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plans for unscheduled outages,   ably. Improved  upstream  and  bearing on  how the  overall
          but the  lack  of real-time  data  downstream  visibility aided  in  business shapes up in the near
          feed  introduces  lag in  decision  increased  supply chain  agility,  to medium  term. DX  invest-
          making,  which  increases  the  resulting in  accurate  planning  ments  need  to be  reviewed
          reaction time and subsequently   and  forecasting metrics. These   periodically for ensured  sus-
          impacts  the  resiliency frame-  initiatives, in the long run, will   tenance. Also,  when  the  DX
          works.  Apart  from  histori-  provide  sustainable  benefits  drive is devised, specific, mea-
          cal trends,  there  is  a  need  for    by enabling top-line  and  bot-  surable,  attainable,  relevant,
          executable  insights  that sub-  tom-line  contributions  while  and  timely (SMART)  goals
          sume unstructured information   supporting the DFPCL transfor-  need to be created and tracked.
          feeds to overlay contextual data   mation journey.          •  Invest  in  Re-Skilling Initia-
          for addressing real-life  opera-  And  this  is  one  of the  many  tives  -  To  mitigate  the  effect
          tional challenges.            examples  of how manufactur-    of external factors  and  com-
          For  instance,  Deepak  Fer-  ing organizations  in  India  are  petition,  organizations  tend
          tilisers  and  Petrochemicals  pivoting  on  data-dependent   to invest in technology appli-
          Corporation  Ltd  (DFPCL),  an  process  drives  rather than  the  cations requiring the need for
          India-based  chemicals  and  fer-  other way around. Though not   outsourced  services,  which  Organizations
          tilizer manufacturers  with  a  every DX  drive  will yield  sim-  would  significantly increase  that are
          turnover of over US$1  billion,    ilar kind  of returns,  organiza-  the  cost of operations. One  uninitiated
          has  launched  a  massive  digi-  tions  do agree  that there  are  of the  biggest challenges  that  need to
          talization  drive  at four of its  substantial benefits  associated  most organizations have been   change their
          manufacturing facilities. One   with data-centric modules.    facing in the recent past is the   digitalization-
          of the  significant challenges                                misalignment between  tech-  related
          was  the  availability of asset  Internal and external buy-in  nology vision  versus  people  queries from
          performance/utilization  data,  The DX journey for each organi-  investment.              ‘why’ to
                                                                                                    ‘when’ and
          which  was  fragmented,  dis-  zation is unique and needs to be   •  Create  Industry  Consortiums  start taking
          jointed, and present in multiple   curated  to address  its  respective  -  Despite  the  existing compe-  tangible steps
          databases. Also,  the  organiza-  internal challenges. Though  not  tition,  organizations  should  towards an
          tion  still relied  on  traditional  comprehensive,  the  following  look  to form  industry forums  approach that
          excel-based  solutions  that lim-  set of recommendations  aid  in  that could  aid  in  establish-  suits their
          ited their respective predictive   reducing the  gap  between  ide-  ing best operational practices  future vision,
          analytics roadmaps.           ation and execution:            across  the  various  manufac-  bearing in
          DFPCL’s  transformation  jour-                                turing processes. For instance,   mind that an
          ney was  quite  structured. It  •  Sell  the  Idea Internally  -  industry cloud solutions could   end-to-end
          started  with  gap  analysis,  IT/  Often,  the  core  intentions  drastically reduce the procure-  enterprise-
          OT integration  roadmaps,  fol-  of a  digitalization  drive  get  ment and  sourcing timelines  wide DX drive
                                                                                                    would yield
          lowed by a detailed ecosystem   masked  by the  cost reduc-   and  would  aid  in  bringing re-  much more
          review to identify a  viable    tion  or organizational re-   newed profits across the value   benefits than
          partner who can drive and sup-  jigs  resulting in  resistance  chain. Similarly,  smart manu-  the sum of its
          port its long-term digitalization   within. Organizations  need  facturing and logistics-specific   parts.
          plans.  The  key technologies   to invest in efforts to sell the   forums  could  also lead  to the
          considered  and  implemented    idea  within  to highlight the  development of custom  solu-
          were  real-time  analysis,  AI-  intangible benefits that feed   tions that address function and
          based machine health monitor-   into long-term  growth  aspi-  region-specific challenges.
          ing, and integrated S&OP (sales   rations rather than equating
          and  operations  planning). The  it to automation-enabled op-  And  organizations  that  are
          remote  monitoring technology   erational productivity.     uninitiated  need  to  change
          solutions will aid the company   •  Allocate Budgets and Periodi-  their digitalization-related  que-
          in  keeping its  manufacturing  cally Review the Investments   ries  from  ‘why’ to ‘when’ and
          assets  operational even  during  - Budgets need to be allocated   start taking tangible  steps  to-
          workforce  availability  chal-  by considering the strategic vi-  wards  an  approach  that suits
          lenges.  After  implementing    sion  of the  organization. Look  their future  vision,  bearing in
          Supply Chain  Planning,  DFP-   to invest in processes that can   mind  that an  end-to-end  enter-
          CL was  able  to create  ‘what-  cut down the operational risks   prise-wide DX drive would yield
          if’ scenarios  and  increase  its  and  improve  product quality  much  more  benefits  than  the
          forecast accuracies  consider-  which  would  have  a  strong  sum of its parts.





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