What Manufacturing Inventory-to-Sales Ratios Can and Cannot Tell a Buyer

“An industry's inventory ratio tells you how much stock a sector carries against its sales; only a supplier's own records tell you whether your part is in it.”
The Census Bureau's August 2026 inventories and sales release, published October 15, put the total business inventories/sales ratio for manufacturers, retailers and merchant wholesalers at 1.33 on seasonally adjusted data, against 1.40 a year earlier. For manufacturers alone, the full report's summary table shows a seasonally adjusted ratio of 1.48 for August, a preliminary estimate, against 1.56 a year earlier, even though the same table shows manufacturers' inventories higher than a year before: shipments grew faster. When a port strike threatens or a supplier asks for longer lead times, figures like these invite a quick conclusion about how much stock stands between a buyer and a shortage. This article sets out what the manufacturing measures count, how the annual and monthly series differ, and what a buyer needs from a supplier before any ratio changes a sourcing decision.
How many months of shipments did manufacturers hold at the end of 2024?
At the end of 2024, employer firms in U.S. manufacturing held $957.5 billion of inventories, valued at cost or market before any LIFO adjustment, against $6,980.5 billion of shipments over the year: about 1.65 months of average monthly shipments. Across the 21 three-digit subsectors, the same arithmetic ran from 0.66 months in petroleum and coal products manufacturing to 2.56 in machinery manufacturing. The monthly survey put manufacturers’ ratio at 1.58 for December 2024 before seasonal adjustment, on its own population, valuation and timing; the second section below sets the two side by side.
Zinit Research · Census AIES, reference year 2024
Year-end inventories ran from 0.66 to 2.56 months of shipments across manufacturing subsectors in 2024
Each bar is a three-digit subsector’s total inventories at December 31, 2024, divided by one month of its average 2024 shipments. The first bar is all manufacturing. Choose any industry in the check to see its figures.
What did one industry hold at the end of 2024?
- Year-end inventories
- $71.6 billion
- Shipments in 2024
- $463.4 billion
- Months of shipments held
- 1.85
- Valued under LIFO
- 12.5%
At the end of 2024, employer firms in fabricated metal product manufacturing (NAICS 332) held $71.6 billion of inventories, valued at cost or market before any LIFO adjustment, with a coefficient of variation of 0.9%, against $463.4 billion of shipments in the year: about 1.85 months of average monthly shipments. About 12.5% of those inventories were valued under LIFO, with a LIFO reserve of $361 million. Read it as the industry’s year-end stock in dollars relative to its sales, not as any supplier’s stock, lead time or capacity.
Months of shipments is year-end total inventories divided by one twelfth of the year’s value of shipments, both in current dollars for reference year 2024, from two AIES tables. Inventories are valued at cost or market before any LIFO adjustment and shipments at net selling value, so the figure is a rough dollar ratio, not weeks of finished goods. The list holds the two- to four-digit NAICS levels.
Source: U.S. Census Bureau, Annual Integrated Economic Survey, tables AIES31INV and AIES31BASIC02, released September 3, 2026. Employer firms, U.S. level, thousands of current dollars; months of shipments computed by Zinit Research. Chart: Zinit Research. Data and method
What does an inventory-to-sales ratio measure?
The ratio is arithmetic with a unit attached. A research manuscript by economists Valerie Ramey and Daniel Vine describes an inventory-sales ratio as a stock divided by a flow, measured in units of time such as the number of days of sales held in inventory. The Census Bureau reads its monthly ratios the same way: its program definitions relate end-of-month inventory values to a month's sales and describe the result as an indication of the months of inventory on hand, a reading the page gives for retail ratios. By that arithmetic, a manufacturers' ratio near one and a half means stock worth roughly six weeks of shipments at the current pace, for the sector as a whole. Read that as a rough measure: the same definitions value inventories at cost but shipments at selling value, and count purchased materials and work in process alongside finished goods.
The unit also depends on what sits in the denominator. Ramey and Vine note, as Ramey and West's 1999 handbook chapter had pointed out, that real and nominal aggregate inventory-to-final-sales ratios trend very differently; they add that by the real measure the aggregate ratio was no lower in 2003 than in 1950, and that the nominal trend is affected by relative price changes and can be very misleading. For more homogeneous goods such as manufactured goods, the same note expects nominal and real ratios to present similar pictures, but it flags a different aggregation problem, which it credits to earlier research: shifts in the share of sales across sectors with different ratios can make an aggregate ratio behave differently from the ratios beneath it. The Census figures discussed here are current-dollar values, and the August release says its inventories are adjusted for seasonal and trading-day differences but not for price changes. A move in the all-manufacturers ratio can therefore reflect a change in the mix of industries as well as a change in stock or shipments, and the ratio alone does not say which.
How do the annual and monthly Census measures differ?
The annual measure comes from the AIES. The Census Bureau's description of the survey says it replaced and integrated seven annual business surveys in 2023 and is sent to approximately 359,000 companies covering domestic nonfarm employer businesses. Its 2024 table, Manufacturing: Inventory Valuation Statistics for Employer Firms, values total inventories at cost or market as of December 31 and before any LIFO adjustment, includes stock wherever it is held, Foreign Trade Zones and bonded warehouses included, and excludes goods owned by others and held on consignment. The table also reports the value of inventories subject to LIFO valuation and the LIFO reserve, the gap between current cost and the LIFO carrying value, and shows manufacturing at the 2- through 6-digit NAICS levels. When a listed supplier reports its inventories on a LIFO basis, add back its disclosed LIFO reserve before setting its figure beside a Census total stated before any LIFO adjustment, and remember that a company's consolidated figures still differ in scope, and can differ in date, from an industry estimate.
The monthly measure works differently. In the monthly program's definitions, manufacturing inventories are end-of-month stocks at any stage of fabrication, from purchased materials to finished goods, valued at cost on any basis other than LIFO, while manufacturers' shipments are net selling values f.o.b. plant, with freight and excise taxes excluded. The August report adds that manufacturers contribute no estimate of sampling variability, because the mail panel behind the monthly manufacturing survey is not a probability sample from a known frame, so the manufacturing figures carry no published standard errors.
The two series are linked through benchmarking, though not in 2026 for manufacturing. The AIES program page says AIES estimates serve as a benchmark for Census indicator programs, the Manufacturers' Shipments, Inventories and Orders survey among them. The August report states that its wholesale and manufacturing data are unrevised from their most recent monthly reports, and that revised historical data and seasonal adjustment models for the manufacturing survey will remain unchanged for the rest of 2026. A buyer comparing the manufacturing ratio over time should record which release each figure came from and expect its history to change whenever that revision is published.
One year-end, two inventory figures
For the end of 2024, the annual survey’s total inventories for manufacturing are $957.5 billion. The monthly survey’s December 2024 figure for manufacturers is $919.7 billion before seasonal adjustment, $37.8 billion or 4.1% lower. The two count different things: the annual table covers employer firms’ inventories at cost or market before any LIFO adjustment, wherever held, while the monthly figures value manufacturing inventories at cost on a non-LIFO basis from a mail panel that publishes no sampling error. Their ratios differ in construction as well: 1.65 months against a year of average shipments in the annual tables, and 1.58 against December’s own shipments in the monthly survey. A gap of this size is the starting point for any comparison between them, not a change in stock.
U.S. manufacturing inventories at the end of 2024, billions of current dollars, by source
Source: U.S. Census Bureau, 2024 AIES table AIES31INV, released September 3, 2026; Manufacturing and Trade Inventories and Sales, adjusted and not-adjusted time series published October 15, 2026. Differences computed by Zinit Research. Chart: Zinit Research. Data and method
What can the ratios show a buyer, and where do they stop?
At sector level, a ratio is a reasonable prompt. A manufacturers' ratio lower than a year earlier says the sector carries less stock against its shipments, which is a reason to ask critical suppliers about cover before a disruption rather than after. What the ratio cannot do is locate the stock. A peer-reviewed study of pandemic-era U.S. imports reported that retail inventories stayed low partly because goods ordered weeks and months earlier were not yet in inventory, and it described the inventory-to-sales ratio as consolidating several factors at once. A low or high ratio can reflect stock in transit, orders not yet placed, a swing in sales or a change in prices, and the ratio alone does not separate them.
The annual table has the same ceiling. The AIES table notes make the company the reporting unit, one or more establishments under a single owner, and say every estimate is subject to sampling variability, with large coefficients of variation calling for caution; a cell marked D is withheld to avoid disclosing individual companies, and S marks an estimate that does not meet publication standards. A year-end figure for a six-digit industry is a weighted estimate across employer firms on one date, not a count of any supplier's shelves.
The ratio fell while stock rose
From August 2024 to August 2026, manufacturers’ seasonally adjusted shipments rose 10.9% and their inventories 3.9%, so the inventories-to-shipments ratio fell from 1.58 to 1.48, with the latest month preliminary. A lower ratio here means shipments outgrew stock, not that manufacturers held less of it, and a buyer reading the ratio alone would get the direction of stock wrong.
U.S. manufacturers’ shipments and inventories, seasonally adjusted, August 2024 = 100
Source: U.S. Census Bureau, Manufacturing and Trade Inventories and Sales, adjusted time series published October 15, 2026 (August 2026 preliminary). Not adjusted for price changes. Indexes computed by Zinit Research. Chart: Zinit Research. Data and method
How should a buyer record a ratio beside supplier evidence?
A ratio becomes useful when it is recorded with everything that changes its meaning and set beside the supplier evidence it cannot replace. The register below is our proposal for doing both once per review.
| Field | AIES annual inventory table | Monthly manufacturers' ratio | Supplier record to request |
|---|---|---|---|
| What is counted | Year-end inventories of manufacturing employer firms, by industry | End-of-month inventories of all manufacturers against that month's shipments | On-hand quantity of your part numbers, by plant and warehouse |
| Date | December of the reference year, published well after year-end | Each month; the latest month is preliminary | Date of the stock count or system extract |
| Valuation | Cost or market before any LIFO adjustment, with LIFO costing and the LIFO reserve shown separately | Cost on any basis other than LIFO | Units, not dollars, so prices do not move it |
| Real or nominal | Current dollars | Current dollars, seasonally adjusted, not adjusted for price changes | Physical quantities |
| Denominator | None in the table; pair it with annual value of shipments from the manufacturing summary, and divide those shipments by twelve before comparing the result with a monthly ratio | Monthly shipments at net selling value, f.o.b. plant, excluding freight and excise taxes | Your forecast demand and the supplier's committed schedule for your parts |
| Reliability | Coefficient of variation and D, N or S flag for each cell | No sampling error published for manufacturers | Audit or system evidence behind the count |
| Vintage | Reference year and release; check for later revisions | Release date and revision status; manufacturing history stays unrevised for the rest of 2026 | Extract date, refreshed before each review |
| What it cannot show | Any company's stock, free capacity or lead time | Where stock sits, whether it is in transit, or which customer it is reserved for | On-hand stock of your parts and their imported inputs, open orders for those inputs, the quantity committed to your orders and its allocation policy, and today's quoted lead time |
A worksheet structure, not a threshold: the annual column describes industries of employer firms and the monthly column the manufacturing sector as a whole, and every decision about one supplier still rests on the last column.
What supplier records answer the stoppage question?
For a buyer weighing a port stoppage or a request for longer lead times, the question is how many days of demand a named supplier can cover for named parts. Start with your own exposure: map which of your inbound shipments and which suppliers' imported inputs route through the affected ports. Then ask each exposed supplier for on-hand quantities of your part numbers by plant and warehouse, on-hand stock of the imported inputs behind them, work in process, open purchase orders for those inputs with expected receipt dates, the quantity committed to your orders and its allocation policy if supply runs short, and the lead time it would quote today. Ask how much stock sits in transit or in a bonded warehouse. Where a supplier cannot share these records, score the gap in the risk review instead of filling it with an industry ratio, as set out in our guide to supplier risk assessment methods, and make the same records a standing item in supplier relationship reviews, so a disruption does not start the conversation from nothing.
Where does a public inventory ratio belong in supplier risk work?
Before the next review of a critical part, note the latest manufacturers' ratio with its release date and revision status, look up the year-end inventory for the supplier's six-digit industry and its flag in the panel above, and send the supplier the requests in the last column of the register. If the records cover fewer days of demand than the disruption you are planning for, plus the time a port backlog takes to clear, that gap is what to act on: bring orders forward, agree an allocation commitment in writing, route critical parts through another gateway or by air, and check the force majeure and allocation clauses in the contract. Size any extra order to the gap you measured, not to the headline ratio.
Where does this data come from?
- What the numbers are
- Year-end 2024 total inventories, inventories valued under LIFO and the LIFO reserve of U.S. manufacturing employer firms, in thousands of current dollars, with coefficients of variation and any symbol, for 108 industries at the two- to four-digit 2017 NAICS levels from the AIES31INV table package, paired with each industry’s 2024 value of shipments from the AIES31BASIC02 package; and U.S. manufacturers’ monthly shipments, inventories and inventories-to-sales ratios from the Manufacturing and Trade Inventories and Sales time series, seasonally adjusted and not adjusted, August 2024 to August 2026. Months of shipments, LIFO shares, indexes and differences are computed by Zinit Research. None of these figures describes a company, a supplier or a lead time.
- Source files
- 2024 AIES manufacturing inventory valuation, table package AIES31INV, U.S. Census Bureau. Retrieved November 2, 2026. Direct download of the package published for the September 3, 2026 release. SHA-256 f3e2c0142fdd…
- 2024 AIES manufacturing summary, table package AIES31BASIC02, U.S. Census Bureau. Retrieved November 2, 2026. Direct download of the package published for the September 3, 2026 release. SHA-256 417542f38d11…
- Table notes and item definitions for AIES31INV, U.S. Census Bureau. Retrieved November 2, 2026. Notes as served by data.census.gov’s table metadata service. SHA-256 173e64c723fd…
- MTIS adjusted time series, January 1992 through August 2026, U.S. Census Bureau. Retrieved November 2, 2026. Direct download of the file published with the October 15, 2026 release. SHA-256 cc4f56ec9e86…
- MTIS not-adjusted time series, January 1992 through August 2026, U.S. Census Bureau. Retrieved November 2, 2026. Direct download of the file published with the October 15, 2026 release. SHA-256 73f6096890fd…
- Symbols kept
- D: withheld to avoid disclosing data for individual companies. S: does not meet publication standards. N: not available or not comparable. A blank cell stays blank on this page. The monthly survey publishes no sampling error for manufacturers, and its latest month is preliminary.
- How the page stays current
- Census publishes the AIES once a year (the 2024 data on September 3, 2026) and the inventories and sales estimates every month (the August 2026 figures on October 15, 2026). Each rebuild keeps the files it replaces, so a figure someone saved earlier can still be traced.
- Download the data
One ZIP holds the 2 CSV files below and a README that lists the sources and the citation.
- census-aies-2024-manufacturing-year-end-inventories.csv
- census-mtis-manufacturers-monthly-adjusted.csv
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The download should start on its own. If it doesn’t, use the link below.
Download the data (ZIP, 16 KB)- Cite this page
Zinit Research. “What Manufacturing Inventory-to-Sales Ratios Can and Cannot Tell a Buyer.” Data: U.S. Census Bureau, 2024 Annual Integrated Economic Survey, tables AIES31INV and AIES31BASIC02; Manufacturing and Trade Inventories and Sales. https://zinit.com/journal/research/manufacturing-inventory-ratio-boundaries, data retrieved November 2, 2026.
- How this page is produced
- Zinit Research downloads the source files listed above, keeps the originals, and computes every chart, table and figure in the data sections from them; an automated check rebuilds each number from the files before the page is published. The article text follows the Editorial Policy.
Sources
- Manufacturing: Inventory Valuation Statistics for Employer Firms in the U.S.: 2024 (Table AIES31INV, notes and item definitions) — U.S. Census Bureau, 2026. Current empirical evidence (official report): The table name; total inventories valued at cost or market as of December 31 and before any LIFO adjustment; a separate measure of inventories subject to LIFO valuation; including stock held elsewhere, in Foreign Trade Zones or bonded warehouses and excluding consigned goods; the LIFO reserve definition; the company as reporting unit; the 2- through 6-digit manufacturing NAICS levels; the employer-business universe; sampling variability and coefficients of variation; the D, N and S symbols.
- Manufacturing and Trade Inventories and Sales: August 2026 (release CB26-166) — U.S. Census Bureau, 2026. Current empirical evidence (official report): The release date and title; total business inventories of $2,818.8 billion at the end of August, adjusted for seasonal and trading-day differences but not for price changes; the total business inventories/sales ratio of 1.33 against 1.40 a year earlier.
- Manufacturing and Trade Inventories and Sales, August 2026: full report with tables and explanatory notes (CB26-166) — U.S. Census Bureau, Economic Indicators Division, U.S. Census Bureau, 2026. Current empirical evidence (official report): Wholesale and manufacturing data unrevised from their most recent monthly reports; M3 historical data and seasonal adjustment models unchanged for the rest of 2026; no sampling-variability estimate for manufacturers because the M3 mail panel is not a probability sample; the manufacturers' seasonally adjusted ratio of 1.48 for August 2026 (preliminary), 1.47 for July and 1.56 for August 2025.
- Manufacturing & Trade Inventories & Sales - Definitions — U.S. Census Bureau, 2026. Foundational evidence (official report): Manufacturing inventories as end-of-month stocks at any stage of fabrication valued at cost on a non-LIFO basis; manufacturers' shipments at net selling values f.o.b. plant, excluding freight and excise taxes; inventories/sales ratios read as months of inventory on hand relative to a month's sales.
- About the Annual Integrated Economic Survey (AIES) — U.S. Census Bureau, 2026. Contextual evidence (official report): The AIES replacing and integrating seven annual surveys in 2023; a company-based survey sent to approximately 359,000 companies covering domestic nonfarm employer businesses; AIES estimates serving as a benchmark for indicator programs including the M3 survey.
- Why Do Real and Nominal Inventory-Sales Ratios Have Different Trends? — Valerie A. Ramey, Daniel J. Vine, Valerie A. Ramey, University of California, San Diego (author-hosted manuscript), 2004. Foundational evidence (preprint): An inventory-sales ratio as a stock divided by a flow, measured in units of time such as days of sales; real and nominal aggregate ratio trends being very different, as pointed out by Ramey and West (1999); the real ratio no lower in 2003 than in 1950; the nominal ratio's trend affected by relative price changes and potentially very misleading; for more homogeneous goods such as manufactured goods, nominal and real ratios expected to present similar pictures; other aggregation issues, including shifts in the share of sales across sectors with different ratios making the aggregate behave differently from the disaggregated ratios.
- Multiperspective Analysis of Pandemic Impacts on U.S. Import Trade: What Happened, and Why? — Daniel Smith, Paul Bingham, Daniel Hackett, Jeffrey Smith, Transportation Research Record (SAGE), via PubMed Central, 2023. Historical evidence (peer reviewed journal): Inventories remaining low partly because goods ordered weeks and months earlier were not yet in inventory; the inventory-to-sales ratio consolidating sales, inventory and import factors.