Procurement, Sourcing and Supplier ManagementIntroduction and ContextProcurement is the systematic process through which an organisation identifies requirements, obtains goods and services, manages supplier relationships, and ensures that expenditure creates value. It is broader than purchasing. Purchasing normally refers to transactional activities such as placing orders and receiving invoices, whereas procurement includes demand specification, market research, sourcing strategy, supplier evaluation, negotiation, contracting, performance management, risk control and continuous improvement. In production management, procurement decisions directly influence cost, quality, delivery reliability, flexibility, innovation and operational continuity. A low purchase price is not necessarily a low total cost. An inexpensive component may generate high inspection costs, production stoppages, warranty claims, excess inventory or emergency freight. Consequently, professional procurement must integrate commercial, operational, technical, financial, ethical and sustainability considerations. Modern supply networks are exposed to disruption from geopolitical conflict, natural disasters, cyberattacks, transport congestion, shortages of critical materials, regulatory changes and supplier financial failure. Procurement therefore has both a value-creation role and a risk-management role. Learning ObjectivesBy the end of this chapter, the learner should be able to: - Explain the procurement cycle and distinguish procurement from purchasing and sourcing.
- Select appropriate sourcing strategies for different categories of spend.
- Evaluate suppliers using cost, quality, delivery, capability, risk and ethical criteria.
- Apply total cost of ownership and portfolio analysis to procurement decisions.
- Prepare for negotiation and explain essential elements of contract administration.
- Develop supplier relationships and supplier-development programmes.
- Identify ethical, legal, sustainability and supply-risk issues.
- Use digital procurement information and performance measures responsibly.
1. The Procurement CycleA typical procurement cycle contains the following connected stages: - Need identification: A production, maintenance, engineering or service requirement is confirmed.
- Specification: The requirement is translated into a clear technical, functional or performance specification.
- Market analysis: Potential sources, market capacity, price drivers, technology and supply risks are studied.
- Sourcing strategy: The organisation decides whether to make or buy, use single or multiple suppliers, source locally or globally, and employ competition or partnership.
- Supplier prequalification: Suppliers are screened for capability, financial stability, certifications, capacity and compliance.
- Request and evaluation: Requests for quotation, proposal or information are issued and responses are evaluated.
- Negotiation and selection: Commercial, technical and contractual terms are negotiated and the preferred supplier is selected.
- Contracting and ordering: Obligations, prices, service levels, delivery arrangements and remedies are documented.
- Receipt and verification: Goods or services are inspected and matched with the order and documentation.
- Payment and record keeping: Invoices are approved and procurement records are retained.
- Performance review: Supplier performance is measured and corrective or developmental action is taken.
- Renewal, exit or re-sourcing: The relationship is renewed, modified or terminated according to performance and strategic need.
A useful control principle is three-way matching: the purchase order, goods-received record and supplier invoice should agree before payment. Exceptions should be investigated rather than automatically approved. Terminology- Procurement: The complete process of acquiring goods, services or works.
- Purchasing: The transactional act of ordering and paying for requirements.
- Sourcing: The process of finding, assessing and selecting sources of supply.
- Supplier: An organisation or individual providing goods or services.
- Category management: Strategic management of groups of related purchases.
- Spend analysis: Examination of expenditure by supplier, category, location, contract and user.
- Specification: A statement of required characteristics, performance or outcomes.
- Request for quotation (RFQ): A request mainly seeking comparable prices for defined requirements.
- Request for proposal (RFP): A request inviting a complete technical and commercial solution.
- Service-level agreement (SLA): A documented agreement defining service expectations and measures.
2. Sourcing Strategy and Category DecisionsSourcing should begin with a clear understanding of the requirement. Poor specifications create ambiguity, non-comparable bids and disputes. A specification may be: - Conformance-based: It states exact materials, dimensions or processes.
- Performance-based: It states the outcome or performance required while allowing the supplier to determine the solution.
- Functional: It describes the business function that must be fulfilled.
Performance-based specifications can encourage innovation, but they require reliable methods for measuring results. Conformance specifications provide precision but may unnecessarily restrict competition or prevent better solutions. Make-or-Buy AnalysisThe decision to make internally or buy externally should consider relevant costs and strategic issues. Relevant costs are costs that change as a result of the decision. Fixed costs that remain unchanged in both alternatives should not be treated as avoidable savings. Important factors include: - variable production cost;
- avoidable internal fixed cost;
- supplier price and logistics cost;
- required investment and capacity;
- intellectual property and process knowledge;
- quality and delivery capability;
- flexibility and emergency capacity;
- dependence and continuity risk.
A make-or-buy decision should not be based solely on accounting unit cost. A supplier may offer economies of scale, while internal production may protect critical knowledge or provide flexibility. Single, Dual and Multiple SourcingSingle sourcing can produce volume leverage, standardisation and close collaboration. It also increases dependency and the effect of supplier failure. Dual sourcing provides an alternative source while retaining some volume concentration. Multiple sourcing can reduce disruption exposure but may increase administration, qualification costs and loss of volume discounts. The appropriate arrangement depends on supply-market structure, switching time, product criticality, quality requirements and the cost of interruption. For a safety-critical or highly specialised item, qualified backup capacity may be more important than a small price reduction. Local and Global SourcingGlobal sourcing can provide access to technology, scale and lower manufacturing costs. Its disadvantages may include longer lead times, currency exposure, customs complexity, intellectual-property risk, communication difficulties and greater disruption exposure. Local sourcing may improve responsiveness, collaboration and traceability but can involve higher direct prices or limited capacity. A balanced strategy often uses global primary supply with regional or local contingency options. 3. Total Cost of OwnershipTotal cost of ownership (TCO) measures the cost of acquiring, using and disposing of an item rather than merely its quoted price. A general life-cycle representation is: TCO = P + F + T + Q + I + O + D − R where: - P = purchase price;
- F = freight, insurance, duties and other inbound costs;
- T = transaction and procurement administration cost;
- Q = quality-related cost, including inspection, rework, returns and warranty effects;
- I = inventory and financing cost;
- O = operating, maintenance and support cost;
- D = disposal or end-of-life cost;
- R = residual or recovery value.
All terms must be measured over the same time horizon and in comparable monetary units. The formula is a decision model, not a claim that every cost can be estimated precisely. Intangible impacts such as reputational damage may require qualitative assessment or scenario analysis. Worked Example: Comparing Two SuppliersA buyer needs 1,000 units. Supplier A quotes £48 per unit. Freight is £2,400, inspection and expected quality cost is £1,600, and inventory-related cost is £1,000. Supplier B quotes £50 per unit, freight is £1,200, quality cost is £500, and inventory cost is £600. Assume no other costs and no residual value. Supplier A: Purchase price = 1,000 × £48 = £48,000 TCO = £48,000 + £2,400 + £1,600 + £1,000 = £53,000 Supplier B: Purchase price = 1,000 × £50 = £50,000 TCO = £50,000 + £1,200 + £500 + £600 = £52,300 Although Supplier A has the lower quoted price, Supplier B has the lower TCO by £700. The decision should still consider capacity, continuity, payment terms and future performance. A procurement analyst should test assumptions through sensitivity analysis. For example, if Supplier B’s quality cost is uncertain, the analyst can calculate the break-even quality cost at which the two alternatives have equal TCO. This encourages transparent discussion rather than false precision. 4. Supplier Evaluation and SelectionSupplier evaluation should be designed before quotations are examined. Predetermined criteria reduce bias and improve auditability. Typical criteria include: | Criterion | Typical evidence | Possible concern |
|---|
| Quality | Defect data, certificates, process controls | Unsupported claims or weak traceability | | Delivery | Capacity plan, lead-time history, on-time data | Chronic lateness or unrealistic promises | | Cost | Detailed quotation and cost drivers | Very low bid with hidden exclusions | | Capability | Equipment, skills, technology and capacity | Capacity not available when demand rises | | Financial health | Accounts, credit information, cash-flow indicators | Insolvency or overdependence on one customer | | Risk and resilience | Business continuity and contingency plans | Single site or single critical sub-tier | | Ethics and sustainability | Policies, audits, labour and environmental records | Forced labour, bribery or unsafe conditions | | Service and innovation | Responsiveness, engineering support and improvement record | Little cooperation after award |
A weighted scoring model can support structured comparison: S = ∑(wi × ri), i = 1, 2, …, n where S is the total supplier score, wi is the weight assigned to criterion i, and ri is the supplier’s rating for that criterion. Weights should sum to 1, or to 100% if percentages are used. Ratings must use a defined scale, such as 1 to 5. The model assumes that criteria can reasonably be represented on a common scale and that the weights reflect organisational priorities. For example, if quality has a weight of 0.40 and a rating of 4, delivery has a weight of 0.30 and a rating of 5, and cost has a weight of 0.30 and a rating of 3, the score is: S = (0.40 × 4) + (0.30 × 5) + (0.30 × 3) = 1.60 + 1.50 + 0.90 = 4.00 The result is useful for comparison but should not override mandatory requirements. A supplier failing a legal, safety or technical threshold should normally be disqualified regardless of its total score. Supplier audits may be desktop-based, remote or on-site. Audits should examine evidence rather than merely policies: production records, calibration, training, traceability, working conditions, corrective actions and sub-tier controls. Audit findings should be classified by severity and given owners and completion dates. 5. Portfolio AnalysisThe Kraljic purchasing portfolio model classifies categories according to profit impact and supply risk. It produces four broad categories: | Category | Characteristics | Typical strategy |
|---|
| Non-critical | Low value and low risk | Simplify, automate and reduce transaction cost | | Leverage | High value and low risk | Aggregate demand and use competitive bidding | | Bottleneck | Low value but high risk | Secure availability, hold appropriate buffers and develop alternatives | | Strategic | High value and high risk | Build partnerships, share information and manage jointly |
The model is a guide, not a substitute for judgement. A low-spend item can be strategically critical if its absence stops production. Similarly, a high-spend item may be readily substitutable and therefore low risk. Portfolio position can change as technology, market capacity, regulations or product design change. Procurement teams should review categories periodically rather than treat classification as permanent. 6. NegotiationEffective negotiation begins before the meeting. Preparation includes defining requirements, alternatives, cost drivers, reservation points, objectives, concessions, approval limits and evidence. The buyer should understand the supplier’s likely interests, constraints and alternatives as well as its own. A useful distinction is between positions and interests. A position is what a party says it wants, such as a particular price. An interest is the underlying reason, such as predictable cash flow, capacity utilisation or reduced uncertainty. Exploring interests can create value through changes in delivery schedules, order quantities, payment timing, warranty scope, forecasting or technical design. Important negotiation principles include: - negotiate the complete package, not only unit price;
- separate issues where possible so that trade-offs are visible;
- use objective cost and market evidence;
- make conditional concessions, such as “if–then” commitments;
- avoid commitments outside delegated authority;
- document agreed points immediately;
- protect confidentiality and intellectual property;
- maintain a professional relationship even when positions differ.
The lowest negotiated price may be harmful if it causes the supplier to reduce quality, defer investment or recover margin through exclusions and claims. Sustainable agreements must permit the supplier to perform reliably while delivering value to the buyer. 7. Contracts and Contract AdministrationA contract converts a commercial agreement into enforceable obligations. Exact legal requirements vary by jurisdiction, so procurement professionals should obtain legal advice for significant or unusual contracts. Common provisions include: - scope, specifications and acceptance criteria;
- price, currency, taxes, escalation and payment terms;
- delivery terms, transfer of risk and ownership;
- forecast, order and capacity commitments;
- quality assurance, inspection and audit rights;
- warranties, service levels and performance remedies;
- change control and engineering-change responsibilities;
- confidentiality, data protection and intellectual property;
- health, safety, labour, environmental and anti-bribery requirements;
- business continuity, force majeure and disaster recovery;
- insurance, indemnity and limitation of liability;
- dispute resolution, termination and transition assistance.
Contract administration is the management of performance after signature. It includes maintaining the contract register, monitoring milestones, approving changes, recording claims, validating invoices, managing renewals and escalating non-performance. A contract is not self-executing: unclear ownership and weak monitoring can make well-drafted terms ineffective. Change control is particularly important in production. A change should identify the request, reason, technical effect, cost, schedule impact, inventory consequences, approvals and implementation date. Informal changes create scope disputes and uncontrolled cost. 8. Supplier Relationship Management and DevelopmentSupplier relationship management (SRM) segments relationships according to importance and establishes appropriate governance. Transactional suppliers may need efficient ordering and basic performance monitoring. Strategic suppliers may require executive sponsorship, joint planning, shared forecasts, collaborative product development and formal escalation paths. Common supplier-performance measures include: - on-time, in-full delivery;
- defect rate and right-first-time performance;
- response time to corrective actions;
- lead-time stability;
- cost reduction and productivity improvement;
- innovation contribution;
- safety, environmental and labour performance;
- continuity-plan maturity.
Measures must be clearly defined. For example, on-time delivery requires an agreed due-date rule, tolerance, unit of measure and treatment of partial deliveries. A supplier scorecard should distinguish supplier-caused failures from buyer-caused changes, inaccurate forecasts or late approvals. Supplier development is a structured effort to improve a supplier’s capability. It may include process mapping, lean improvement, quality training, technical assistance, joint problem solving, tooling support or investment in capacity. Development should have a documented business case, measurable baseline, milestones and governance. It is especially valuable when switching suppliers is costly or when a supplier possesses unique capability. Relationship management must avoid excessive dependence. Collaboration should not remove competitive discipline, and information sharing should respect competition law, confidentiality and intellectual-property rights. 9. Ethical, Legal and Sustainable ProcurementProcurement employees often control substantial organisational expenditure and therefore face conflicts of interest and corruption risks. Essential controls include segregation of duties, delegated authority, competitive tendering where appropriate, conflict-of-interest declarations, gifts and hospitality rules, audit trails and protected reporting channels. Ethical procurement requires attention to the entire supply chain. Risks may include forced or child labour, unsafe workplaces, discrimination, excessive working hours, bribery, environmental damage and misleading sustainability claims. Supplier codes of conduct should be supported by due diligence, risk-based audits, remediation and responsible disengagement where improvement is impossible. Sustainability decisions should consider life-cycle effects rather than relying on labels. Relevant questions include: - Can the product be repaired, reused or recycled?
- What are the energy, water and emissions impacts?
- Are materials responsibly sourced?
- Does packaging create avoidable waste?
- Are workers protected and paid lawfully?
- Can the buyer verify environmental claims?
A buyer should not transfer unrealistic prices or delivery demands to suppliers and then claim social responsibility. Ethical procurement requires alignment between commercial practices and stated standards. 10. Supply-Risk Controls and ResilienceSupply risk is the possibility that supply failure, disruption, volatility or non-compliance will harm organisational objectives. Risk assessment normally considers likelihood, impact, detectability and preparedness. A simple prioritisation score may be used: R = L × I where L is the assessed likelihood and I is the assessed impact, using defined ordinal scales. This is a prioritisation device, not a probability law; scores should not be interpreted as precise financial risk without appropriate modelling. Controls may include: - qualified alternative suppliers;
- dual tooling or transferable specifications;
- strategic safety stock for critical items;
- supplier financial and geopolitical monitoring;
- visibility of sub-tier suppliers;
- business continuity and disaster-recovery tests;
- capacity reservations;
- standardised components and approved substitutes;
- insurance and contractual recovery provisions;
- cyber-security requirements and access controls.
Resilience has a cost. Excessive inventory, duplicated tooling and multiple suppliers reduce some risks but may increase working capital and complexity. The appropriate design balances efficiency and resilience according to the consequences of failure. 11. Technology and Data in ProcurementE-procurement systems can integrate requisitions, catalogues, approvals, purchase orders, receipts, invoices and supplier records. Spend analytics can reveal maverick buying, fragmented demand, duplicate suppliers, expired contracts and opportunities for category consolidation. Artificial intelligence may assist with demand classification, contract searching, anomaly detection, supplier-risk monitoring and invoice matching. However, AI outputs depend on data quality and model design. Human review remains essential where decisions affect safety, employment, legal rights, supplier exclusion or substantial financial commitments. Organisations should control access to confidential prices, protect personal and supplier data, test for bias, retain decision records and ensure that automated recommendations are explainable. Technology does not solve poor governance. A digital system can process an incorrect specification or automate an unethical decision. Process ownership, master-data quality and accountability remain fundamental. 12. Illustrative Case: Resourcing a Critical Motor ComponentBackground. A medium-sized manufacturer of industrial pumps purchases a precision motor shaft from one overseas supplier. The quoted price is attractive, but delivery performance has deteriorated. A three-week disruption would stop assembly because the shaft is unique to the product design. Problem. The procurement manager must reduce interruption risk without creating excessive cost or compromising shaft quality. Engineering estimates that redesigning the shaft for interchangeability would require six months and substantial testing. Analysis. The item has high supply risk and high operational impact, even though its annual spend is moderate. It is therefore treated as a bottleneck item moving toward strategic status. The team maps the supplier’s manufacturing site, identifies a single heat-treatment sub-tier, reviews financial information and calculates the cost of disruption. A second supplier is technically capable but has a higher quoted price and requires tooling. The team compares alternatives using TCO. The second supplier’s higher price is partly offset by shorter transport, lower expected defect cost and reduced emergency-freight exposure. It also provides geographical diversification. Approach. The buyer negotiates a two-source agreement. The incumbent retains 70% of volume subject to improved delivery and continuity obligations. The second supplier receives 30% and funds part of the tooling through a volume commitment. Both suppliers must provide capacity information, notify changes to critical sub-tier processes and maintain tested continuity plans. Engineering begins a redesign project to reduce future dependence on a unique shaft. A scorecard measures delivery, defects, corrective-action closure and continuity readiness. A small, risk-based buffer is established while the second source is validated. The contract includes acceptance criteria, change control, audit rights and transition assistance. Outcome. The organisation accepts a modest increase in nominal purchase price but reduces expected disruption exposure and improves negotiation leverage. After qualification, the second source becomes a genuine alternative rather than an untested emergency option. Learning points. The case demonstrates that TCO is broader than price, portfolio analysis directs attention to risk, supplier development and qualification take time, and resilience should be designed before a crisis. It also shows that procurement, engineering, quality, finance and production must make the decision jointly. Challenges and LimitationsProcurement models simplify reality. Weighted scores may create a misleading sense of objectivity when ratings are subjective. TCO may omit difficult-to-value disruption, reputation or innovation effects. Supplier audits provide only a snapshot and may fail to reveal hidden sub-tier conditions. Competitive tendering may reduce collaboration where requirements are uncertain. Global sourcing can lower direct cost while increasing environmental and geopolitical exposure. Conversely, excessive localisation can reduce scale and increase dependence on a small regional market. Managers should therefore combine quantitative analysis with professional judgement, scenario planning, stakeholder consultation and periodic review. The quality of a procurement decision depends not only on the chosen supplier but also on specification quality, governance, implementation and learning after award. Best-Practice ChecklistA professional procurement process should: - link sourcing decisions to production and business strategy;
- define requirements clearly and involve technical users;
- analyse total cost and risk rather than quoted price alone;
- use transparent, documented evaluation criteria;
- maintain competition while encouraging appropriate collaboration;
- verify supplier capability and sub-tier exposure;
- negotiate the whole commercial package;
- write measurable obligations and control changes;
- monitor performance using agreed definitions;
- address ethics, sustainability and continuity throughout the contract life;
- use digital tools with appropriate human oversight;
- review outcomes and apply lessons to future sourcing.
Chapter SummaryProcurement is a strategic and operational discipline extending from need identification to supplier exit. Sourcing strategy should reflect category characteristics, supply risk, capability, cost and organisational priorities. Total cost of ownership exposes costs that are hidden by purchase price alone. Weighted supplier evaluation supports transparent decisions, but mandatory technical, legal and ethical requirements must not be diluted by scoring. Portfolio analysis helps distinguish non-critical, leverage, bottleneck and strategic categories and guides suitable supplier strategies. Negotiation should address the complete value package and be based on preparation, objective evidence and understanding of interests. Contract administration converts promises into monitored obligations through performance measures, change control and governance. Supplier relationship management ranges from efficient transactional control to collaborative strategic partnership. Supplier development can improve quality, capability and resilience, but relationships must remain ethical and appropriately governed. Procurement risk controls include alternative sources, continuity planning, inventory, sub-tier visibility and cyber controls. Digital technologies and AI can improve analysis and automation, but they require sound data, transparency and human accountability. Key TermsProcurement: The complete process of acquiring goods, services or works. Purchasing: The transactional process of ordering and paying for requirements. Sourcing: Finding, evaluating and selecting sources of supply. Total cost of ownership: The complete acquisition, use and disposal cost of an item. Category management: Strategic management of related expenditure categories. Make-or-buy decision: A decision about internal production versus external procurement. Supplier prequalification: Initial assessment of whether a supplier is suitable to bid. Weighted scoring model: A method combining criterion weights and supplier ratings. Kraljic portfolio model: A framework classifying purchases by profit impact and supply risk. Leverage item: A high-impact, relatively low-risk purchase category. Bottleneck item: A relatively low-impact category with high supply risk. Strategic item: A category with both high impact and high supply risk. Negotiation: A process through which parties reach an agreed set of terms. Contract administration: Monitoring and managing obligations after contract award. Service-level agreement: A document defining measurable service expectations. Supplier relationship management: Governance of supplier interactions and performance. Supplier development: Actions intended to improve supplier capability. Due diligence: Investigation of supplier capability, compliance and risk. Business continuity: The ability to maintain or restore supply after disruption. Maverick buying: Purchasing outside approved contracts or procurement processes. Review QuestionsShort Answer Questions- Distinguish procurement, purchasing and sourcing.
- What is total cost of ownership, and why can it differ from quoted price?
- State two advantages and two disadvantages of single sourcing.
- What is the purpose of contract change control?
- Name four controls that support ethical procurement.
Long Answer Questions- Explain the procurement cycle from need identification through supplier performance review.
- Discuss how a weighted supplier-evaluation model should be designed and controlled.
- Explain the four categories of the Kraljic purchasing portfolio model and give a strategy for each.
- Discuss the relationship between supplier relationship management, supplier development and organisational resilience.
- Analyse the legal, ethical and sustainability responsibilities of a procurement manager.
Analytical / Application Questions- A supplier offers a lower unit price but has longer lead time, higher defect rates and weak continuity planning. Explain how you would compare it with an alternative using TCO and risk analysis.
- A critical component is purchased from one supplier whose only production site is in a region exposed to natural disasters. Recommend a sourcing and resilience strategy, including likely trade-offs.
- A supplier repeatedly misses delivery dates but claims that the buyer’s forecasts are unreliable. Design a joint investigation, performance measure and corrective-action plan that distinguishes supplier and buyer causes.
Multiple Choice Questions with AnswersQuestion 1Which statement best distinguishes procurement from purchasing? A. Procurement is limited to invoice payment, while purchasing covers strategy. B. Procurement includes sourcing, contracting and supplier management, while purchasing is mainly transactional. C. Purchasing is concerned with suppliers, while procurement is concerned only with warehouses. D. There is no meaningful distinction between the two terms. Correct Answer: B. Procurement includes sourcing, contracting and supplier management, while purchasing is mainly transactional. Question 2In the TCO example, Supplier A has a purchase cost of £48,000, freight of £2,400, quality cost of £1,600 and inventory cost of £1,000. What is its TCO? A. £48,000 B. £50,400 C. £53,000 D. £54,600 Correct Answer: C. £53,000 Question 3Which item is normally classified as a bottleneck item in the Kraljic model? A. Low supply risk and low profit impact B. Low supply risk and high profit impact C. High supply risk and low profit impact D. High supply risk and high profit impact Correct Answer: C. High supply risk and low profit impact Question 4A supplier receives ratings of 4, 5 and 3 with weights 0.40, 0.30 and 0.30 respectively. What is the weighted score? A. 3.00 B. 3.50 C. 4.00 D. 4.50 Correct Answer: C. 4.00 Question 5Which control is most directly associated with three-way matching? A. Comparing the purchase order, goods receipt and invoice B. Comparing two competing supplier quotations only C. Comparing annual demand with annual production D. Comparing employee wages with supplier prices Correct Answer: A. Comparing the purchase order, goods receipt and invoice Question 6What is the principal purpose of a service-level agreement? A. To eliminate the need for supplier monitoring B. To define measurable service expectations and responsibilities C. To guarantee the lowest possible purchase price D. To replace all legal contract terms Correct Answer: B. To define measurable service expectations and responsibilities Question 7Which negotiation approach is most likely to create value? A. Focus exclusively on unit price B. Make unconditional concessions immediately C. Explore underlying interests and trade-offs across the complete package D. Avoid documenting agreements until the relationship ends Correct Answer: C. Explore underlying interests and trade-offs across the complete package Question 8Which is an example of supplier development? A. Deleting all supplier performance records B. Providing joint process-improvement support to reduce defects C. Changing the specification without informing the supplier D. Paying an invoice before goods are received Correct Answer: B. Providing joint process-improvement support to reduce defects Question 9In the simple risk-prioritisation expression R = L × I, what do L and I represent? A. Lead time and inventory B. Likelihood and impact C. Labour and investment D. Logistics and inspection Correct Answer: B. Likelihood and impact Question 10Why should human oversight remain important when AI is used in procurement? A. AI cannot process any procurement data B. AI recommendations depend on data and may affect ethical, legal or safety decisions C. Digital systems cannot store supplier records D. Human oversight always produces lower-quality decisions Correct Answer: B. AI recommendations depend on data and may affect ethical, legal or safety decisions
|