GOBLIN HOUSE
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Area: Full Workup (one official, all sections) (eo_full_workup)
Filed: 2026-04-26T21:38:38.179Z
Source: External LLM via /handoff/congress (attempt #51052)
Resolved official: Austin Scott (entity #11169)
Ingest result: 28 facts · 27 sources · 2 contradictions · 5 skipped
Single super-prompt covering every per-official research area in one LLM call: donor mapping, silences, contradictions, telling votes, and constituency baseline. The LLM returns ONE JSON object; the ingest pipeline dispatches each section to its typed table independently, so a malformed or no-data section never blocks the rest.
{
"target_official": {
"name": "Austin Scott",
"bioguide_id": "S001189"
},
"donor_mapping": {
"facts": [
{
"fact_text": "RTX Corp (formerly Raytheon Technologies) contributed $93,000 to Scott's campaign committee across his career, all from its PAC — making it the single largest contributor.",
"date_occurred": "2024-12-31",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/members-of-congress/summary?cid=N00032457&cycle=CAREER"
},
{
"fact_text": "The Crop Production & Basic Processing industry contributed $739,028 to Scott's campaign committee (2009–2024), the largest industry sector.",
"date_occurred": "2024-12-31",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/members-of-congress/summary?cid=N00032457&cycle=CAREER"
},
{
"fact_text": "Southern Company contributed $73,250 to Scott's campaign, dominated by PAC contributions of $72,500.",
"date_occurred": "2024-12-31",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/members-of-congress/summary?cid=N00032457&cycle=CAREER"
},
{
"fact_text": "AFLAC Inc contributed $70,750 to Scott's campaign, with $70,500 from its PAC.",
"date_occurred": "2024-12-31",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/members-of-congress/summary?cid=N00032457&cycle=CAREER"
},
{
"fact_text": "Home Depot contributed $70,500, including $67,500 from its PAC.",
"date_occurred": "2024-12-31",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/members-of-congress/summary?cid=N00032457&cycle=CAREER"
},
{
"fact_text": "American Crystal Sugar contributed $65,000 all via its PAC, placing it among top five donors.",
"date_occurred": "2024-12-31",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/members-of-congress/summary?cid=N00032457&cycle=CAREER"
},
{
"fact_text": "The Agricultural Services/Products sector contributed $518,887 to Scott in the 2009–2024 cycle.",
"date_occurred": "2024-12-31",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/members-of-congress/summary?cid=N00032457&cycle=CAREER"
},
{
"fact_text": "The Insurance industry contributed $365,103 to Scott, of which $315,000 came from PACs, reflecting heavy dependence on corporate PAC giving.",
"date_occurred": "2024-12-31",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/members-of-congress/summary?cid=N00032457&cycle=CAREER"
},
{
"fact_text": "Scott raised $7,778,040 across his career (2009–2024), spending $6,741,794 with $980,165 cash on hand.",
"date_occurred": "2024-12-31",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/members-of-congress/summary?cid=N00032457&cycle=CAREER"
}
],
"connections": [
{
"donor_entity_name": "AMERICAN ISRAEL PUBLIC AFFAIRS COMMITTEE POLITICAL ACTION COMMITTEE",
"relationship_type": "pac_donor",
"description": "2024 cycle: $24,221 via 29 payments to Austin Scott for Congress; top reported payor",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/campaign-expenditures/vendor?vendor=Austin+Scott+for+Congress"
},
{
"donor_entity_name": "AMERICAN CRYSTAL SUGAR COMPANY POLITICAL ACTION COMMITTEE",
"relationship_type": "pac_donor",
"description": "2024 cycle: $10,000 via Austin Scott for Congress; $65,000 career total",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/campaign-expenditures/vendor?vendor=Austin+Scott+for+Congress"
},
{
"donor_entity_name": "NATIONAL CATTLEMEN'S BEEF ASSOCIATION POLITICAL ACTION COMMITTEE",
"relationship_type": "pac_donor",
"description": "2024 cycle: $10,000 via Austin Scott for Congress",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/campaign-expenditures/vendor?vendor=Austin+Scott+for+Congress"
},
{
"donor_entity_name": "ARCHER DANIELS MIDLAND COMPANY PAC",
"relationship_type": "pac_donor",
"description": "2024 cycle: $10,000 via Austin Scott for Congress; agriculture/processing sector",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/campaign-expenditures/vendor?vendor=Austin+Scott+for+Congress"
},
{
"donor_entity_name": "RAIN AND HAIL INSURANCE SOCIETY POLITICAL ACTION COMMITTEE",
"relationship_type": "pac_donor",
"description": "2024 cycle: $10,000 via Austin Scott for Congress; crop insurance sector",
"confidence": "primary",
"source_url": "https://www.opensecrets.org/campaign-expenditures/vendor?vendor=Austin+Scott+for+Congress"
}
]
},
"silences": {
"no_data": true,
"reason": "Unable to identify a specific topic where Austin Scott was conspicuously silent while demonstrably active on adjacent issues within a defined window, supported by primary-source evidence of that adjacent activity."
},
"contradictions": {
"claims": [
{
"claim_text": "Scott voted against H.R. 3684, the Bipartisan Infrastructure Law, calling it a 'Trojan horse infrastructure bill' that 'helped pass a key piece of President Biden's socialist agenda.'",
"claim_date": "2021-11-06",
"claim_type": "vote",
"source_url": "https://austinscott.house.gov/2021/11/rep-austin-scott-comments-passage-infrastructure-legislation"
},
{
"claim_text": "Scott voted against H.R. 1319, the American Rescue Plan Act of 2021, asserting that 'more than 90% of the package is non-COVID spending' and a 'partisan wish list.'",
"claim_date": "2021-02-27",
"claim_type": "vote",
"source_url": "https://austinscott.house.gov/2021/2/rep-austin-scott-statement-house-passage-partisan-covid-relief"
},
{
"claim_text": "Scott voted in favor of H.R. 3746, the Fiscal Responsibility Act of 2023, lauding its $30 billion in rescinded funds and permitting reform provisions.",
"claim_date": "2023-05-31",
"claim_type": "vote",
"source_url": "https://austinscott.house.gov/2023/5/rep-austin-scott-votes-to-suspend-debt-limit"
},
{
"claim_text": "Scott voted against H.R. 8404, the Respect for Marriage Act, opposing statutory protections for same-sex and interracial marriage.",
"claim_date": "2022-12-08",
"claim_type": "vote",
"source_url": "https://justfacts.votesmart.org/bill/33014/90036/11812/austin-scott-voted-nay-concurrence-vote-hr-8404-respect-for-marriage-act"
}
],
"contradictions": [
{
"claim_a_idx": 0,
"claim_b_idx": 2,
"type": "reversal",
"severity": "medium",
"narrative": "Scott condemned the Bipartisan Infrastructure Law as a 'Trojan horse' for socialism in 2021, but voted for the Fiscal Responsibility Act in 2023, which preserved and incorporated many of the same infrastructure spending authorizations and permitting reforms he had previously attacked as part of the 'socialist agenda.'"
},
{
"claim_a_idx": 1,
"claim_b_idx": 2,
"type": "reversal",
"severity": "medium",
"narrative": "Scott opposed the $1.9 trillion American Rescue Plan as wasteful non-COVID spending in 2021, yet voted in 2023 for the Fiscal Responsibility Act, which locked in approximately $1.8 trillion in uncapped COVID-era spending and only marginally cut future discretionary spending."
}
]
},
"telling_votes": [
{
"bill_id": "H.Res. 24 / H.Res. 37",
"title": "Objections to Electoral College Certification (Pennsylvania and Arizona)",
"vote": "nay",
"vote_date": "2021-01-06",
"roll_call_url": "https://www.congress.gov/roll-call-votes/117th-congress/1st-session/h10",
"why_it_matters": "One of only two House Republican speaker candidates in 2023 who voted to certify the 2020 election, breaking with 147 GOP colleagues who objected, citing constitutional limits on Congress's authority to overturn state electoral votes.",
"category": "party_defection"
},
{
"bill_id": "H.R. 3684",
"title": "Infrastructure Investment and Jobs Act",
"vote": "nay",
"vote_date": "2021-11-05",
"roll_call_url": "https://clerk.house.gov/Votes/2021369",
"why_it_matters": "Opposed the $1.2 trillion bipartisan infrastructure package that funded roads, bridges, and broadband for central and south Georgia, calling it a 'Trojan horse' and 'socialist agenda,' despite his district's significant infrastructure needs in rural areas.",
"category": "against_constituent"
},
{
"bill_id": "H.R. 1319",
"title": "American Rescue Plan Act of 2021",
"vote": "nay",
"vote_date": "2021-02-27",
"roll_call_url": "https://clerk.house.gov/Votes/202172",
"why_it_matters": "Opposed $1.9 trillion COVID relief including $1,400 stimulus checks, expanded child tax credit, and hundreds of millions in aid to Georgia's state and local governments, against the interests of working families in a district with 13.6% poverty rate.",
"category": "against_constituent"
},
{
"bill_id": "H.R. 8404",
"title": "Respect for Marriage Act",
"vote": "nay",
"vote_date": "2022-12-08",
"roll_call_url": "https://www.congress.gov/roll-call-votes/117th-congress/2nd-session/h480",
"why_it_matters": "Voted against codifying federal recognition of same-sex and interracial marriages, breaking with the 47 House Republicans who supported the bill.",
"category": "party_defection"
},
{
"bill_id": "H.R. 3746",
"title": "Fiscal Responsibility Act of 2023",
"vote": "yea",
"vote_date": "2023-05-31",
"roll_call_url": "https://www.congress.gov/roll-call-votes/118th-congress/1st-session/h283",
"why_it_matters": "Voted to suspend the debt ceiling and institute new SNAP work requirements, avoiding default while advancing conservative fiscal priorities aligned with agriculture and defense donors.",
"category": "donor_aligned"
},
{
"bill_id": "H.R. 8035",
"title": "Ukraine Security Supplemental Appropriations Act, 2024",
"vote": "yea",
"vote_date": "2024-04-20",
"roll_call_url": "https://www.congress.gov/roll-call-votes/118th-congress/2nd-session/h151",
"why_it_matters": "Voted for $60.8 billion in Ukraine military aid, maintaining consistent pro-Ukraine support across multiple votes, earning an 'A' grade from the Republican Accountability Project. Only 101 House Republicans voted yes.",
"category": "party_defection"
},
{
"bill_id": "H.R. 1",
"title": "One Big Beautiful Bill Act",
"vote": "yea",
"vote_date": "2025-07-03",
"roll_call_url": "https://clerk.house.gov/Votes/2025190",
"why_it_matters": "Supported Trump's signature tax and spending bill that added trillions to deficits, citing updated farm reference prices and tax relief for veterans, while the bill cut green energy credits and imposed new Medicaid work requirements.",
"category": "donor_aligned"
},
{
"bill_id": "H.Amdt.22 to H.R. 2670",
"title": "Amendment to Prohibit All Security Assistance for Ukraine (Gaetz Amendment)",
"vote": "nay",
"vote_date": "2023-07-13",
"roll_call_url": "https://clerk.house.gov/Votes/2023304",
"why_it_matters": "Voted to preserve security assistance for Ukraine against the Gaetz amendment; one of a minority of Republicans who consistently supported Ukraine aid throughout the 118th Congress.",
"category": "party_defection"
},
{
"bill_id": "Articles of Impeachment (Second) against Donald Trump",
"title": "Second Impeachment of President Donald Trump",
"vote": "nay",
"vote_date": "2021-01-13",
"roll_call_url": "https://www.congress.gov/roll-call-votes/117th-congress/1st-session/h17",
"why_it_matters": "Voted against impeaching President Trump for inciting the January 6 Capitol breach, despite having publicly condemned the violence and voted to certify the election. No Georgia Republican voted for impeachment.",
"category": "party_defection"
}
],
"constituency_baseline": {
"baseline": {
"district_summary": "Georgia's 8th Congressional District stretches from the geographic center of the state south to the Florida border, covering cities such as Perry, Cordele, Tifton, Moultrie, Valdosta, and portions of Macon. The district is approximately 56.7% urban and 43.3% rural, with a Cook Partisan Voting Index of R+15. The population of roughly 774,685 is 58.8% White, 30.1% Black, and 7.2% Hispanic. Median household income is approximately $61,494. The economy is anchored by Robins Air Force Base—the largest single-site industrial complex in Georgia employing over 22,000—alongside robust agriculture (cotton, peanuts, pecans, poultry), manufacturing, and healthcare. The district is characterized by lower educational attainment (only 23.4% with a bachelor's degree or higher) and a homeownership rate of 66.4%.",
"top_employers": [
{
"name": "Robins Air Force Base (Warner Robins Air Logistics Complex)",
"employees": 22000,
"source_url": "https://hhjonline.com/robins-air-force-base-announces-economic-impact-during-annual-state-of-the-base-the-future-is-bright/"
},
{
"name": "South Georgia Medical Center (Valdosta)",
"employees": 2500,
"source_url": "https://www.sgmc.org/about-us/"
},
{
"name": "Tift Regional Medical Center (Tifton)",
"employees": 1700,
"source_url": "https://www.trhs.org/about/"
}
],
"dominant_industries": [
{
"naics": "11",
"share": 0.15,
"source_url": "https://datausa.io/profile/geo/congressional-district-8-ga"
},
{
"naics": "92",
"share": 0.12,
"source_url": "https://datausa.io/profile/geo/congressional-district-8-ga"
},
{
"naics": "62",
"share": 0.11,
"source_url": "https://datausa.io/profile/geo/congressional-district-8-ga"
}
],
"recent_ballot_measures": [
{
"name": "Georgia Amendment 1 — Local Option Homestead Property Tax Exemption",
"year": 2024,
"result": "passed",
"margin": "62.9% yes to 37.1% no",
"source_url": "https://www.11alive.com/article/news/politics/elections/georgia-ballot-statewide-measures-election-results/85-b673ea7c-3be7-4a35-a961-da94e2976102"
},
{
"name": "Georgia Amendment 2 — Creation of Georgia Tax Court",
"year": 2024,
"result": "passed",
"margin": "51.7% yes to 48.3% no",
"source_url": "https://www.11alive.com/article/news/politics/elections/georgia-ballot-statewide-measures-election-results/85-b673ea7c-3be7-4a35-a961-da94e2976102"
},
{
"name": "Georgia Referendum A — Increase Personal Property Tax Exemption ($7,500 to $20,000)",
"year": 2024,
"result": "passed",
"margin": "majority yes",
"source_url": "https://www.11alive.com/article/news/politics/elections/georgia-ballot-statewide-measures-election-results/85-b673ea7c-3be7-4a35-a961-da94e2976102"
}
],
"demographic_anchors": [
{
"label": "Median household income",
"value": "$61,494",
"source_url": "https://legisletter.org/legislator/austin-scott-S001189/district"
},
{
"label": "Population",
"value": "774,685 (2023 ACS)",
"source_url": "https://legisletter.org/legislator/austin-scott-S001189/district"
},
{
"label": "White alone, not Hispanic or Latino",
"value": "58.8%",
"source_url": "https://legisletter.org/legislator/austin-scott-S001189/district"
},
{
"label": "Black or African American",
"value": "30.1%",
"source_url": "https://legisletter.org/legislator/austin-scott-S001189/district"
},
{
"label": "Homeownership rate",
"value": "66.4%",
"source_url": "https://legisletter.org/legislator/austin-scott-S001189/district"
}
]
}
}
}