Page 39 - CMA Journal (Jul-Aug 2026)
P. 39

F oc us  S ec t ion



               Role of Management Accountants and
               Internal Auditors
               Advanced technologies, AI tools and data analytics
               alone cannot eliminate the risk of fraud or misconduct.
               Management accountants and internal auditors still
               remain responsible for ensuring that technology
               enabled control are well designed, implemented,
 Introduction  Arti cial   monitored and regularly evaluated for results.

 Procurement fraud does not arise from a single weak   Intelligence and   ML and AI depends on quality and accuracy of input
 control. It arises as a consequence of a whole system   Machine   data, proper supervisions continuous monitoring and
 involved, proper planning and manipulation of the   Learning  professional evaluations and de ned threshold.   •  Identify procurement red  ags: Establish clear
 system, involvement of unauthorized management,   Inaccurate  and incomplete input data may lead to   indicators for unusual employees’ suppliers’
 ignoring the internal controls checks.  Arti cial Intelligence (AI)   inaccurate results.
 and Machine Learning                                              relations, suddenly changes in prices, invoices and
 In this article I would like to explore all these possible   (ML)  can  make  Management  accountant  can  also  connect  payment patterns
 weaknesses  and  explain how  gaps  in  procurement   procurement  process  procurement  fraud  analytics  with   nancial  planning,   •  Introduced Auto Preventive Controls: Use
 procedure can create opportunities for fraud and   more  e cient,  cost  cost e ective and evaluating the performance. A   system-based approaches, Entry Checks, Alerts to
 manipulation. And then how AI, ML and data analytics   e ective and provide   procurement  anomaly  that  initially  appears  prevent and highlight unusual transactions
 tools work as anti-fraud technologies to overcome   accurate  results. With   operational may ultimately a ect pro t margins,
 these weakness and frauds.  help of AI large and   project  cost  and  cash   ow.  Professional  input,   •  Maintain Human Reviews: Maintain regularly basis
 complex  data  can  monitoring and evaluation the results are essential   management accountant and internal audit
 The Association of Certi ed Fraud Examiners (ACFE), in   provide  excellent  results.  AI  and  ML  identify  and   •  Analyzing goods descriptions, quantities, qualities,   Blockchain is therefore mainly valuable for improving   when advanced technologies are used.  reviews, monitoring and take signi cate corrective
 its report to the nations, estimated that a loss of 5% of   prevent  ctitious suppliers, duplicate or fake invoices,   prices and other details  transparency, accountability and the reliability of   actions.
 revenue due to fraud each year based on cases studied.   control quality of goods and alert about large and   procurement records. It’s e ectiveness still depends   Challenges and Limitations
 The report analyzed 1921 occupational fraud cases   unusual transactions.   •  Identifying sudden changes in supplier ledgers and   upon accurate information being entered into the   Technology introduces  new  capabilities  like  time   Conclusion
 from 138 countries, and corruption was identi ed in   bank account details  system, together with appropriate governance and   saving, accurate results and cost e ectiveness. But, on   Throughout the  overall  article,  I describe  that  in
 48% of the cases.  Machine learning can analyze historical and current   •  Detecting payments made before getting approvals   access controls. OECD research identi es blockchain as   the other hand, creates new risks and challenges.   modern  era, Technologies  like AI,  ML,  Data analytics
 data  relating  to suppliers,  purchase  order,  goods   Procurement needed review, system updating and the
 The World Bank also identi es warning of fraud and   receipts records, prices, quantities, description of   or goods receipts  an  emerging  technology  that  can  support  tools and other forms are important in procurement
 corruption in procurement. These  ndings show that   goods and bank account details of suppliers. AI based   •  Monitoring frequent or unusual changes in   accountability, vendor compliance and transparency.  introduction of technologies in order to eliminate the   function eliminating the risk of fraud and misconduct
 fraud prevention should be treated as responsibility of   monitoring of large volumes of transactions can   purchase orders (POs)   E-Procurement and Automated   risk of fraud.  in an organization, but at the same time human review,
 management and governance rather than only audit   highlight risky areas. AI  and  ML should  support   Controls  AI and ML tools should not be trusted blindly. Regular   monitoring and results evaluation still more important.
 concern.    professional  judgements  rather  than  replace  These tools can check and identify red  ags at an early   human review and professional supervision remain   AI, ML, Data analytics, blockchain and e-procurement
 stage and focus resources on higher-risk transactions.
 Common Procurement Fraud Risks  management accountants or internal auditors. Here,   Recent OECD work identi es data and predictive   A properly well designed and automated procurement   important. The e ectiveness of technology depends   can strengthen procurement controls, but technology
               on data quality proper system con guration and
 an important point is that input data in AI and ML must   system can improve e ciency, transparency and   is not a substitute for sound procedures and
 In this section, I would like to explore the common   be correct and accurate in order to produce accurate   analytics  for detecting  fraudulent  activities and   control.  E-procurement  means  managing  continuous system monitoring.  professional judgment.
 procurement fraud risk that may arise in this function.   results.       improving risk assessments.   procurement through a structured and digital system.   New technology adoptions can itself be challenging   References
 These include creating  ctitious suppliers, fake or   OECD research also notes that AI and machine learning   Blockchain and Procurement   In this system required procurement activities are   because of  cost,  employee’s  acceptance,  training,   •   Association of Certi ed Fraud Examiners (ACFE), Occupational Fraud
 duplicate invoices, placing most orders with the same   can support the identi cation, prediction and   Transparency  carried out through proper documentation, approvals   system integration and changing existing work   2024: A Report to the Nations. ACFE, 2024.
 suppliers, ordering goods in large quantities, goods   mitigation of fraud and corruption risks, including   pre and post control activities and adoption of system   patterns. For successful adoption therefore required   •   World Bank, Warning Signs of Fraud and Corruption in Procurement,
 protocols.
 not meeting the required standards, description of   irregularities in public spending and procurement.  Blockchain is a distributed ledger technology designed   planning, management support and continuous   Integrity  Vice Presidency / Integrity Compliance Knowledge Sharing
                                                                    Platform.
 goods not being properly mentioned.  to record transactions in a secure and tamper-resistant   For example, an invoice should proceed for processing   evaluation.
 Data Analytics:  The Foundation of   only when the required purchase order, approvals,   •   OECD, Anti-Corruption and Integrity Outlook 2024, section on Arti cial
 Failure to properly disclose the relationships of   Continuous Monitoring  manner. In procurement, it can support preventive   goods receipt and other relevant information have   Recommendations  Intelligence and its use in preventing and detecting fraud and
                                                                    corruption.
 controls by maintaining transparent records of
 employees or management with suppliers may also   been completed and recorded. Such controls can   Organization’s procurement  function required to   •   OECD, Analytics for Integrity: Data-Driven Approaches for Enhancing
 create a possibility of fraud. The risk of fraud does not   Among all anti-fraud technologies, data analytics plays   transactions, approvals and other procurement   reduce manual intervention, prevent incomplete   assess either through advanced technology or just by   Corruption and Fraud Risk Assessments, OECD Publishing, 2019.
 arise only at the stage  of payment but can happen   an important role in monitoring the organization’s   activities.  transactions from moving forward and strengthen the   strengthen  internal  policies  and control  systems.   •   OECD, Digital Transformation of Public Procurement, Public Governance
 throughout the overall procurement procedure.   internal control system and procurement function.   When combined with appropriate systematic rules and   procurement process.  Technologies should be adopted according to actual   Policy Papers, 2025.
 Most e ective strategies by data analytics are as
 Failure to follow up the procedure of procurement   follows:  smart contracts, blockchain-based systems can restrict   The  OECD's  2025  work  on  digital  transformation of   requirements, risk level and available resources rather
 such  as obtaining quotations,  conducting rate and   or prevent a process from moving forward when   public procurement identi es applications across   than simply because it is available.  About the Author: Muhammad Saleem, ACMA, is a management
                                                                 accountant with more than six years of professional experience in
 quality  comparison  analysis,  approval  of  quotation,   •  Identifying suppliers receiving unusual high   de ned conditions, approval requirements or   pre-tendering,  tendering  and  post-tendering,  Four factors are important in this regard:  audit, taxation, finance, internal controls, and digital transformation.
 generating purchase orders (PO), preparing goods   volumes or values of transactions   thresholds have not been met. This can reduce the risk   including supplier’s performance monitoring, fraud   •  Clean and accurate Suppliers Data: Ensuring   He currently serves as Manager Internal Audit at Barqtron
 receipt notes (GRNs) and  nal payments, should also   •  Reviewing the history and pattern of business   of unauthorized transactions, record manipulation and   detection, risk  assessment, automated invoice   suppliers data, banking details and transaction data   Engineering Solutions. His professional interests include the practical
                                                                 application of technology to strengthen  governance, enhance
 be checked.   relationships with suppliers  bypassing established controls.  processing and blockchain-supported transparency.  accurate and complete  financial controls, and improve risk management.

                                                             ICMA’s Chartered Management Accountant, Jul-Aug 2026  37
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