Insurance Agent political contributions from Kentucky

How Insurance Agent and Kentucky meet in the extract

The Kentucky × Insurance Agent join is a database match, not a narrative about a profession. $694,117 entered the extract because itemized receipts carried occupation INSURANCE AGENT and donor state KY at the same time. 1,667 is the matching line count. 116 is the matching donor-key count. $25,280,335 is what remains when the state filter is lifted for the same occupation string.

Dividing $694,117 by 1,667 yields about $416 per contribution. Dividing by 116 yields about $5,984 per donor. Gifts per donor average about 14.4 (1,667 ÷ 116). Those ratios describe this string in Kentucky, not payroll at firms that employ people with similar titles.

Occupation is not a license check. INSURANCE AGENT is the two-word title. Insurance and Insurance Broker are other keys. Producer licensure is not verified. Independent expenditures and USAspending tables do not feed $694,117. Source: FEC.gov.

How FEC stores Insurance Agent as an occupation

What the occupation side includes: itemized individual receipts tagged INSURANCE AGENT, summing to $25,280,335 across harvested states, of which $694,117 is the Kentucky cell. What it excludes: other occupation strings, unitemized gifts, independent expenditures, and committee filings that are not individual contribution aggregates.

Mean about $5,984 per donor in Kentucky should be quoted with both inputs ($694,117 and 116). Dropping 116 turns the mean into an unsourced claim. INSURANCE AGENT is the two-word title. Insurance and Insurance Broker are other keys. Producer licensure is not verified.

How KY sits on the itemized record

The address field that produced KY is whatever the filer or the committee keyed. It is not a geocode of a workplace. A Insurance Agent filer who works in one state and lives in Kentucky still counts here if the contribution listed KY. The packet does not publish a workplace state.

2.1% of national Insurance Agent donors (116 of 5,582) and 1.9% of national Insurance Agent contributions (1,667 of 89,119) sit in this cell. Those shares can diverge from the 2.7% dollar share. Quote each share with its numerator and denominator.

Per-gift and per-donor dollars in Kentucky

About $416 per contribution is $694,117 divided by 1,667. About $5,984 per donor is $694,117 divided by 116. About 14.4 gifts per donor is 1,667 divided by 116. Three ratios, three jobs. Dropping any input turns the ratio into an unsourced claim.

Nationwide means for the same string are about $284 per gift and $4,529 per donor. Comparing Kentucky to those national means is still only arithmetic on packet facts. It is not a cost-of-living adjustment and not a ranking of civic intensity.

Keep the two dollar columns labeled

Never write that Insurance Agent gave $25,280,335 in Kentucky. $25,280,335 is the national occupation total. Never write that the occupation’s only geography is Kentucky unless 2.7% is 100%, which it is not here. $694,117 is the Kentucky cell. The two columns are labeled stateTotal and occupationTotal in the packet for that reason.

2.7% is the only legitimate bridge between the columns. It is a quotient, not a second source. Independent expenditures still sit outside both columns. Label every dollar figure when you reuse it.

Itemized coverage and what stays outside

Itemized coverage means receipts that met the FEC itemization threshold and carried this occupation string. $694,117 is that subset for Kentucky. It is not total political spending by people who hold similar jobs, and it is not total Kentucky receipts.

INSURANCE AGENT is the two-word title. Insurance and Insurance Broker are other keys. Producer licensure is not verified. Keep Insurance Agent and Kentucky in the same sentence as $694,117. Dropping either noun misstates the denominator.

Repeat the join in one sentence for citation: occupation Insurance Agent, donor state Kentucky (KY), $694,117 itemized, 1,667 contributions, 116 donors, 2.7% of $25,280,335. INSURANCE AGENT is the two-word title. Insurance and Insurance Broker are other keys. Producer licensure is not verified. Insurance, Insurance Broker, Insurance Producer, and Agent stay on other occupation pages. The Kentucky campaign finance hub still mixes every other title. All occupations and All FEC ties are indexes, not extra dollar columns.

What a reader may not do with $694,117: treat it as payroll, treat 116 as a workforce census, treat 2.7% as a share of Kentucky statewide receipts, or treat the cell as money that funded USAspending awards. What a reader may do: quote the pair, quote the source FEC.gov, and follow the four internal links. Mean about $416 per contribution and $5,984 per donor remain attached to 1,667 and 116. About 14.4 lines per donor remains 1,667 divided by 116.

Questions

How much did Insurance Agent-tagged donors in Kentucky give?

The join records $694,117 in itemized individual contributions for occupation Insurance Agent and donor state Kentucky, from 1,667 contributions and 116 donors. The occupation’s national total is $25,280,335, so Kentucky is 2.7% of that roll. Figures come from FEC.gov aggregates. Occupation labels are filer-entered.

Does this count every insurance agent who donated from Kentucky?

No. The 116 donor keys are people whose itemized receipts grouped to INSURANCE AGENT and KY. Filers who used a different title are other occupation rows. FEC.gov does not verify jobs. The cell totals $694,117 on 1,667 lines. Unitemized gifts never appear in this aggregate.

What two tables meet on this page?

Insurance Agent donations ($25,280,335 for the string) and Kentucky campaign finance. The overlap is $694,117 from 1,667 receipts and 116 donors. All FEC ties lists other occupation-state cells. All occupations lists neighboring titles. Figures are FEC.gov individual contribution aggregates for Insurance Agent in Kentucky.

Do these Kentucky donations fund federal spending?

No. $694,117 is FEC itemized individual contributions tagged Insurance Agent and Kentucky. USAspending awards are a different dataset. This join does not claim donations funded contracts or grants. Independent expenditures are also outside $694,117. Source: FEC.gov. Occupation labels are filer-entered. Donor state is an address code, not recipient geography.