Irradiation Apparatus Manufacturing federal obligations in Wisconsin

Irradiation apparatus tagged to Wisconsin

Irradiation Apparatus Manufacturing as NAICS 334517, Wisconsin as place of performance: 1,073 records summing to $258,009,676.25. A 334517 award coded outside WI is out. An award in Wisconsin tagged to a different NAICS is out even if the work sounds related. Wisconsin (WI) excludes Minnesota, Illinois, Michigan, and Iowa. An Illinois-coded apparatus award is IL.

One thousand seventy-three awards against $258,009,676.25 is a high-count specialty-manufacturing file. Delivery orders thicken the count. Unique recipients are unpublished. Do not read 1,073 as 1,073 unique machines shipped, unique plants, or named hospitals. Wisconsin federal spending is the all-industry state hub. NAICS 334517 is the industry book without a WI filter. Wisconsin industries lists other Wisconsin industry cells. All spending ties indexes other joins.

Do not assign 1,073 awards to a named Wisconsin campus. $258,009,676.25 stays statewide. Correlation is not causation: Wisconsin did not “cause” $258,009,676.25 by existing as a large or small place. Population and outcome scores are not packet facts. The join is 334517 × WI only.

X-ray unit counts are unpublished

$258,009,676.25 does not measure machines shipped, unique plants, or named hospitals. Those series are not USAspending fields on this aggregate. The cell sums award obligations with NAICS 334517 and a WI place-of-performance tag. Irradiation apparatus manufacturing (334517) is not surgical instrument manufacturing (339112) and not residual electronic components (334419).

Do not treat 1,073 awards as a census of machines shipped, unique plants, or named hospitals. Parent hubs are supposed to be larger than this pair. If Wisconsin federal spending or NAICS 334517 matched $258,009,676.25 and 1,073, the join would be pointless. Keep both keys on. Minnesota, Illinois, and Michigan 334517 joins are other pairs, not addends.

Wisconsin statewide, not a medical-device corridor

Place of performance WI is a geography tag on the award, not a metro list and not a commuting zone. Wisconsin (WI) excludes Minnesota, Illinois, Michigan, and Iowa. An Illinois-coded apparatus award is IL. Recipient headquarters can differ from that state tag.

Do not assign 1,073 awards to a named Wisconsin campus. $258,009,676.25 stays statewide. This packet does not split $258,009,676.25 by city, county, or named facility. 1,073 awards stay statewide. A county table would be a different extract.

Apparatus contracts still record as obligations

Even a thick or thin file records obligations, not necessarily outlays. $258,009,676.25 can include amounts that pay on a later schedule. Citing it as cash already sent in Wisconsin confuses two concepts. Deobligations and upward adjustments both move the total.

Wisconsin’s own budget is a different ledger. Mixing it with the 1,073-award USAspending file leaves this series. No fiscal year is published in this packet, so this page does not invent one. Keep the obligation label on $258,009,676.25. One thousand seventy-three awards is the row count as USAspending grouped it, not a count of machines shipped, unique plants, or named hospitals.

Citing NAICS 334517 in Wisconsin

Cite USAspending.gov: Irradiation Apparatus Manufacturing (NAICS 334517) obligated $258,009,676.25 on 1,073 awards coded to Wisconsin. Name both sides. Keep “obligations.” Do not relabel the total as machines shipped, unique plants, or named hospitals.

Wisconsin federal spending still includes every other NAICS tagged to WI. NAICS 334517 is the 334517 parent without the WI filter. Wisconsin industries holds other Wisconsin industry joins. All spending ties indexes other pairs. Do not add those parents into $258,009,676.25.

A usable footnote names NAICS 334517, Wisconsin, $258,009,676.25, and 1,073. The compact headline $258M is that same dollar total rounded. It is not a second extract. The implied mean near $240,456 is $258,009,676.25 divided by 1,073. Means are not medians. USAspending.gov remains the originating system.

Questions

How much has NAICS 334517 obligated in Wisconsin?

USAspending.gov records $258,009,676.25 across 1,073 awards with NAICS 334517 and a Wisconsin place-of-performance tag. That is an obligation join, not an outlay and not a count of machines shipped, unique plants, or named hospitals. Keep both keys when quoting $258,009,676.25.

Is $258,009,676.25 a measure of machines shipped, unique plants, or named hospitals?

No. The packet publishes $258,009,676.25 and 1,073 awards for NAICS 334517 inside WI coding. Those other series are unpublished here. Unique recipients are unpublished. Quote the dollar total and the award count together. Obligations are not outlays.

Why does this 334517 file have 1,073 awards?

That is the award-record count for 334517 × WI. Combined with $258,009,676.25, the average is about $240,456. Modifications and repeat instruments add rows. 1,073 is not unique machines shipped, unique plants, or named hospitals. Later ingests can revise the count.

Where are the parent tables for Irradiation Apparatus Manufacturing in Wisconsin?

Wisconsin federal spending and NAICS 334517 are the parents, not addends. Wisconsin industries lists other Wisconsin industry cells. All spending ties lists other pairs. Keep both sides of the join when citing $258,009,676.25. USAspending.gov is the source. Obligations are not outlays.