organizations   towards   an   omni-­‐channel   strategy,   or   even   a   no-­‐channel   strategy   (which   can   be   considered   the   ultimate   future   state),   different  categories  of  retailers  can  be  distinguished,  as  shown  in  figure  2.1.    

 

 

Figure  2.1  The  different  categories  in  the  transition  towards  No-­‐channel  retailing

 

2.3.4.1  Traditional-­‐channel  retailers  

The   traditional,   brick-­‐and-­‐mortar   retail   organization   is   based   upon   one   channel,   the   physical   store,   in   which   the   vendor   and   customer   interact   face   to   face   to   generate   sales.   This   strategy   provides   one   independent   touch   point   to   customers   (Strang,   2013).   In   store   merchandise  is  displayed  to  make  it  possible  for  consumers  to  look  at  them,  try  and  touch  them   and  take  them  home  immediately.  The  role  of  the  sales  associate  is  to  provide  customers  with   information   about   products   and   assist   them   in   experiencing   the   product   in   store   (Enders   &   Jelassi,  2000).  All  of  the  functions  required  in  the  customer-­‐buying  cycle  are  fulfilled  with  the   use   of   one   channel   (Stone,   Hobbs,   &   Khaleeli,   2002).    However,   consumers   are   passing   traditional   retailers   by,   since   they   experience   the   comfort   of   omni-­‐channel   retailing   causing   them   to   become   less   tolerant   for   the   experiences   in   stores   (Rigby,   2011).   This   traditional-­‐ channel   retail   model   can   thus   be   seen   as   the   starting   point   of   a   lot   of   traditional   retailers   expanding  towards  an  additional  online  sales  channel  and  even  different  business  models.  Since   this  stage  is  the  starting  point  of  retailers  going  online  and  most  ambitious  retailers  are  already   beyond   this   stage,   capabilities   of   this   stage   would   not   be   influencing   the   design   and   implementation  of  online  channels  of  retailers.  Therefor  this  stage  is  left  out  in  the  design  of  the   maturity  model.  

2.3.4.2  Multi-­‐channel  retailers  

(25)

traditional   retailers   to   become   present   online   (Strang,   2013).   Retailers   began   to   see   the   importance  of  adding  an  online  channel  in  the  early  90s  and  the  advantages  an  online  channel   has  over  traditional  brick-­‐and-­‐mortar  stores  (Rigby,  2011).  This  step  towards  a  multi-­‐channel   organization   is   driven   by   a   product-­‐centric   need   to   expand   current   sales   of   retailers   (Strang,   2013).   Multi-­‐channel   retailing   refers   to   retailers   selling   products   to   consumers   through   multiple,  independent  retail  channels.  It  relates  to  the  variety  of  channels  firms  use  to  interact   and   transact   with   their   customers,   which   are   all   used   as   stand-­‐alone   pipelines   towards   the   customer   (Zhang,   2009;   Rangaswamy   &   Van   Bruggen,   2005;   Strang,   2013).   Within   the   customer-­‐buying  cycle,  several  channels  are  used  and  they  need  to  be  designed,  maintained  and   measured  appropriately  (Stone,  Hobbs,  &  Khaleeli,  2002).  

2.3.4.3  Cross-­‐channel  retailers  

Cross-­‐channel   retailing   relates   to   a   retailer   starting   to   offer   common   branding   and   messaging   across   channels   (Strang,   2013).   Despite   the   fact   that   the   retailer   has   multiple   channels,   which   are   still   seen   as   independent   of   each   other,   they   all   communicate   to   the   customer   as   an   integrated   organization.   The   customer   moves   from   one   to   another   channel   during   their   shopping   experience,   but   perceives   the   multiple   channels   as   part   of   the   same   brand.  The  cross-­‐channel  experience  is  driven  by  retailers  trying  to  expand  their  sales  (Strang,   2013).  

2.3.4.4  Omni-­‐channel  retailers  

Omni-­‐channel  retailing  reflects  the  fact  that  retailers  are  able  to  seamlessly  interact  with   customers   through   countless   channels—websites,   physical   stores,   kiosks,   direct   mail   and   catalogues,   call   centers,   social   media,   mobile   devices,   gaming   consoles,   televisions,   networked   appliances,  home  services,  and  more  (Hobkirk,  2013;  Rigby,  2011).  The  most  important  factor   distinguishing   omni-­‐channel   retailing   from   the   other   stages   is   customer-­‐centricity   (Selimi,   2014a;  Stam,  2014a;  Van  Someren,  2014).  The  retailer  has  to  place  the  customers’  experience  at   the   very   center   of   their   thinking   and   planning   process   and   manage   a   seamlessly   integrated   customer  experience  despite  the  different  channels  used  (Bardwell,  2013;  Shah,  et  al.,  2006).  

2.3.4.5  No-­‐channel  retailers  

(26)

additional  channels  will  be  used  in  the  future,  but  it  seems  to  be  that  the  amount  of  additional   channels   used   will   grow   enormously.   To   be   able   to   manage   this   future   state   it   becomes   necessary  that  it  should  not  matter  which  channels  you  use.  An  omni-­‐channel  organization  does   integrate  all  channels  used,  but  is  still  organized  around  these  different  channels.  A  no-­‐channel   organization  is  organized  around  the  customer  offering,  in  which  the  focus  lies  on  commerce,   not   on   commerce   through   all   different   channels.   This   future   state   online   represent   two   channels:  online  and  offline,  without  making  a  distinction  between  all  channels  in  between.  This   new  business  model  requires  a  new  mind-­‐set,  new  capabilities  and  even  a  completely  different   organization,   leaving   the   concept   of   the   channel-­‐organization   in   the   past   (PwC,   2014;   Stam,   2014a;  Van  Someren,  2014).    

   

To  categorize  the  different  retailers  with  respect  to  their  progress  within  the  different   categories  of  retailers  towards  omni-­‐channel  retailing,  a  positioning  model  is  developed,  which   is   presented   in   figure   2.2.   The   horizontal   axis   shows   a   continuum   from   a   product-­‐centric   orientation  towards  a  customer-­‐centric  business  orientation.  As  becomes  clear  from  the  theory,   the   more   a   retailer   tends   towards   omni-­‐channel   or   even   no-­‐channel   retailing,   the   more   it   becomes  focused  on  customer  centricity.  Initially,  in  the  traditional-­‐channel,  the  multi-­‐channel   and   the   cross-­‐channel   categories,   the   focus   lies   on   the   product-­‐centric   business   paradigm:   selling  as  many  products  to  customers  as  possible  via  different  channels.  When  considering  the   omni-­‐channel   and   no-­‐channel   retailers,   it   becomes   clear   that   their   business   paradigm   shifts   towards  a  complete  focus  on  the  customer.  It  no  longer  matters  how  many  products  are  sold  to   customers,  but  retailers  focus  on  satisfying  the  even  more  demanding  customers.  The  customer   becomes   the   core   of   the   business   operations.   The   continuum   shows   that   different   categories   tend  more  and  more  towards  this  customer-­‐centric  business  approach.    

 

(27)

Even   within   the   same   category   of   retailers,   differences   in   progression   can   be   shown   within   a   single  glance.    

 

 

Figure  2.2  Positioning  model  of  the  progress  of  the  different  categories  towards  integration  and  customer   centricity  

2.4  Maturity  Models    

Maturity   models   are   designed   to   assist   organizations   to   tackle   pressures   to   gain   and   retain  competitive  advantage.  (de  Bruin,  et  al.,  2005).  These  models  can  be  seen  as  a  basis  for   improvement,  due  to  their  evaluative  and  comparative  nature.  Maturity  models  are  designed  to   assess   the   maturity   of   a   specific   domain   based   on   set   of   specified   criteria   (Ahern,   Clouse   &   Turner,   2004;   Hakes,   1996).     Maturity   assessments   can   be   performed   either   by   an   external   auditor  or  by  self-­‐assessments  (Fraser,  Moultrie  &  Gregory,  2002).    

2.4.1  Types  of  maturity  models    

(28)

focus  on  top-­‐levels  (Fraser  et  al.,  2002).  Hybrids  &  Likert-­‐like  questionnaires  can  be  seen  as  a   simple  form  of  maturity  models.  Likert-­‐scale  questionnaire  can  be  considered  a  simple  form  of  a   maturity   model   if   the   question   is   a   statement   of   “good   practice”   and   the   respondent   has   to   indicate   a   score   the   relative   performance   of   an   organization   on   this   practice.   If   this   kind   of   Likert-­‐scale  questionnaire  also  includes  definitions  of  maturity,  one  can  typify  this  model  as  a   hybrid   (Fraser   et   al.,   2002).   The   Capability   Maturity   Model   has   a   more   formal   and   complex   architecture.  This  type  of  model  differs  from  the  maturity  model  in  the  way  that  it  describes  the   capabilities  needed  to  reach  maturity.  Capabilities  relate  to  a  set  of  key  process  areas  necessary   to  be  achieved  to  evolve  to  a  next  maturity  level.  These  key  process  areas  describe  each  level  of   maturity   within   the   model,   so   the   model   does   not   provide   individual   descriptions   of   each   activity   at   each   maturity   level   (Fraser   et   al.,   2002).     The   Capability   maturity   model   is   not   prescriptive,  it  does  not  prescribe  organizations  how  to  improve  to  a  next  maturity  level  but  it   does  describe  an  organization  at  each  level  of  maturity  without  specifying  how  to  get  there.  The   model  that  is  build  in  this  section  can  be  seen  as  a  capability  maturity  model,  since  it  present   sets   of   key   process   areas   that   are   necessary   within   the   transition   towards   omni-­‐channel   retailing.  It  describes  per  category  which  key  process  areas  are  necessary  to  reach  this  stage.    

2.4.2  Elements  of  the  maturity  model  

The   transition   towards   omni-­‐channel   retailing   presents   a   major   shift   from   a   product-­‐ centric  business  paradigm  towards  a  customer-­‐centric  business  paradigm.  According  to  Chen  &   Popovich   (2003)   organizations   should   internally   focus   on   and   change   the   aspects   of   people,   processes   and   technology   to   become   customer-­‐centric.   However,   to   change   towards   omni-­‐ channel  retailing,  attention  should  not  only  be  focused  on  people,  processes  and  technology,  but   instead   on   all   different   parts   of   the   retailer,   be   it   purchasing,   marketing,   logistics   and   most   important   one   should   also   include   external   influences,   like   the   customer,   in   the   model   (Stam,   2014a;   Selimi,   2014a;   Van   Someren,   2014).   To   include   every   aspect   of   the   retailer   within   the   capability  maturity  model,  we  decided  to  focus  on  the  aspects  of:  logistics,  customer,  technology   and   organization.   These   parts   of   the   retailers’   business   model   do   require   the   most   significant   changes  to  become  omni-­‐channel  players  (Stam,  2014a;  van  Someren,  2014;  Selimi,  2014a&b).      

2.4.2.1  Corporate  strategy  

Referenties

GERELATEERDE DOCUMENTEN

This literature review provides theoretical background about the relevance of service sector in the global economies, its contributions to growth and development

Furthermore, inactive covariates will be assessed in order to determine whether the classes also differ based on demographics (age, gender, municipality, distance to

 Online customers more often used search engines, price comparison websites and informative websites than customer that visited the website and purchased at the

When the model includes all the marketing controllable and marketing uncontrollable factors that were found to significantly influence satisfaction the model explains

In addition, in the first part of the questionnaire, respondents were asked to provide the name of a specific retailer they had a personal omni-channel experience with (using both an

Clickstream data is the electronic record or internet usage (Bucklin and Sismeiro, 2009). However, literature lacks insights into a holistic view of actual web behavior with both

• Synergy effects: Whereas print and TV advertising both negatively affect sales on the short-term, combined together they positively affect sales on the

From this research can be concluded that there are six factors that influencing last mile delivery, these factors are: customer requirements, omni-channel customers