Supply Chain & Logistics Management

Chapter 1
Supply Chain and Logistics Foundations

Advance Diploma in Production Management
Supply Chain & Logistics Management   •   Advance Diploma

Supply Chain and Logistics Foundations

Introduction

Every product reaches a customer through a connected system of organisations, processes, resources and decisions. Raw materials are sourced, transformed, transported, stored, documented, sold and finally delivered. This system is commonly called a supply chain. Logistics is a major part of that system, concerned especially with the planning and control of movement and storage. Supply chain management (SCM) extends beyond logistics by coordinating supply, production, distribution, information, relationships and performance across organisational boundaries.

For production managers, these ideas are fundamental. A factory cannot perform reliably if materials arrive late, suppliers provide inconsistent quality, production schedules ignore transport constraints, or customer demand is communicated inaccurately. Similarly, reducing the purchasing price of a material may increase total cost if it creates excessive inventory, quality failures or emergency transport.

This chapter establishes the vocabulary and conceptual foundations required for later study of procurement, inventory, transport, warehousing, forecasting, production planning and supply chain performance.

Learning Objectives

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

  1. Define supply chain management, logistics, physical distribution and value chains.
  2. Explain material, information, financial and reverse flows.
  3. Identify major supply-chain stakeholders and their responsibilities.
  4. Distinguish logistics activities from wider supply-chain activities.
  5. Explain supply-chain objectives, trade-offs and performance priorities.
  6. Describe the evolution from physical distribution to integrated SCM.
  7. Apply foundational concepts to a practical production-management problem.
  8. Recognise contemporary issues involving resilience, sustainability, digitalisation and governance.

1. The Supply Chain Concept

A supply chain is the network of organisations, people, activities, resources and technologies involved in creating and delivering a product or service. It may include raw-material suppliers, component manufacturers, contract producers, transport providers, warehouses, distributors, retailers, service providers, customers and organisations responsible for returns or recycling.

The word “chain” is useful as a basic metaphor, but real supply networks are rarely linear. One manufacturer may purchase thousands of components from many suppliers, while a single supplier may serve several industries. The term supply network therefore more accurately reflects the structure of modern commerce. Nevertheless, “supply chain” remains the standard managerial expression.

A supply chain has both upstream and downstream dimensions:

  • Upstream refers to suppliers and activities preceding an organisation’s operations.
  • Internal refers to processes within the organisation, such as production, quality control and materials handling.
  • Downstream refers to distribution channels, customers and activities after production.

For example, in an appliance business, upstream activities include mining metals, producing electronic components and purchasing packaging. Internal activities include assembly, testing and finished-goods storage. Downstream activities include transport to distributors, retail sales, installation, warranty service and product recovery.

SCM is the systematic coordination of these activities and relationships to create value for customers and other stakeholders while achieving appropriate cost, quality, speed, dependability, flexibility and sustainability.

2. Logistics and Related Concepts

Logistics

Logistics is the planning, implementation and control of the efficient and effective flow and storage of goods, services and related information from the point of origin to the point of consumption, in order to meet customer requirements. In many professional definitions, reverse flows are also included.

Logistics activities commonly include:

  • transportation and freight management;
  • warehousing and storage;
  • inventory control;
  • order processing;
  • materials handling;
  • packaging;
  • facility location and network design;
  • demand and delivery coordination; and
  • logistics information management.

Logistics is therefore broader than transport alone. Transport changes the geographical location of goods; warehousing manages time and availability; inventory provides a buffer between supply and demand; and information enables coordination.

Inbound, internal and outbound logistics

Inbound logistics manages the movement and receipt of materials from suppliers to a factory or other operating site. It includes supplier delivery schedules, receiving, inspection, unloading and material staging.

Internal logistics manages movement and storage within an organisation. Examples include line-side replenishment, work-in-process handling and movement between production departments.

Outbound logistics manages finished products from the point of production to customers, distributors or retailers. It includes order fulfilment, dispatch, transport, delivery confirmation and sometimes installation.

Physical distribution

Physical distribution is the earlier managerial term for the movement and storage of finished products from a producer to customers. It traditionally concentrated on outbound activities. Modern logistics expanded the scope to include inbound materials, internal movement, information and broader coordination.

Materials management

Materials management coordinates the planning, purchasing, movement and control of materials entering and moving through an organisation. It often includes procurement, supplier scheduling, inventory control, stores management and production material planning. In manufacturing, materials management links purchasing decisions with production requirements.

Supply chain management

SCM integrates materials management, logistics, procurement, production, marketing, sales, finance, information systems, suppliers and customers. Its concern is not merely to move products efficiently but to coordinate the entire system and improve total performance.

A useful distinction is:

ConceptPrimary emphasisTypical boundary
TransportMovement between locationsOne movement or shipment
Physical distributionFinished-goods deliveryProducer to customer
LogisticsMovement, storage and related informationInbound, internal and outbound
Materials managementAvailability and control of inputsSupplier to production
Supply chain managementIntegration and relationship coordinationMultiple organisations across the network
Value chainActivities that create customer valueOrganisation or extended network

These boundaries overlap in practice. Organisations may use the terms differently, so managers should clarify definitions when designing responsibilities or performance measures.

3. Value Chains and Value Creation

The value chain describes the linked activities through which an organisation creates value for a customer. A product gains value through design, sourcing, transformation, quality assurance, marketing, delivery, service and sometimes recovery. Supply-chain activities support these value-creating processes, but supply chain efficiency alone does not guarantee customer value.

A low-cost product delivered late, damaged or with poor service may have less value than a slightly more expensive product that is dependable and fit for purpose. Value is consequently multidimensional. Customers may value:

  • functional performance;
  • quality and reliability;
  • availability;
  • delivery speed and dependability;
  • variety and customisation;
  • safety and regulatory compliance;
  • service and technical support; and
  • ethical and environmental performance.

Porter’s value-chain framework distinguishes primary activities, such as inbound logistics, operations, outbound logistics, marketing and service, from support activities, such as procurement, technology development, human-resource management and firm infrastructure. The framework helps managers ask where value is added and where avoidable cost or risk occurs.

Supply-chain analysis should not assume that every activity must be performed internally. A business may outsource transport, warehousing, information technology or manufacturing when an external specialist can provide superior total value. However, outsourcing transfers activities and relationships; it does not eliminate managerial responsibility.

4. Flows in a Supply Chain

Material flow

Material flow is the physical movement of raw materials, components, work-in-process, finished goods, packaging, spare parts and returned products. It usually moves downstream toward the customer, although reverse logistics creates an upstream flow.

Material flow includes more than transportation. It also includes loading, unloading, inspection, picking, packing, production transformation, storage and handling. Each transfer may create cost, delay, damage risk or loss of visibility.

Information flow

Information flow coordinates material and financial decisions. Typical information includes forecasts, customer orders, inventory records, production schedules, purchase orders, shipment status, quality data, specifications, invoices and delivery confirmations.

Information flows in both directions. Customers communicate requirements downstream-to-upstream; suppliers communicate availability, capacity and shipment status upstream-to-downstream. Poor information quality can produce excess inventory and shortages even when physical transport is efficient.

Important dimensions of information quality include accuracy, timeliness, completeness, consistency, accessibility and security. A sophisticated information system cannot compensate for incorrect master data or undisciplined processes.

Financial flow

Financial flow includes payments, credit terms, taxes, duties, freight charges, rebates, insurance and financing costs. It often moves in the opposite direction to products, but not always. Cash-on-delivery, deposits, consignment arrangements and digital marketplaces create different patterns.

Reverse flow

Reverse logistics manages products, packaging or materials moving from the customer back toward a producer, repair centre, recycler or disposal facility. Reasons include returns, warranty claims, recalls, reusable packaging, refurbishment, recycling and end-of-life recovery.

Reverse flow is strategically important because it affects cost, customer service, environmental performance and legal compliance. It can also create valuable secondary materials or recovered products.

Flow alignment

The four flows are interdependent. A shipment without an accurate dispatch record creates inventory uncertainty. A production change without supplier notification can cause shortages. A payment dispute may delay release of goods. Effective SCM therefore seeks coordinated visibility rather than isolated optimisation of one flow.

5. Stakeholders and Network Relationships

Supply chains involve stakeholders with different objectives and degrees of power. Core stakeholders include:

  • Customers, who define demand, service expectations and acceptance criteria.
  • Suppliers, who provide materials, components, services, capacity and technical knowledge.
  • Manufacturers, who transform inputs into products and manage production resources.
  • Distributors and wholesalers, who consolidate, store and redistribute products.
  • Retailers or final-channel partners, who provide market access and customer contact.
  • Logistics service providers, including carriers, freight forwarders, warehouse operators and third-party logistics providers.
  • Employees and managers, whose competence and decisions determine operational performance.
  • Regulators and public authorities, who establish requirements concerning safety, customs, labour, competition, data and the environment.
  • Financial institutions and insurers, who support trade and manage payment or operational risk.
  • Communities and society, which experience employment, congestion, emissions, noise and other external effects.
  • Owners and investors, who expect sustainable financial performance.

Relationships may be transactional, collaborative, contractual, strategic or vertically integrated. A transactional relationship focuses mainly on price and individual orders. A collaborative relationship may include shared forecasts, joint improvement projects, common standards and coordinated investment.

The appropriate relationship depends on product criticality, supply risk, switching costs, innovation requirements, volumes, trust and market power. Collaboration is not automatically beneficial; sharing sensitive information without appropriate governance may create commercial, privacy or competition risks.

6. Objectives and Performance Dimensions

The fundamental supply-chain objective is to satisfy customer and stakeholder requirements while using resources responsibly. Common performance dimensions include:

  1. Quality – conformity, reliability, safety and fitness for purpose.
  2. Speed – elapsed time from order or requirement to delivery.
  3. Dependability – delivering as promised, when promised and in the required quantity.
  4. Flexibility – responding to changes in volume, mix, design, location or timing.
  5. Cost – total resources consumed across the system.
  6. Working-capital efficiency – managing cash tied up in inventory and receivables.
  7. Resilience – absorbing disruption and recovering performance.
  8. Sustainability – reducing harmful environmental and social effects while maintaining viable economics.

A central principle is total-cost thinking. The purchase price is only one component of supply cost. A general total landed cost expression is:

CT = CP + CF + CD + CI + CQ + CR

where CT is total landed or delivered cost; CP is purchase cost; CF is freight and transport cost; CD is duties, taxes and customs-related cost; CI is inventory carrying cost attributable to the decision; CQ is quality-related cost, such as inspection, defects and rework; and CR is other relevant risk, administration or recovery cost. All terms must be measured over the same quantity, time period and currency. The expression is a decision framework rather than a universal accounting identity; organisations should define which cost elements are material and avoid double counting.

For example, a distant supplier may offer a lower unit price but require larger order quantities, longer lead times and more safety stock. A local supplier may have a higher quoted price but lower freight, inventory and disruption costs. The correct decision compares relevant total cost and service consequences, not price alone.

7. Trade-offs and System Thinking

Supply-chain decisions frequently involve trade-offs. Improving one measure can worsen another:

  • Higher inventory may improve availability but increase holding cost and obsolescence.
  • Larger production batches may reduce setup cost but increase finished-goods inventory and responsiveness problems.
  • Faster transport may reduce lead time but increase freight cost and emissions.
  • More suppliers may improve resilience but increase qualification, coordination and transaction costs.
  • Product variety may improve market appeal but complicate forecasting, scheduling and stock control.
  • Outsourcing may reduce fixed cost but increase dependency and reduce direct control.
  • Centralised warehouses may reduce duplicated stock but increase delivery distance and concentration risk.

These are not arguments for choosing the middle in every situation. The correct balance depends on customer priorities, demand uncertainty, product characteristics, risk exposure and strategic position.

A systems perspective evaluates the effect of a decision on the complete network. Local efficiency can create global inefficiency. For instance, a purchasing department rewarded only for price reduction may select large quantities, while production and finance bear storage and cash-flow consequences.

The bullwhip effect illustrates the importance of coordination. Small changes in final demand can create progressively larger fluctuations in orders as they move upstream. Causes include forecast updating, order batching, temporary price promotions, rationing behaviour and long replenishment times. Consequences include excess capacity, shortages, unstable schedules and obsolete inventory. Responses include better information sharing, shorter lead times, smaller order cycles, stable pricing and coordinated replenishment policies.

8. Evolution of Supply Chain Management

Physical distribution era

Early distribution management concentrated on moving finished products from factories to markets. Transport, warehousing and order processing were often managed separately. The dominant concern was physical efficiency after production.

Materials management era

As manufacturing became more complex, organisations focused on purchasing, production scheduling, inventory and internal material movement. Materials management addressed the flow of inputs into production and sought to prevent shortages and idle capacity.

Logistics integration

During the later twentieth century, organisations increasingly recognised that transport, warehousing, inventory and order processing were interdependent. Integrating these activities reduced duplication and improved customer service. Information technology enabled improved planning and tracking.

Supply chain management era

SCM extended integration across organisational boundaries. Suppliers, manufacturers, distributors and customers were treated as connected participants rather than isolated entities. Concepts such as strategic sourcing, just-in-time production, vendor-managed inventory, postponement, collaborative planning and third-party logistics became prominent.

Contemporary network management

Current supply chains operate in environments shaped by global sourcing, geopolitical disruption, climate risk, e-commerce, cyber threats, regulatory scrutiny and rapidly changing customer expectations. The objective is no longer simply minimum cost. Organisations increasingly seek combinations of efficiency, agility, resilience, visibility, responsible sourcing and circularity.

The evolution does not mean that earlier concerns disappeared. Transport cost, stock accuracy and warehouse productivity remain important. Rather, they are now considered within a wider network and strategic context.

9. Technology, Data and Artificial Intelligence

Technology supports supply-chain coordination through enterprise resource planning systems, warehouse-management systems, transport-management systems, electronic data interchange, barcode scanning, radio-frequency identification, Internet-of-Things sensors, cloud platforms and control towers.

These tools can improve order visibility, traceability, inventory accuracy, route planning and exception management. However, technology creates value only when processes, data ownership, skills and governance are sound.

Artificial intelligence and advanced analytics can assist demand forecasting, anomaly detection, predictive maintenance, supplier-risk monitoring, inventory positioning and transport optimisation. Their outputs should be treated as decision support rather than unquestionable decisions. Managers must examine data quality, model bias, explainability, cybersecurity, privacy and accountability. Automated recommendations may reproduce historical inequities or fail under unprecedented disruptions.

A practical implementation sequence is to define the decision problem, establish reliable data, test the process with users, measure outcomes, control access and review model performance regularly. Digitisation should simplify and improve a process, not merely automate waste or poor discipline.

10. Governance, Ethics and Sustainability

Supply-chain governance establishes who makes decisions, who owns data, how performance is measured and how disputes or failures are handled. It includes contracts, service-level agreements, audit rights, escalation procedures, compliance controls and business-continuity arrangements.

Ethical concerns include forced labour, unsafe working conditions, discrimination, bribery, misleading sustainability claims, privacy violations and unfair allocation of risk to small suppliers. Responsible procurement requires due diligence proportionate to risk, traceability where feasible, supplier engagement and credible corrective action.

Environmental impacts arise from extraction, production, packaging, transport, energy use, waste and disposal. Managers should consider life-cycle effects rather than transferring impacts from one stage to another. Possible actions include material reduction, reusable packaging, route consolidation, modal shifts, renewable energy, repairability, recycling and product redesign.

Sustainability claims should be supported by reliable evidence and clearly defined boundaries. A reduction in factory emissions may not represent a total improvement if emissions have merely been shifted to suppliers or transport providers.

11. Applied Case: The Delayed Assembly Line

This is an illustrative case based on common production-management conditions.

Background

MetroHome Appliances assembles 4,000 electric water heaters each month. The company purchases control boards from an overseas supplier, metal shells from a domestic supplier and packaging from a regional converter. Its production schedule is stable, but the assembly line experiences frequent stoppages caused by missing control boards. The purchasing department reports that the overseas supplier has the lowest unit price.

Problem

A review shows that the overseas supplier has a six-week lead time, ships in large batches and provides shipment information only after dispatch. Forecasts are revised frequently. MetroHome carries limited board inventory because finance has imposed a working-capital target. When shortages occur, the company uses expensive air freight. The purchasing department measures supplier performance primarily by unit price, while production measures stoppage hours and sales measures customer delivery.

Analysis

The issue is not simply transport. It involves information quality, lead-time risk, batch sizing, inventory policy, performance measures and cross-functional incentives. The low purchase price does not reflect emergency freight, line stoppage, lost production, administrative effort or customer-service effects.

The company maps the material and information flows and identifies three weaknesses:

  1. Forecast changes are not shared through a controlled planning process.
  2. The supplier is not measured consistently on delivery dependability and response time.
  3. Purchasing, production and finance optimise different objectives.

Approach and solution

MetroHome introduces a monthly supplier-planning meeting, a frozen near-term production schedule and a shared rolling forecast. It agrees with the supplier on shipment milestones and electronic advance shipping notices. A small strategic buffer is established for the most critical boards, with its level reviewed using demand variability, lead time and disruption exposure rather than an arbitrary target.

The company also introduces a balanced supplier scorecard covering quality, delivery dependability, responsiveness, total landed cost and improvement participation. A second qualified supplier is developed for a portion of demand, not because dual sourcing is always cheapest, but because the component is production-critical.

Outcome

After implementation, line stoppages decline, emergency air freight becomes exceptional and customer delivery improves. The unit purchase price remains higher than the original quoted price for some orders, but total relevant cost and operational risk fall. Finance accepts the buffer because its purpose and performance are visible.

Learning points

The case demonstrates that SCM is cross-functional and inter-organisational. It also shows why a low purchase price is not equivalent to low total cost, why information is a flow requiring governance, and why resilience may justify a cost that cannot be evaluated through price alone.

12. Best Practices for Production Managers

Effective foundational practice includes:

  • map the end-to-end material, information, financial and reverse flows;
  • define terms, process ownership and decision rights;
  • segment materials and suppliers by value, risk and criticality;
  • use total-cost and total-value analysis rather than purchase price alone;
  • align purchasing, production, sales, logistics and finance metrics;
  • maintain accurate item, supplier, inventory and lead-time data;
  • distinguish demand uncertainty from process unreliability;
  • develop supplier communication and escalation routines;
  • design appropriate buffers rather than maximising or minimising inventory blindly;
  • measure both efficiency and resilience;
  • include ethical, environmental and regulatory requirements in sourcing decisions; and
  • review performance trends and root causes, not only individual incidents.

Challenges and Limitations

No supply-chain model can remove uncertainty. Demand changes, suppliers fail, transport networks are disrupted, regulations evolve and data may be incomplete. Greater visibility may also expose commercial information or create cybersecurity risks. Integration can be difficult where organisations have conflicting incentives, unequal bargaining power or incompatible systems.

Managers should therefore avoid simplistic claims such as “zero inventory is always best,” “global sourcing is always cheaper,” or “more technology automatically creates integration.” Sound decisions require context, evidence, scenario analysis and recognition of social and environmental consequences.

Chapter Summary

Supply chains are interconnected networks that transform and deliver products and services. Logistics manages the movement and storage of goods and associated information, while SCM coordinates logistics with procurement, production, marketing, finance, suppliers and customers. Physical distribution is a narrower historical focus on outbound finished-goods movement; materials management concentrates on inputs and internal supply; and the value chain examines how activities create customer value.

Material, information, financial and reverse flows must be aligned. Stakeholders have different objectives, so governance, communication and performance measurement are essential. Supply-chain performance includes quality, speed, dependability, flexibility, cost, working-capital efficiency, resilience and sustainability. Trade-offs mean that local optimisation can damage total system performance. Total landed cost is more useful than purchase price alone.

The field evolved from physical distribution to materials management, integrated logistics and cross-organisational supply chain management. Contemporary practice adds digital visibility, analytics, responsible sourcing, circularity and resilience. Technology and AI can support decisions, but they depend on reliable data, capable people and accountable governance. For production managers, the central lesson is to manage the entire system rather than isolated departments or transactions.

Key Terms

Supply chain: A network of organisations, resources, activities and relationships involved in creating and delivering products or services.

Supply chain management: Coordinated management of supply, production, logistics, information and relationships across the network.

Logistics: Planning and control of the movement, storage and related information associated with goods and services.

Physical distribution: Management of finished-product movement from producer to customer.

Materials management: Planning, purchasing and control of materials entering and moving through an organisation.

Upstream: Activities and organisations preceding a focal organisation in the supply network.

Downstream: Activities and organisations following a focal organisation toward the customer.

Inbound logistics: Movement and receipt of materials from suppliers to an operating site.

Internal logistics: Movement and storage within an organisation.

Outbound logistics: Distribution of finished goods to customers or channel partners.

Value chain: Linked activities through which an organisation creates value for customers.

Material flow: Physical movement of raw materials, components, work-in-process and products.

Information flow: Exchange of data used to coordinate supply-chain decisions and activities.

Reverse logistics: Management of products, packaging or materials returning from customers or downstream locations.

Total landed cost: Combined relevant cost of purchasing, transporting, receiving and supporting a product or material.

Bullwhip effect: Increasing variation in orders as demand signals move upstream through a supply network.

Resilience: Capacity to withstand disruption, adapt and recover acceptable performance.

Third-party logistics provider: An external organisation that performs logistics activities for another organisation.

Supply network: A more realistic representation of the multiple interconnected relationships often described as a supply chain.

Review Questions

5 Short Answer Questions

  1. Define supply chain management and distinguish it from logistics.
  2. What is the difference between upstream and downstream activities?
  3. Identify four major flows in a supply network.
  4. Why is purchase price an incomplete measure of supply cost?
  5. State two causes of the bullwhip effect.

5 Long Answer Questions

  1. Explain the evolution from physical distribution to integrated supply chain management.
  2. Discuss the relationship between logistics, materials management and the value chain.
  3. Explain how information quality affects material and inventory performance.
  4. Analyse five important supply-chain performance objectives and the trade-offs among them.
  5. Discuss the governance, ethical and sustainability responsibilities of a production manager.

3 Analytical / Application Questions

  1. A supplier offers a 10% lower unit price but has twice the lead time and a history of late deliveries. Develop a decision framework for evaluating the offer using total-cost and resilience considerations.
  2. A factory has adequate total inventory but repeated line stoppages caused by missing low-value components. Diagnose possible system causes and recommend actions.
  3. Design a balanced supplier scorecard for a critical component supplier. Justify the measures and explain how the scorecard could prevent dysfunctional departmental optimisation.

Multiple Choice Questions with Answers

Question 1

Which statement best distinguishes supply chain management from logistics?

A. Logistics concerns only purchasing, while supply chain management concerns only transport.

B. Supply chain management coordinates logistics with wider organisational and inter-organisational activities.

C. Supply chain management applies only to retailers.

D. Logistics is concerned only with financial flows.

Correct Answer: B. Supply chain management coordinates logistics with wider organisational and inter-organisational activities.

Question 2

Which activity is an example of inbound logistics?

A. Delivering finished goods to a retailer

B. Processing a customer warranty claim

C. Receiving and staging components for production

D. Designing a product package

Correct Answer: C. Receiving and staging components for production

Question 3

Which flow primarily communicates forecasts, orders, inventory records and shipment status?

A. Material flow

B. Information flow

C. Reverse flow

D. Waste flow

Correct Answer: B. Information flow

Question 4

Why can a lower purchase price fail to produce a lower total cost?

A. Purchase price is always irrelevant.

B. Lower-priced items cannot be transported.

C. Additional freight, inventory, quality and disruption costs may offset the price saving.

D. Suppliers are prohibited from offering discounts.

Correct Answer: C. Additional freight, inventory, quality and disruption costs may offset the price saving.

Question 5

Which situation is most likely to contribute to the bullwhip effect?

A. Sharing accurate point-of-sale information

B. Stable replenishment quantities

C. Order batching and repeated forecast revision

D. Shortening replenishment lead time

Correct Answer: C. Order batching and repeated forecast revision

Question 6

A company moves returned products to a repair centre and then to a resale channel. This is primarily an example of:

A. Reverse logistics

B. Internal auditing

C. Outbound-only distribution

D. Forward procurement

Correct Answer: A. Reverse logistics

Question 7

Which performance dimension refers most directly to delivering as promised?

A. Dependability

B. Variety

C. Density

D. Vertical integration

Correct Answer: A. Dependability

Question 8

What is a key limitation of relying only on a department’s local efficiency measure?

A. It guarantees system-wide optimisation.

B. It may improve one activity while increasing total supply-chain cost or risk.

C. It eliminates the need for coordination.

D. It measures customer value directly.

Correct Answer: B. It may improve one activity while increasing total supply-chain cost or risk.

Question 9

Which practice best supports responsible use of AI in supply-chain decisions?

A. Accepting every automated recommendation without review

B. Ignoring data quality because algorithms correct errors automatically

C. Reviewing data quality, bias, explainability, security and accountability

D. Removing human responsibility for model-supported decisions

Correct Answer: C. Reviewing data quality, bias, explainability, security and accountability

Question 10

Which statement best describes a supply network?

A. A strictly linear sequence with one supplier and one customer

B. A set of interconnected relationships that may include multiple suppliers and channels

C. A financial ledger for transportation costs

D. A warehouse layout only

Correct Answer: B. A set of interconnected relationships that may include multiple suppliers and channels

Supply Chain & Logistics Management
Chapter 1 of 14