Okmulgee County – Muscogee Nation’s $3.73 Million Omniplex Turf & Lighting Authorizations, Beggs Venue Crosswalk and the Public-Benefit Ledger

Oklahoma’s Counties of Accountability · Day 29 · November 13, 2026
Okmulgee County: Muscogee Nation’s $3.73 Million Omniplex Turf & Lighting Authorizations, Beggs Venue Crosswalk and the Public-Benefit Ledger
In Okmulgee County, historical sports-research geography meets a contemporary tribal recreation facility, one school-addressed tournament division in Beggs and a new turf-and-lighting investment. The central accountability question is not whether a tournament produced a particular amount of money, but which entity controlled the venue, who authorized and received payments, which public resources were used, and what evidence demonstrates community access and benefit.
1. The county’s distinctive public-accountability question
The Muscogee Nation’s official recreation page identifies Claude Cox Omniplex as one of its facilities and describes leasing availability. The Nation’s affiliated news outlet documented National Council actions on December 16, 2023 authorizing $3,143,084.83 for synthetic turf (NCA 23-161) and $590,000 for field lighting (NCA 23-162): $3,733,084.83 combined authorizations. These are distinct tribal appropriations—not verified completed expenditures, City of Okmulgee spending, receipts from USSSA events or incremental visitor-spending impacts. [S01] [S02]
On June 4, 2025, Muscogee Nation-affiliated reporting said Omniplex softball tournaments were being relocated during construction, with representatives acknowledging cooperation with the City of Okmulgee and Preston Public Schools. That is evidence of an intergovernmental working relationship, not proof of a particular contract, title interest or revenue-sharing agreement. [S03]
2. Dataset control, coverage and event-count rule
For this installment we isolated 23 exact County = Okmulgee division records from the accessible 62-column AIUSSSA/Hidden Valley source and cross-checked the exact TournamentID set against the September 2026 primary-facility county working crosswalk. All 23 records agree as Okmulgee County and the counterpart crosswalk identifies their single-county labels; primary host designation has not been independently authenticated. Six unique EventUrl values define six event groups. The original accessible source file has 20,317 total data rows, while the methodology control sheet cites 20,316 and the follow-on crosswalk contains 20,305. These statewide row-count differences remain unresolved; importantly, all 23 Okmulgee identifiers match the follow-on crosswalk. [R01] [R02]
Coverage in this county-specific sample is March 7–May 30, 2026; its absence of earlier seasons is a limitation of the selected source records, not proof that youth sports were absent before 2026. The labels include baseball and softball. Each division row is one model record, not one distinct event, exclusive team, verified facility booking or documented bank transaction.
3. Countywide financial, game and officiating ledger
| Metric | Countywide modeled or source value |
|---|---|
| Distinct source event groups | 6 |
| Division rows | 23 |
| Team participations | 123 |
| Gross team entry fees | $29,945 |
| Modeled gross gate | $24,600 |
| Modeled gross concessions | $12,300 |
| Scenario-net concessions, 30% | $3,690 |
| Scenario-net concessions, 50% | $6,150 |
| Scenario-net concessions, 70% | $8,610 |
| Source-estimated minimum games | 293 |
| Official assignment slots | 585 |
| Modeled umpire costs | $23,400 |
| Modeled sanction fees | $2,955 |
| Source-modeled gross event income | $66,845 |
| Source-modeled limited-cost event net | $40,490 |
Important: “scenario-net concessions” here means gross modeled concessions multiplied by illustrative 30% / 50% / 70% retained fractions, not audited gross margins or actual after-cost profits. The source field TotalEventNet subtracts modeled umpire costs and sanction charges from modeled entry, gate and concessions only; it does not deduct field rent, maintenance, insurance, staffing, sales tax, permits, equipment, security, public subsidies or full overhead.
4. Municipality reconciliation — all required metrics
| Municipality | Event IDs | Rows | Teams | Entry fees | Modeled gate | Concessions gross | Net 30% | Net 50% | Net 70% | Games | Official slots | Umpire cost | Sanctions |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Beggs | 1 | 1 | 6 | $1,320 | $1,200 | $600 | $180 | $300 | $420 | 14 | 28 | $1,120 | $135 |
| Okmulgee | 6 | 22 | 117 | $28,625 | $23,400 | $11,700 | $3,510 | $5,850 | $8,190 | 279 | 557 | $22,280 | $2,820 |
| OKMULGEE COUNTY | 6 | 23 | 123 | $29,945 | $24,600 | $12,300 | $3,690 | $6,150 | $8,610 | 293 | 585 | $23,400 | $2,955 |
Event counts are not additive in this municipality table. The March 7 “Turf Shootout Grand OPENING” source event includes one Beggs division row and five Okmulgee division rows. Thus the same source event ID is represented under both municipality labels. The union is six distinct county events, not the sum of municipality event-ID counts. All money, team participations, division rows, games and official slots do add to the county total.
5. Facility and custody reconciliation
| Facility | Event IDs | Rows | Teams | Entry fees | Modeled gate | Concessions gross | Net 30% | Net 50% | Net 70% | Games | Official slots | Umpire cost | Sanctions |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Beggs High School | 1 | 1 | 6 | $1,320 | $1,200 | $600 | $180 | $300 | $420 | 14 | 28 | $1,120 | $135 |
| Claude Cox Omniplex | 6 | 22 | 117 | $28,625 | $23,400 | $11,700 | $3,510 | $5,850 | $8,190 | 279 | 557 | $22,280 | $2,820 |
| OKMULGEE COUNTY | 6 | 23 | 123 | $29,945 | $24,600 | $12,300 | $3,690 | $6,150 | $8,610 | 293 | 585 | $23,400 | $2,955 |
Claude Cox Omniplex, 555 Tank Farm Road, Okmulgee: 22 source rows. The Muscogee Nation Recreation department lists the Omniplex under its programming and leasing authority. Accordingly, this analysis overrides any default municipal ownership assumption with “tribal-administered facility; fee recipient and legal title not independently confirmed”. City cooperation must not be mistaken for City legal title or municipal gate income. [S01] [S03]
Beggs High School, 1201 West 9th Street, Beggs: one source row. Beggs Public Schools independently confirms this school-addressed location. This is provisionally classified as a school-affiliated facility, not automatically City property or authenticated school fee collection. Deed, use agreement, and event-specific field assignment remain outstanding. [S04]
6. Source-event ledger and multi-location watchlist
| Event / date | Source ID | Rows | Teams | Entry | Gate | Visitor model | Listed facility/facilities | Host status |
|---|---|---|---|---|---|---|---|---|
| Swing Into Spring — 3/14/2026 | 26180 | 5 | 14 | $3,080 | $2,800 | $5,236 | Claude Cox Omniplex | Single listed venue; host not independently verified |
| Turf Shootout Grand OPENING — 3/7/2026 | 26176 | 6 | 38 | $8,360 | $7,600 | $14,212 | Beggs High School, Claude Cox Omniplex | PRIMARY HOST UNRESOLVED |
| Turf Madness — 4/18/2026 | 26208 | 2 | 16 | $3,520 | $3,200 | $5,984 | Claude Cox Omniplex | Single listed venue; host not independently verified |
| DANA CUNDIFF LEGACY SCHOLARSHIP NIT 3X POINT 5GG — 5/23/2026 | 26089 | 3 | 26 | $8,675 | $5,200 | $9,724 | Claude Cox Omniplex | Single listed venue; host not independently verified |
| Summer Slam — 5/30/2026 | 26244 | 4 | 26 | $5,720 | $5,200 | $9,724 | Claude Cox Omniplex | Single listed venue; host not independently verified |
| Mother's Day Bash — 5/9/2026 | 26229 | 3 | 3 | $590 | $600 | $1,122 | Claude Cox Omniplex | Single listed venue; host not independently verified |
The event table is a research index, not a certification of actual attendance. Full source URLs are preserved in the companion division-level CSV. For event identities, unique EventUrl values—not venue strings, date alone or repeated division entries—govern county event counts.
7. Dedicated countywide modeled visitor-spending economic impact
| Source CSV economic-impact column | Countywide row sum | Interpretation |
|---|---|---|
| DayImpact | $10,455 | Model of day-trip visitor spending |
| OvernightImpact | $35,547 | Model of overnight visitor spending |
| TotalEconomicImpactPerEvent | $46,002 | Sum of both spending models, stored at division-row level |
Two original row formulas, applied using each row’s actual rates and stays:
DayImpact = TeamsEntered × DayTripRate × DayStay
OvernightImpact = TeamsEntered × NightTripRate × OverNightStay
TotalEconomicImpactPerEvent = DayImpact + OvernightImpact
Although the last CSV field includes the phrase “PerEvent,” it is populated on each division row. County totals therefore use the sum of all 23 division-row values rather than assuming there is one independent visitor-spending value per tournament. Summing the same teams across divisions or events can also double-count real visitors unless deduplicated.
Actual rate-and-stay combinations (no statewide substitution)
| DayTripRate | NightTripRate | DayStay | OverNightStay | Division rows | Source control |
|---|---|---|---|---|---|
| $85.00 | $289.00 | 1 | 1 | 23 | This rate/stay combination appears on 23 original rows |
In this particular county cohort all 23 rows carry $85 day-trip rate, $289 overnight rate, 1 day and 1 overnight stay. This is an empirical statement about the selected records—not a claim that every Hidden Valley county or year uses those assumptions. The companion CSV preserves each row’s original parameters so future variations are not overwritten.
Worked source-row example — 26176-1, 14Op, Turf Shootout Grand OPENING: 6 teams × $85.00 × 1 = $510.00 day-trip model; 6 × $289.00 × 1 = $1,734.00 overnight model; combined $2,244.00. The model presumes both day-trip and overnight spending per entrant-team without independent proof of overnight travel, unique lodging occupants, length of stay, local retention, counterfactual spending or leakages.
Economic-impact municipality and facility reconciliation
| Geography / source facility | Division rows | Teams | DayImpact | OvernightImpact | TotalEconomicImpactPerEvent |
|---|---|---|---|---|---|
| Municipality — Beggs | 1 | 6 | $510 | $1,734 | $2,244 |
| Municipality — Okmulgee | 22 | 117 | $9,945 | $33,813 | $43,758 |
| Facility — Beggs High School | 1 | 6 | $510 | $1,734 | $2,244 |
| Facility — Claude Cox Omniplex | 22 | 117 | $9,945 | $33,813 | $43,758 |
| COUNTYWIDE CONTROL | 23 | 123 | $10,455 | $35,547 | $46,002 |
Reconciliation check: $10,455 + $35,547 = $46,002. Municipality rows sum to that county control; separately, facility rows sum to the same county control. Do not add the municipality section to the facility section: they are alternate groupings of the same source rows.
8. Financial model formulas and what remains unverified
| Formula / metric | Row-level computation | Required limitation |
|---|---|---|
| Entry fees | TeamsEntered × EntryFeePerTeam → TotalTeamEntryFee | Direct source arithmetic; cancellations and discounts not audited |
| Modeled fans | TeamsEntered × 20 → DailyFans | 20 fans/team is this county cohort’s assumption, not ticket scans |
| Daily gross gate | DailyFans × DailyAdmissionFee → TotalGateAdmissionFee | Every row uses $5 modeled adult-equivalent admission |
| Period gross gate | TotalGateAdmissionFee × TotalEventDays → TotalEventGate | Every row uses 2 modeled event days; no verified schedule/admissions |
| Gross concessions | TotalEventGate × 0.50 → TotalEventConcession | Illustrative concession multiplier, not POS records |
| Retained concession scenarios | TotalEventConcession × 30%, 50%, 70% | Not the dataset’s actual margin or audited net income |
| Games | TotalMinimumGamesPlayed is a source-estimated field | Do not call these completed matches or derive exact bracket count |
| Official assignment slots | TotalMinimumGamesPlayed × UmpiresPerGame → TotalEventUmpires | Assignments, not unique individuals or payroll records |
| Umpire costs | TotalEventUmpires × UmpirePayPerGame → TotalEventUmpireFees | All 23 rows use $40 per assignment |
| Team sanction | TeamsEntered × UsssaTeamSanctionFee → TeamUsssaSanctionFees | All rows assume $10 per team |
| Total sanction model | TeamUsssaSanctionFees + EventUsssaSanctionFees | The $75 event sanction component is present on each division row, not verified once per real event |
| TotalEventIncome | TotalTeamEntryFee + TotalEventGate + TotalEventConcession | Source gross model; not deposits |
| TotalEventNet | TotalEventIncome − TotalEventUmpireFees − TotalUSSSASanctionFees | Limited-cost model, not accounting net or profit |
Independent arithmetic validation: 322 exact row-formula comparisons were completed across 14 formula relationships and 23 division rows, with 0 discrepancies. This tests only internal consistency of the model—not actual games, revenue, permissions, title, bookings, payments or realized impact. The accompanying validation JSON and original-row CSV preserve the audit trail.
9. Tribal authorizations, capital spending and public finance
| Funding or related financial record | Source-documented amount | Proper classification / verification |
|---|---|---|
| MCN National Council NCA 23-161 turf | $3,143,084.83 | Dec. 16, 2023 adopted authorization, not paid-invoices proof |
| MCN National Council NCA 23-162 field lighting | $590,000 | Dec. 16, 2023 adopted authorization, not paid-invoices proof |
| Combined tribal capital authorizations | $3,733,084.83 | Not county gate, municipal spending or economic impact |
| City of Okmulgee public finance | Not assigned | City budget/audit is distinct from Muscogee Nation appropriations |
| Okmulgee County finance | Not assigned | County budgets/audits are distinct from Nation and city operations |
The authorization reporting names the Muscogee (Creek) Nation Recreation Department as beneficiary and the source as American Rescue Plan Act fiscal relief funding. The tribal funding authority, any ARPA compliance framework, procurement, invoices, completion/acceptance and final payer require the Nation’s operative legal, finance and procurement records. Those legal responsibilities cannot be reassigned to the City merely because the facility is within municipal geography. [S02] [S03]
10. Cross-government collaboration and organizations
The preliminary stakeholder inventory includes Muscogee Nation Recreation and National Council; City of Okmulgee officials and parks/recreation services; Beggs Public Schools; Preston Public Schools (named in 2025 cooperation); historical baseball and softball event directors and USSSA organizers; visitors and families; local tourism businesses; and Okmulgee County record custodians. Mention is not proof that an organization organized, controlled, collected money from or benefited financially from any particular event. The relevant questions concern contracts, sanctioning, public access, pricing, scholarship support, no-gate policies, cancellations, accessibility and public reporting.
11. State Auditor, municipal and county audits — scope matters
State Auditor — Okmulgee County FY2023: The State Auditor published a county regulatory-basis financial report dated June 30, 2025 for the fiscal year ended June 30, 2023. It expressed an unmodified regulatory-basis opinion and an adverse GAAP-basis opinion because Oklahoma’s prescribed regulatory reporting basis differs from GAAP. Its Government Auditing Standards section identifies seven material-weakness finding numbers (2023-001, -002, -003, -005, -006, -007 and -008), as well as a significant deficiency 2023-010 and statutory findings. These are countywide government financial-control findings predating the 2026 tournament cohort, not findings against Muscogee Nation Recreation, USSSA, Beggs schools or tournament officials. [S08]
State Auditor — County Treasurer September 2022 statutory report: The engagement specifically says it is narrower than a financial-statement audit and reports finding 2023-001 involving county bank-account and reconciliation controls. The described accounts are county functions and are not alleged to be Omniplex tournament accounts. Do not imply an offense or facility-specific wrongdoing from that finding. [S09]
Municipal audit and budget: Okmulgee’s government website links an FY2023–24 city audit and municipal budget PDFs. The city audit link was identified, but the report content could not be independently fetched in this review. No City audit opinion or youth-sports-specific conclusion is asserted here; obtain the complete signed audit and relevant budget schedules before making such a claim. [S05] [S06] [S07]
Tribal finance: Neither the County State Auditor report nor the City’s audit substitutes for the Muscogee Nation’s own fiscal, procurement, ARPA and financial accountability documents. A tribal administrator does not become an Oklahoma municipal department merely because an address is in Okmulgee.
12. Legal framework, DA jurisdiction and official case outcomes
The Oklahoma District Attorneys Council identifies District 25 as serving Okmulgee and McIntosh counties. A district attorney’s office exercises defined state-law prosecutorial functions; it is not an all-purpose auditor, municipal contract manager, Oklahoma tax-exemption regulator or automatic overseer of tribal-government spending. Any question of state, federal or tribal criminal authority requires independent jurisdictional analysis and should not be inferred from a tournament spreadsheet. [S10] [S14]
Official court outcome (background precedent; not an Okmulgee case): In Oklahoma Association of Broadcasters, Inc. v. City of Norman, 2016 OK 119 (decided December 6, 2016), the Oklahoma Supreme Court reversed a lower-court judgment and remanded with directions to provide access to an arrest-related surveillance-video copy under the law-enforcement records provisions of the Oklahoma Open Records Act. This is a genuine adjudicated records-access dispute but has no connection to any Okmulgee County youth-sports organizer. No authenticated court case or adjudicated sports-specific violation was identified for the six listed county events in this investigation. [S12]
Records law boundaries: The Oklahoma Open Records Act governs covered Oklahoma public bodies; requesters should separately determine the Muscogee Nation’s own records, legislative and disclosure processes and not assert that the Oklahoma statute automatically compels tribal disclosure. School districts, city agencies and county offices should be contacted directly for their own records, subject to applicable exemptions. [S11]
13. Public-record requests — ready-to-use scope, not submitted
Draft separate, targeted requests rather than sending the same broad Oklahoma-law demand to all agencies:
- City of Okmulgee (Oklahoma Open Records Act): 2023–2026 facility-use agreements, City-Nation cooperation/MOUs, park alternate-field arrangements during 2025 construction, communications with tournament organizers, municipal payments/transfers and relevant 2024–2026 budget or audit schedules referencing Claude Cox or Hawthorn Park.
- Beggs Public Schools (Oklahoma Open Records Act): March 7–8, 2026 field-use contracts, invoices, booking logs, school-board authorization, insurance certificates, game/field assignment records and any gate, concession or rental receipts for the listed “Turf Shootout” division.
- Okmulgee County (Oklahoma Open Records Act): property ownership records, assessor parcel information and any county appropriations, leases, public improvement agreements or accounts related to the listed sports facilities, with a request for a no-records confirmation where appropriate.
- Muscogee Nation (Nation-specific voluntary, legislative or applicable disclosure procedures): adopted texts NCA 23-161 and NCA 23-162; ARPA grant/treasury award allocations, procurement and payment schedules, vendor invoices, contracts, final acceptance records, leasing schedules, reservation logs, net revenue records and 2025 relocation agreements. Do not characterize the state Open Records Act as binding on the Nation without jurisdictional authority.
- Organizers / sanctioning bodies (voluntary records or contractual disclosure): authoritative original registrations, withdrawals, game schedules, director agreements, game guarantees, actual gate pricing, sanction invoices, umpire assignments and disbursements for each 2026 event URL.
For all requests, seek electronic native-format records for the narrowest reasonable date range; distinguish records maintained from records that would require newly constructed calculations, and request a staged estimate if searching older archives creates material costs. No response should be represented as obtained until actually documented.
14. Right of response and citizen public-benefit questions
Before alleging noncompliance or assigning money to any operator, request responses from the Nation’s Recreation administration, Nation National Council or relevant finance officials, City of Okmulgee, Beggs Public Schools and the original event directors: Who legally owns each parcel? Who maintains field access? Which tournament group booked the Beggs March 7 division? Were any events canceled or relocated? What gate and concession policy actually applied? Who paid and who received each fee? Were youth scholarships and community-use commitments documented? Were final turf and lighting expenditures reconciled to the appropriated sums? What records support incremental local lodging and retail activity? How does any operator correct a source-record error?
15. Corrections and update protocol
Preserve an immutable copy of each original dataset division row and any original public agency response. For each correction, log the original text, proposed change, primary evidence URL/document/page/date, affected row IDs, reason, editor, revision date and an explicit before/after county/facility reconciliation. When primary-host evidence emerges, correct the entire source-event group consistently while preserving the prior classification. Publish a visible dated correction instead of silently replacing numbers. Unverified assertions and allegations must remain labeled as questions.
16. Audit checks and reproducibility
The attached support package includes original division rows, an independently recalculated financial CSV, event and municipality/facility reconciliations, formula validation results and this primary-source register. All county money and model components reconcile across the two geography groupings; distinct-event counts are calculated as event-ID unions to prevent double-counting the multi-location March 7 event. No single-city default ownership assumption was used for the tribally administered Omniplex or the school-affiliated Beggs venue.
17. Primary-source register and provenance
| ID | Source / title | Link or location | Evidence used |
|---|---|---|---|
| S01 | Muscogee Nation official Recreation department — Claude Cox Omniplex and Mvskoke Dome | https://www.muscogeenation.com/department-of-commerce/recreation/ | Nation recreation department lists Omniplex among facilities and leasing contacts; verifies administrative role, not legal title |
| S02 | Muscogee Nation outlet Mvskoke Media — National Council Dec. 16, 2023 appropriation actions | https://www.mvskokemedia.com/claude-cox-omniplex-receives-over-3m-in-arpa-funds-for-facilities-face-lift/ | NCA 23-161 $3,143,084.83 turf, NCA 23-162 $590,000 lighting; approvals, not invoices |
| S03 | Muscogee Nation outlet Mvskoke Media — Omniplex construction relocation June 4, 2025 | https://www.mvskokemedia.com/construction-moves-softball-tournaments-from-the-omniplex/ | Construction and MCN comments acknowledging City of Okmulgee and Preston Public Schools cooperation |
| S04 | Beggs Public Schools — district headquarters | https://www.beggs.k12.ok.us/ | Public school address 1201 West 9th; school identity and venue correspondence; not title deed |
| S05 | City of Okmulgee — municipal Government landing page / audit link | https://www.okmulgeeonline.com/27/Government | Municipal finance audit archive and governance; municipal government is distinct from MCN |
| S06 | City of Okmulgee — FY2023–24 audit report linked on official city website | https://www.okmulgeeonline.com/DocumentCenter/View/1254/City-of-Okmulgee-Fiscal-Year-2023---2024-Audit-Report-PDF | Direct linked report identified; content not independently reviewed due fetch limitations |
| S07 | City of Okmulgee — budgets portal | https://www.okmulgeeonline.com/275/Budget-PDF | FY2020–21 through FY2024–25 municipal budget links; not proof of Omniplex expenditure |
| S08 | Oklahoma State Auditor — FY2023 Okmulgee County independent audit | https://www.sai.ok.gov/Search%20Reports/database/Okmulgee%20County%20FY%2023%20Report%20web%20final.pdf | Regulatory-basis opinion; county internal controls findings, not sports tournament findings |
| S09 | Oklahoma State Auditor — Sep. 30, 2022 Okmulgee County Treasurer statutory report | https://www.sai.ok.gov/Search%20Reports/database/Okmulgee%20County%20FY%2023%20TSR%20Report%20web%20final.pdf | Limited scope, bank account reconciliation finding, not related to youth sports |
| S10 | Oklahoma District Attorneys Council — District 25 | https://oklahoma.gov/dac/district-attorneys/district-25.html | District 25 serves Okmulgee and McIntosh counties; prosecutorial jurisdiction limits |
| S11 | Oklahoma Department of Libraries — Open Records Act resource | https://oklahoma.gov/libraries/law-legislative-reference/library-laws-and-regulations/statutes-and-rules--open-record-act.html | Title 51 Oklahoma state public-body access framework |
| S12 | Oklahoma Supreme Court published opinion — 2016 OK 119 (reproduced) | https://law.justia.com/cases/oklahoma/supreme-court/2016/113973.html | December 6 2016 OAB v City of Norman open-records case; unrelated to Okmulgee sports |
| S13 | Okmulgee County — official offices directory | https://okmulgeecounty.net/ | County clerk, assessor, treasurer, court and commissioner contacts |
| S14 | Oklahoma District Attorneys Council — statewide districts | https://oklahoma.gov/dac/district-attorneys.html | Official Okmulgee/McIntosh District 25 jurisdiction listing |
| R01 | Research source CSV — AIUSSSA%20-%20HVIOG(2).csv (original fields) | (internal research file; supplied in ZIP) | 23 rows with County exactly Okmulgee; controls and rates preserved |
| R02 | Task Force primary-facility county working crosswalk — 2026 | (internal research file; supplied in ZIP) | Independent internal comparison: 23 same IDs marked single-county, event host not externally verified |
Editorial status: Research draft prepared November 13, 2026. It is not a City, County, Nation, school or State Auditor publication. No WordPress publication, records request, formal enforcement referral or right-of-response communication is claimed. This model must not be used to attribute guilt, unlawfulness or actual receipts to any named person or organization. Visitor-spending and tournament-income estimates should not be combined without expenditure-overlap controls.
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