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Industry-driven digital transformation




           firm and its partners for creating, marketing, and delivering   to enable flexibility undeterred by change and how change
           this value and relationship capital to generate profitable and   occurs concerning the sequence of activities, production and
           sustainable revenue streams [21]. It is a systemic and holistic   manufacturing  processes  (i.e.,  how  the  organization
           description  of  three  key  activities:  how  an  organization   assembles  products  or  delivers  services),  operational
           creates, delivers, and captures value. The depth of a change   processes (i.e., steps and procedures in operating activities),
           in how the organization uses digital technologies to create   decision-making processes, and communication processes.
           and  deliver  value  and  captures  profits  from  managing  a
           system  of  networked  activities  [22]  will  have  different   4.  “GOING DIGITAL” TYPOLOGY
           results.  Either  an  incremental  modification  of  its  business
           model that added value, or new and expected business model   4.1   Dimensions of “going digital” typology
           innovations [23-26] that may disrupt an existing market. This
           means leaders face the “strategic paradox” of finding new   The 103 DT case studies (i.e., journal articles and conference
           ways  to  balance  the  contradictory  demands  of  managing   proceedings that apply qualitative or quantitative methods to
           complex business models that are likely to change over time   investigate  specific  organizations)  used  as  a  source  of
           [27, 28]. Many start-ups and tech companies are disrupting   analysis for this paper were identified based on a systematic
           the  market  by  continuously  finding  a  fundamentally  new   literature  review  conducted  in  the  SCOPUS  and  EBSCO
           way  of  doing  business and  a  good  business  model  that  is   databases.  Following  the  PRISMA  (Preferred  Reporting
           repeatable  and  scalable  [29].  Its  primary  focus  is  on   Items for Systematic Reviews and Meta-analyses) process,
           understanding new business logic to fill in digital technology   we narrowed down the number of papers from 1744 to 305
           gaps and integrate “digital”  into  the  DNA  of the business   with predefined criteria (e.g., limit to peer-reviewed journal
           models [29], engaging in an intensive interaction with the   articles and conference proceedings, English, from the year
           environment  (i.e.,  users,  suppliers,  stakeholders)  to   2000  to  2019,  etc.).  The  search  query  was  extended  in
           understand needs/pains and how to serve them sustainably.   Google Scholar through a “Snowball” backward and forward
           The  involved  change  in  business  model  can  be  the   reference  search  up to 354  articles,  including  highly cited
           exploration  of  digital  innovation  and  radical  replacements   professional papers (e.g., industrial reports) and government
           for manufacturing processes and distribution channels that   reports.  In total, 103 case studies were selected after full-
           can potentially transform the business model, or more often   text reading. These cases are further analyzed based on their
           incremental steps to deliver the core value proposition better.   drivers, enablers, scope, and focus of change, stages, barriers,
                                                              critical success factors, end results, and applied strategies.
           3.2.2   Change in organizational structure and processes   We found the most appropriate and precise dimensions to
                                                              depict the “going digital” journey are as follows.
           The  change  in  organizational  structure  is  defined  as
           “variations in a firm’s organizational setup” [30] to support   4.1.1   Source of change initiating “going digital” efforts
           a  digital  culture  to  leverage  digital  technologies  for  the
           benefit of the organization. The term “culture” is defined as   Change occurs from the perceived current state of reality in
           “a pattern of shared basic assumptions learned by a group as   the direction determined by intention with the intended result
           it  solved  its  problems  of  external  adaptation  and  internal   taking  control,  leading  from  the  problem  to  the  solution.
           integration, which has worked well enough to be considered   Path-breaking  mechanisms,  such  as  exogenous  and
           valid  and,  therefore,  to  be  taught  to  new  members  as  the   endogenous shocks, are often needed to trigger changes [35].
           correct way to perceive, think, and feel in relation to those   Based  on  the  cross-cases  analysis,  we  found  that  both
           problems” [30]. It may include the hierarchy of authority,   endogenous and exogenous sources exist while going digital.
           goals,  structural  characteristics,  the  organization’s  social   Organizations may treat DT as an endogenous phenomenon
           structure, administrative procedures, management systems,   where  initiatives  are  purposefully  created  to  respond  to
           etc. A digital culture refers to the deeper level of underlying   opportunities afforded by digital technologies [36, 37], or as
           assumptions  and  beliefs  shared  by  members  of  an   an exogenous threat for the focal organization [38-40]. To
           organization in primary “taken for granted” fashion to solve   depict  a  clear  and  precise  picture  of  the  organizational
           problems through the use of digital technologies. It can be   change differences in the context of DT, we chose to use the
           found  in  incremental  change  (scope)  that  enhances  the   terms  “endogenous  and  exogenous”  instead  of  “proactive
           organizational  culture  and  the  working  conditions  for  the   and reactive” to better explain the source of change.
           existing  organizational  structure  [31],  and  transformative
           change  leads  to  a  new  structure.  Structural  changes  may   From  an  endogenous  viewpoint,  the  dynamic  processes
           include the creation of a separate unit that maintains a degree   occur due to the interaction with the actors embedded within
           of independence from the rest of the organization [32], or   the organization,  rather than  outside  of  it. This  process  is
           create cross-functional teams that remain within the current   mostly  driven  by  chasing  the  digital  technologies’
           organization  [33,  34],  or  redesigning  internal  structures   opportunities and triggered without assuming the influence
           through  the  decentralization  of  business  units  and   of  external  context  to  frame  the  process.  Usually,
           establishment of independent subsidiaries.         endogenous  renewal  results  from  conscious  and  planned
                                                              efforts to  develop  new  offerings,  digital innovation,  erode
           The change in processes refers to the exploitation of digital   the  organization’s  profit  margins  and  shrink  markets,  or
           technologies to improve processes, how processes are altered   make  up  the  value  deficiencies  experienced  and/or





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