Other Prof/Sci/Tech Services (NAICS 541990) in Tennessee 3rd District (TN-03)

What the Other Prof/Sci/Tech–TN-03 join is

NAICS 541990 and congressional district TN-03 meet here. $2,695,463,338.88 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 Tennessee 3rd District (TN-03), 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. 24 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 Unique recipients are unpublished.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 $2,695,463,338.88 by 24 yields about $112,310,972.45 per award on average. That ratio is two packet facts. It is not a typical contract, grant, or benefit line. 24 awards is a compact residual-services file. Consultant names are unpublished. A small share of a large parent is arithmetic, not a ranking. Do not treat TN-03's 541990 cell as a synonym for every Other Prof/Sci/Tech account nationwide. Open Tennessee 3rd District for the district table without this industry filter, NAICS 541990 for NAICS 541990 without a TN-03 filter, Tennessee federal spending for every industry in the Tennessee extract, and All spending ties for the rest of the join list. Quote those hubs as parents, not as addends to $2,695,463,338.88.

NAICS 541990 as the Other Prof/Sci/Tech side

USAspending labels industry 541990 as All Other Professional, Scientific, And Technical Services. That code produced $2,695,463,338.88 when crossed with Tennessee 3rd District (TN-03) place of performance. The industry-wide 541990 hub does not require TN-03 geography. The district hub does not require Other Prof/Sci/Tech. Only this tie applies both filters, which is why it cites 24 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: Tennessee 3rd District (TN-03) did not cause $2,695,463,338.88 by existing as a large or small place. Population, outcome scores, and named facilities are not packet facts. The join is 541990 × TN-03 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.

Tennessee 3rd District (TN-03) as place of performance

Tennessee 3rd District (TN-03) on this join is a USAspending geography field, not a claim that every dollar was disbursed to residents of that district. Awards can list TN-03 while later work occurs elsewhere. Awards tagged to other Tennessee districts belong on those ties even when the industry is also 541990. Tennessee 3rd District (TN-03) is a numbered congressional place-of-performance code inside Tennessee. Other Tennessee districts are separate joins even when they reuse NAICS 541990. Tennessee 3rd District (TN-03) is a numbered place-of-performance geography inside Tennessee. Tennessee 1st in this harvest uses facilities support (561210), not 541990.

Tennessee federal spending shows how NAICS 541990 sits beside other industries in the same state extract. $2,695,463,338.88 is one district-industry column, not the state table. This packet does not split Tennessee 3rd District (TN-03) 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 $96,715,183,991.96; $2,695,463,338.88 is the Other Prof/Sci/Tech slice of that denominator.

Obligations, not outlays

USAspending.gov records an obligation when the federal government commits funds on an award. $2,695,463,338.88 is that kind of sum for All Other Professional, Scientific, And Technical Services inside TN-03 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 $2,695,463,338.88 as given.

Tennessee's own budget is a separate ledger. Mixing it with the 24-row Other Prof/Sci/Tech cell leaves USAspending.gov. Treat 24 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 ($112,310,972.45) is a concentration statistic, not a typical TN-03 Other Prof/Sci/Tech payment.

How to cite Other Prof/Sci/Tech in TN-03

Cite USAspending.gov: All Other Professional, Scientific, And Technical Services (NAICS 541990) obligated $2,695,463,338.88 on 24 awards coded to Tennessee 3rd District (TN-03). Name All Other Professional, Scientific, And Technical Services and Tennessee 3rd District (TN-03) together. Keep the obligation word. If Tennessee 3rd 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. 2.8% of $96,715,183,991.96 is the district share on this packet, not a performance score.

Keep All Other Professional, Scientific, And Technical Services, Tennessee 3rd District (TN-03), $2,695,463,338.88, and 24 awards together. All spending ties indexes other pairs. NAICS 541990 is the 541990 parent without a TN-03 filter. Tennessee federal spending is the Tennessee parent. Do not add those parents to this cell. Sharing a district with Other Prof/Sci/Tech does not mean campaign donations funded these awards, and it does not convert obligations into outlays. This page reports one USAspending join.

Reading a thin Other Prof/Sci/Tech file in TN-03

24 awards is a compact residual-services file. Consultant names are unpublished. A small share of a large parent is arithmetic, not a ranking. Alabama 1st and Colorado 4th also use 541990. Do not add those dollars into TN-03. The residual NAICS is not every other industry in the district. 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 $112,310,972.45) and the district share (2.8% of $96,715,183,991.96) are ratios of packet facts. Prefer Tennessee 3rd District and NAICS 541990 if the live tables moved.

Questions

How much Other Prof/Sci/Tech spending is coded to Tennessee 3rd District (TN-03)?

USAspending.gov lists $2,695,463,338.88 in All Other Professional, Scientific, And Technical Services obligations across 24 awards with place of performance in Tennessee 3rd District (TN-03). NAICS 541990 × TN-03 is an obligation join, not an outlay and not Tennessee's complete federal ledger. The cell is 2.8% of the district's published total ($96,715,183,991.96). Unique recipients are unpublished. Average obligation is about $112,310,972.45, a ratio of those two facts only.

Does $2,695,463,338.88 include every Other Prof/Sci/Tech product line in TN-03?

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. $2,695,463,338.88 is the combined obligation sum for NAICS 541990 inside TN-03 coding. This page will not invent a product pie or name contractors. Open NAICS 541990 and Tennessee 3rd District to inspect parent tables. 24 remains an action count, not a product count.

Is $2,695,463,338.88 cash already paid in Tennessee 3rd District (TN-03)?

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 $2,695,463,338.88 as checks already cleared in Tennessee 3rd District (TN-03) confuses those terms. Later ingests can revise 24 awards. Prefer the live district and industry hubs if the tables moved.

Where is the live Other Prof/Sci/Tech–TN-03 table?

Tennessee 3rd District is the district parent and NAICS 541990 is the industry parent. Tennessee federal spending covers Tennessee without the district×industry intersection as the headline. All spending ties lists other pairs. Those hubs are not addends. Keep both sides of the join when citing $2,695,463,338.88. Place of performance is TN-03. Obligations are not outlays.