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5.2                                                                                                                      interventions, such as Early Warning Systems.     financials, industry analysis of companies involved in the


                                                                                                                                        Identifying Sector-based risks through Early      value chain, channel checks, media information on
                                                                                                                                                                                          borrowers, related industries and countries involved in the
                                                                                                                                        Warning Systems                                   supply chain), giving bankers an early indicator of potential
                                                                                                                                                                                          stress areas for pre-emptive action.
                                                                                                                                        Ÿ  Once an event like COVID-19 occurs, risk management
                                                                                                                                           professionals can tap into the power of Early Warning
                                                                                                                                                                                          Receivables/payable analysis
                                                                                                                                           Systems to identify potential risk areas, based on drivers
                                                                                                                                                                                          For service industries like IT, contractors or financial
                                                                                                                                           including customer/industry sectors, geographies, and
                                                                                                                                                                                          institutions, the impact may be felt immediately on
               TECH                                                                                                                        associated linkages.                           collections/receivables due to delays or disputes which an
                                                                                                                                        Ÿ  A sectoral impact analysis of COVID-19 by the   Early Warning System could detect by monitoring abnormal
               INTERVENTIONS TO                                                                                                            Confederation of Indian Industry lists the following:  hikes in debtors holding levels, litigations, BG invocations,

               AID CREDIT RISK                                                                                                          Ÿ  Stress on topline in the auto industry due to severe fall in   etc.
                                                                                                                                           demand from China for luxury cars, and an impact on   Account turnover analysis
               MANAGEMENT IN                                                                                                               working capital management due to stoppage of import   Any fluctuations in sales or collections from debtors would
                                                                                                                                           of components, especially EV batteries, from China  quickly get reflected in the turnover of the borrower
               COVID-19
                                                                                                                                        Ÿ  Complete production shutdown for pharma and    account, which can be monitored using metrics like credit
               AFTERMATH PART I                                                                                                            chemical companies depending on China for the bulk of   summations or debit/credit summation ratios for warning
                                                                                                                                           their raw materials                            signs.
               AN ORGANISATION MUST UTILISE MEASURES
               LIKE PORTFOLIO DIVERSIFICATION AND                                                                                       Ÿ  Negative impact on technology companies, including   Analysis of borrower delinquency with other banks
               TECHNOLOGY-LED RISK MITIGATION TO STAY                                                                                      electronics and renewable energy, which source most   Credit Bureaus provide vital information on the behaviour of
               FINANCIALLY VIABLE AND PROTECTED WHEN                                                                                       raw material and finished goods from China     a borrower with all the financial institutions. By scanning
               UNCERTAINTY STRIKES.                                                                                                                                                       their loan portfolios for elongated past dues, banks can pick
                                                                                                                                        Ÿ  Logistics, shipping and transportation sectors reeling from
                                                                                                                                           multiyear low demand due to stuck shipments and   up early warning signals utilising information at a
                                                                                                                                                                                          consolidated level from the banking industry.
                                                                                                                                           increased shipment costs
                                                                                                                                        Ÿ  Spinning mills facing lack of orders due to closure of   Starting with such analyses, a systematic, in-depth
                                                                                                                                           textile factories in China – a key market for India  assessment of credit risk through early warning signals can
                                                                                                         April 21 2020
                                                                                                                                                                                          be performed, and be used to score specific customers or
                                                                                                                                        Ÿ  Tourism, aviation and hospitality sectors seeing close to   segments to ascertain riskiness on an aggregated basis. This
                                                                                                                                           zero activity with voluntary/enforced travel bans globally
                                                                                                Jaya Vaidhyanathan                                                                        can aid in calibrated, targeted action for each large borrower
                                                                                                       CEO, BCT Digital                 Early Warning Systems can be used to keep a close tab on   account or customer segment, rather than employing a
                                                                                                                                                                                          one-size-fits-all approach.
                                                                                                                                        companies and industries, and their associated credit risks to
                                                                                                                                        the financial sector, as described below:
                                                                                                                                                                                          While it may not be possible to forecast extreme events in
                                                                                                                                                                                          this dynamic environment, impacts of these on a financial
                                                                                                                                        Supply chain disruptions
                                                                                                                                        For manufacturing industries, the stability of their forward   institution can be measured, monitored and mitigated in a
                                                                                                                                                                                          targeted manner, through careful channelling of resources;
                                                                                                                                        and backward supply chain is a good risk indicator. Credit
               In the last 100 odd days, the microscopic organism, SARS-  pandemic, which wasn’t even taken seriously a few months                                                        using technology-based solutions like Early Warning
                                                                                                                                        risk may arise as a consequence of glitches in material supply
               CoV-2, has sent the world running for cover. On an   ago. Such black swan events are unpredictable, yet may                                                                Systems. An organisation must utilise measures like portfolio
                                                                                                                                        (from higher costs to outright business closure) or in sale of
               economic scale, COVID-19 is estimated to shave off 0.15-  have catastrophic consequences. The average risk                                                                 diversification and technology-led risk mitigation to stay
                                                                                                                                        finished goods due to forced demand shortage from
               0.35% of Indian GDP and 0.1-0.4% of global GDP.   practitioner uses historical frameworks and data for decision-                                                           financially viable and protected when uncertainty strikes.
                                                                                                                                        traditional customers. This is also why bankers perceive
               Governments, global organisations, large industries, and   making. In this context, black swan events pose a significant
                                                                                                                                        vertically integrated conglomerates as safe bets.
               central banks are frantically working on face-saving solutions,   challenge, as they are neither have any historical reference
               including fiscal stimuli, loan moratoriums, and forbearance of   frame nor are utterly benign.                           An Early Warning System can capture critical information
               asset qualification norms.                                                                                               from sources internal to the bank (including
                                                                 Predicting black swan events accurately is a tall order. But,
                                                                                                                                        debtors/creditors statements, monthly operational
               The world is currently witnessing multiple “black swan”   their negative fallout on financial institutions’ credit risk
                                                                                                                                        statements) as well as those external to the bank (including
               events, most prominent among these being the COVID-19   profiles can be managed through technology-based


               16  rt360 Less risk, more coffee                                                                                                                                                                       rt360 Less risk, more coffee  17
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