Operations & Process Management

Chapter 9
Supply Chain, Procurement and Logistics Management

Advance Diploma in Total Quality Management
Operations & Process Management   •   Advance Diploma

Supply Chain, Procurement and Logistics Management

Introduction and Context

Operations performance is rarely determined by one organisation alone. A manufacturer depends on suppliers for materials, service providers for transport, warehouses for inventory positioning, distributors for market access, and customers whose demand signals drive the entire system. Supply chain management therefore extends operations management beyond the factory or service facility. It coordinates the flows of materials, information, money, risk and relationships from original source to final customer and, increasingly, back through reverse logistics channels.

For total quality management (TQM), the supply chain is a quality system. Defects, delays, excess inventory, ethical failures and inaccurate information may originate outside the focal organisation but still damage customer value. Procurement and logistics must consequently be managed as strategic, cross-functional processes rather than as isolated purchasing and transport activities.

This chapter examines sourcing, supplier selection, purchasing, contracting, logistics, warehousing, distribution, outsourcing, the bullwhip effect, supplier quality and collaborative supply-chain relationships.

Learning Objectives

By the end of this chapter, a learner should be able to:

  1. Explain the structure, objectives and flows of a supply chain.
  2. Distinguish sourcing, procurement, purchasing, logistics and supply-chain management.
  3. Evaluate suppliers using cost, quality, delivery, capability, risk and sustainability criteria.
  4. Select appropriate purchasing and contracting approaches.
  5. Apply basic inventory, logistics and supplier-performance measures.
  6. Explain warehousing, distribution, outsourcing and reverse-logistics decisions.
  7. Diagnose the bullwhip effect and recommend mitigating actions.
  8. Design supplier-quality and collaborative improvement practices.
  9. Assess technology, governance, ethical and resilience issues in supply networks.

1. Supply-Chain Foundations

A supply chain is a network of organisations, facilities, processes and technologies involved in supplying inputs, transforming them, distributing outputs and managing returns. It may include raw-material suppliers, component manufacturers, focal producers, third-party logistics providers, wholesalers, retailers, customers, regulators and recycling partners.

The principal flows are:

  • Material flow: movement of raw materials, components, work-in-process, finished goods and returned products.
  • Information flow: forecasts, orders, inventory records, shipment status, specifications and quality data.
  • Financial flow: invoices, payments, credit, penalties, rebates and working-capital commitments.
  • Risk and responsibility flow: allocation of product liability, environmental duties, cybersecurity exposure and business-continuity obligations.

A supply chain may be upstream, downstream or both. Upstream relationships concern sources and suppliers; downstream relationships concern distributors, retailers and customers. A supply network is a more accurate term where many-to-many relationships exist rather than one linear chain.

Supply-chain objectives and trade-offs

The broad objective is to deliver the right product or service, in the right quantity and condition, to the right place, at the right time and at an acceptable total cost. These objectives can conflict. Large batches may reduce purchase price and transport cost per unit but increase inventory and obsolescence. Fast delivery may improve customer service but require premium freight or local stock. Single sourcing may achieve economies of scale but increase disruption risk.

A useful managerial principle is to optimise the total system rather than one department’s local metric. For example, a buyer who chooses the lowest unit price may create higher total cost through defects, expediting, inspection, downtime and disposal.

Total cost of ownership

Total cost of ownership (TCO) includes the purchase price and all significant costs incurred across the product or supplier life cycle. A simplified expression is:

TCO = P + Ct + Cq + Ci + Ca + Cr − V

where:

  • P = purchase price;
  • Ct = transport and logistics cost;
  • Cq = quality-related cost, including inspection, defects and rework;
  • Ci = inventory and financing cost;
  • Ca = administration and transaction cost;
  • Cr = risk, compliance and disruption cost;
  • V = residual, recovery or salvage value.

The formula is a decision framework rather than an accounting standard. Cost categories must be defined consistently, measured over the same period and adjusted for uncertainty. It is especially useful when comparing local and offshore suppliers, alternative transport modes or outsourcing options.

2. Procurement, Purchasing and Sourcing

Purchasing is the transactional process of ordering and receiving goods or services. Procurement is broader: it includes requirement definition, market analysis, sourcing, supplier evaluation, negotiation, contracting, ordering, performance management and relationship closure. Sourcing focuses on identifying and selecting sources of supply, often strategically and over a longer time horizon.

A professional procure-to-pay process commonly follows these stages:

  1. Identify the business need and specification.
  2. Analyse demand, budget and supply-market conditions.
  3. Decide whether to make, buy, outsource or use a hybrid arrangement.
  4. Identify and prequalify potential suppliers.
  5. Issue a request for information, quotation or proposal.
  6. Evaluate offers against documented criteria.
  7. Negotiate and award the contract.
  8. Issue purchase orders and receive goods or services.
  9. Inspect, approve invoices and make payment.
  10. Review performance and improve or renew the relationship.

Specifications should state functional requirements, quality standards, quantities, delivery requirements, acceptance criteria, documentation, regulatory obligations and change-control rules. Overly narrow specifications may prevent innovation; overly vague specifications create ambiguity and disputes.

Sourcing strategies

Common sourcing strategies include:

StrategyMain advantageMain risk or limitation
Single sourcingScale, simplified coordination, stronger partnershipDependence and disruption exposure
Multiple sourcingCompetition and supply continuityLower volume leverage and greater coordination
Dual sourcingBalance between resilience and scaleMore complex qualification and allocation
Local sourcingShorter lead time and easier communicationPotentially higher price or limited capability
Global sourcingAccess to scale, technology and specialised capabilityLonger lead times, geopolitical and compliance risk
Strategic partnershipJoint improvement and innovationRequires trust, governance and information sharing

The appropriate strategy depends on supply risk and profit impact. A high-risk, high-impact item deserves close executive attention, continuity planning and possibly a strategic partnership. A low-value, routine item can often be managed through catalogue purchasing, automation and standardisation.

3. Supplier Selection and Evaluation

Supplier selection is a multi-criteria decision, not simply a price comparison. Typical criteria include quality capability, delivery reliability, capacity, technical competence, financial health, total cost, flexibility, innovation, sustainability, cybersecurity and ethical conduct.

A weighted-scoring model can structure judgement:

Sj = ∑(wi rij), where ∑wi = 1

where Sj is the score for supplier j, wi is the weight assigned to criterion i, and rij is supplier j’s normalised rating on criterion i. Ratings and weights should be defined before reviewing results. The method assumes criteria can be meaningfully represented on a common scale and that the decision-maker accepts additive trade-offs. Mandatory requirements, such as legal certification or a minimum safety capability, should be treated as pass/fail gates rather than averaged away.

Supplier qualification

Qualification may include a questionnaire, document review, financial assessment, site audit, sample approval, process capability evidence, trial order and reference checks. A quality audit should examine the supplier’s process controls, competence, calibration, traceability, nonconformance handling, change control and corrective-action system. Certification to a standard does not by itself prove that the supplier will meet every specific requirement; it is evidence to be evaluated alongside performance.

Supplier-performance indicators

Useful indicators include:

  • On-time-in-full (OTIF): orders delivered by the promised date and in the promised quantity, divided by total orders.
  • Defect rate: defective units divided by units received, often expressed in parts per million (ppm).
  • Supplier corrective-action closure: corrective actions closed by the agreed date divided by actions due.
  • Lead-time adherence: actual lead time compared with confirmed lead time.
  • Invoice accuracy: invoices without price, quantity or tax errors divided by total invoices.
  • Responsiveness: time taken to acknowledge and resolve an issue.

Measures require precise definitions. For example, OTIF must specify the delivery window, order line versus order basis, treatment of partial deliveries and the approved quantity tolerance.

4. Purchasing, Contracts and Commercial Governance

A purchase order records the buyer’s request, while a contract establishes enforceable obligations. Contracts should clarify scope, price, currency, payment terms, delivery terms, ownership and risk transfer, quality requirements, inspection rights, warranties, intellectual property, confidentiality, data protection, insurance, liability, force majeure, termination, dispute resolution and change control.

Contract types

  • Fixed-price contract: price is agreed in advance. It gives budget predictability but may cause suppliers to price risk or reduce effort if requirements are unclear.
  • Cost-reimbursable contract: allowable costs are reimbursed, sometimes with a fee. It is suitable where scope is uncertain but requires strong cost controls.
  • Time-and-materials contract: payment is based on labour time and materials. It is flexible but can weaken cost discipline.
  • Framework or blanket agreement: terms are agreed for repeated releases over a period. It reduces transaction cost while preserving call-off flexibility.
  • Performance-based contract: payment or incentives are linked to measurable outcomes such as availability, quality or response time.

Contracts should align incentives with the total system. A transport provider paid only per shipment may consolidate poorly or create unnecessary movements. A supplier rewarded for low purchase price may not be motivated to reduce defect and lifecycle costs.

Ethical procurement requires fair competition, confidentiality of bids, conflict-of-interest declarations, anti-bribery controls, responsible labour practices and transparent records. Procurement staff should not accept gifts or personal benefits that could influence decisions. Segregation of duties—requesting, approving, receiving and paying—reduces fraud risk.

5. Logistics, Inventory and Warehousing

Logistics plans and controls the movement and storage of goods and related information. It includes inbound transport, material handling, inventory positioning, warehousing, order fulfilment, outbound transport and returns.

Transport-mode selection

Road offers flexibility and door-to-door service; rail is efficient for bulk and long-distance movement; sea has low unit cost but long transit times; air is fast but expensive and environmentally intensive; pipelines suit specific continuous flows. The choice should consider total landed cost, service requirement, reliability, product characteristics, carbon impact, security and network resilience.

Inventory roles

Inventory may exist as cycle stock, safety stock, anticipation stock, pipeline stock or decoupling stock. It can protect against demand and supply uncertainty, but it consumes working capital, space and management attention.

For a continuous-review model, a simple reorder point is:

ROP = dL + SS

where ROP is the reorder point in units, d is average demand per time unit, L is replenishment lead time in the same time unit, and SS is safety stock. The formula assumes demand and lead time are represented consistently. If demand or lead time varies, safety stock must reflect the selected service level and the relevant variability model; dL alone is not sufficient.

If demand during lead time is approximately normally distributed and demand and lead-time variation are independent, one commonly used approximation is:

SS = z√(Lσd² + d²σL²)

where z is the standard-normal service factor, σd is the standard deviation of demand per time unit, and σL is the standard deviation of lead time. This approximation excludes covariance and assumes the units of demand and time are consistent. It should not be used uncritically for intermittent demand, strongly seasonal demand or highly non-normal lead times.

Worked example. Average daily demand is 100 units, lead time is 5 days, daily demand standard deviation is 20 units, lead-time standard deviation is 1 day, and the desired service factor is z = 1.65. Then:

SS = 1.65√(5×20² + 100²×1²) = 1.65√12000 ≈ 181 units.

Thus, ROP = 100×5 + 181 = 681 units. The result should be rounded according to the organisation’s ordering and unit-pack rules.

Warehousing

A warehouse receives, identifies, inspects, stores, picks, packs, dispatches and records inventory. Effective design considers product velocity, storage conditions, access, travel distance, safety, fire protection, traceability and information accuracy. Cross-docking transfers goods from receiving to dispatch with little or no storage and is appropriate when demand, timing and transport coordination are reliable.

Warehouse performance may be assessed through inventory accuracy, order-picking accuracy, dock-to-stock time, order cycle time, space utilisation, damage rate and labour productivity. High space utilisation is not automatically good if it reduces accessibility and increases handling time.

Distribution design

Distribution decisions include the number and location of facilities, inventory allocation, delivery frequency, customer service promises and transport ownership. Centralised distribution may reduce inventory duplication, while decentralised facilities may improve response time. Network design should evaluate cost, service, resilience, carbon emissions and regulatory constraints together.

6. Outsourcing and Third-Party Logistics

Outsourcing transfers an activity to an external provider. It may provide specialist capability, flexible capacity, technology, scale or lower total cost. However, it can create dependency, knowledge loss, hidden coordination costs, reduced control and reputational exposure.

A sound make-or-buy assessment compares relevant costs and capabilities over the contract life. It should include transition cost, monitoring cost, switching cost, intellectual-property risk, service-failure consequences and strategic importance—not only the quoted price. Critical processes involving unique knowledge, safety, regulatory compliance or competitive differentiation may be inappropriate for complete outsourcing.

Third-party logistics providers (3PLs) perform transport, warehousing or fulfilment. Fourth-party logistics providers (4PLs) may coordinate several logistics providers and manage a wider network. Governance should include service-level agreements, data standards, escalation paths, business-continuity plans, audit rights and exit provisions.

7. The Bullwhip Effect

The bullwhip effect is the amplification of demand variability as information moves upstream. A small change in customer demand can produce larger changes in retailer orders, distributor orders and factory schedules.

Common causes are demand forecasting based on orders rather than consumption, order batching, temporary price promotions, rationing and shortage gaming, long lead times, inaccurate inventory records and poor information sharing. Its consequences include excess inventory, stockouts, unstable production, overtime, expediting and poor capacity utilisation.

Mitigation measures include:

  • sharing point-of-sale and inventory data;
  • reducing lead times and order-batch sizes;
  • using stable pricing rather than frequent promotions;
  • applying collaborative planning, forecasting and replenishment;
  • replenishing according to actual consumption where appropriate;
  • coordinating allocation rules during shortages;
  • improving forecast, inventory and master-data accuracy;
  • measuring total-system variability rather than isolated order changes.

The bullwhip effect is not solved merely by producing more stock. More inventory may hide poor information, long lead times and weak coordination. The underlying causes must be addressed.

8. Supplier Quality and Collaborative Relationships

Supplier quality management integrates prevention, assurance and improvement. A mature approach does not rely only on final inspection. It ensures that requirements are understood, processes are capable, variation is controlled and problems are prevented from recurring.

A practical supplier-quality cycle is:

  1. Define critical-to-quality characteristics and acceptance criteria.
  2. Assess supplier capability and process risk before award.
  3. Approve samples, first articles or process-validation evidence.
  4. Establish inspection, testing and traceability requirements.
  5. Monitor incoming quality and process performance.
  6. Investigate nonconformities using structured root-cause analysis.
  7. Require corrective and preventive action with verification of effectiveness.
  8. Conduct periodic reviews and joint improvement projects.

Supplier development may include technical training, process mapping, lean projects, design collaboration, shared audits and investment in equipment or measurement. It is most justified where the supplier is strategically important and improvement potential exceeds switching value.

Collaborative relationships should not eliminate accountability. Partnership requires clear standards, transparent performance data, fair treatment, confidentiality and agreed mechanisms for resolving conflict. Excessive dependence or informal relationships can create complacency and reduce competitive discipline.

9. Technology, Data and Contemporary Developments

Enterprise resource planning (ERP) systems connect purchasing, inventory, finance and production records. Warehouse-management systems control locations, tasks and scanning. Transport-management systems support routing, carrier selection and shipment visibility. Electronic data interchange and application programming interfaces enable structured transaction exchange.

Artificial intelligence can assist demand forecasting, anomaly detection, supplier-risk monitoring, route optimisation and document processing. Its outputs depend on data quality, model suitability and human oversight. Bias, opaque recommendations, cybersecurity, privacy and automated discrimination are governance concerns. AI should support accountable decisions rather than obscure responsibility.

Other developments include digital twins for network simulation, Internet of Things sensors for condition and location monitoring, distributed-ledger applications for traceability, additive manufacturing for localised supply and circular-economy models based on repair, reuse, remanufacture and recycling. Technology is valuable only when it improves a defined process, decision or control; digitising inaccurate data can accelerate error.

Supply-chain resilience has become a strategic concern because of pandemics, extreme weather, cyberattacks, geopolitical conflict, trade restrictions and infrastructure disruption. Resilience measures include supplier and route diversification, strategic buffers, scenario planning, modular product design, dual-use capacity, visibility beyond tier-one suppliers and tested continuity plans. Resilience has a cost, so organisations should prioritise risks by likelihood, impact, detectability and recovery time.

10. Applied Case: Meridian Medical Devices (Illustrative)

Background

Meridian Medical Devices assembles diagnostic instruments. Its main supplier of precision sensor modules is located overseas and provides 70% of annual volume. The supplier offers the lowest unit price, but Meridian has experienced late deliveries, variable calibration results and incomplete change notifications.

Problem

Production interruptions increased, incoming inspection rose, and urgent air freight was used to protect hospital orders. Procurement evaluated suppliers using unit price and annual volume discounts, while quality evaluated defect rates separately. The two functions had no shared supplier scorecard.

Analysis

A cross-functional team calculated TCO. The apparent price advantage was reduced by inspection labour, scrap, line stoppages, premium freight and safety stock. The team also identified concentration risk: qualifying an alternative supplier would take six months, while the current supplier’s lead time was eight weeks. An audit found inadequate measurement-system control and weak engineering-change communication.

Approach and solution

Meridian adopted a dual-sourcing strategy. The incumbent retained 60% of volume under a revised contract containing calibration requirements, notification periods, audit rights, corrective-action deadlines and service credits. A qualified regional supplier received 40% after passing capability trials. Meridian and the incumbent jointly validated a measurement process, introduced electronic change-notification records and reviewed OTIF, defect rate, corrective-action closure and forecast adherence monthly.

Meridian also shared a rolling forecast but distinguished forecast information from firm orders. It reduced order batching and used a planned safety stock during the qualification transition. Supplier ratings used pre-agreed weighted criteria, while safety and regulatory requirements remained mandatory gates.

Outcome

After two review cycles, incoming defects fell, emergency freight declined and production interruptions became less frequent. Unit purchase cost increased slightly, but TCO decreased because quality and disruption costs fell. The second source also improved negotiation leverage and continuity.

Learning points

  1. Lowest price is not necessarily lowest total cost.
  2. Quality, procurement, production and logistics must share measures.
  3. Resilience requires investment before a disruption occurs.
  4. Information sharing must distinguish demand visibility from contractual commitment.
  5. Supplier collaboration is effective when supported by measurable obligations and verification.

11. Challenges, Limitations and Managerial Implications

Supply-chain decisions involve incomplete information and competing interests. Forecasts are uncertain, supplier ratings can be subjective, and cost estimates may omit externalities. Weighted scoring creates structure but can imply false precision. Inventory formulas rely on assumptions that may fail under intermittent demand or major disruption. Contractual controls cannot replace technical competence, trust or operational discipline.

Managers should therefore use triangulation: combine quantitative measures, audits, operational experience, risk analysis and supplier dialogue. They should distinguish leading indicators—such as process capability, overdue corrective actions and capacity utilisation—from lagging indicators such as customer complaints and late deliveries. Governance should define ownership, escalation and review frequency.

Sustainable supply-chain management also requires attention to labour conditions, human rights, environmental emissions, packaging, water use, conflict minerals, modern slavery and responsible disposal. Organisations should apply risk-based due diligence beyond direct suppliers where feasible, avoid misleading sustainability claims and recognise that transferring pollution or labour abuse to contractors is not responsible management.

Best-Practice Checklist

  • Define customer and regulatory requirements before sourcing.
  • Use TCO rather than unit price alone.
  • Separate mandatory qualification gates from weighted trade-offs.
  • Maintain accurate item, supplier, lead-time and inventory data.
  • Align contracts, incentives and performance measures.
  • Develop critical suppliers through prevention and joint improvement.
  • Use appropriate buffers and diversification for high-impact risks.
  • Share consumption and inventory information to reduce amplification.
  • Test continuity, cybersecurity and exit plans.
  • Integrate ethical, environmental and social criteria into decisions.
  • Review outcomes at total-system level.

Chapter Summary

Supply-chain management coordinates material, information, financial and risk flows across a network of organisations. Procurement is broader than purchasing and includes sourcing, supplier evaluation, contracting, ordering and performance management. Effective supplier selection considers total cost, quality, delivery, capability, resilience, sustainability and ethics.

Logistics manages movement and storage, while warehousing and distribution determine how inventory and service are positioned. Inventory formulas such as the reorder point and safety-stock approximation are useful only when their assumptions and units are understood. Outsourcing can provide expertise and flexibility but creates governance and dependency risks.

The bullwhip effect demonstrates how poor information, batching, promotions and long lead times amplify variability. Information sharing, shorter lead times, stable replenishment and collaborative planning can reduce it. Supplier quality requires prevention, process capability, corrective action and joint improvement rather than reliance on final inspection. Digital technologies and AI can improve visibility and decisions, but require reliable data, human accountability and cybersecurity. Resilient and responsible supply chains balance cost, quality, service, risk, environmental impact and stakeholder expectations.

Key Terms

Supply chain: Network involved in sourcing, transforming, distributing and returning goods or services.

Supply-chain management: Coordination of supply-network flows and relationships to create customer value.

Procurement: End-to-end process of obtaining goods and services, from need definition to supplier performance review.

Purchasing: Transactional ordering and receiving of goods or services.

Sourcing: Identification and selection of sources of supply.

Total cost of ownership: Purchase price plus relevant lifecycle, quality, logistics, risk and administrative costs, less applicable recovery value.

Supplier qualification: Evaluation of whether a supplier can meet specified requirements.

OTIF: Measure of delivery that is both on time and in full.

Contract: Enforceable agreement defining obligations, rights, risks and remedies.

Logistics: Planning and control of movement and storage of goods and information.

Safety stock: Inventory held to protect against demand or supply uncertainty.

Reorder point: Inventory position at which replenishment should be initiated.

Warehouse: Facility or system for receiving, storing, handling and dispatching goods.

Outsourcing: Transfer of an activity to an external provider.

Third-party logistics: External provision of logistics services such as transport or warehousing.

Bullwhip effect: Amplification of demand variability upstream in a supply network.

Supplier quality management: Prevention, measurement and improvement of supplier-related quality performance.

Reverse logistics: Movement and management of returned, repaired, reused, recycled or disposed products.

Supply-chain resilience: Capacity to anticipate, withstand, recover from and adapt to disruption.

Review Questions

Short Answer Questions

  1. Distinguish procurement from purchasing.
  2. What is total cost of ownership, and why is it useful?
  3. State four criteria used in supplier evaluation.
  4. Define the bullwhip effect.
  5. What is the purpose of safety stock?

Long Answer Questions

  1. Explain the major flows in a supply network and discuss how they influence TQM.
  2. Compare single, multiple and dual sourcing, including the conditions under which each may be appropriate.
  3. Describe a supplier-qualification and supplier-quality-management process.
  4. Explain the principal functions of warehousing and the factors affecting distribution-network design.
  5. Discuss the benefits, risks and governance requirements of outsourcing logistics activities.

Analytical / Application Questions

  1. A supplier has the lowest unit price but poor delivery reliability and a high defect rate. Design a TCO-based evaluation approach and recommend the data that should be collected.
  2. A retailer experiences stable customer demand but highly variable replenishment orders at its distribution centre. Diagnose possible causes of the bullwhip effect and propose an improvement plan.
  3. A critical component is sourced from one overseas supplier with an eight-week lead time. Develop a resilience strategy that balances cost, inventory, supplier development and continuity risk.

Multiple Choice Questions with Answers

Question 1

Which activity is broader than purchasing?

A. Procurement

B. Receiving

C. Put-away

D. Invoice filing

Correct Answer: A. Procurement

Question 2

Which cost is normally included in total cost of ownership?

A. Only the quoted unit price

B. Quality, logistics and disruption costs

C. Only the supplier’s profit

D. Only warehouse rent

Correct Answer: B. Quality, logistics and disruption costs

Question 3

A mandatory safety certification in supplier selection should generally be treated as:

A. A criterion that can be averaged away

B. A pass/fail qualification gate

C. An optional preference

D. A transport-mode decision

Correct Answer: B. A pass/fail qualification gate

Question 4

If average daily demand is 80 units, lead time is 4 days and safety stock is 100 units, what is the reorder point?

A. 180 units

B. 320 units

C. 400 units

D. 420 units

Correct Answer: D. 420 units

Question 5

Which condition is a common cause of the bullwhip effect?

A. Sharing point-of-sale data

B. Smaller order batches

C. Order batching and long lead times

D. Stable replenishment

Correct Answer: C. Order batching and long lead times

Question 6

Which measure indicates delivery both on time and in the required quantity?

A. OTIF

B. TCO

C. ROI

D. FIFO

Correct Answer: A. OTIF

Question 7

What is a principal risk of single sourcing?

A. Excessive supplier diversification

B. Dependence on one source

C. Guaranteed zero defects

D. Elimination of contracts

Correct Answer: B. Dependence on one source

Question 8

Which practice best supports supplier quality prevention?

A. Relying only on final inspection

B. Ignoring process capability

C. Joint process validation and corrective action

D. Changing specifications after delivery

Correct Answer: C. Joint process validation and corrective action

Question 9

What is cross-docking?

A. Long-term storage of obsolete goods

B. Transferring received goods toward dispatch with little storage

C. Inspecting supplier financial statements

D. Outsourcing product design

Correct Answer: B. Transferring received goods toward dispatch with little storage

Question 10

An AI system used for supplier-risk monitoring should still be subject to:

A. No human review

B. Human accountability, data governance and cybersecurity controls

C. Automatic contract award in every case

D. Removal of audit records

Correct Answer: B. Human accountability, data governance and cybersecurity controls

Operations & Process Management
Chapter 9 of 15