Other Prof/Sci/Tech Services (NAICS 541990) in Alabama 1st District (AL-01)

The Alabama 1st District (AL-01) filter on Other Prof/Sci/Tech

NAICS 541990 and congressional district AL-01 meet here. $3,526,535,745.01 is the USAspending.gov obligation sum on awards that carry both tags. It is not the nationwide All Other Professional, Scientific, And Technical Services total, not every federal dollar coded to Alabama 1st District (AL-01), and not an outlay register. The packet does not split scientific from technical from other 541990 residual work, and it does not split contract versus assistance. 17 is an action count: modifications and repeat awards add rows. Unique recipients are unpublished. This cell is not a professional-license roster, a named-consultant file, or a residual catch-all of every NAICS.

Dividing $3,526,535,745.01 by 17 yields about $207,443,279.12 per award on average. That ratio is two packet facts. It is not a typical contract, grant, or benefit line. Seventeen awards is a thin-to-moderate residual-services file. The residual NAICS label is not a license to invent every other industry in AL-01. Do not treat AL-01's 541990 cell as a synonym for every Other Prof/Sci/Tech account nationwide. Open Alabama 1st District for the district table without this industry filter, NAICS 541990 for NAICS 541990 without a AL-01 filter, Alabama federal spending for every industry in the Alabama extract, and All spending ties for the rest of the join list. Quote those hubs as parents, not as addends to $3,526,535,745.01.

The All Other Professional, Scientific, And Technical Services industry rollup

USAspending labels industry 541990 as All Other Professional, Scientific, And Technical Services. That code produced $3,526,535,745.01 when crossed with Alabama 1st District (AL-01) place of performance. The industry-wide 541990 hub does not require AL-01 geography. The district hub does not require Other Prof/Sci/Tech. Only this tie applies both filters, which is why it cites 17 awards. The packet does not split scientific from technical from other 541990 residual work, and it does not split contract versus assistance.

Correlation is not causation: Alabama 1st District (AL-01) did not cause $3,526,535,745.01 by existing as a large or small place. Population, outcome scores, and named facilities are not packet facts. The join is 541990 × AL-01 only. This cell is not a professional-license roster, a named-consultant file, or a residual catch-all of every NAICS. Do not invent contractors or award recipients to fill the gap. Campaign donations on FEC tables do not fund this USAspending cell; the datasets are separate.

Reading the AL-01 stamp

Alabama 1st District (AL-01) on this join is a USAspending geography field, not a claim that every dollar was disbursed to residents of that district. Awards can list AL-01 while later work occurs elsewhere. Awards tagged to other Alabama districts belong on those ties even when the industry is also 541990. Alabama 1st District (AL-01) is a numbered congressional place-of-performance code inside Alabama. Other Alabama districts are separate joins even when they reuse NAICS 541990. Alabama 1st District (AL-01) is a numbered USAspending geography inside Alabama. Other Alabama districts are separate joins even if they reuse 541990.

Alabama federal spending shows how NAICS 541990 sits beside other industries in the same state extract. $3,526,535,745.01 is one district-industry column, not the state table. This packet does not split Alabama 1st District (AL-01) by county, city, or census tract. Awards that carry a different NAICS stay on those other ties even if the work sounds related to All Other Professional, Scientific, And Technical Services. The district-wide obligation total published here is $16,899,269,366.28; $3,526,535,745.01 is the Other Prof/Sci/Tech slice of that denominator.

USAspending obligations on this pair

USAspending.gov records an obligation when the federal government commits funds on an award. $3,526,535,745.01 is that kind of sum for All Other Professional, Scientific, And Technical Services inside AL-01 coding. Later deobligations, recoveries, or payment schedules can change what leaves the Treasury without this join rewriting itself into a cash register. Assistance and contract awards can share the same industry rollup; this packet does not split them. Net obligations can include downward adjustments. This page reports $3,526,535,745.01 as given.

Alabama's own budget is a separate ledger. Mixing it with the 17-row Other Prof/Sci/Tech cell leaves USAspending.gov. Treat 17 as award records in the aggregate, not unique vendors. Do not annualize without a year field in the packet. Do not per-capita or per-recipient the dollar total; those denominators are unpublished. The implied mean ($207,443,279.12) is a concentration statistic, not a typical AL-01 Other Prof/Sci/Tech payment.

Citing $3,526,535,745.01 without dropping a join side

Cite USAspending.gov: All Other Professional, Scientific, And Technical Services (NAICS 541990) obligated $3,526,535,745.01 on 17 awards coded to Alabama 1st District (AL-01). Name All Other Professional, Scientific, And Technical Services and Alabama 1st District (AL-01) together. Keep the obligation word. If Alabama 1st District or NAICS 541990 has refreshed, prefer the live hub over this snapshot for current rows. The pair is not a professional-license roster, a named-consultant file, or a residual catch-all of every NAICS. 20.9% of $16,899,269,366.28 is the district share on this packet, not a performance score.

Row count versus dollar concentration

Seventeen awards is a thin-to-moderate residual-services file. The residual NAICS label is not a license to invent every other industry in AL-01. Colorado 4th and Tennessee 3rd also use 541990 in this harvest. Those cells are not addends to AL-01. Same code, different district keys. A large row count makes a product split tempting; the packet still does not supply one. A small row count makes a named-facility story tempting; the packet still does not name facilities or contractors. The implied mean (about $207,443,279.12) and the district share (20.9% of $16,899,269,366.28) are ratios of packet facts. Prefer Alabama 1st District and NAICS 541990 if the live tables moved.

Questions

How much Other Prof/Sci/Tech spending is coded to Alabama 1st District (AL-01)?

USAspending.gov lists $3,526,535,745.01 in All Other Professional, Scientific, And Technical Services obligations across 17 awards with place of performance in Alabama 1st District (AL-01). NAICS 541990 × AL-01 is an obligation join, not an outlay and not Alabama's complete federal ledger. The cell is 20.9% of the district's published total ($16,899,269,366.28). Unique recipients are unpublished. Average obligation is about $207,443,279.12, a ratio of those two facts only.

Does $3,526,535,745.01 include every Other Prof/Sci/Tech product line in AL-01?

The packet publishes one NAICS rollup. The packet does not split scientific from technical from other 541990 residual work, and it does not split contract versus assistance. $3,526,535,745.01 is the combined obligation sum for NAICS 541990 inside AL-01 coding. This page will not invent a product pie or name contractors. Open NAICS 541990 and Alabama 1st District to inspect parent tables. 17 remains an action count, not a product count.

Is $3,526,535,745.01 cash already paid in Alabama 1st District (AL-01)?

No. Obligations are commitments recorded on USAspending.gov awards. Outlays — money that actually left the Treasury — are a different concept and are not this packet's headline. Treating $3,526,535,745.01 as checks already cleared in Alabama 1st District (AL-01) confuses those terms. Later ingests can revise 17 awards. Prefer the live district and industry hubs if the tables moved.

Why is the implied average $207,443,279.12 not a typical award?

The average is $3,526,535,745.01 divided by 17 awards, about $207,443,279.12. Thick files pull the mean down; thin files pull it up. Neither case publishes a typical instrument. Modifications add rows. Recipients are unpublished. Use the ratio only as a concentration statistic.