7. Transportation and Distribution ManagementIntroduction and ContextTransportation is the physical movement of products, materials, people, and information-related assets between points in a supply network. Distribution management is broader: it coordinates the storage, handling, order fulfilment, transportation, and delivery activities required to make products available to customers. Together, transportation and distribution connect procurement, production, inventory, customer service, and reverse logistics. Transportation decisions are rarely determined by freight cost alone. A low-cost mode may be too slow for a time-sensitive product; a fast service may require safety stock or premium pricing; a highly reliable carrier may justify a higher rate because it reduces disruption and customer dissatisfaction. Managers therefore evaluate a portfolio of objectives: cost, speed, reliability, flexibility, capacity, visibility, safety, service quality, and environmental impact. The strategic significance of transportation has increased as supply chains have become geographically dispersed, customer expectations have shortened delivery windows, and commerce has shifted toward omnichannel fulfilment. The final movement to the customer—the last mile—may involve a relatively small distance but a disproportionate share of delivery cost and complexity. Effective distribution management consequently requires both network-level design and operational discipline. Learning ObjectivesAfter studying this chapter, students should be able to: 1. Compare the principal transportation modes and select an appropriate mode or combination of modes. 2. Explain carrier selection, freight pricing, routing, scheduling, consolidation, and fleet decisions. 3. Analyse the relationship between transportation cost, service performance, inventory, and customer value. 4. Evaluate last-mile, intermodal, and third-party logistics alternatives. 5. Apply transportation metrics, digital tools, and decision frameworks to practical situations. 6. Recognise operational, regulatory, ethical, environmental, and risk-management considerations. Transportation as a Supply-Chain DecisionTransportation creates time and place utility. Production is often separated from consumption by geography, while supply and demand occur at different times. Transportation bridges that separation, but it also consumes resources and creates exposure to delay, damage, theft, congestion, accidents, and emissions. A useful way to understand transportation decisions is through total logistics cost. Freight expenditure is only one component. A change in mode or delivery frequency may affect inventory carrying cost, warehousing, stockouts, packaging, handling, damage, administration, and customer-service penalties. The relevant decision is therefore not “Which carrier has the lowest quoted rate?” but “Which alternative produces the best total value for the required service level?” Transportation performance is commonly assessed through: - Cost per shipment, order, unit, kilometre, or tonne-kilometre.
- Transit time and on-time delivery percentage.
- Capacity availability and shipment acceptance rate.
- Damage, loss, claims, and delivery-exception rates.
- Vehicle utilisation, load factor, empty kilometres, and fuel efficiency.
- Order-cycle time, delivery-window compliance, and customer satisfaction.
- Carbon emissions per shipment, weight, distance, or delivered unit.
These measures should be interpreted together. Improving vehicle utilisation may reduce cost and emissions, but excessive consolidation can lengthen lead time. Increasing delivery frequency can improve responsiveness while reducing average shipment size. The appropriate balance depends on product characteristics, customer promises, demand variability, and network design. The Transportation Mode PortfolioRoad transportationRoad freight is highly flexible because vehicles can provide door-to-door service and reach locations not served by rail, ports, or airports. It is particularly important for regional distribution, short and medium distances, retail replenishment, and final delivery. Road transport supports frequent departures and relatively simple routing changes. Its disadvantages include exposure to congestion, weather, driver shortages, road restrictions, accidents, fuel-price volatility, and relatively high emissions for long-distance movement. Road is often suitable when accessibility and flexibility are more valuable than the lowest line-haul cost. Rail transportationRail is effective for large, heavy, or bulk shipments moving over long distances. It generally offers lower energy use per tonne-kilometre than road and can provide reliable scheduled movement on established corridors. Rail is used for commodities, containers, automobiles, and intermodal freight. Rail is less flexible than road because it depends on fixed infrastructure and terminal transfers. Door-to-door service normally requires drayage at both ends. Consequently, rail decisions must account for terminal handling, transfer time, schedule frequency, and the risk of delay at network interfaces. Water transportationWater transport is economical for very large volumes and international trade, especially where cargo is non-urgent and ports are accessible. It is central to containerised global commerce and the movement of energy products, ores, grain, and other bulk commodities. Its principal limitations are long transit times, port congestion, dependence on waterways, weather exposure, and the complexity of documentation and customs. A lower ocean rate may be offset by inventory in transit, demurrage, port storage, and uncertainty in arrival times. Air transportationAir freight provides speed, geographic reach, and high shipment frequency. It is used for high-value, perishable, urgent, lightweight, or disruption-sensitive products. Air can reduce pipeline inventory and support rapid replenishment, but rates are high and capacity may be constrained during peak periods. Security requirements, airport handling, dimensional-weight pricing, and emissions are important considerations. Pipelines and specialised modesPipelines are suited to continuous flows of liquids, gases, and some slurries. They offer high reliability and low operating cost after infrastructure is established, but require substantial fixed investment and are product-specific. Specialised transport—including temperature-controlled vehicles, tankers, livestock carriers, and heavy-haul equipment—must be selected according to cargo characteristics, safety requirements, and legal restrictions. Intermodal and multimodal transportationIntermodal transportation uses two or more modes, often with a standardised container, while retaining a coordinated shipment movement across the network. Multimodal arrangements may be managed under a single contract or transport operator, depending on the commercial structure. Combining rail or water for the long haul with road for collection and delivery can reduce cost and emissions while preserving geographic access. The benefits depend on effective handoffs. Transfers introduce handling, documentation, scheduling, and visibility risks. Intermodal design therefore requires compatible equipment, reliable terminals, information integration, contingency plans, and clear responsibility for delays or damage. Carrier Selection and Transport ProcurementCarrier selection is a strategic procurement activity rather than a one-time price comparison. The shipper first defines the freight profile: origin-destination lanes, shipment weights and dimensions, frequency, product value, handling requirements, delivery windows, seasonality, and regulatory constraints. It then defines service requirements and evaluates potential carriers against both quantitative and qualitative criteria. A weighted scorecard may include price, transit time, on-time performance, claims history, capacity, geographic coverage, technology integration, financial stability, safety record, sustainability practices, and customer support. Weights should reflect business priorities. For example, a pharmaceutical distributor may assign greater weight to temperature compliance and reliability than to the lowest rate. Procurement alternatives include spot-market purchases, negotiated contracts, dedicated carriage, private fleets, common carriers, and logistics service providers. Contracting can provide capacity and price stability, while spot purchasing provides flexibility when demand is uncertain. A balanced portfolio often uses primary carriers for planned volume and qualified secondary carriers for peaks and disruptions. Carrier governance should specify service-level agreements, performance measures, claims procedures, accessorial charges, data requirements, audit rights, insurance, subcontracting rules, safety obligations, and termination provisions. Regular business reviews should examine root causes rather than merely rank carriers. Freight Pricing and the Economics of a ShipmentFreight prices reflect the resources and risks associated with moving a shipment. Common pricing influences include distance, weight, density, dimensions, commodity classification, mode, lane balance, fuel prices, urgency, pickup and delivery conditions, seasonality, and required equipment. A shipment may be priced by weight, volume, container, vehicle, distance, pallet, or negotiated lane rate. Dimensional or volumetric weight prevents low-density cargo from occupying substantial vehicle or aircraft capacity while paying only for its physical mass. Managers must therefore measure both actual weight and cube utilization. The base transportation rate is not the complete freight cost. Accessorial charges may arise from detention, demurrage, lift-gate service, residential delivery, appointment requirements, re-delivery, inside delivery, tolls, fuel surcharges, storage, or waiting time. Freight audit and payment systems identify billing errors, duplicate invoices, incorrect rates, and unauthorised charges. The economic trade-off can be represented conceptually as: Total distribution cost = freight cost + handling cost + inventory-in-transit cost + warehousing cost + damage and claims cost + stockout or service-failure cost + administrative cost + external environmental cost. This expression is not a universal accounting formula, but it reminds managers to assess the whole system. A premium mode may be economically rational if it prevents production stoppage or reduces required safety stock. Conversely, faster transport may add no value if customers are unwilling to pay for it and inventory can absorb the longer lead time. Routing, Scheduling, and Load ConsolidationRouting determines the sequence and paths used to serve origins and destinations. Scheduling determines departure times, loading appointments, driver availability, delivery windows, and equipment allocation. These decisions are interdependent: a route that minimises distance may be infeasible because of customer time windows, vehicle capacity, driver-hour rules, or road restrictions. Basic routing problems include the shortest-path problem, the travelling-salesperson problem, and the vehicle-routing problem. Real distribution operations commonly require vehicle-routing models with capacity constraints, multiple depots, time windows, mixed vehicle types, pickups and deliveries, and service-time considerations. Exact optimisation may be computationally difficult, so organisations frequently use heuristics, simulation, and dynamic re-optimisation. Routing quality depends on accurate master data. Incorrect addresses, unrealistic service times, missing vehicle restrictions, and poor traffic assumptions can produce theoretically efficient but operationally impossible plans. Dispatchers also need exception-management capability because traffic, cancellations, breakdowns, and weather can invalidate the original schedule. Load consolidation combines smaller shipments into a larger movement. It may involve freight consolidation at an origin, pool distribution through a regional facility, cross-docking, milk runs, or shipment bundling across customers. Consolidation improves vehicle utilisation and lowers cost per unit, but it may increase handling and delay. The decision should compare the saving from fuller loads with the value of faster, more direct service. Cross-docking transfers goods from inbound to outbound vehicles with little or no storage. It is effective when demand, timing, product identification, and dock coordination are reliable. It is not a substitute for inventory when demand is highly uncertain or inbound schedules are unstable. Fleet Strategy: Private, Contracted, or Common CapacityA private fleet gives an organisation direct control over vehicles, drivers, schedules, equipment standards, and customer interaction. It may be justified by dense and predictable routes, specialised equipment, high service requirements, or the strategic value of delivery data. However, the organisation bears capital expenditure, maintenance, labour, compliance, utilisation, and residual-value risks. Common carriage provides access to external capacity and converts some fixed costs into variable costs. It is attractive when volumes fluctuate, lanes are dispersed, or transportation is not a core capability. Contract carriage occupies an intermediate position, providing committed capacity and defined service under longer-term arrangements. Fleet decisions should consider total cost of ownership, not merely vehicle purchase price. Relevant variables include financing, depreciation, insurance, fuel, maintenance, tyres, labour, technology, taxes, downtime, replacement cycles, and the cost of unused capacity. Alternative-fuel and electric vehicles may have higher acquisition costs but lower operating costs and emissions in appropriate routes. Their feasibility depends on range, payload, charging infrastructure, duty cycles, energy prices, and regulatory requirements. Distribution Network Design and Last-Mile DeliveryNetwork design determines the number, location, role, and capacity of plants, fulfilment centres, cross-docks, hubs, and delivery depots. More facilities can shorten delivery distance and improve responsiveness but increase fixed costs, inventory duplication, labour requirements, and coordination complexity. Fewer facilities can exploit scale economies but may create longer transport distances and greater customer lead times. Last-mile delivery is especially difficult because orders are fragmented, destinations are dispersed, traffic is uncertain, and customers may demand narrow delivery windows or real-time visibility. Failed delivery attempts, parking restrictions, address quality, returns, and low drop density raise cost. Common responses include delivery-time-slot pricing, parcel lockers, pickup points, route-density improvement, micro-fulfilment facilities, crowd-based delivery, electric vans, cargo bicycles, and customer self-collection. The most appropriate solution depends on urban form, product size, service promise, security, and customer preferences. A premium same-day promise should not be offered universally if the network cannot deliver it consistently. Reverse logistics is part of distribution management. Returns may require collection, inspection, repair, refurbishment, resale, recycling, or disposal. Designing forward and reverse flows together can reduce empty mileage and improve customer experience, but returned products often have uncertain condition and timing. Third-Party Logistics and GovernanceA third-party logistics provider (3PL) performs logistics activities for a client, such as transportation, warehousing, customs support, fulfilment, or freight management. A fourth-party logistics provider (4PL) typically coordinates multiple providers and may manage the broader logistics architecture and technology layer. Outsourcing can provide expertise, scale, systems, labour flexibility, and access to capacity. It can also reduce direct control, create dependency, expose data, and generate coordination costs. A sound outsourcing decision begins with an activity analysis: Is the capability strategically differentiating? Does the organisation possess sufficient scale? Is the provider market competitive? What risks arise if the provider fails or changes strategy? Contracts should define scope, ownership of inventory and data, performance standards, pricing mechanisms, continuous-improvement obligations, business continuity, cybersecurity, subcontractor controls, audit access, and exit assistance. Governance should include operational reviews, strategic reviews, shared forecasts, dispute mechanisms, and transparent gain-sharing where efficiency improvements benefit both parties. Digital Transportation ManagementTransportation management systems (TMS) support planning, tendering, execution, tracking, freight audit, settlement, and performance reporting. They may integrate with enterprise resource planning, warehouse management, telematics, customer platforms, and carrier portals. Real-time location data can improve estimated arrival times, exception alerts, proof of delivery, and customer communication. Analytics can reveal lane cost trends, carrier performance, route inefficiency, empty kilometres, delivery failures, and demand patterns. Optimisation algorithms can generate routes and load plans, while machine learning may improve arrival predictions or identify claims and fraud patterns. These tools do not remove managerial responsibility. Poor data, unrealistic constraints, biased historical decisions, or overreliance on an algorithm can produce poor outcomes. Digital systems also create governance requirements. Access controls, data quality, cybersecurity, privacy, vendor resilience, system interoperability, and human override procedures should be designed into the operating model. Electronic proof of delivery and automated freight settlement improve speed and accuracy only when records are complete and commercially accepted. Risk, Regulation, Ethics, and SustainabilityTransportation risk includes accidents, theft, cargo damage, labour disruption, cyberattack, extreme weather, geopolitical restrictions, infrastructure failure, carrier insolvency, and regulatory non-compliance. Risk treatment may include multiple carriers, alternate routes, buffer capacity, insurance, secure packaging, tracking, emergency procedures, and scenario exercises. Regulatory obligations may concern vehicle dimensions and weight, driver working hours, dangerous goods, customs, cargo security, environmental standards, employment, licensing, and privacy. Responsibility can be divided among shipper, carrier, broker, consignee, and subcontractor; contractual delegation does not eliminate the need for due diligence. Ethical management requires safe working conditions, lawful and fair treatment of drivers and warehouse workers, truthful delivery records, responsible use of customer data, and avoidance of coercive service practices. Pressure to achieve unrealistic delivery targets can encourage speeding, fatigue, falsified scans, or unsafe loading. Environmental improvement can involve modal shift, better load factors, route optimisation, packaging reduction, alternative fuels, electrification, renewable energy, slow steaming, consolidation, and reduced empty running. Emissions should be measured consistently and reported transparently. A claimed reduction is meaningful only when boundaries, assumptions, and data quality are clear. Sustainability decisions should also consider noise, congestion, land use, battery materials, and worker impacts rather than focusing exclusively on tailpipe emissions. Illustrative Case: Redesigning a Regional Distribution OperationBackgroundNorthstar Home Supplies, a fictional regional distributor, serves 420 retail outlets from one central warehouse. It uses a mix of contracted trucks and parcel carriers. Stores complain about late deliveries, while the finance department reports rising freight cost and low vehicle utilisation. Situation and analysisAn internal review finds that orders are released throughout the day, creating many small shipments. Vehicles depart with an average load factor of 58 percent. Several routes cross the same towns, but each is planned independently. Retailers receive broad and unpredictable delivery windows, causing failed or delayed unloading. The lowest-priced carrier has the weakest on-time performance, and accessorial charges are not systematically audited. Northstar analyses demand density, customer time windows, shipment cube, carrier performance, and total cost. It finds that some stores value reliable next-day delivery, while others can accept scheduled delivery twice a week. The company also identifies a high proportion of empty return kilometres. Approach and solutionNorthstar introduces regional delivery zones and fixed order cut-off times. It consolidates compatible store orders, establishes two weekly milk runs for lower-volume locations, and reserves direct next-day service for high-priority products. A cross-dock is used for selected fast-moving items rather than all products. The company retains two primary carriers and qualifies a backup carrier for peak periods. A TMS is configured with accurate vehicle capacities, delivery windows, service times, and route restrictions. The procurement team changes the carrier scorecard so that price, on-time performance, claims, capacity, and accessorial accuracy are evaluated together. Store managers receive delivery appointment information and electronic proof of delivery. OutcomeThe redesigned operation achieves fuller loads, fewer overlapping routes, and more predictable delivery windows. Freight cost per delivered case declines, although some low-volume stores experience less frequent deliveries. The change is accepted because service commitments are clarified and urgent orders remain available at a premium. Northstar also reduces empty kilometres by coordinating selected backhauls with suppliers. Learning pointsThe case illustrates that transportation improvement is not simply a carrier-negotiation exercise. Results came from aligning customer segmentation, order policy, consolidation, routing, carrier governance, technology, and service promises. It also demonstrates that efficiency measures must be judged against customer value: reducing frequency everywhere would have damaged service, while differentiated service preserved responsiveness where it mattered. Common Mistakes and Managerial Best PracticesFrequent mistakes include selecting on rate alone; ignoring accessorial charges; treating average transit time as reliability; failing to maintain address and capacity data; planning routes without realistic service times; consolidating shipments beyond acceptable delivery windows; outsourcing without governance; and measuring sustainability without consistent boundaries. Best practice begins with explicit service requirements and a total-cost perspective. Managers should segment customers and products, use reliable shipment data, maintain a diversified capacity strategy, audit freight bills, monitor exceptions, and review routes after operational feedback. Carrier relationships should combine accountability with collaboration. Scenario planning should test fuel shocks, severe weather, cyber incidents, peak demand, labour shortages, and infrastructure disruption. A mature transportation organisation also links operational metrics to strategic outcomes. It asks whether a lower cost comes from genuine productivity or from transferring work and risk elsewhere. It evaluates safety and employee welfare alongside financial performance. Finally, it treats distribution as a learning system: plan, execute, measure, investigate variance, and improve. Current Developments and Emerging DirectionsImportant developments include the growth of omnichannel fulfilment, urban micro-fulfilment, electric and alternative-fuel fleets, digital freight marketplaces, autonomous or assisted driving technologies, warehouse-to-vehicle automation, dynamic routing, and increasingly precise carbon accounting. These developments are not universally applicable. Their value depends on infrastructure, regulation, economics, data maturity, and the nature of the freight. Artificial intelligence is increasingly used for demand forecasting, estimated-time-of-arrival prediction, capacity matching, anomaly detection, and route optimisation. Human judgement remains essential for interpreting unusual events, managing commercial relationships, protecting safety, and making decisions under unprecedented conditions. The strategic advantage will belong to organisations that combine reliable data and disciplined processes with appropriate technology, rather than those that adopt tools without redesigning the underlying operation. Chapter SummaryTransportation and distribution management coordinates the movement and delivery of products across the supply network. Mode selection requires comparison of cost, speed, reliability, capacity, flexibility, accessibility, risk, and environmental impact. Road, rail, water, air, pipeline, and intermodal systems each have distinct economic and operational roles. Carrier selection should evaluate total value, service capability, safety, technology, capacity, and governance rather than quoted freight rate alone. Freight pricing is affected by distance, weight, density, equipment, lane conditions, fuel, urgency, and accessorial charges. Routing, scheduling, load consolidation, cross-docking, fleet ownership, network design, and last-mile practices determine how effectively transportation resources are used. 3PL and 4PL arrangements can provide scale and expertise but require strong contracts, data governance, performance management, and continuity planning. TMS platforms, telematics, analytics, and AI improve visibility and decision quality when supported by accurate data and human oversight. Sustainable and resilient transportation requires attention to emissions, safety, labour conditions, regulation, cybersecurity, and disruption risk. The central managerial principle is to optimise the total distribution system while delivering a service level that customers genuinely value. Key TermsMode: A basic form of transportation, such as road, rail, water, air, or pipeline. Intermodal transportation: Movement using multiple modes, commonly with a standardised loading unit. Carrier: An organisation that transports freight for a shipper or customer. Shipper: The party that tenders goods for transportation. Freight rate: The price charged for transporting a shipment under specified conditions. Accessorial charge: An additional fee for services or conditions outside the base freight movement. Dimensional weight: A pricing measure based on the space occupied by cargo rather than only its actual mass. Load factor: The proportion of available vehicle capacity that is utilised. Empty kilometres: Distance travelled without a revenue-generating or useful freight load. Consolidation: Combining smaller shipments into a larger, more efficient movement. Cross-docking: Transferring goods from inbound to outbound vehicles with minimal storage. Milk run: A planned route that collects from or delivers to multiple locations in one trip. Last mile: The final movement of goods to the receiving customer or delivery point. Reverse logistics: The management of product returns, recovery, repair, recycling, or disposal. Private fleet: Transportation capacity owned or controlled directly by the organisation using it. Third-party logistics provider: An external organisation performing contracted logistics activities. Transportation management system: Software supporting transport planning, execution, tracking, audit, and analysis. Service-level agreement: A formal specification of expected service performance and responsibilities. Total logistics cost: The combined cost of transportation, inventory, handling, warehousing, risk, administration, and related effects. Vehicle-routing problem: The decision problem of designing feasible and efficient routes for vehicles serving specified stops and constraints. Review QuestionsShort Answer Questions1. Why should transportation decisions be evaluated using total logistics cost rather than freight rate alone? 2. State two strengths and two limitations of road transportation. 3. What is the purpose of a carrier scorecard? 4. Explain the difference between load factor and empty kilometres. 5. What is cross-docking, and under what conditions is it most effective? Long Answer Questions1. Compare road, rail, water, air, and intermodal transportation for a supply chain serving geographically dispersed customers. 2. Explain the principal components of freight pricing and discuss how accessorial charges affect transportation decisions. 3. Discuss the strategic considerations involved in choosing between a private fleet, contract carriage, and common carriage. 4. Analyse the operational and managerial challenges of last-mile delivery and propose appropriate responses. 5. Explain how a shipper should govern a 3PL relationship, including contracts, performance measures, risk, and technology. Analytical / Application Questions1. A distributor can send a shipment by low-cost ocean service or premium air service. Design a decision analysis that incorporates freight, inventory in transit, stockout risk, customer value, and emissions. 2. A fleet operates at 55 percent average capacity but frequently misses delivery windows. Identify the data and constraints required to redesign its routes and explain the trade-offs that should be evaluated. 3. An organisation plans to outsource all transportation to one 3PL provider. Assess the strategic benefits and risks, and recommend a governance and contingency structure. 22. Multiple Choice Questions with AnswersQuestion 1A shipper chooses a premium transport mode because it avoids a production shutdown caused by late materials. Which principle best explains this decision? A. The lowest freight rate always minimises logistics cost B. Total logistics cost includes the consequences of service failure C. Air transport has no environmental impact D. Consolidation is always preferable to direct movement Correct Answer: B. Total logistics cost includes the consequences of service failure Question 2Which transportation mode generally provides the greatest door-to-door flexibility for regional distribution? A. Road B. Rail C. Water D. Pipeline Correct Answer: A. Road Question 3A low-density shipment is charged according to the space it occupies rather than its actual mass. This is an example of: A. Backhaul pricing B. Dimensional-weight pricing C. Accessorial pricing D. Spot-market pricing Correct Answer: B. Dimensional-weight pricing Question 4Which situation most strongly supports the use of cross-docking? A. Highly uncertain inbound timing and unidentified products B. Stable demand, accurate product identification, and coordinated schedules C. Products requiring long-term ageing before sale D. A network with no outbound delivery plan Correct Answer: B. Stable demand, accurate product identification, and coordinated schedules Question 5What is the principal risk of selecting a carrier solely on the basis of the lowest quoted rate? A. The carrier will necessarily use air transport B. Service failures and accessorial costs may increase total cost C. Vehicle capacity will always be excessive D. The shipment will automatically become intermodal Correct Answer: B. Service failures and accessorial costs may increase total cost Question 6A route plan serves several nearby customers in one vehicle and combines their orders to improve vehicle utilisation. Which practice is being applied? A. Load consolidation B. Modal substitution C. Reverse logistics D. Private carriage Correct Answer: A. Load consolidation Question 7Which factor is most relevant when deciding whether to operate a private fleet? A. Only the vehicle purchase price B. The density and predictability of routes and the organisation’s ability to manage fleet risks C. Whether all shipments are international D. Whether customers prefer parcel lockers Correct Answer: B. The density and predictability of routes and the organisation’s ability to manage fleet risks Question 8Why can last-mile delivery account for disproportionate complexity? A. It always involves the longest physical distance B. It involves dispersed stops, narrow time windows, congestion, and failed-delivery risk C. It does not require customer communication D. It eliminates the need for route planning Correct Answer: B. It involves dispersed stops, narrow time windows, congestion, and failed-delivery risk Question 9Which governance provision is especially important when outsourcing transportation to a 3PL? A. Removing all performance measures B. Defining service levels, data responsibilities, continuity, and exit assistance C. Allowing unrestricted subcontracting without controls D. Paying only according to vehicle colour Correct Answer: B. Defining service levels, data responsibilities, continuity, and exit assistance Question 10What is a major limitation of algorithmic route optimisation? A. It cannot use any operational data B. It may generate poor plans when data or constraints are inaccurate C. It always increases empty kilometres D. It prevents all human oversight by definition Correct Answer: B. It may generate poor plans when data or constraints are inaccurate
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