What Census Manufacturing Expense Tables Can and Cannot Tell a Buyer

“A Census expense line can show a category team where an industry's money goes; only the team's own invoices can say how much of it is theirs to source.”
Census released the full 2024 AIES dataset in September 2026, and its release announcement calls it a single, comprehensive annual snapshot of U.S. employer businesses, with data at the national, regional and divisional levels and state-level estimates for selected sectors. The same announcement puts food manufacturing at an estimated value of shipments of $1,054.3 billion. Industry figures that large invite a familiar shortcut in sourcing business cases: the industry spends a given share on a line, we spend more, so the difference is the saving. This article sets out what the expense tables measure, how their lines map to a category tree, and which checks come before any figure enters a plan.
How do a manufacturing industry’s operating expenses split across Census lines?
In 2024, employer firms in fabricated metal product manufacturing reported $373.5 billion in operating expenses. Materials, parts and supplies made up 50.3% of that, annual payroll 25.9% and fringe benefits 6.2%; the largest of the purchased lines after those, cost of resale, came to 2.8%. Across all manufacturing, materials, parts and supplies were 64.9% of $5,420.6 billion, so most purchased-service and utility categories a buyer manages sit in lines worth a few percent each.
Zinit Research · Census AIES, reference year 2024
Materials, parts and supplies were 50.3% of 2024 operating expenses in fabricated metal product manufacturing (NAICS 332)
Each bar is one published expense line as a share of the industry’s total operating expenses, in the order the lines rank for all manufacturing. A blank bar is a cell Census does not publish. Choose an industry in the check to redraw the chart.
Not reported for manufacturing: 15 lines in the same table, purchased repairs and maintenance for transportation equipment; purchased fuels for transportation equipment; purchased freight transportation; cost of insurance; purchased or contracted software reproduction services; program and production costs; purchased printing services; broadcast rights and music license; network compensation fees; access charges; universal service contributions and other charges; operating interest expense; professional liabilty insurance; amount paid for medical supplies; contributions, gifts, or grants, carry the symbol N, not available or not comparable, in every manufacturing row.
How does one line compare with your own books?
- Census 2024, this line
- $4.3 billion
- 90% margin of error
- ± $793 million
- Share of operating expenses
- 1.2%
- Yours against that share
- +0.8 pts
In 2024, employer firms in fabricated metal product manufacturing (NAICS 332) spent $4.3 billion on purchased electricity, 1.2% of their operating expenses, with a coefficient of variation of 11.2%, so the 90% margin of error on the dollar figure is about $793 million. Your 2.0% is 0.8 points above that share. Read the gap as a difference from the dollar-weighted mix of every employer firm in the industry, not as a target, a saving or the spend you can address, and check how your own books define the line before you compare.
The share is the line divided by the industry’s total operating expenses, both in current dollars for reference year 2024. The margin of error is 1.645 times the standard error, which is the coefficient of variation times the estimate, as the AIES methodology defines it; it covers sampling error only. The list holds the two- to four-digit NAICS levels.
Source: U.S. Census Bureau, Annual Integrated Economic Survey, table AIES00EXP02, released September 3, 2026. Employer firms, U.S. level, thousands of current dollars; shares and margins of error computed by Zinit Research. Chart: Zinit Research. Data and method
Which 2024 AIES tables report manufacturing operating expenses?
The survey is new, while its manufacturing content has a long history. In the Census Bureau's description of the AIES, the survey replaced and integrated seven annual business surveys into one survey in 2023. The Federal Register notice that proposed it lists the Annual Survey of Manufactures among the collections it replaces and says that survey had been conducted annually since 1948 to collect revenues, expenses, capital expenditures, fuels and electric energy used, and inventories in the manufacturing sector.
Two 2024 tables matter most to a manufacturing buyer. Selected Sectors: Detailed Operating Expenses for Employer Firms, table AIES00EXP02, splits operating expenses into lines and is shown at the U.S. level only, at select 2- through 6-digit 2017 NAICS code levels. The manufacturing summary statistics, table AIES31BASIC01, are shown at the 2- through 6-digit levels for the manufacturing sector and carry summary measures such as total cost of materials. The panel above draws on the detailed expense file and shows each line's share of an industry's operating expenses, with the lines Census does not report for manufacturing listed beneath it.
Who does the survey count, and what does each line include?
The survey counts companies, and it reports their activity by industry. The AIES FAQ defines a company as an organization that owns or operates one or more locations nationwide and an industry as a group of locations providing similar products, services or activities, and its main survey content is asked by individual location or for groups of locations based on industry, so one company's locations can be reported under more than one industry. According to the 2024 release, a sample of approximately 385,000 businesses is selected based on geographic location and industry, and the estimates are not adjusted for price changes.
Line names are shorter than their definitions, and the definitions decide where a line belongs in a category tree. In the manufacturing table's item definitions, purchased professional and technical services include janitorial, security and landscape services alongside consulting, legal and engineering work. For manufacturing, the definition of the repairs line for machinery, vehicles and equipment also takes in repairs to integral parts of buildings, such as elevators and heating systems, while excluding janitorial and grounds maintenance. The materials, parts and supplies line includes materials used in repairs, office and janitorial supplies, small tools and packaging, and for manufacturers it also includes motor fuels. Purchased electricity counts only electricity paid directly to the utility company, not electricity within lease or rental payments.
Which expense lines can a buyer map to a category tree?
The two tables overlap, and the overlap is where double counting starts. The manufacturing summary table defines total cost of materials as the cost of materials, packaging and similar items used, plus resales, purchased fuels consumed, purchased electricity and contract work, and it defines contract work as work done by others on materials furnished by the manufacturing establishment. The detailed expense table carries each of those parts as a line of its own, so adding the summary total to the expense lines counts the same dollars twice. The first finding panel in this section checks that arithmetic against the companion summary file AIES31BASIC02, which carries total cost of materials at the two- to four-digit levels, for every industry where the summary file publishes the total and the expense table publishes all five parts.
A line can scope a category only after its definition has been matched to the category's own boundary. The register below is our proposal for doing that once per line, with the internal record that answers the question the Census line cannot.
| AIES line | Category it can help scope | Check before mapping | Your record for the real figure |
|---|---|---|---|
| Purchased electricity | Electric power | Only electricity paid directly to the utility; a plant that generates its own power buys fuel instead, so read it with the fuels line | Utility and retail-supplier invoices by site and meter |
| Purchased fuels (except motor fuels) | Plant fuels such as natural gas and propane | Motor fuels sit in materials for manufacturers; check whether gas used as a feedstock is booked here or as a material | Fuel invoices and delivery records by site |
| Purchases of other materials, parts and supplies | Production materials, MRO supplies and packaging | One line mixes production inputs, repair materials, small tools, packaging and, for manufacturers, motor fuels | Material GL accounts, then purchase-order lines by commodity code |
| Cost of contract work | Outside processing and toll manufacturing | The fee for work done by others on materials the plant furnishes, not the material itself | Subcontract purchase orders and routings |
| Cost of resale without further manufacturing | Traded goods such as aftermarket spares | Goods sold in the condition they were bought | Purchase and invoice spend on items flagged as traded goods |
| Purchased repairs and maintenance to machinery, vehicles and equipment | Equipment maintenance and repair services | For manufacturers it also takes in building repairs such as elevators and heating systems; count purchased services only, not in-house labor, stores parts or capitalized overhauls | Repair-service supplier spend and service-contract billings, linked to assets through work orders |
| Purchased repairs and maintenance to buildings, structures and offices | Facilities maintenance services | Read it with the machinery line, which also holds some building repairs | Facilities service invoices by site |
| Purchased professional and technical services | Professional and facilities services | Includes janitorial, security and landscape services; computer services and advertising have lines of their own | Accounts payable by supplier, including non-PO invoices, with contracts for scope |
| Contract labor, including temporary help | Contingent labor | Covers what is paid to staffing agencies and professional employer organizations | Agency invoices and vendor-management system records |
| Lease and rental payments | Equipment, vehicle and building leases | Check how your books split operating and finance leases before comparing | Lease register and rent invoices |
| Other operating expenses | No single category | A catch-all for expenses no other line names, so it cannot scope one category | What is left of your operating-expense GL accounts after mapping every Census line, including payroll, benefits, taxes, utilities, computer services and advertising, which this register does not list |
| Purchased freight transportation; cost of insurance | None for manufacturing | Census marks both N, not available or not comparable, for every manufacturing industry; the panel lists them under the chart | Carrier invoices, freight audit data and insurance schedules |
A worksheet structure, not a rule: the second column is a starting map for one category tree, every figure that enters a plan still comes from the fourth column, and a gap between your share and the industry's is a question for the plan, not a saving.
Total cost of materials is five expense lines added together
For all manufacturing in 2024, the summary table’s total cost of materials is $3,809.6 billion. In the detailed expense table, materials, parts and supplies, cost of resale, purchased fuels, purchased electricity and cost of contract work add up to $3,809.6 billion, a difference of 18 thousand dollars. Across all 107 industries at the two- to four-digit level where the summary publishes the total and the expense table publishes every part, the largest difference is 93 thousand dollars, which is rounding. A buyer who adds the summary total to the expense lines counts those dollars twice.
All manufacturing, 2024, billions of current dollars: the five expense lines and the summary table’s total cost of materials
Source: U.S. Census Bureau, 2024 AIES table packages AIES00EXP02 (detailed operating expenses) and AIES31BASIC02 (manufacturing summary), released September 3, 2026; the item definition of total cost of materials is in the manufacturing summary’s notes. Differences computed by Zinit Research. Chart: Zinit Research. Data and method
What do the flags and coefficients of variation limit?
Every cell in the expense table carries a status, and a missing figure has a reason. Under the expense table's notes, data rows with fewer than three contributing firms or three contributing establishments are not presented at all. Among the rows that are shown, the table's symbols mark a value withheld to avoid disclosing data for individual companies with D, though it is included in higher level totals; a value not available or not comparable with N; an estimate that does not meet publication standards because of high sampling variability, poor response quality or other concerns about its quality with S; and a value that rounds to zero with Z. The S definition adds that unpublished estimates derived from the table by subtraction carry the same limitations and should not be attributed to the Census Bureau, so a figure backed out of a total is the team's own estimate, not a Census one. The second finding panel counts these cells line by line.
A published figure is still an estimate from a sample. The same notes state that each estimate is subject to sampling variability and may differ from the results of a complete census, and that estimates with large coefficients of variation should be used with caution. The notes mark a coefficient of variation between 30.0% and 60.8% with v, as a sign of high sampling error, and one that exceeds 60.8% with w, which means the estimate is not significantly different from zero at a 90% confidence level.
Sampling is not the only source of error. The 2024 release says the estimates may be subject to sampling variability and other sources of error, and imputation is one that has been measured in earlier manufacturing data. In a peer-reviewed study of Census manufacturing data, published in 2018 in the Review of Economics and Statistics, researchers found that 79% and 73% of observations in the 2002 and 2007 Censuses of Manufactures had imputed data for at least one variable used to compute total factor productivity, and that the mean-imputation methods the bureau primarily used can reduce the variance of the imputed variables. That study describes earlier censuses, not the AIES, so it gives no imputation rate for any 2024 line. Its lesson for a buyer is narrower: a published figure can rest partly on imputed values, so a decision about one plant belongs on that plant's own records.
Detail thins out as the industry narrows
For manufacturing’s 21 three-digit subsectors, every one of the 378 detailed expense cells is published without a quality flag. At the six-digit level, across 360 industries and 6,480 cells, 132 are withheld (D), 90 fall below publication standards (S) and 110 carry a coefficient of variation of 30% or more (v or w). The gaps fall unevenly: cost of resale is missing or flagged for 55 of those industries and cost of contract work for 48, while materials, parts and supplies is missing or flagged for 6.
Six-digit manufacturing industries (of 360) where each line is withheld, below standard, or has a coefficient of variation of 30% or more, 2024
Source: U.S. Census Bureau, 2024 AIES table package AIES00EXP02, released September 3, 2026, with the table’s symbols D, S, v and w. Counts by Zinit Research. Chart: Zinit Research. Data and method
What does a buyer still need from internal records?
The survey describes industries, and a sourcing decision needs one company's figures. Before a Census line moves a category up the plan, start from the general ledger accounts that match it, then cut the accounts payable and purchase-order detail by supplier, site and commodity code, including non-PO invoices and card spend, with the contracts, volumes and price terms behind it. Map each plant to its own six-digit NAICS industry rather than the company's headline code, and where that cell is withheld or flagged, use the four- or five-digit level and say so. Before reading anything into a gap between your share and the industry's, check the choices that move it, such as making versus buying, outsourced versus in-house maintenance, leasing versus owning, product mix and energy intensity. Where the question concerns a supplier rather than your own spend, start from records the supplier can share, as set out in our guide to supplier risk assessment methods.
The register also works in the other direction. When a supplier cites an industry figure to support a price change, ask which table, line, NAICS level and flag it comes from. An AIES line is an annual dollar total for the supplier's whole industry, so it cannot show a change in a unit cost: take any cost weight from the supplier's verified cost breakdown and any price movement from the index the contract names, which gives supplier relationship reviews a shared fact base.
Where does a public expense table belong in category planning?
For the next category review, leave out materials, payroll, fringe benefits and the catch-all other operating expenses, take the three largest remaining lines for the industry your main plant sits in, which are often cost of resale, machinery repairs, leases or electricity, and check each one's flag and coefficient of variation in the panel above. Pull the plant's spend on the same lines from the spend cube or accounts payable, ask the plant controller to confirm where the plant books items such as janitorial services or inbound freight, and divide each line by the plant's own operating expenses, built the way the table's total adds up for manufacturing, as the sum of all its published lines with payroll, materials and resale included. A gap tells you where to look next, not what you can save.
Where does this data come from?
- What the numbers are
- Operating expenses of U.S. manufacturing employer firms for reference year 2024, in thousands of current dollars, for 108 industries at the two- to four-digit 2017 NAICS levels and 18 published expense lines, each with its coefficient of variation and any symbol, from the AIES00EXP02 table package; counts of withheld, below-standard and high-variation cells for the 360 six-digit industries; and the manufacturing summary’s total cost of materials from the AIES31BASIC02 package. Shares of operating expenses and 90 percent margins of error are computed by Zinit Research. None of these figures describes a company, a supplier or a price.
- Source files
- 2024 AIES detailed operating expenses, table package AIES00EXP02, U.S. Census Bureau. Retrieved November 1, 2026. Direct download of the package published for the September 3, 2026 release. SHA-256 568874267bbe…
- 2024 AIES manufacturing summary, table package AIES31BASIC02, U.S. Census Bureau. Retrieved November 1, 2026. Direct download of the package published for the September 3, 2026 release. SHA-256 417542f38d11…
- Table notes and symbols for AIES00EXP02, U.S. Census Bureau. Retrieved November 1, 2026. Notes as served by data.census.gov’s table metadata service. SHA-256 4d2dc06b8247…
- 2024 AIES methodology, U.S. Census Bureau. Retrieved November 1, 2026. Direct download. SHA-256 94441fafcdbc…
- Symbols kept
- D: withheld to avoid disclosing data for individual companies. S: does not meet publication standards. N: not available or not comparable. Z: rounds to zero. v: coefficient of variation between 30.0% and 60.8%. w: coefficient of variation above 60.8%, not significantly different from zero at the 90% level. A blank cell stays blank on this page.
- How the page stays current
- Census publishes the AIES once a year; the full 2024 dataset was released on September 3, 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 3 CSV files below and a README that lists the sources and the citation.
- census-aies-2024-manufacturing-expense-lines.csv
- census-aies-2024-six-digit-flags-by-line.csv
- census-aies-2024-total-cost-of-materials-reconciliation.csv
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Download the data (ZIP, 304 KB)- Cite this page
Zinit Research. “What Census Manufacturing Expense Tables Can and Cannot Tell a Buyer.” Data: U.S. Census Bureau, 2024 Annual Integrated Economic Survey, tables AIES00EXP02 and AIES31BASIC02. https://zinit.com/journal/research/manufacturing-expense-field-boundaries, data retrieved November 1, 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
- Selected Sectors: Detailed Operating Expenses for Employer Firms in the U.S.: 2024 (Table AIES00EXP02, notes and item definitions) — U.S. Census Bureau, 2026. Current empirical evidence (official report): The table's name, U.S.-level-only presentation and select 2- through 6-digit NAICS levels; rows with fewer than three contributing firms or establishments not presented; the D, N, S and Z symbols and the warning about estimates derived by subtraction; sampling variability, the caution on large coefficients of variation and the v and w flags.
- Manufacturing: Summary Statistics for Industry Groups and Industries for Employer Firms in the U.S.: 2024 (Table AIES31BASIC01, notes and item definitions) — U.S. Census Bureau, 2026. Current empirical evidence (official report): The table's name and NAICS levels; total cost of materials as the cost of materials and packaging used, resales, purchased fuels consumed, purchased electricity and contract work; contract work done by others on materials the establishment furnishes; professional and technical services including janitorial, security and landscape services; manufacturing repairs including integral building parts and excluding janitorial and grounds maintenance; materials including repair materials, office and janitorial supplies, small tools, packaging and, in manufacturing, motor fuels; electricity paid directly to the utility.
- About the Annual Integrated Economic Survey (AIES) — U.S. Census Bureau, 2026. Contextual evidence (official report): The AIES replacing and integrating seven annual business surveys into one survey in 2023, the Annual Survey of Manufactures among them.
- Census Bureau Releases New Annual Integrated Economic Survey Data (CB26-TPS.51) — U.S. Census Bureau, Public Information Office, U.S. Census Bureau, 2026. Current empirical evidence (official report): The full 2024 dataset as a single, comprehensive annual snapshot of U.S. employer businesses with national, regional and divisional data and state estimates for selected sectors; food manufacturing's estimated value of shipments of $1,054.3 billion; a sample of approximately 385,000 businesses; estimates not adjusted for price changes and subject to sampling variability and other sources of error.
- Imputation in U.S. Manufacturing Data and Its Implications for Productivity Dispersion — T. Kirk White, Jerome P. Reiter, Amil Petrin, The Review of Economics and Statistics (MIT Press), 2018. Historical evidence (peer reviewed journal): 79% and 73% of observations in the 2002 and 2007 Censuses of Manufactures with imputed data for at least one variable used to compute total factor productivity; mean imputation reducing the variance of imputed variables.
- Agency Information Collection Activities; Submission to the Office of Management and Budget (OMB) for Review and Approval; Comment Request; Annual Integrated Economic Survey (87 FR 66643, November 4, 2022) — U.S. Census Bureau, Department of Commerce, Federal Register (Office of the Federal Register), 2022. Foundational evidence (official report): The AIES integrating and replacing seven existing annual surveys, including the Annual Survey of Manufactures; the ASM conducted annually since 1948 to collect revenues, expenses, capital expenditures, fuels and electric energy used, and inventories in the manufacturing sector.
- Frequently Asked Questions for the Annual Integrated Economic Survey (AIES) — U.S. Census Bureau, 2026. Contextual evidence (official report): Definitions of a company, an industry and a location; main survey content asked by location or for groups of locations based on industry.