Retail & E-Commerce Management

Chapter 6
Merchandise and Category Management

Bachelors Program in Brand Management
Retail & E-Commerce Management   •   Bachelor

Merchandise and Category Management

Introduction

Merchandise management is the disciplined process of deciding what products a retailer should offer, in what quantities, at what prices, in which channels, and at what times. Category management applies this logic to groups of products that consumers perceive as related and that can be managed as strategic business units. Together, these activities connect customer demand with buying, assortment planning, inventory investment, pricing, promotion, space allocation, and supplier relationships.

For a brand manager, merchandise and category management are especially important because a brand does not operate in isolation. Its performance depends on its position within a category, the alternatives available to shoppers, the retailer’s objectives, the architecture of the assortment, and the economics of inventory. A strong brand may lose sales if it is unavailable, poorly placed, wrongly priced, or surrounded by an unbalanced assortment. Conversely, an effective category strategy can increase both customer value and retailer profitability.

This chapter explains assortment planning, product architecture, private labels, category roles, buying cycles, open-to-buy budgeting, and the principal performance measures used in retail decisions.

Learning Objectives

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

  1. Explain the purpose and scope of merchandise and category management.
  2. Design an assortment using breadth, depth, product roles, and customer needs.
  3. Distinguish product architecture from brand architecture and evaluate private labels.
  4. Assign category roles and connect them to pricing, space, and promotional decisions.
  5. Describe the retail buying cycle and calculate basic inventory and profitability measures.
  6. Prepare and interpret an open-to-buy budget.
  7. Evaluate merchandise decisions using sales, margin, sell-through, inventory turnover, and GMROI.
  8. Identify ethical, technological, and operational risks in contemporary retailing.

1. The Merchandise Management System

Merchandise management begins with a commercial question: which combination of products will create customer value while producing an acceptable return on scarce retail resources? Those resources include selling space, working capital, attention, warehouse capacity, data, and employees’ time.

A typical merchandise system includes the following linked decisions:

Decision areaCentral question
Market and customer analysisWho is the target customer and what need is being served?
Category strategyWhat role should the category play in the retail proposition?
Assortment planningWhich products, variants, sizes, and price points should be carried?
BuyingFrom which suppliers, under what terms, and in what quantities?
AllocationHow should inventory be distributed among stores and channels?
Pricing and promotionWhat prices and offers will support value and profitability?
Inventory controlWhen should products be replenished, marked down, or discontinued?
Performance evaluationDid the assortment produce sales, margin, and return on investment?

Merchandise management is therefore both creative and analytical. It requires an understanding of fashion, culture, and consumer meaning, but also competence in forecasting, financial planning, inventory mathematics, negotiation, and data interpretation.

2. Assortment Planning

An assortment is the set of products offered by a retailer during a defined period. Assortment planning determines not merely the number of stock-keeping units (SKUs), but the logic of their combination.

2.1 Breadth and depth

Breadth is the number of product categories or lines carried. A department store has greater breadth than a specialist running-shoe retailer. Depth is the number of alternatives within a category, such as brands, sizes, colors, pack sizes, or price points.

A retailer must balance variety against complexity. Greater variety can improve choice and reduce the probability that a shopper finds nothing suitable. However, excessive variety can fragment demand, increase inventory, create substitution confusion, and raise markdown risk. The optimal assortment is not necessarily the largest assortment; it is the assortment that best serves the target customer at an acceptable economic return.

2.2 Assortment dimensions

Important dimensions include:

  • Category breadth: the range of needs or missions served.
  • Brand breadth: the number of national, regional, specialist, and private brands.
  • Price architecture: the distribution of opening-price, mainstream, premium, and luxury options.
  • Attribute coverage: sizes, colors, materials, technical features, flavors, or formats.
  • Channel adaptation: differences between store, website, marketplace, and mobile assortment.
  • Seasonality: products that are permanent, seasonal, event-based, or trend-sensitive.
  • Localization: adjustments for climate, culture, income, competition, and local demand.

2.3 Customer-based assortment planning

A customer-based process generally follows these steps:

  1. Define target customer segments and shopping missions.
  2. Analyze historical sales, margin, inventory, search behavior, and basket data.
  3. Identify unmet needs and excessive duplication.
  4. Establish category roles and financial targets.
  5. Build a product architecture and price ladder.
  6. Select candidate SKUs using qualitative and quantitative evidence.
  7. Test, review, and revise the assortment.

Historical sales should not be accepted uncritically. A product may have low sales because it was unavailable, badly displayed, incorrectly priced, or poorly allocated. Likewise, high sales may reflect heavy discounting rather than sustainable demand.

2.4 Product productivity

SKU productivity can be evaluated using sales per SKU, gross margin per SKU, units per store per week, or contribution after variable costs. These measures should be interpreted with the product’s role in mind. A traffic-generating staple may have lower margin than a premium accessory but still be essential to the category’s purpose.

A useful planning principle is planned substitution. Products should be sufficiently differentiated to offer meaningful choice, but not so similar that they merely divide demand among near-identical alternatives.

3. Product and Price Architecture

Product architecture is the structured arrangement of products from entry level to premium, and from basic function to specialized or enhanced function. It answers the question: how does the assortment enable customers with different needs and budgets to shop within the category?

A common architecture contains:

  • Opening price point: an accessible entry option.
  • Core or mainstream range: the principal volume segment.
  • Better or enhanced range: additional benefits, design, quality, or performance.
  • Premium range: superior materials, exclusivity, service, or brand meaning.
  • Specialist or solution products: products serving a narrow but important need.

Price architecture should not be a mechanically equal ladder. The gaps must reflect perceived value and competitive reference prices. If the difference between two products is too small, customers may trade up easily but the retailer may lose the opportunity to monetize superior benefits. If the gap is too large, the premium option may appear unjustified.

Product architecture also differs from brand architecture. Brand architecture describes relationships among corporate, family, individual, endorsed, and private brands. Product architecture describes the functional and economic structure of the offer. The two interact when a retailer uses private labels at multiple price and quality levels.

4. Private Labels

A private label is a product owned, controlled, or exclusively distributed by a retailer or retail group. The retailer may design the product and outsource manufacturing, rather than producing it directly.

Private labels can provide:

  • higher gross margins than comparable national brands;
  • differentiation that competitors cannot exactly replicate;
  • greater control over quality, packaging, price, and supply;
  • customer loyalty and retailer brand equity;
  • bargaining power in negotiations with national-brand suppliers.

They also create risks. The retailer carries more responsibility for product development, forecasting, quality assurance, regulatory compliance, recalls, and reputation. A private-label failure can damage the retailer directly because customers associate the product problem with the retail brand.

A sound private-label portfolio should have a clear role. It may provide value, fill an assortment gap, create a premium alternative, or express the retailer’s ethical and sustainability positioning. Private labels should not simply copy national brands. They need a defensible value proposition based on quality, design, convenience, provenance, price, or exclusivity.

5. Category Management and Category Roles

Category management treats a category as a strategic business unit and aligns retailer and supplier activities around the shopper. The category may be defined by consumer perception rather than by manufacturing classification. For example, a “breakfast solutions” category can include cereals, spreads, coffee, and nutritional drinks even though these products come from different industries.

A category management process commonly includes:

  1. Define the category and its subcategories.
  2. Identify the shopper and shopping occasions.
  3. Diagnose category performance and competitive conditions.
  4. Assign a category role.
  5. Set measurable objectives.
  6. Develop tactics for assortment, pricing, promotion, placement, and supply.
  7. Implement and review results.

5.1 Common category roles

RolePurposeTypical management emphasis
DestinationGive customers a strong reason to choose the retailerBroad choice, expertise, competitive value
RoutineMeet frequent and predictable needsAvailability, convenience, efficient replenishment
Seasonal or occasionalServe periodic events or changing demandTiming, displays, forecasting, markdown control
ConvenienceSolve an immediate need quicklyAccessibility, speed, location, appropriate price
Traffic builderIncrease visits or online sessionsCompetitive price, visibility, promotional activity
Profit generatorProduce strong contribution or marginMix management, premiumization, disciplined pricing
Image enhancerSupport the retailer’s desired positioningDesign, exclusivity, quality, storytelling

A category can have more than one role, but the roles must be prioritized. A retailer that attempts to make every category simultaneously a traffic builder, profit generator, and destination is likely to create conflicting decisions.

5.2 Category tactics

Category roles guide tactical choices. A destination category may receive more shelf space and a wider assortment. A routine category may emphasize in-stock performance and replenishment. A seasonal category requires a precise buying calendar and exit plan. A profit-generating category may receive premium private labels and targeted cross-selling.

Category management must remain shopper-centered. Supplier sales teams may propose tactics that improve their own brand’s sales but reduce total category productivity. Retailers should therefore evaluate both brand-level and category-level effects.

6. The Retail Buying Cycle

The buying cycle converts strategic intent into an executable product flow. Although calendars differ by sector, the cycle commonly contains the following stages:

  1. Strategic review: assess customer, competition, category role, and prior performance.
  2. Financial planning: establish sales, margin, inventory, and open-to-buy targets.
  3. Range planning: determine products, price points, quantities, and launch dates.
  4. Supplier selection and negotiation: agree on cost, minimum order quantities, lead times, payment, returns, allowances, and service levels.
  5. Order placement: issue purchase orders and confirm delivery requirements.
  6. Production and inbound logistics: monitor manufacturing, quality, transport, and customs.
  7. Allocation and launch: distribute inventory to stores, websites, or fulfillment centers.
  8. Trading: monitor sales, stock, price, promotion, and customer feedback.
  9. Replenishment or intervention: reorder winners, transfer inventory, revise price, or change visibility.
  10. Exit and post-season review: mark down, return, liquidate, or carry forward residual stock and document learning.

The buying cycle differs between fashion buying, where demand uncertainty and short product lives are high, and replenishment buying, where sales are more stable and automated reorder systems are practical.

Lead time is central. If a supplier requires twelve weeks from order to delivery, a buyer cannot wait until stock is nearly exhausted before acting. Forecast error, transport disruption, supplier reliability, and minimum order quantities must be incorporated into the buying decision.

7. Merchandise Performance Measures

No single measure is sufficient. Sales may grow while profitability falls; margin may be high while inventory turns too slowly; sell-through may look strong because the retailer bought too little and lost sales.

7.1 Sales and gross margin

Net sales are revenue after relevant discounts, returns, and allowances. Gross margin is the amount remaining after the cost of goods sold (COGS), before operating expenses.

Gross margin = Net sales − Cost of goods sold

Gross margin percentage is:

Gross margin % = (Gross margin ÷ Net sales) × 100

The formula assumes that sales and COGS refer to the same period and product scope. Gross margin is measured in currency; gross margin percentage is dimensionless.

7.2 Sell-through

Sell-through measures the proportion of available units sold during a defined period.

Sell-through % = (Units sold ÷ Units available for sale) × 100

Units available for sale generally mean beginning inventory plus receipts during the period. The analyst must state whether ending inventory, transfers, returns, or cancellations are included. Sell-through is particularly useful for seasonal and fashion products, but a high value is not automatically positive if it resulted from stockouts or lost sales.

Example. A retailer begins with 400 units and receives 600 units. It sells 750 units. Available units equal 1,000, so sell-through is 75%. Ending inventory is 250 units.

7.3 Inventory turnover

Inventory turnover estimates how many times average inventory is sold or replaced during a period.

Inventory turnover = Cost of goods sold ÷ Average inventory at cost

A common average is:

Average inventory = (Beginning inventory + Ending inventory) ÷ 2

Turnover must use COGS and inventory at cost, not sales and inventory at retail. The measure is meaningful only when the time period and valuation basis are consistent. A high turnover can indicate efficiency, but it can also indicate understocking; a low turnover can reflect excess stock, long product life, or a deliberate service strategy.

7.4 GMROI

Gross margin return on inventory investment (GMROI) evaluates gross margin earned relative to the inventory investment required to generate it.

GMROI = Gross margin ÷ Average inventory at cost

GMROI is expressed as a currency return per currency unit invested. It can also be expressed as a multiple. Since gross margin equals sales multiplied by gross margin percentage, GMROI can be decomposed as:

GMROI = Inventory turnover × Gross margin percentage

Here gross margin percentage is written as a decimal, not as a percentage number. The identity follows because:

GMROI = (Sales × GM% ) ÷ Average inventory = (COGS ÷ Average inventory) × (Gross margin ÷ Sales).

Example. Suppose annual sales are $120,000, COGS is $72,000, beginning inventory is $24,000, and ending inventory is $16,000. Gross margin is $48,000 and average inventory is $20,000. Turnover is 3.6 times, gross margin percentage is 40%, and GMROI is 2.4. Thus, each dollar of average inventory generated $2.40 of gross margin before operating expenses.

GMROI is useful for comparing categories, but it does not capture all strategic value. A low-GMROI destination category may attract customers who purchase profitable products elsewhere in the store or website.

8. Open-to-Buy Planning

Open-to-buy (OTB) is the amount of additional inventory investment a buyer may commit during a period while remaining within the financial plan. It controls future purchases rather than merely recording past performance.

A basic retail-value OTB equation is:

OTB = Planned ending inventory + Planned sales + Planned markdowns − Beginning inventory − On-order inventory

All terms must be measured at the same retail-value basis and for the same period. If receipts already included in on-order inventory are cancelled or delayed, the plan must be adjusted. Some organizations use a cost-value OTB, in which case every term must be converted consistently to cost.

Worked example. A category begins the month with inventory valued at $80,000 at retail. Planned sales are $50,000, planned markdowns are $5,000, and desired ending inventory is $70,000. Confirmed on-order inventory is $20,000.

OTB = 70,000 + 50,000 + 5,000 − 80,000 − 20,000 = 25,000

The buyer may commit approximately $25,000 of additional retail-value receipts, subject to supplier terms and updated forecasts. If actual sales accelerate, the desired ending inventory may need to rise; if demand weakens, planned purchases should be reduced.

OTB is not a guarantee that the entire amount must be spent. It is a control boundary. A buyer should preserve flexibility for emerging opportunities, supply disruptions, and forecast uncertainty.

9. Applied Case: Northstar Home’s Small-Kitchen Category

The following is an illustrative case.

Background

Northstar Home is a mid-sized omnichannel retailer selling household goods. Its small-kitchen category includes kettles, toasters, coffee machines, blenders, and accessories. Sales are growing, but inventory has increased faster than gross margin. Customer research shows that shoppers want dependable entry products, attractive designs for visible kitchens, and a small number of advanced appliances.

Problem

The category contains 42 SKUs, including several products with similar features. The retailer carries three national brands but has no coherent private-label strategy. Buyers frequently react to supplier promotions rather than following a planned architecture. Online search data show strong demand for compact products, while stores hold excess inventory in large appliances.

Analysis

The category is primarily a routine category, with an image-enhancing role for design-led products. The retailer calculates that sales are $1.2 million, COGS is $720,000, and average inventory is $300,000. Gross margin is $480,000, gross margin percentage is 40%, turnover is 2.4 times, and GMROI is 1.6.

The review identifies four causes of weak performance: excessive duplication, inadequate compact-product depth, overbuying of slow premium SKUs, and inconsistent online-store availability.

Approach and solution

Northstar redesigns the architecture as follows:

  • opening-price private label for basic kettles and toasters;
  • mainstream national brands for dependable everyday use;
  • a focused design range for image and trade-up;
  • a limited specialist range for high-performance coffee and blending;
  • accessories placed as complementary products rather than independent subcategories.

The retailer reduces 42 SKUs to 30, reallocates space toward compact products, introduces minimum in-stock targets for routine items, and uses online extended assortment for slow-moving specialist products. It negotiates improved lead times and quality testing for the private label. The buyer establishes weekly OTB reviews during the launch period and defines exit dates for seasonal colors.

Outcome

After two trading quarters, the category records higher sales, fewer stockouts, lower aged inventory, and improved GMROI. The result is not attributed solely to SKU reduction. It comes from aligning product architecture, category role, inventory flow, supplier terms, and channel strategy.

Learning points

  1. SKU count is not a substitute for assortment quality.
  2. Private labels require governance, not merely higher target margins.
  3. Category roles determine appropriate performance expectations.
  4. OTB creates discipline while preserving the ability to respond.
  5. GMROI should be interpreted with customer traffic and strategic role in mind.

10. Technology, AI, and Data Governance

Retailers increasingly use point-of-sale data, loyalty records, search data, clickstream behavior, electronic shelf labels, automated replenishment, and machine-learning forecasts. These tools can improve demand sensing, size and color allocation, price optimization, and personalization.

AI is most useful when it supports—not replaces—commercial judgment. Forecast models may detect patterns that humans miss, but they can reproduce historical bias, misread exceptional events, or recommend deep discounts that damage brand equity. A model trained on past stockouts may incorrectly infer low demand. Human review is therefore necessary for unusual events, new products, ethical issues, and strategic assortment changes.

Good governance requires clear data ownership, documented definitions, access controls, privacy protection, model monitoring, and auditability. Customer-level personalization must respect applicable privacy and consumer-protection law. Automated pricing should not create misleading reference prices, discriminatory outcomes, or unlawful coordination. Supplier data should be handled confidentially, especially where retailers and suppliers share forecasts or proprietary information.

11. Challenges, Ethics, and Best Practices

11.1 Major challenges

  • demand uncertainty and forecast error;
  • short product life cycles and trend volatility;
  • omnichannel inventory visibility;
  • returns and reverse logistics;
  • supplier concentration and disruption;
  • markdown dependency;
  • counterfeit and unauthorized marketplace supply;
  • sustainability pressures and excess inventory;
  • conflicting objectives between sales growth, margin, service, and cash flow.

11.2 Ethical and regulatory considerations

Merchandise decisions affect workers, suppliers, consumers, and the environment. Responsible practice includes fair supplier treatment, safe products, accurate claims, transparent pricing, accessible product information, responsible sourcing, and appropriate handling of customer data. Private-label buyers have a direct obligation to verify compliance with product-safety, labeling, environmental, and labor requirements.

Retailers should avoid manipulating scarcity claims, concealing material product limitations, or using dark patterns to pressure customers. Sustainability claims must be evidence-based. Unsold products should not automatically be destroyed when donation, repair, resale, recycling, or controlled liquidation is feasible.

11.3 Best practices

  1. Begin with the shopper mission and category role.
  2. Use multiple measures rather than sales alone.
  3. Separate demand weakness from availability weakness.
  4. Build a clear price and product architecture.
  5. Test private labels through rigorous quality and compliance controls.
  6. Align buying calendars with lead times and product life cycles.
  7. Review OTB frequently and document assumptions.
  8. Evaluate both category performance and SKU productivity.
  9. Integrate store, website, marketplace, and fulfillment inventory decisions.
  10. Combine analytical tools with experienced commercial judgment.

Chapter Summary

Merchandise and category management coordinate product selection, inventory investment, supplier relationships, pricing, space, promotion, and performance measurement. Effective assortment planning balances breadth and depth while serving customer missions and controlling complexity. Product architecture organizes opening-price, mainstream, enhanced, premium, and specialist choices; private labels can create differentiation and margin but require strong quality and governance systems.

Category management treats a category as a strategic business unit and assigns roles such as destination, routine, seasonal, convenience, traffic builder, profit generator, and image enhancer. These roles guide assortment, pricing, space, promotion, and service decisions. The buying cycle moves from strategy and financial planning through supplier negotiation, ordering, allocation, trading, replenishment, and exit.

Sales, gross margin, sell-through, inventory turnover, and GMROI provide complementary views of performance. GMROI connects margin and inventory productivity, while open-to-buy controls future purchasing by reconciling desired ending inventory, sales, markdowns, beginning inventory, and goods already on order. Strong merchandise managers interpret these metrics within customer, channel, strategic, ethical, and operational contexts.

Key Terms

Merchandise management: Planning and controlling a retailer’s product offer and inventory investment.

Category management: Managing a product category as a strategic business unit around shopper needs.

Assortment: The set of products offered during a defined period.

Breadth: The number of categories or product lines carried.

Depth: The number of alternatives within a category or line.

SKU: A stock-keeping unit representing a distinct sellable product variant.

Product architecture: The organized structure of products by need, benefit, quality, and price.

Price ladder: The sequence of price points available within an assortment.

Private label: A retailer-owned, controlled, or exclusively distributed brand.

Category role: The strategic purpose assigned to a category.

Buying cycle: The sequence from planning and sourcing to trading and post-season review.

Open-to-buy: The planned value of additional inventory purchases that can be committed.

Sell-through: The proportion of available units sold during a specified period.

Gross margin: Net sales less cost of goods sold.

Gross margin percentage: Gross margin expressed as a proportion of net sales.

Inventory turnover: Cost of goods sold divided by average inventory at cost.

GMROI: Gross margin divided by average inventory at cost.

Markdown: A reduction in the planned or current selling price.

Stockout: A condition in which a product is unavailable when demand exists.

SKU productivity: The sales, margin, or contribution generated by an individual SKU or unit of assortment complexity.

Review Questions

Short Answer Questions

  1. Distinguish assortment breadth from assortment depth.
  2. What is the purpose of a category role?
  3. Define private label and identify one benefit and one risk.
  4. What does sell-through measure?
  5. Why must inventory turnover use COGS and inventory at cost?

Long Answer Questions

  1. Explain how customer missions, price architecture, and product differentiation influence assortment planning.
  2. Discuss the main category roles and show how each can affect pricing, space, and promotional decisions.
  3. Describe the retail buying cycle from strategic review through post-season evaluation.
  4. Explain GMROI, including its relationship with inventory turnover and gross margin percentage.
  5. Evaluate the strategic advantages and governance responsibilities associated with private labels.

Analytical / Application Questions

  1. A category has beginning inventory of $50,000, ending inventory of $30,000, sales of $150,000, and COGS of $90,000. Calculate average inventory, inventory turnover, gross margin, gross margin percentage, and GMROI. Interpret the results.
  2. A buyer has planned ending inventory of $90,000, planned sales of $70,000, planned markdowns of $8,000, beginning inventory of $100,000, and on-order inventory of $25,000. Calculate OTB and explain two circumstances that could require revising it.
  3. Design a category strategy for a retailer whose assortment has high sales but low sell-through and declining GMROI. Recommend changes to architecture, buying, inventory, and performance review, and justify each recommendation.

Multiple Choice Questions with Answers

Question 1

Which statement best distinguishes assortment breadth from assortment depth?

A. Breadth is the number of alternatives within one category; depth is the number of stores carrying the category.

B. Breadth is the number of categories carried; depth is the number of alternatives within a category.

C. Breadth is the gross margin percentage; depth is the inventory turnover rate.

D. Breadth refers only to private labels; depth refers only to national brands.

Correct Answer: B. Breadth is the number of categories carried; depth is the number of alternatives within a category.

Question 2

A category that primarily meets frequent and predictable customer needs is most commonly assigned which role?

A. Routine

B. Image enhancer

C. Destination

D. Seasonal

Correct Answer: A. Routine

Question 3

A retailer sells 750 units. Beginning inventory was 400 units and receipts were 600 units. What is the sell-through percentage?

A. 60%

B. 70%

C. 75%

D. 80%

Correct Answer: C. 75%

Question 4

Which formula correctly calculates GMROI?

A. Net sales ÷ average inventory at retail

B. Gross margin ÷ average inventory at cost

C. COGS ÷ gross margin percentage

D. Average inventory at cost ÷ gross margin

Correct Answer: B. Gross margin ÷ average inventory at cost

Question 5

A category has sales of $120,000 and COGS of $72,000. What is its gross margin percentage?

A. 30%

B. 40%

C. 48%

D. 60%

Correct Answer: B. 40%

Question 6

Using the retail-value OTB formula, planned ending inventory is $70,000, planned sales are $50,000, planned markdowns are $5,000, beginning inventory is $80,000, and on-order inventory is $20,000. What is OTB?

A. $15,000

B. $20,000

C. $25,000

D. $35,000

Correct Answer: C. $25,000

Question 7

Why should a high sell-through rate be interpreted cautiously?

A. It always indicates excessive inventory.

B. It may result from stockouts and lost sales.

C. It cannot be calculated for seasonal products.

D. It measures margin rather than units.

Correct Answer: B. It may result from stockouts and lost sales.

Question 8

Which feature most directly differentiates a private label from a national brand?

A. It is always manufactured in the retailer’s own factory.

B. It is owned, controlled, or exclusively distributed by the retailer.

C. It must have a lower price than every competing product.

D. It cannot be sold online.

Correct Answer: B. It is owned, controlled, or exclusively distributed by the retailer.

Question 9

If inventory turnover is 3 times and gross margin percentage is 40% expressed as a decimal, what is GMROI?

A. 0.75

B. 1.2

C. 3.4

D. 7.5

Correct Answer: B. 1.2

Question 10

Which is the most appropriate use of open-to-buy?

A. Recording only historical sales after the season ends

B. Controlling future inventory commitments within a financial plan

C. Replacing all qualitative buying judgment

D. Measuring customer satisfaction directly

Correct Answer: B. Controlling future inventory commitments within a financial plan

Retail & E-Commerce Management
Chapter 6 of 14