Business 570 Managerial Finance: Walmart Financial Ratio Analysis — A/P, A/R, and Quarterly Inventory
A section-by-section guide to analyzing Walmart’s accounts payable and receivable relationship, calculating and interpreting quarterly inventory fluctuations, identifying the highest-inventory quarter, and structuring written responses that address every sub-question your instructor is grading.
Business 570 Managerial Finance builds on accounting fundamentals by asking you to interpret financial data — not just retrieve it. The two questions in this assignment require you to analyze Walmart’s balance sheet across time: how its accounts payable and accounts receivable have moved relative to each other, and how its inventory behaves across the four quarters of its fiscal year. Both questions test the same skill — using numbers to build a managerial argument about how a company manages its working capital. This guide walks through how to locate the data, how to structure the calculations, and how to construct written responses that answer every part of each question.
This guide explains the approach and the methodology. It does not complete the assignment for you. Walmart’s financial statements change with each fiscal year, and your instructor expects responses built on the data your assignment specifies — not generalized descriptions of how retail companies manage cash flow.
What This Guide Covers
Understanding the Assignment Structure
Business 570 uses Walmart as a live case study throughout the course. Rather than presenting you with pre-cleaned data, the assignment requires you to pull figures directly from Walmart’s financial statements — the income statement, balance sheet, and quarterly reports — and interpret what those numbers indicate about the company’s financial management practices.
The two questions in this phase of the assignment are working capital questions. Working capital management covers how a firm manages its short-term assets and liabilities — specifically the timing and magnitude of cash, receivables, payables, and inventory. Both accounts payable/receivable and inventory sit at the core of working capital analysis, and both are particularly revealing for a firm of Walmart’s size and business model.
Walmart’s fiscal year ends on January 31, not December 31. This means Fiscal Year 2024 runs from February 1, 2023 through January 31, 2024. The four fiscal quarters are: Q1 (Feb–Apr), Q2 (May–Jul), Q3 (Aug–Oct), and Q4 (Nov–Jan). This is a critical detail for the inventory analysis question — the fiscal calendar determines which quarter captures the holiday season, which is directly relevant to your explanation of why inventory peaks when it does. If you use calendar-year quarters instead of fiscal quarters, your analysis will be structurally incorrect.
Where to Find Walmart’s Financial Data
The assignment requires you to use actual Walmart financial statement data. There are three reliable sources, each appropriate for different parts of the assignment.
Walmart Investor Relations Website
Walmart publishes all filings directly at stock.walmart.com/investors. Annual reports (10-K) contain the full-year balance sheet with A/P, A/R, and year-end inventory. Quarterly earnings reports (10-Q) contain the quarter-end balance sheets needed for the inventory fluctuation question. Always verify the fiscal year your assignment specifies before downloading — the most recent 10-K may not be the one your instructor assigned.
SEC EDGAR
The U.S. Securities and Exchange Commission’s EDGAR database (sec.gov/cgi-bin/browse-edgar) hosts every filing Walmart has submitted. Searching for “Walmart Inc” returns all 10-K annual filings and 10-Q quarterly filings. EDGAR is the authoritative source — Walmart’s investor relations page links to these same filings. If your instructor specifies a particular fiscal year, look up that specific 10-K rather than the most recent one.
Your Course’s Assigned Data
Some Business 570 sections provide a pre-formatted data workbook or spreadsheet with Walmart figures already pulled for you. If your course materials include this, use those figures — they reflect the specific fiscal year your instructor has assigned and ensure all students are working from the same data set. Using publicly available figures from a different year than what your workbook contains will produce correct calculations but wrong answers for your assignment.
Financial Data Platforms (Secondary Verification)
Platforms like Macrotrends, Wisesheets, and Stockanalysis.com aggregate Walmart’s historical financial data and can display quarterly balance sheet figures in a table format — which is useful for the inventory question. Use these for quick orientation, but always cross-reference against the actual 10-Q filings before citing figures in your assignment. Data aggregators occasionally apply different accounting adjustments that produce figures that do not match the filed statements exactly.
What A/P and A/R Are — and Why Their Relationship Matters
Accounts payable and accounts receivable both appear on the balance sheet under current liabilities and current assets, respectively. Understanding what each represents is a prerequisite for analyzing their relationship — an analysis that reveals a great deal about Walmart’s negotiating power, cash conversion cycle, and business model.
Accounts Payable (A/P)
Accounts payable represents amounts Walmart owes its suppliers for inventory and goods it has already received but not yet paid for. When Walmart buys merchandise from a vendor on credit terms — “net 60” means payment is due 60 days after delivery — the amount owed sits in accounts payable until the invoice is paid.
A high and growing A/P typically indicates that Walmart is using its supplier relationships to finance its operations — delaying payment as long as contractually permitted to retain cash. This is a sign of strong supplier negotiating leverage.
Accounts Receivable (A/R)
Accounts receivable represents amounts owed to Walmart by customers, financial service partners, or other parties for goods and services already delivered. For a primarily cash-and-card retail business like Walmart, A/R tends to be very small — most retail sales are settled at the point of purchase, not on credit terms.
Walmart’s A/R primarily reflects credit card receivables from its financial services segment, pharmacy billing receivables, and certain wholesale/club member receivables — not typical retail credit sales to consumers.
The relationship between A/P and A/R is what the assignment question is actually asking about. In most retail businesses, A/P is substantially larger than A/R — the business buys far more on credit than it sells on credit. For Walmart specifically, the A/P figure has historically been many times the A/R figure, reflecting both the scale of its supplier relationships and the cash-intensive nature of retail sales. Analyzing how this relationship has changed over your assigned period means tracking whether the gap has widened, narrowed, or remained stable — and building a managerial explanation for what that movement indicates.
How to Analyze the A/P and A/R Relationship
Analyzing the A/P and A/R relationship requires two things: the numbers from the balance sheet across multiple periods, and a framework for interpreting what changes in those numbers mean. You are looking at both the absolute values and the trend.
-
Pull the annual balance sheet data for your assigned period
From the 10-K filings for your assigned fiscal years, record A/P (found under Current Liabilities) and A/R (found under Current Assets) for each year. Build a simple table: Year | A/R ($M) | A/P ($M) | A/P:A/R Ratio. Most Business 570 assignments cover a three-to-five year window to show trend rather than a single point-in-time snapshot.
-
Calculate the A/P to A/R ratio for each year
Divide A/P by A/R for each year in your data set. This ratio tells you how many dollars Walmart owes suppliers for every dollar owed to it. A ratio of 10:1 means A/P is ten times A/R — Walmart owes ten dollars to suppliers for every one dollar owed to it by customers. Track whether this ratio is rising, falling, or stable over your period.
-
Calculate the year-over-year percentage change in each line item
For each transition (Year 1 to Year 2, Year 2 to Year 3), calculate: ((Current Year Value − Prior Year Value) ÷ Prior Year Value) × 100. Do this separately for A/P and A/R. This shows you not just which direction each is moving, but how fast — and whether A/P and A/R are moving at the same rate or diverging.
-
Calculate Days Payable Outstanding and Days Sales Outstanding
DPO and DSO convert the balance sheet figures into time-based metrics — how many days, on average, Walmart takes to pay suppliers and how many days it takes to collect from debtors. These are the ratios your instructor is most likely to expect in a ratio analysis context. Instructions for calculating both are in the next section.
-
Interpret the trend in business terms
After the calculations, construct your explanation of what the relationship change means. Is A/P growing faster than A/R? That may indicate Walmart is extending its payment terms — using suppliers more aggressively as a source of short-term financing. Is A/R growing? That may indicate expansion of credit-based services. Does A/P exceed A/R by a widening margin? That signals increasing leverage over suppliers. Your interpretation must connect the numbers to a business explanation.
Calculating the Key A/P and A/R Ratios
The assignment asks what has “happened” to the A/P and A/R relationship — a question that requires both quantitative and qualitative components. The following ratios give you the quantitative backbone of your answer. All inputs come from the income statement and balance sheet of the 10-K.
DPO = (Accounts Payable ÷ Cost of Goods Sold) × 365
Measures how many days, on average, Walmart takes to pay its suppliers. A rising DPO means Walmart is taking longer to pay — holding onto cash longer. A falling DPO means it is paying suppliers faster, which may indicate renegotiated terms or earlier payment for discounts. COGS is used in the denominator because A/P primarily reflects inventory purchases, which flow through COGS.
DSO = (Accounts Receivable ÷ Net Revenue) × 365
Measures how many days, on average, it takes Walmart to collect what is owed to it. For a retail business, DSO is typically very low — single digits or low double digits — because most sales are collected at the point of purchase. A rising DSO suggests the receivables are taking longer to collect, which could indicate credit quality changes in financial services receivables or a shift in revenue mix.
AP Turnover = Cost of Goods Sold ÷ Accounts Payable
How many times per year Walmart pays off its entire A/P balance. A lower turnover means it takes longer per cycle to clear the payables — a deliberate cash retention strategy. A higher turnover means faster payment. This is the inverse of DPO expressed as a frequency rather than days.
AR Turnover = Net Revenue ÷ Accounts Receivable
How many times per year Walmart collects its entire A/R balance. For Walmart, this number is typically very high — reflecting rapid collection consistent with a retail model. An unusually low AR turnover in a particular year warrants investigation: was there a change in the financial services business, a one-time receivable from an acquisition, or an accounting reclassification?
CCC = DSO + Days Inventory Outstanding − DPO
The number of days between when Walmart pays for inventory and when it collects cash from customers. A negative CCC — which Walmart has historically achieved — means Walmart collects from customers before it has to pay its suppliers. This is one of the most powerful features of its working capital model and directly connects the A/P, A/R, and inventory analyses into a single integrated picture.
| Ratio | What a High Value Indicates | What a Low Value Indicates | Walmart’s Typical Profile |
|---|---|---|---|
| DPO | Taking longer to pay suppliers — strong cash retention | Paying suppliers faster — weaker leverage or early-pay discount strategy | Historically high (40–60+ days) — supplier leverage model |
| DSO | Longer collection time — credit quality or mix concerns | Fast collection — predominantly cash/card sales | Very low (single digits) — primarily cash/card retail |
| AP Turnover | Paying suppliers quickly — lower leverage | Slow payment — maximizing supplier financing | Relatively low turnover — consistent with high DPO |
| AR Turnover | Rapid collection — efficient receivables management | Slow collection — potential credit quality issue | Very high — near-immediate collection in retail sales |
| CCC | Many days of cash tied up in operations | Negative — suppliers financing customer-funded operations | Often negative — a core feature of the Walmart model |
Structuring Your Written Response: A/P and A/R
The question — “What has happened to their A/P and A/R relationship?” — contains multiple sub-components even though it is phrased as a single sentence. Your response needs to address each one to earn full marks. A strong response moves through four components in sequence.
Four-Part Response Structure for the A/P and A/R Question
- State the absolute values and the trend. Begin by reporting the actual figures for A/P and A/R from your balance sheet data across the period, noting the direction of change for each. Do not begin with a ratio — report the line items first so the reader has the raw numbers before you interpret them. Example structure: “Walmart’s A/P grew from $X billion in FY[year] to $Y billion in FY[year], an increase of Z%. Over the same period, A/R moved from $A billion to $B billion.”
- Calculate and report the key ratios with trend commentary. Present DPO, DSO, and the A/P:A/R ratio for each year in your period. State whether each metric is rising, falling, or stable. Use your calculations to support every claim — not estimates or general observations about Walmart as a company.
- Explain what the relationship change means for working capital management. This is the analytical core. Interpret the numbers in terms of Walmart’s cash flow position, its relationship with suppliers, and its operating model. If DPO is rising, Walmart is using its payables as a financing tool — holding supplier cash longer. If A/R is stable while A/P grows, the gap between what it collects and what it owes is widening, which strengthens its cash position. Connect each movement to a managerial implication.
- Note any unusual changes and offer an explanation. If one year shows a significant deviation from the trend — a spike in A/R, a sudden drop in A/P — acknowledge it and, if possible, explain it. Unusual movements are often connected to a business event: a major acquisition, a divestiture, a change in financial services operations, or a supply chain disruption. Check Walmart’s MD&A (Management Discussion and Analysis) section in the 10-K for the year of the anomaly — management usually explains significant working capital changes there.
[Absolute Values + Trend] Over the three-year period from FY[X] through FY[X+2], Walmart’s accounts payable increased from $[A]B to $[B]B, a cumulative rise of approximately [X]%. Accounts receivable over the same period moved from $[C]B to $[D]B, a change of [Y]%.
[Ratios + Direction] The A/P:A/R ratio widened from [ratio1]:1 in FY[X] to [ratio2]:1 in FY[X+2], indicating that payables are growing faster than receivables. Days Payable Outstanding increased from [DPO1] days to [DPO2] days, while Days Sales Outstanding remained relatively stable at [DSO] days across all three years.
[Managerial Interpretation] This widening gap reflects Walmart’s continued use of accounts payable as a low-cost financing mechanism. By extending the time it takes to settle supplier invoices while maintaining rapid cash collection from retail sales, Walmart is effectively funding a portion of its operations with supplier capital. The negative cash conversion cycle this produces — where cash is collected before payables are due — is a structural advantage of Walmart’s scale and negotiating position.
Note: Every claim in this structure is supported by a specific number. No sentence is purely qualitative. The interpretation is tied directly to the calculated ratios, not to general knowledge about Walmart.
Understanding the Quarterly Inventory Question
Weekly Assignment 8 asks you to examine Walmart’s quarterly inventory levels — whether they are relatively level or fluctuate, by how much in percentage terms, which quarter has the highest inventory, and why. This is a more granular analysis than the annual A/P and A/R question because it requires quarterly balance sheet data from 10-Q filings rather than just the annual 10-K.
The question has four distinct parts, and your response needs to address each one explicitly. Students who write a general paragraph about seasonal inventory patterns without calculating the percentage fluctuations, or who identify the right quarter without explaining the reasoning, answer only part of the question.
How to Calculate Inventory Fluctuation in Percentage Terms
You need four quarterly inventory figures from Walmart’s 10-Q filings for your assigned fiscal year. Each 10-Q reports the balance sheet as of the end of that quarter. Pull the “Inventories” line from the Current Assets section of each quarterly balance sheet.
% Change = ((Q[n] Inventory − Q[n−1] Inventory) ÷ Q[n−1] Inventory) × 100
Apply this formula to each consecutive quarter transition: Q1 to Q2, Q2 to Q3, Q3 to Q4. A positive result means inventory increased that quarter; negative means it decreased. Report each transition separately — do not average across quarters, as the individual movements are what the question is asking about.
Fluctuation % = ((Highest Quarter − Lowest Quarter) ÷ Lowest Quarter) × 100
This single number answers the question “by how much do they fluctuate” at the broadest level — the full range across the year expressed as a percentage of the lowest point. If inventory ranges from $40B at the lowest quarter to $54B at the highest, the fluctuation is 35%. This is the headline number for your response.
DIO = (Inventory ÷ Cost of Goods Sold) × 365
For assignments that expect ratio analysis, calculating DIO for each quarter converts inventory into a time-based metric — how many days of sales are sitting on shelves. If DIO is rising in Q3 (Aug–Oct), that signals inventory is building relative to sales pace — which is exactly what you expect if Walmart is stocking up for holiday demand. Including DIO strengthens the “why” component of your response by grounding the inventory build in an operational metric, not just a calendar observation.
When building your data table, organize it clearly with fiscal quarter labels, the inventory value for each quarter, the dollar change from the prior quarter, and the percentage change from the prior quarter. A well-organized table serves as your evidence base and makes the written response easier to construct — you can reference the table directly rather than embedding every number in paragraph text.
The annual 10-K reports only year-end inventory — January 31 for Walmart. To answer the quarterly fluctuation question, you need the balance sheet from each 10-Q filing: the Q1 10-Q (filed after April 30), the Q2 10-Q (filed after July 31), the Q3 10-Q (filed after October 31), and the annual 10-K for the year-end figure (January 31). Each filing reports inventory as of the last day of that quarter. If you use only the 10-K, you have one quarterly data point — not four — and cannot characterize fluctuation across the year.
Identifying the Highest-Inventory Quarter and Explaining Why
For Walmart, the highest-inventory quarter is typically Q3 — which covers August through October in its fiscal calendar. This is the period when Walmart is actively building inventory in anticipation of the holiday shopping season (November and December). The mechanics of why this happens, and how to explain it in your assignment, require understanding the relationship between when retailers stock shelves and when consumers buy.
The Build-Up Logic
Retailers do not receive holiday merchandise the day customers want to buy it. Procurement, shipping (including ocean freight from overseas suppliers, which takes weeks to months), receiving, and shelf stocking all happen in advance of demand. For Walmart, Q3 (Aug–Oct) is when inventory is being received and positioned for the Q4 selling season (Nov–Jan). By the time the holiday shopping period arrives, the inventory has already been built — and is being drawn down as customers purchase. This means inventory peaks before the big selling period, not during it.
Supply Chain Lead Times
Ocean freight from major manufacturing countries takes 3–6 weeks minimum. Merchandise ordered for November holiday sales must be shipped months earlier. This forces inventory to build in Q2 and Q3 as goods arrive at distribution centers and stores ahead of the selling season.
Distribution Center Staging
Walmart’s distribution network stages product regionally before pushing to stores. This staging layer means goods may sit in the distribution system for weeks before reaching shelves, adding to the aggregate inventory balance even before any product hits the retail floor.
Category Breadth
Walmart sells electronics, apparel, toys, food, and general merchandise — all of which see holiday demand spikes. The breadth of holiday-relevant SKUs means the Q3 inventory build is substantial in absolute dollar terms, not just a marginal increase in a few categories.
What If Your Data Shows a Different Quarter as the Peak?
If your assigned fiscal year’s data shows a different quarter as highest — Q2 or Q4, for example — do not assume you made an error. Unusual inventory patterns can result from supply chain disruptions (the 2021–2022 over-ordering cycle following COVID supply shocks is a documented example), a strategic inventory repositioning, or a one-time event like a major product launch or acquisition. In this case, your “why” explanation must address the data you have, not the typical pattern. Check the MD&A section of the corresponding 10-Q — management usually explains material inventory deviations. Your explanation should cite what actually happened in that period, not a generic holiday-season argument that contradicts your data.
Structuring Your Written Response: Quarterly Inventory
The inventory question has four sub-parts. Your written response should address each one in sequence, with a clear transition between the quantitative finding (what the numbers show) and the qualitative explanation (why it happens). A response that describes the pattern without quantifying it, or quantifies without explaining, is incomplete.
[Level or Fluctuating?] Walmart’s quarterly inventory levels for FY[X] are not relatively level — they show meaningful fluctuation across the four fiscal quarters, with a clear seasonal pattern driven by holiday merchandise positioning.
[Percentage Fluctuation] Inventory reached its lowest point in Q[n] at approximately $[A]B and its highest in Q[n] at approximately $[B]B, a quarter-over-quarter range of approximately [X]%. The largest single-quarter build occurred between Q[n] and Q[n+1], when inventory increased by $[C]B, or approximately [Y]%.
[Highest Quarter] Inventory was highest in Q[3] (August–October), reaching $[B]B at the quarter-end balance sheet date of October 31, FY[X].
[Why — The Explanation] The Q3 peak reflects Walmart’s pre-holiday inventory build. The November–December holiday season is the highest-volume consumer spending period of the year for general merchandise and electronics. Because ocean freight from overseas suppliers requires 4–8 weeks of lead time, and because Walmart’s distribution network requires additional staging time before merchandise reaches store shelves, the inventory for the holiday season must be procured and received during Q3. By the time Q4 begins (November 1), inventory is already at peak levels and is drawn down as customers purchase. This build-before-sell pattern is consistent across major U.S. general merchandise retailers and is a structural feature of Walmart’s supply chain model, not an anomaly.
Note: Every sub-question from the prompt is answered in sequence. The “why” explanation goes beyond stating “it’s the holidays” — it connects the specific fiscal quarter months to the supply chain mechanics that cause inventory to build when it does.
Where Most Responses Lose Marks
Using Calendar Quarters Instead of Fiscal Quarters
Analyzing January–March, April–June, July–September, October–December instead of Walmart’s actual fiscal quarters (Feb–Apr, May–Jul, Aug–Oct, Nov–Jan). This misaligns every quarterly figure and produces an incorrect identification of the peak-inventory quarter.
Instead
Confirm Walmart’s fiscal year end (January 31) before building any quarterly table. Each 10-Q filing date tells you the quarter-end date — Q3 ends October 31, not September 30. Use fiscal quarter labels (Q1 FY24, Q2 FY24) throughout and identify the months covered in each quarter explicitly in your response.
Reporting A/P and A/R Without Calculating the Relationship
“Walmart’s A/P was $X and A/R was $Y.” This reports the balances but does not analyze the relationship. The question asks what has happened to the relationship — which requires tracking both balances over time and showing how the ratio, gap, or comparative trend has changed.
Instead
Calculate DPO, DSO, AP Turnover, AR Turnover, and the A/P:A/R ratio for each year in your period. Report both the individual metrics and the trend. Use language like “the A/P:A/R ratio widened from X to Y over this period” — this directly answers what happened to the relationship.
Answering “Why Is Inventory Highest?” With Just “The Holidays”
“Inventory is highest in Q3 because of the holiday season.” This is the correct direction but not a sufficient explanation. It does not explain why inventory builds before the holiday season rather than during it, and it does not connect the specific fiscal quarter months to the operational mechanics.
Instead
Explain the supply chain lead time argument: inventory must be procured, shipped, and staged before demand arrives. The Q3 (Aug–Oct) build is anticipatory, not concurrent with sales. The Q4 (Nov–Jan) period is when the inventory is sold down. This build-before-sell logic is what distinguishes a strong explanation from a surface-level one.
Missing the Percentage Calculation for Inventory Fluctuation
“Inventory increased significantly in Q3.” Significant is not a number. The question explicitly asks “by how much in percentage terms” — a response without a percentage calculation does not answer this sub-question and loses the marks attached to it.
Instead
Calculate and state: the quarter-over-quarter percentage change for every transition, the full-year range as a percentage of the lowest quarter, and the peak quarter figure in absolute dollars. Every quantitative claim needs a calculation, not an adjective.
Describing What A/P and A/R Are Instead of Analyzing What Has Happened
Spending half the response explaining what accounts payable and accounts receivable mean, then providing one sentence about the actual trend. The definitions are assumed knowledge at this course level — the instructor is grading your analysis, not your ability to define accounting terms.
Instead
Move through definitions in one sentence if needed, then allocate the bulk of your word count to the trend analysis, the ratio calculations, and the managerial interpretation. The question is “what has happened” — your answer must be primarily analytical, not definitional.
Not Connecting A/P and A/R Analysis to Cash Flow
Reporting that A/P is high without explaining what that means for Walmart’s cash position. The point of analyzing the A/P and A/R relationship is to understand the working capital and cash conversion implications — not just to note that one number is bigger than another.
Instead
Include the Cash Conversion Cycle calculation (DSO + DIO − DPO) in your analysis. If Walmart’s CCC is negative, state that explicitly and explain what it means: Walmart collects from customers before paying suppliers, which means its operations are partially financed by suppliers. This is the integrating insight that connects A/P, A/R, and inventory into a coherent working capital picture.
Frequently Asked Questions
Connecting the Two Questions: Working Capital as a System
The A/P and A/R question and the quarterly inventory question are not independent exercises — they are two windows into the same system. Working capital management is about how a firm coordinates the timing of cash inflows and outflows: when it collects from customers (A/R), when it pays suppliers (A/P), and how much inventory it holds at any given moment. For Walmart, these three elements interact in a deliberate and strategically managed way.
The negative cash conversion cycle — collecting before paying — is only possible if the three components are coordinated: A/R is collected rapidly, A/P is paid slowly, and inventory is turned efficiently. The Q3 inventory build fits into this picture because it is followed by rapid Q4 sales (rapid collection from customers) while the payables for that inventory are still outstanding (slow payment to suppliers). The holiday season is not just a sales event — it is the moment when Walmart’s working capital model generates the most cash from the coordination of all three elements.
Understanding this connection allows you to write a more integrated response to both questions. Rather than treating them as two separate ratio calculations, you can frame both as components of a single working capital strategy — which is exactly the kind of analytical framing that distinguishes a graduate-level financial analysis from a checklist of definitions and numbers.
For direct support with ratio calculations, written analysis structure, SEC filing navigation, or any other component of your Business 570 assignment, our business and finance writing team works specifically with managerial finance coursework at the graduate level.
Continue with: business and finance writing services · data analysis help · professional coursework writers · case study writing · proofread my research paper.