1. Grady County historical tournament and finance ledger

The dataset contains 144 distinct event-listing identifiers across 459 division records for 4,836 team participations. Baseball accounts for 247 division rows and softball for 212. The earliest included listed date is March 13, 2009 and the latest June 20, 2025; lack of a 2026 Grady-labeled row in this snapshot does not prove no tournament occurred in 2026.

Reproducible yearly context

The source Seasonid is a competition season identifier. Date-specific assignments use StartDate, and the seasonal counts above should not be confused with audited City fiscal years. Event listings spanning a source division are not independently counted as separate economic visitors.

2. Municipality-level reconciliation: Chickasha

All exact-Grady rows display Chickasha in the Municipality column. For analytical geographic aggregation, those division values are displayed under Chickasha; this is not a verification of legal ownership or City collection of the modeled revenues. The county and municipality totals agree solely because every included row has the same displayed municipality.

A. Tournament participation

B. Gross financial activity

C. Concession margin scenarios

D. Games, officials and operating models

E. Modeled visitor spending

Read horizontally to see every metric. Concession “net” means the hypothetical retained share of estimated gross sales at the indicated margin, not a measured restaurant/vendor profit or a payment to the City.

3. Facility-label ledger: two attribution groups

The dataset has two exact-Grady Facility labels: a single Chickasha Sports Complex label and one combined high-school-and-sports-complex label. The five mixed-site division rows remain intact as a separate non-apportioned group; the 99 team participations are not attributed exclusively to the high school or the sports complex.

A. Tournament participation

B. Gross financial activity

C. Concession margin scenarios

D. Games, officials and operating models

E. Modeled visitor spending

4. Countywide modeled economic impact — original CSV sums

County modeled DayImpact: $411,060. County modeled OvernightImpact: $2,449,564. Their sum is $2,860,624 in the source TotalEconomicImpactPerEvent column. Despite the name “PerEvent,” the value is stored on each division row, and the county figure is a sum of those rows rather than 144 independently observed event spending reports.

Municipality reconciliation

Facility-label reconciliation

5. Exact row-level model formulas and a worked example

These formulas are applied independently to each division record i. This report recomputed the source columns and found no mathematical mismatches within the 459 included rows for entry fees, gate, gross concessions, day spending, overnight spending, total modeled spending, official slots, umpire expenses or component sanction-fee additions.

Worked Grady source row: 2009 Spring Training Shootout, division 15562-1

The source row has 5 entered teams, $85 DayTripRate, DayStay 1, $289 NightTripRate, and OverNightStay 2. Day spending = 5 × $85 × 1 = $425. Overnight spending = 5 × $289 × 2 = $2,890. The reported division-row total is $3,315. These are projections regardless of how many teams really traveled, booked rooms, or stayed overnight; two modeled rate streams may represent overlapping family spending.

The same row models entry fees from 5 teams × $237 = $1,185, a modeled three-day $5 admission at 100 projected daily fans = $1,500 gate, and modeled concessions at 50% of gate = $750 gross. None of those amounts is appended to the $3,315 visitor-spending model.

6. Preserve the dataset’s actual rate and stay variations

In Grady County, the source DayTripRate is $85 and NightTripRate is $289 on all 459 rows; DayStay is 1 on every row, but OverNightStay varies across four values: 0 in 14 rows, 1 in 135, 2 in 249 and 3 in 61. The calculation preserves these differences row by row. It does not overwrite stays with one average or assert that the per-team rates were observed household purchases.

Source nightly and daily rates are assumed per-team model parameters; no separate count of actual nonresident team families, hotel folios, travel origin, lodging receipts, or economic multipliers was independently obtained for these source lines.

7. Geographic verification: multi-county events excluded

An additional 62 division rows elsewhere in the same CSV include “Grady” within a multi-county County label. They remain outside the headline Grady totals because their source Facility and Municipality fields often name multiple venues across city/county boundaries. The most common such labels include Grady, Oklahoma (42), Canadian, Grady, Oklahoma (5), Cleveland, Grady (3), Grady, Stephens (2), Canadian, Grady, Oklahoma, Seminole (2), Cleveland, Grady, Oklahoma (2). These 62 rows have a separate record-level primary-site watchlist.

Because source multi-county rows are excluded even where an event may also have included Grady-only divisions, the resulting ledger is source-coded and bounded, not a comprehensive measure of all business the Chickasha complex received.

8. Who controls the field? Municipal operations and ownership limits

The City of Chickasha Sports Complex / reservation page confirms a 15-field baseball/softball complex, home use by Chickasha Little League, public booking procedures and concessions run by the City or its designee. Its City-issued Sports Tournament Fees/Requirements PDF (undated online form) lists $250/field/day and a $300 deposit along with City concession terms and tournament submission requirements. The available online contract is undated; these terms must not be treated as a proven rate schedule for every year 2009–2025.

Ownership attribution protocol: (A) for a source single-municipality field with no contrary ownership evidence, attribute activity to its displayed municipality for analysis only, clearly marking deed title not verified; (B) override the analytical assumption if a verified county, tribal, school district, university, private deed or other ownership record exists; (C) preserve mixed-location facility labels without inventing split percentages. A City-operated field can be operated under an agreement rather than held in City fee-simple title.

Public-benefit verification ledger

City operation, private event scheduling, school/community field access and hospitality-tax interests may overlap. Required evidence includes signed field contracts and concessions allocation, tournament-day reservation logs, rental invoices/receipts, general-ledger deposits, tax/fee receipts, maintenance and labor costs, bonds/capital expenses, audited fund mapping, contemporaneous participant addresses and documented resident access. A facility can generate community value that cannot be determined from this tournament spreadsheet alone.

9. Collaboration and participating organizations — evidence boundaries

Current City information identifies Chickasha Little League as a user of the complex. The Hidden Valley TournamentDirector field names event/listing organizers or director labels, including Rick Glasser (234 division rows) and BIG Show Productions (168 rows). These are source labels, not signed contracts, findings of ownership, final revenue recipients or evidence of misconduct. Other labels also appear in the CSV; the reconciliation file retains the original source rows rather than making unsupported contractual assertions.

Possible collaboration among City staff, youth leagues, tournament providers, local businesses, volunteers, schools and public agencies should be evaluated using dated arrangements and rights/responsibilities. The case study’s purpose is to determine who scheduled, maintained, charged, collected, remitted, audited and granted public access—not to presume a conflict because organizations cooperated.

10. City finance, 2015–2016 reservations, and the documentary trail

The City financial transparency: budgets, audits and tax deposit reports provides official city budgets, the FY2024 independent audit and sales/use/lodging-tax materials. Aggregate sales or hotel-motel tax deposits are not event-specific receipts. Without hotel-night manifests, team geography and dated, matched tax receipts, it would be unsound to assign any tax-revenue percentage to the modeled $2,860,624 visitor-spending total.

Prior Chickasha open-records research: what was located and what remains unresolved

The researcher’s September 9, 2026 City of Chickasha open-records request sought historical sports-complex reservation and tournament-contract records, including support for a reported $10,000 non-refundable reservation amount communicated for a Brian Crawford Memorial 2016 weekend. The researcher received a City production dated October 1, 2026. The researcher’s comparison of that production reports that it did not include a contemporaneous City fee schedule, BCM-specific invoice, executed reservation agreement or other City document establishing that alleged $10,000 requirement. The underlying request and response are retained in the researcher’s source archive; the Researcher’s contemporaneous published retrospective: reported 2015 reservation call describes the original first-person recollection.

The prior production also identifies later transactional records involving sports-complex user groups. Such ledgers must be matched line by line to agreement, fund, deposit/refund and service descriptions; refundable deposits are liabilities until earned or lawfully reclassified, not automatically rental income. This edition makes no attempt to map those municipal accounting entries to the broader tournament model as one-for-one receipts.

11. Independent audits: City and County are separate reporting entities

City of Chickasha FY2024 audit: The City’s independent financial statements for the fiscal year ended June 30, 2024, publicly posted on its finance page, include findings 2024-001 (bank reconciliations without documented management review) and 2024-002 (EMS billing/collection monitoring). The report describes both as financial-statement significant deficiencies, not financial-statement material weaknesses. It identifies finding 2024-003 concerning late federal award audit-package submission as a federal compliance control material weakness; it reports no questioned costs for that item. The auditor’s report is dated March 27, 2026. See City of Chickasha FY2024 independent audit, pp. 61–65.

Grady County government FY2023 audit: The Oklahoma State Auditor and Inspector’s audit covers the County fiscal year ended June 30, 2023, not the City. It identifies material weaknesses in countywide controls and expenditure/disbursement processes (including findings 2023-001 and 2023-003). Its regulatory-basis opinion and differences from GAAP should be understood within that reporting framework. These do not establish the City Sports Complex received or misused tournament fees. See Oklahoma State Auditor: Grady County FY2023 financial report.

12. Courts, official outcomes and the District Attorney’s jurisdiction

Oklahoma District Attorneys Council: District 6 identifies Jason Hicks as the District 6 District Attorney covering Caddo, Grady, Jefferson and Stephens counties. Criminal prosecutorial authority is geographically and legally bounded. The District Attorney is not the City’s accounting department, County Auditor or a general investigator for national nonprofit sanctioning disputes; federal allegations may implicate separate agencies and jurisdictions. Independent audit findings alone do not establish a prosecutable offense.

Official case and outcome check: This edition has not independently verified a Grady County court case and final judgment specifically arising from the listed tournament transactions; consequently no named tournament defendant, docket allegation, guilty finding, dismissal or court outcome is asserted. For any future specific claim, verify the case number, parties, tribunal, filed pleadings, docket chronology, signed orders, appeals and final disposition through the Oklahoma State Courts Network docket search and Grady County Court Clerk. A lawsuit or allegation alone is not a judicial finding.

13. Specific public records required and request status

Previously submitted: September 9, 2026 City of Chickasha request and October 1, 2026 response, summarized above. New requests below: research proposals only; this blog has not submitted additional public-records requests.

1. Facility/title: County assessor parcel numbers, deeds, leases, ownership changes, 2015–2026 site maps, school-district use/management agreements, facility boundaries and master plans.
2. Use authority: City Council minutes, current and historical resolutions, Parks & Recreation policies, tournament reservation applications and approvals, fee schedules, special rates, waived fees and cash-control rules.
3. Receipts: Dated deposits, admissions records, participant-fee collections, box-office settlement reports, refunds, deposit-liability ledgers, concession point-of-sale reports, and city-versus-operator revenue allocation.
4. Expenses: Field preparation, labor hours, utilities, equipment, umpire contract/payments, grounds expenses, concession inventory/purchases, security, capital debt and grants by facility and year.
5. Event proof: Venue-specific schedules, dated brackets, tournament flyers, game logs, weather cancellations and director agreements for the 62 cross-county division records and 5 within-county mixed-field records.
6. Public benefit: Resident-access times, Little League priority, fees/waivers for community groups, local participation, lodging-origin samples, independently verified taxable receipts and event-by-event net fiscal effect.
7. Oversight: Audit engagement letters, audit management responses, remediation verification and city fund-account mapping for any sports-program receipts.

Use applicable Oklahoma Open Records Act statutory resources, the City Clerk linked from the City financial transparency: budgets, audits and tax deposit reports, and Grady County open-records request information for documents held by the County. Requests must be directed to the actual custodian: the City and County are distinct entities. Seek existing records rather than requiring officials to create retrospective financial calculations.

14. Research methods, source columns and exact reconciliation

Dataset control: AIUSSSA - HVIOG 9-20-2026.csv, authoritative snapshot identified as September 20, 2026. SHA-256: c8687be7b0543922e41563a2329cf131339486f5fb4f373bb69af3366f8b0256. The analysis includes County exactly “Grady,” excludes source labels with multiple counties, and does not silently reallocate revenue among fields within an unresolved multi-location group. All first-party monetary input values remain as stored.

Source columns: TournamentID, EventDivisionID, EventUrl, StartDate, Seasonid, Sport, EventName, County, Municipality, Facility, TournamentDirector, TeamsEntered, EntryFeePerTeam, TotalTeamEntryFee, DailyFans, DailyAdmissionFee, TotalEventDays, TotalEventGate, TotalEventConcession, MinGameGuarantee, TotalMinimumGamesPlayed, UmpiresPerGame, TotalEventUmpires, UmpirePayPerGame, TotalEventUmpireFees, TeamUsssaSanctionFees, EventUsssaSanctionFees, TotalUSSSASanctionFees, DayTripRate, NightTripRate, DayStay, OverNightStay, DayImpact, OvernightImpact, TotalEconomicImpactPerEvent.

Reconciliation: One county bucket (459 rows) = one municipality bucket (459 rows) = two facility-label buckets (459 rows). Each of the additive dataset components (TeamsEntered, financial components, games, official slots, sanctions, three economic columns) reconciles exactly across either grouping. Distinct event counts are set cardinalities within a group, not additive for overlapping events in general; in Grady the two facility-label groups contain disjoint source-event prefixes, so the 143 + 1 site-group counts happen to match countywide 144.

Sanction sensitivity: The baseline sums row-level EventUsssaSanctionFees as $8,850 over 118 charged division rows. As a non-authoritative comparison, assigning at most one positive event fee per distinct event prefix among the included exact-Grady rows produces $8,850 event-sanction model and $57,210 combined team-plus-event sanction scenario, versus the unaltered source baseline $57,210. Neither is verified actual sanction collections; national, state, participant and director remittances require primary ledgers.

Other limitations: Time periods and sport divisions are inherited from the source; minimum-game columns are scheduling models, not observed play-by-play outcomes; 20 fans per team and 50% modeled gross concession-to-gate are formula assumptions; umpire cost is based on 40 dollars per assignment slot in this county source and ignores changed rates, cancellations, paid crew composition, travel reimbursements, insurance, payroll taxes and actual contracts. The model cannot determine who collected entry fees or who retained admissions or concessions.

Primary public sources and archived researcher records

[1] City Sports Complex, facility details and reservation administration. City of Chickasha Sports Complex / reservation page

[2] City-issued tournament contract and concession/rental terms (undated copy). City-issued Sports Tournament Fees/Requirements PDF (undated online form)

[3] City financial transparency: FY2024 audit, budgets and revenue summaries. City financial transparency: budgets, audits and tax deposit reports

[4] City FY2024 audited financial statements and findings. City of Chickasha FY2024 independent audit, pp. 61–65

[5] Grady County FY2023 report, Oklahoma State Auditor and Inspector. Oklahoma State Auditor: Grady County FY2023 financial report

[6] District 6 District Attorney (jurisdiction and office). Oklahoma District Attorneys Council: District 6

[7] OSCN: official court docket search. Oklahoma State Courts Network docket search

[8] Grady County Court Clerk and case record custodian. Grady County Court Clerk

[9] Oklahoma Open Records Act reference. Oklahoma Open Records Act statutory resources

[10] Researcher original published recollection (not independent proof of fee). Researcher’s contemporaneous published retrospective: reported 2015 reservation call

Research archive, not externally linked: City of Chickasha Open Records Request (submitted September 9, 2026); City response and attachments dated October 1, 2026; researcher’s “City of Chickasha / Matt Barnard / Big Show Productions / OYBA” executive summary. Verify original production documents before treating any derivative synopsis as an official City finding.

15. Right of response, corrections and research transparency

This publication welcomes factual corrections and documentary additions from the City of Chickasha, Grady County offices, any named event director or youth league, City sports staff, school districts, tournament families, and organizations whose participation or records are discussed. Useful responses include dated fee schedules, actual field-by-field hosting proof, receipts, audit excerpts, governing agreements, and information separating local attendance from traveling visitors.

Corrections protocol: Preserve the September 20 source baseline; log each updated primary record with URL/file name, custodian, document date, affected source event IDs, changed county assignment, changed calculations, effective article revision date and explanation. Replace wrong factual statements promptly, but do not silently delete previously disclosed modeling assumptions. Unresolved location rows stay unresolved until evidence is checked.