Supplier Relationship and Performance Management

Introduction

Global sourcing creates value only when supplier relationships are governed and improved after the contract is awarded. A negotiated price may produce an apparent saving, but late deliveries, defects, regulatory breaches, poor communication, and weak innovation can destroy that value. Supplier relationship and performance management (SRPM) therefore connects sourcing decisions with operational execution, risk control, continuous improvement, and strategic advantage.

SRPM is the systematic process of classifying suppliers, defining mutual expectations, measuring results, reviewing performance, correcting deficiencies, developing supplier capability, and collaborating to create additional value. It applies to transactional purchases such as office supplies, as well as highly interdependent relationships involving contract manufacturing, logistics, information technology, and critical components.

The central managerial challenge is balance. A buyer must be demanding enough to protect cost, quality, continuity, and compliance, while also creating conditions in which capable suppliers can invest, innovate, and share information. Excessive control can discourage collaboration; excessive informality can permit poor performance and ethical risk.

Learning Objectives

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

1. Segment suppliers according to value, risk, complexity, and interdependence.
2. Design governance structures, service levels, and performance obligations.
3. Select meaningful supplier KPIs and construct a balanced scorecard.
4. Conduct evidence-based supplier reviews and distinguish symptoms from root causes.
5. Design corrective-action and supplier-development programmes.
6. Evaluate collaboration, innovation, sustainability, technology, and ethical issues in supplier relationships.

1. The Nature and Scope of Supplier Relationships

A supplier relationship includes the formal contract and the informal patterns of communication, problem solving, trust, dependence, and learning that develop between organizations. It is shaped by five interacting dimensions:

• Economic value: spend, cost impact, revenue contribution, and potential savings.
• Supply risk: likelihood and consequence of interruption, including geographic, geopolitical, financial, technological, and capacity risks.
• Operational interdependence: the extent to which buyer and supplier processes, systems, assets, and schedules are connected.
• Knowledge and innovation potential: whether joint technical or process knowledge can improve products or operations.
• Governance and ethical exposure: the need for oversight concerning labor, environment, data, safety, competition, and regulatory compliance.

A relationship should not be judged only by annual spend. A low-spend supplier may provide a unique safety-critical component; a high-spend supplier may be easily replaceable. Relationship management must therefore be differentiated rather than uniform.

Transactional and relational approaches

A transactional relationship emphasizes standard specifications, competition, price, short-term efficiency, and limited information exchange. It is appropriate when products are standardized, switching costs are low, supply risk is modest, and the supplier has limited influence on innovation.

A relational relationship emphasizes continuity, mutual adaptation, shared information, joint planning, problem solving, and longer-term value. It is appropriate where products are customized, switching is difficult, supplier capability is scarce, or joint innovation is strategically important. Relational governance does not eliminate commercial discipline. It adds mechanisms for coordination and learning to the contractual foundation.

Trust is useful but cannot substitute for controls. A sound relationship combines clear obligations, verifiable data, escalation paths, and professional conduct with openness and fairness.

2. Supplier Segmentation and Relationship Strategy

Supplier segmentation is the process of grouping suppliers so that management effort and governance are proportionate to their importance and risk. A widely used conceptual tool is the purchasing portfolio matrix, which considers profit impact and supply risk. Its four broad categories are:

This matrix is a starting point rather than a complete decision rule. Managers should add factors such as cybersecurity, country exposure, intellectual property, sustainability impact, and switching time. Two suppliers in the same quadrant may require different controls if one handles personal data and the other does not.

A practical segmentation process

1. Define the unit of analysis. Segment the supplier, category, site, or individual product. A global supplier may be strategic for one business unit and routine for another.
2. Assess value. Consider total cost, revenue dependence, quality impact, innovation contribution, and customer impact.
3. Assess risk. Examine probability of disruption and its consequences. Include financial, operational, legal, environmental, social, and information-security risks.
4. Assess relationship complexity. Identify integration, customization, joint assets, and switching costs.
5. Assign a governance tier. Specify review frequency, executive involvement, data requirements, and escalation rights.
6. Reassess periodically. Segmentation changes as markets, technology, volumes, and supplier capability change.

A segmentation decision should be documented. Otherwise, scarce procurement resources tend to be spent on suppliers that are visible or historically familiar rather than materially important.

3. Governance, Contracts, and Service Levels

Governance is the structure through which parties make decisions, exchange information, monitor performance, resolve disputes, and authorize change. Effective governance answers six questions:

1. Who owns the relationship?
2. What decisions may each party make?
3. What information must be exchanged, when, and in what format?
4. How is performance measured and verified?
5. How are exceptions, disputes, and changes escalated?
6. How are benefits, costs, intellectual property, and risks allocated?

Governance layers

A useful design has multiple layers:

• Operational layer: planners, buyers, quality personnel, and supplier account managers manage orders, forecasts, defects, and daily exceptions.
• Tactical layer: functional managers review trends, capacity, corrective actions, commercial issues, and improvement projects, usually monthly or quarterly.
• Strategic layer: senior executives review relationship health, investment, major risks, innovation, sustainability, and unresolved escalations, often semiannually or annually.

The meeting must have a defined purpose. A meeting without agreed data, decision rights, and action ownership becomes a status ritual rather than governance.

Service-level agreements

A service-level agreement (SLA) translates broad contractual expectations into measurable service commitments. An SLA may specify:

• delivery date, lead time, and allowable tolerance;
• order-confirmation time;
• fill rate or quantity completeness;
• response time for incidents;
• defect thresholds and containment time;
• system availability and cybersecurity obligations;
• documentation, traceability, and regulatory evidence;
• reporting frequency and data quality;
• business-continuity and recovery requirements.

Each service level should state the measurement method, data source, measurement period, exclusions, owner, and consequence of failure. For example, “on-time delivery” is incomplete unless the parties define whether the date is the requested date, confirmed date, or appointment date, and whether partial deliveries count as on time.

Contracts and SLAs should also address change control, audit rights, confidentiality, intellectual property, subcontracting, modern slavery and forced labor prohibitions, anti-bribery requirements, data protection, environmental obligations, remedies, and termination or transition assistance. Local law and sector regulation must be reviewed by qualified legal professionals.

4. Designing Supplier KPIs and Scorecards

A KPI is useful when it supports a decision or desired behavior. A scorecard is a structured set of measures used to compare actual performance with agreed expectations and to identify improvement priorities.

Principles of good KPI design

A supplier KPI should be:

• Relevant: linked to business and customer outcomes;
• Defined: calculated consistently from identified data;
• Controllable: reasonably influenced by the supplier, while shared causes are identified;
• Balanced: not concentrated solely on price;
• Timely: available early enough to support intervention;
• Auditable: reproducible from reliable evidence;
• Difficult to game: resistant to narrow optimization.

A balanced scorecard commonly includes quality, delivery, cost/commercial performance, service, risk and compliance, sustainability, and innovation. The exact categories depend on the supplier segment.

Important performance measures

On-time delivery rate measures the proportion of deliveries received within the agreed delivery window:

The numerator and denominator must use the same period and delivery definition. The measure is not meaningful if cancelled orders, partial shipments, or buyer-caused schedule changes are treated inconsistently.

Defect rate can be expressed as defective units divided by received units:

For high-volume operations, defects may be reported as defects per million opportunities (DPMO), but the opportunity definition must be stable. A defect rate based on units is not directly comparable with a rate based on defect occurrences when one unit can contain multiple defects.

Supplier fill rate measures quantity supplied relative to quantity ordered or required:

The organization must state whether substitutions, backorders, and partial deliveries are included.

Purchase price variance compares an actual purchase price with a reference price:

A positive PPV indicates spending above the reference price under this convention; a negative PPV indicates spending below it. The reference may be budget, standard cost, prior contract price, or market index. PPV is not the same as total cost of ownership because freight, inventory, quality, switching, and failure costs may differ.

Weighted scorecard result can combine normalized category scores:

Here, wᵢ is the weight assigned to category i, sᵢ is its score on a common scale, and S is the total score. Weights are dimensionless and scores must be normalized before aggregation. A scorecard should not hide a critical failure: an organization may impose “gates,” such as automatic escalation for a serious safety, ethical, or cybersecurity breach regardless of the total score.

Worked example: constructing a score

Suppose a strategic supplier is assessed on four categories:

The score is 86.4 out of 100. This result supports a strong rating, but it does not prove that the supplier is acceptable in every respect. Managers should inspect the underlying measures and check for critical incidents, data bias, and deteriorating trends.

Avoiding dysfunctional metrics

Metrics influence behavior. If a buyer rewards only low price, a supplier may reduce inspection, delay preventive maintenance, or substitute materials. If on-time delivery is measured against an unstable forecast, the measure may punish suppliers for buyer planning failures. If scorecards are used for ranking without discussion, suppliers may optimize the metric rather than the outcome.

A mature scorecard includes leading indicators, such as forecast accuracy, preventive maintenance completion, capacity readiness, and corrective-action aging, as well as lagging indicators such as defects and late deliveries. It also separates supplier-caused events from buyer-caused and shared events.

5. Performance Reviews and Relationship Health

A performance review is a structured decision process, not merely a presentation of scores. Before the review, the buyer should validate data, identify trends, compare performance with targets, and circulate an agenda. During the review, participants should:

1. confirm facts and definitions;
2. recognize achievements and good practice;
3. examine gaps and business impact;
4. distinguish immediate containment from systemic correction;
5. agree owners, deadlines, resources, and evidence;
6. record decisions and escalation requirements.

Trend analysis is often more informative than a single period. A supplier with an 88% delivery rate improving from 70% may deserve a different intervention from one declining from 98% to 88%. Reviews should therefore consider level, direction, volatility, severity, and recurrence.

Relationship health also includes qualitative evidence: openness in reporting problems, responsiveness, fairness in negotiation, willingness to share data, leadership engagement, and capability for joint problem solving. Qualitative judgment should be documented with examples rather than treated as personal preference.

6. Corrective Action and Root-Cause Management

A corrective action addresses the cause of a nonconformity so that recurrence is prevented. It differs from containment, which protects the customer immediately, and from correction, which fixes the existing problem.

A disciplined process is:

1. Detect and describe: state what happened, where, when, and how often.
2. Contain: stop further defective shipments or service failures and protect affected customers.
3. Verify the problem: check data, samples, specifications, and traceability.
4. Analyze root causes: use methods such as the five whys, process mapping, fault-tree analysis, or cause-and-effect diagrams.
5. Select corrective actions: change process controls, training, equipment, specifications, planning, or governance as appropriate.
6. Assign ownership and dates: define measurable completion criteria.
7. Verify effectiveness: monitor subsequent performance and audit the changed process.
8. Close and learn: record lessons and apply them to comparable products or sites.

“Operator error” is rarely a sufficient root cause. A strong analysis asks why the system permitted the error, whether instructions were clear, whether workload or equipment contributed, and why detection controls failed.

Corrective-action priority should reflect severity, occurrence, detectability, legal exposure, and customer impact. A serious safety or ethical issue warrants immediate escalation even if its statistical frequency is low.

7. Supplier Development and Capability Improvement

Supplier development is a buyer-supported effort to improve supplier capability or performance. It may involve training, process engineering, joint problem solving, technology transfer, investment, or access to forecasting and technical information.

Development is justified when:

• the supplier is strategically important or difficult to replace;
• the performance gap is correctable;
• the expected benefit exceeds the buyer’s support cost;
• the supplier is willing to make complementary investments;
• legal, ethical, and intellectual-property risks are controlled.

Possible interventions include lean-process workshops, quality-system coaching, packaging redesign, production planning support, cybersecurity improvement, sustainability training, and joint capacity planning. Development should have a baseline, target, owner, timetable, resources, and benefit-verification method.

Buyers must avoid creating dependency without a transition plan. If the supplier receives proprietary technology or engineering knowledge, contracts should define permitted use, ownership, confidentiality, and post-relationship obligations. Supplier development should strengthen resilience and capability, not conceal an uneconomic relationship indefinitely.

8. Collaboration, Innovation, and Value Improvement

Collaboration goes beyond exchanging orders. It may include joint forecasting, collaborative planning, inventory reduction, design-for-manufacture, packaging improvement, shared logistics, circular-economy initiatives, and co-development of new products.

A useful value-improvement process is:

1. define the customer or business outcome;
2. establish the baseline cost, service, quality, and risk;
3. identify the sources of waste or unmet value;
4. generate alternatives jointly;
5. evaluate total cost, feasibility, risk, and sustainability;
6. pilot the change;
7. verify benefits against the baseline;
8. agree how benefits, investment, and intellectual property are shared;
9. standardize and continue learning.

Value should be assessed through total cost of ownership rather than purchase price alone. Relevant elements may include acquisition price, freight, duties, inspection, inventory carrying cost, defects, downtime, disposal, energy, compliance, and end-of-life obligations. Benefit-sharing arrangements should be transparent and avoid rewarding a supplier for improvements that were already required under the contract.

Innovation governance needs a clear process for submitting ideas, evaluating them, protecting intellectual property, funding pilots, and deciding scale-up. Buyers should not demand free innovation from suppliers while transferring all risk and retaining all benefits; such practices reduce trust and discourage high-quality proposals.

9. Risk, Ethics, Sustainability, and Regulatory Governance

Supplier management is also a due-diligence function. Organizations may be exposed to supplier conduct even when misconduct occurs outside their own facilities. Relevant issues include forced labor, child labor, discrimination, unsafe conditions, bribery, conflicts of interest, environmental damage, sanctions, privacy breaches, and misleading sustainability claims.

Controls should be proportionate to risk and may include supplier codes of conduct, prequalification, contractual commitments, audits, worker grievance channels, independent verification, traceability, remediation plans, and responsible disengagement. Audits are evidence, not proof of perfect conditions. Announced audits may miss ordinary practices, and excessive audit burden can disadvantage smaller suppliers.

Ethical procurement requires fair competition, confidentiality of bids, avoidance of conflicts of interest, accurate records, and consistent treatment of suppliers. Buyers should not use confidential information from one supplier to pressure another improperly. Commercial leverage must not become coercion.

Sustainability KPIs should be specific and verifiable. Examples include emissions intensity, renewable-energy share, waste recovery, injury rates, workforce conditions, and percentage of spend covered by due diligence. Managers should define boundaries, reporting methods, and assurance expectations. They should distinguish absolute emissions from emissions intensity: intensity can improve while total emissions rise if output expands.

10. Technology, Data, and Artificial Intelligence

Digital procurement platforms can integrate purchase orders, receipts, quality records, logistics events, invoices, audit results, and supplier declarations. Analytics can identify recurring late deliveries, concentration risk, unusual price movements, and aging corrective actions.

Artificial intelligence can assist with anomaly detection, document classification, demand and lead-time analysis, and summarizing review materials. However, AI outputs may reflect incomplete data, historical bias, or supplier-specific measurement differences. It should support—not replace—professional judgment, supplier dialogue, legal review, and accountability.

Good governance requires data ownership, access controls, cybersecurity, model validation, explainability appropriate to the decision, human review, and a process for supplier challenge or correction. Sensitive technical, personal, and commercially confidential information should not be entered into systems without authorization. Automated supplier ratings should not trigger exclusion or adverse action without reviewable evidence and a fair escalation process.

11. Applied Case: Meridian Appliances and a Strategic Motor Supplier

This is an illustrative case. Meridian Appliances, a multinational manufacturer, sources electric motors from NovaMotion. NovaMotion represents 18% of Meridian’s motor spend and supplies a motor used in a fast-growing product line. It has strong engineering capability but operates near capacity. During two quarters, on-time delivery fell from 96% to 84%, warranty returns increased, and emergency freight costs rose. Meridian’s purchasing team initially demanded a price reduction because the contract was due for renewal.

Problem

The scorecard showed poor delivery and quality, but the organization had no shared definition of on-time delivery. Meridian frequently changed forecasts within the supplier’s stated lead time, while NovaMotion accepted orders that exceeded realistic capacity. Quality complaints were also aggregated by shipment rather than by defect type, hiding a recurring bearing problem. Senior managers met only when failures became urgent.

Analysis

A cross-functional team mapped the order, production, inspection, and delivery processes. It found three interacting causes:

• unstable short-term forecasts and unclear frozen-order rules;
• capacity commitments made without a formal constraint review;
• inadequate incoming bearing inspection after NovaMotion changed a sub-tier source.

The team separated buyer-caused, supplier-caused, and shared events. It also calculated the business effect: emergency freight, production interruptions, and warranty costs were larger than the apparent unit-price saving Meridian had sought.

Approach and solution

The parties reclassified NovaMotion as a strategic supplier and created three governance layers. They agreed a 12-week rolling forecast, with a defined frozen period and a documented change-control process. Capacity was reviewed monthly. The SLA defined on-time delivery as receipt within the agreed window against a confirmed order, excluding documented buyer-caused changes.

A revised scorecard assigned weights of 30% to quality, 30% to delivery, 20% to total cost, and 20% to collaboration and risk. A critical-defect gate required immediate escalation regardless of the aggregate score. NovaMotion introduced sub-tier approval and bearing traceability; Meridian funded a temporary quality engineer but required NovaMotion to own the permanent process change. Joint teams redesigned packaging and reduced damage in transit.

Outcome

After two review cycles, delivery improved to 95%, warranty returns declined, and emergency freight was substantially reduced. The result was not achieved by price pressure alone. It followed from clearer data, shared planning, root-cause correction, and aligned investment. Meridian retained competitive benchmarking and a qualified alternative source because collaboration did not eliminate concentration risk.

Learning points

1. A supplier problem may contain buyer and shared causes.
2. A KPI is only useful when its definition and exclusions are agreed.
3. Total cost can be more decision-relevant than unit price.
4. Strategic collaboration should coexist with contingency planning.
5. Supplier development requires ownership, investment, and effectiveness verification.

Challenges and Limitations

Supplier scorecards can create false precision. A numerical score may conceal missing data, incomparable sites, or an important low-frequency event. Weighted averages also permit strong performance in one area to offset unacceptable performance in another; critical gates are therefore important.

Power asymmetry can undermine “mutual” collaboration. A dominant buyer may transfer forecast, inventory, or compliance costs to smaller suppliers, increasing fragility. Conversely, an excessively dependent buyer may hesitate to challenge poor performance. Governance must recognize these structural realities.

Global relationships also face cultural, language, legal, and time-zone differences. Standard processes should be adapted without lowering essential controls. Finally, relationship investment has an opportunity cost. Not every supplier warrants joint innovation or executive attention; segmentation must keep effort proportional to value and risk.

Best-Practice Checklist

• Segment suppliers using value, risk, complexity, and ethical exposure.
• Match governance intensity to the segment.
• Define KPIs, formulas, data sources, exclusions, and owners in writing.
• Combine leading and lagging indicators.
• Use critical gates for safety, ethics, legal, and cybersecurity failures.
• Review trends and causes, not only period scores.
• Separate containment, correction, and corrective action.
• Verify improvement with evidence after implementation.
• Assess total cost and shared value, not purchase price alone.
• Protect confidentiality, intellectual property, personal data, and fair competition.
• Maintain alternatives and continuity plans even in collaborative relationships.

Chapter Summary

Supplier relationship and performance management converts sourcing agreements into dependable business outcomes. Effective practice begins with segmentation: routine, leverage, bottleneck, and strategic suppliers require different levels of governance and collaboration. Governance clarifies decision rights, information flows, escalation, and accountability, while SLAs translate expectations into measurable obligations.

A balanced scorecard combines quality, delivery, cost, service, risk, sustainability, and innovation measures. Formulas such as on-time delivery, defect rate, fill rate, purchase price variance, and weighted scores are useful only when definitions, data, units, and exclusions are consistent. Reviews should examine trends, causes, business impact, and relationship health.

Corrective action requires containment, root-cause analysis, assigned ownership, and effectiveness verification. Supplier development can improve capability when strategic importance, feasibility, willingness, and value justify investment. Collaboration and innovation create value through joint planning, design, process improvement, and total-cost analysis, but they require fair benefit sharing and intellectual-property governance. Finally, ethical, sustainability, cybersecurity, data, and regulatory controls are integral to supplier management rather than optional additions.

Key Terms

Supplier relationship management: Systematic management of supplier interactions, performance, risk, and value creation.

Supplier segmentation: Grouping suppliers according to value, risk, complexity, and management needs.

Transactional relationship: A relationship focused primarily on standardized exchanges, price, and efficiency.

Relational relationship: A relationship based on coordination, adaptation, learning, and longer-term value.

Governance: Structures and processes for decisions, information, monitoring, escalation, and accountability.

Service-level agreement: A documented set of measurable service commitments and measurement rules.

Key performance indicator: A defined measure used to evaluate performance against an objective or target.

Scorecard: A structured collection of performance measures used for assessment and improvement.

On-time delivery: Delivery received within an agreed date or delivery window.

Fill rate: The proportion of required quantity supplied acceptably by the required date.

Purchase price variance: The financial difference between actual and reference purchase prices for purchased quantity.

Containment: Immediate action that protects the customer from further impact.

Corrective action: Action that removes the cause of a nonconformity and prevents recurrence.

Root cause: An underlying cause whose removal prevents recurrence of a problem.

Supplier development: Buyer-supported activity that improves supplier capability or performance.

Total cost of ownership: All relevant costs incurred across acquisition, use, failure, and disposal.

Critical gate: A requirement whose failure triggers escalation regardless of an aggregate score.

Due diligence: Investigation and monitoring undertaken to identify and address risk and misconduct.

Relationship health: The quality of communication, trust, responsiveness, fairness, and joint problem solving.

Review Questions

5 Short Answer Questions

1. What is supplier segmentation, and why should spend alone not determine a supplier’s importance?
2. State four characteristics of a well-designed supplier KPI.
3. Distinguish containment, correction, and corrective action.
4. What information should an SLA define in addition to the performance target?
5. Why should a scorecard include critical gates?

5 Long Answer Questions

1. Explain how the purchasing portfolio matrix can guide supplier governance, and discuss its limitations.
2. Describe the design of a balanced supplier scorecard for a strategic supplier.
3. Explain the process of conducting an evidence-based supplier performance review.
4. Discuss the conditions under which supplier development is economically and strategically justified.
5. Evaluate the ethical, sustainability, and data-governance responsibilities of a global buying organization.

3 Analytical / Application Questions

1. A supplier has an aggregate score of 91 out of 100 but has experienced one serious safety breach. Recommend a governance response and justify whether the aggregate score should determine the outcome.
2. A buyer blames a supplier for late deliveries, but the buyer changed 40% of orders inside the agreed lead time. Design an investigation that separates supplier-caused, buyer-caused, and shared causes.
3. Construct a scorecard for a supplier of a customized, safety-critical component. Select categories, propose weights, define at least four KPIs, and explain the risks of metric gaming.

Multiple Choice Questions with Answers

Question 1

Which supplier category generally combines high value or profit impact with high supply risk?

A. Routine

B. Leverage

C. Bottleneck

D. Strategic

Correct Answer: D. Strategic

Question 2

What is the primary purpose of a service-level agreement?

A. To eliminate all supplier negotiation

B. To translate service expectations into measurable commitments

C. To guarantee the lowest market price

D. To replace the commercial contract entirely

Correct Answer: B. To translate service expectations into measurable commitments

Question 3

A supplier makes 950 on-time deliveries out of 1,000 due deliveries. What is the on-time delivery rate?

A. 5%

B. 50%

C. 95%

D. 105%

Correct Answer: C. 95%

Question 4

Which action is containment?

A. Changing the production process to prevent recurrence

B. Stopping further shipments while affected products are identified

C. Calculating the annual supplier score

D. Negotiating a longer contract

Correct Answer: B. Stopping further shipments while affected products are identified

Question 5

In a weighted scorecard, what condition must normally apply to the weights?

A. They must all be equal

B. They must be expressed in currency

C. Their sum must equal 1 when proportions are used

D. They must exceed the performance scores

Correct Answer: C. Their sum must equal 1 when proportions are used

Question 6

Why can purchase price variance fail to represent total sourcing value?

A. It cannot be calculated for any purchase

B. It excludes other costs such as freight, quality, inventory, and failure costs

C. It always measures supplier innovation

D. It is unrelated to actual purchase quantity

Correct Answer: B. It excludes other costs such as freight, quality, inventory, and failure costs

Question 7

Which practice best supports effective root-cause analysis?

A. Assigning blame to the last person involved

B. Closing the issue once the defective shipment is replaced

C. Investigating why the system allowed the error and why controls failed

D. Ignoring buyer-caused factors

Correct Answer: C. Investigating why the system allowed the error and why controls failed

Question 8

What is a critical gate in a supplier scorecard?

A. A requirement whose failure triggers escalation despite the total score

B. A discount applied to every supplier

C. A measure used only for routine suppliers

D. A forecast that cannot be changed

Correct Answer: A. A requirement whose failure triggers escalation despite the total score

Question 9

Which is an appropriate use of AI in supplier management?

A. Automatically excluding suppliers without human review

B. Replacing contractual and legal judgment

C. Assisting anomaly detection while retaining human accountability

D. Uploading confidential supplier data without authorization

Correct Answer: C. Assisting anomaly detection while retaining human accountability

Question 10

Why should collaborative supplier relationships still maintain continuity plans?

A. Collaboration guarantees that disruption is impossible

B. Trust removes the need for performance measurement

C. Strategic dependence can still create concentration and interruption risk

D. Continuity plans prevent all innovation

Correct Answer: C. Strategic dependence can still create concentration and interruption risk