Oklahoma Professional Umpire Workforce Model

Hidden Valley — Integrity of the Game Research

Oklahoma Professional Umpire Workforce Model

A Conceptual, Financial, and Operational Framework for Youth Sports Reform — examining whether officiating can evolve from a volatile game-by-game labor market into a transparent, professionally managed workforce serving Oklahoma communities, facilities, leagues, and tournaments.

Workforce Development Financial Transparency Public-Facility Accountability Safety & Training Technology-Ready Facilities
The Reform Question

What if officiating were treated as youth-sports infrastructure?

The Oklahoma Professional Umpire Workforce Model asks a different question than simply, “What should an umpire be paid per game?” It asks how Oklahoma could recruit, train, schedule, evaluate, compensate, protect, and retain qualified officials as part of a measurable labor system.

The goal is not to eliminate independent officials, dictate one statewide salary, or assume that every current umpire should become a year-round employee. The goal is to test whether high-volume youth-sports markets can support a professional core workforce, a documented seasonal pool, transparent compensation, common safety standards, and accountable facility-level reporting.

This framework grows out of the September 2024 Integrity of the Game compensation study and the later Sunday Profit / Umpire Tariff research, then applies the current Hidden Valley 2001–2026 workload dataset to a facility, regional, and statewide workforce design.

Current Research Baseline

The Hidden Valley dataset measures workload at a constant $40-per-assignment rate.

Critical methodology distinction: the Hidden Valley dataset uses a $40 per umpire assignment-equivalent modeling rate throughout the 2001–2026 study. That constant was used to create a comparable long-run analytical baseline. It should not be represented as the actual historical wage paid to every umpire in every year, at every facility, or by every operator.
20,316Division-level records
165,212Teams entered
424,234Modeled minimum games
777,569Umpire assignment-equivalents
$31.10MModeled umpire-fee exposure at dataset rate
429Facility labels
242Director / operator labels
89Oklahoma counties represented

Source: AIUSSSA - HVIOG(5).csv, current Hidden Valley baseline. “Umpire assignment-equivalent” represents an officiating position attached to a modeled minimum game, not a count of unique individual workers. Monetary fields shown above are analytical/model values unless independently verified against payroll or payment records.

Historical Pay Context vs. Dataset Modeling

A fixed research rate should not be confused with a changing labor market.

The research model holds umpire compensation at $40 per assignment so that 26 seasons can be compared consistently. The underlying labor market did not remain fixed.

Early-era context

Approximately $20–$25 per game

Researcher-provided historical context indicates that in earlier years of the study, youth baseball and softball officials could receive approximately $20–$25 per game. These figures are contextual and should be independently documented facility-by-facility when actual historical payroll or payment records are available.

Hidden Valley modeling constant

$40 per assignment-equivalent

The current dataset applies $40 as a standardized analytical rate. This produces $31,095,360 in modeled umpire-fee exposure across 777,569 assignment-equivalents. It is a workload-cost benchmark, not proof of actual historical cash disbursements.

2026 reported market context

Approximately $55–$65 per game

The project’s current field context reports 2026 umpire rates commonly in the approximately $55–$65-per-game range. The earlier Sunday Profit research also described a cash-per-game market around $55–$60. These reported rates should be separated from audited payroll evidence.

The “highest bidder” problem is fundamentally a capacity problem.

Where officials operate as independent contractors who can offer their services to multiple directors, leagues, or facilities, competition for a limited weekend labor pool can push rates upward. That does not by itself establish wrongdoing; it reflects a market in which the available official can choose among competing assignments. The policy question is whether high-volume facilities can reduce that volatility by investing in recruitment, retention, predictable compensation, professional standards, and regional reserve capacity.

2026 Sensitivity Test

What does the same workload look like at different per-game rates?

The 2026 Hidden Valley snapshot models 41,992 umpire assignment-equivalents. Applying alternative rates to the same modeled assignment volume provides a useful sensitivity test. It does not establish what was actually paid.

ScenarioRate per assignment2026 modeled assignment volumeIllustrative annual assignment costDifference from $40 model
Hidden Valley dataset baseline$4041,992$1,679,680
Lower end of reported 2026 market context$5541,992$2,309,560+$629,880
Midpoint sensitivity / workforce benchmark$6041,992$2,519,520+$839,840
Upper end of reported 2026 market context$6541,992$2,729,480+$1,049,800

Why the $60 row matters: the existing workforce framework estimated approximately 42 full-time equivalents at 1,500 direct officiating hours per FTE. Forty-two positions at an illustrative $60,000 all-in employer cost equal $2.52 million—almost the same order of magnitude as applying a $60 rate to the modeled 2026 assignment volume. That does not prove a salaried model is cheaper, but it demonstrates why a real pilot using actual schedules and actual payments is worth testing.

A professional payroll also includes costs that a simple per-game comparison may omit: payroll taxes, unemployment obligations, workers’ compensation, benefits where offered, paid training, travel policies, uniforms, scheduling systems, supervision, relief staffing, leave, and non-game administrative time.

Workforce Architecture

Professional does not have to mean “every umpire is salaried.”

The most realistic model is a layered workforce built around actual facility demand.

Tier 1

Salaried Professional Core

Year-round W-2 officials who cover priority assignments while also performing training, mentoring, evaluation, rules education, recruitment, facility coordination, quality assurance, and workforce administration.

Tier 2

Seasonal / Part-Time W-2 Pool

Peak-period officials who absorb spring and summer tournament demand, simultaneous facility schedules, vacations, illness, weather rescheduling, championship weekends, and other demand spikes under formal payroll.

Tier 3

Limited Independent Contractors

Independent contractors remain appropriate where the actual relationship supports that status. Classification should be based on the facts—not merely a 1099 label, a contract title, or the method of payment.

Professional Umpire I
Professional Umpire II / Crew Chief
Regional Umpire Supervisor
Training & Compliance Coordinator
Seasonal Umpire Pool
Regional reciprocal-coverage agreements
Operational Design

Build the workforce from verified game demand—not from guesswork.

1

Schedule

Measure actual games, start times, age divisions, facilities, fields, cancellations, and peak periods.

2

Crew Demand

Determine required crew size and simultaneous umpire positions by time block.

3

Labor Hours

Convert assignments into person-hours including transitions, travel, training, and relief coverage.

4

Staffing Mix

Size the salaried core, seasonal W-2 pool, and any legitimate contractor reserve.

5

Reconcile

Compare actual payroll and service quality with event revenue dedicated to officiating.

Original scheduling concept

The original 2024 proposal used an approximately 80-minute game plus a 10-minute transition, creating a 90-minute planning block. The 2026 framework used that assumption to convert 41,992 assignment-equivalents into approximately 62,988 scheduled officiating hours. The assumption should be validated against actual local schedules before permanent staffing ratios are adopted.

Technology & the Future of Officiating

Automatic Balls & Strikes should be evaluated as infrastructure—not as a promise to eliminate umpires.

For new youth-sports complexes, Oklahoma should consider whether ball-tracking and Automated Ball-Strike technology belongs in the long-term capital plan alongside lighting, scoreboards, Wi-Fi, cameras, drainage, and field-management systems.

Major League Baseball implemented an ABS Challenge System for the 2026 season after years of testing. MLB’s system uses Hawk-Eye tracking technology and twelve cameras around a ballpark. Players may challenge selected ball/strike calls, and the system returns the result quickly. Importantly, the human plate umpire remains part of the game.

That distinction matters for youth-sports policy. Current professional-level ABS demonstrates that electronic strike-zone technology is operationally mature enough to be taken seriously, but it does not establish that a youth complex can simply remove plate umpires or automatically save money.

Potential benefit to testWhat must be proven before claiming savings
More consistent ball/strike reviewAccuracy under youth-field geometry, varied player heights, weather, lighting, and lower-level pitching conditions.
Reduced pressure on plate officialsWhether challenge or full-zone assistance meaningfully improves recruitment, retention, incident rates, or evaluation scores.
Possible long-term labor efficiencyWhether technology actually changes required crew size under the adopted rules; current MLB ABS still retains human umpires.
Better training and evaluation dataWhether pitch-location data can be used fairly and consistently for education without creating excessive administrative cost.
Future-ready public facilitiesTotal lifecycle cost: acquisition, cameras/sensors, networking, licensing, calibration, maintenance, replacement, technical support, and display integration.
Recommended policy approach: issue an RFI/RFP for a one-field or one-complex technology pilot rather than publishing an unsupported purchase-price estimate. Publicly available MLB information explains the architecture and performance of its ABS Challenge System, but it does not provide a turnkey youth-complex capital price that can responsibly be applied to Oklahoma. A pilot should compare total lifecycle technology cost against any verified reduction in labor cost, unfilled assignments, disputes, delays, or turnover.
A Combined Human + Technology Model

The strongest reform may be professional officials supported by technology.

Human judgment

Keep trained officials on the field

Umpires remain responsible for safe/out decisions, interference, obstruction, check swings, balks, sportsmanship, safety, game administration, and the many judgments that an electronic strike zone does not replace.

Electronic assistance

Use ABS where it adds measurable value

Start with challenge-style or evaluation applications. Measure accuracy, game time, disputes, coach/player acceptance, and whether the technology changes staffing pressure.

Workforce economics

Use actual pilot data to determine ROI

Only after comparing acquisition and lifecycle cost to verified labor and service outcomes should a facility claim that technology will reduce long-run officiating expense.

Professional Standards

Compensation reform should purchase more than game coverage.

Annual rules education
Documented testing and continuing education.
Background screening
Uniform process, renewal schedule, and privacy controls.
Safety standards
Heat, weather, concussion awareness, incident reporting, and emergency procedures.
Performance evaluation
Documented observations, mentoring, corrective education, and advancement.
Professional conduct
Harassment prevention, conflict disclosure, sportsmanship, and grievance pathways.
Career pathway
Umpire I → Umpire II / Crew Chief → Supervisor / Trainer.
Scheduling safeguards
Consecutive-game limits, meal/rest periods, travel buffers, and relief capacity.
Central records
Assignments, hours, payroll, certification, incidents, evaluations, and training history.
Worker Classification & Tax Compliance

“Independent contractor” is a factual determination—not simply a payment label.

The IRS states that worker classification requires consideration of the entire relationship, including behavioral control, financial control, and the type of relationship. The method of payment alone does not decide the question.

The U.S. Department of Labor also analyzes the economic reality of the relationship for FLSA purposes. Federal classification policy has been evolving in 2026, reinforcing why an Oklahoma pilot should use qualified employment and tax counsel rather than build the program around assumptions.

Model control

Before onboarding an official, document the intended relationship. Use W-2 payroll for employees. Use independent-contractor arrangements only where the actual facts support contractor status. Maintain assignment and payment records regardless of classification.

Public-Facility Accountability

A workforce model can create transparency without requiring a city to run every tournament.

Municipal, county, tribal, nonprofit, and private facility owners can require a consistent information layer around officiating even when events are operated by outside user groups.

Governance artifactMinimum disclosureWhy it matters
Annual workforce planExpected games, crew assumptions, peak dates, core/seasonal headcount, reserve percentageConnects labor capacity to actual facility use.
Payroll / payment control reportAggregate wages, employer burden, contractor payments, assignment reconciliationSeparates officiating cost from other event economics.
Facility utilization reportGames, officiating hours, cancellations, unfilled assignments by facility/user groupShows whether public assets are adequately staffed.
Compliance dashboardCertification, screening, training completion, incidents, unresolved exceptionsTurns safety and professionalism into measurable controls.
Technology lifecycle reportABS / tracking uptime, maintenance cost, challenges, accuracy, labor impactPrevents technology ROI from becoming an unsupported assumption.
Public annual summaryAggregated, privacy-protective resultsAllows boards, taxpayers, families, and policymakers to understand the system.
Facility Pilot

Prove the concept with actual workers, actual hours, actual games, and actual payments.

Baseline

One full existing-model cycle

Capture completed games, cancellations, unique officials, actual payments, assignment fill rates, travel, conflicts, complaints, and turnover.

Intervention

Core + seasonal professional workforce

Introduce centralized scheduling, documented payroll, professional standards, reserve coverage, mentoring, and a defined career ladder.

Technology test

Optional ABS-enabled field

If feasible, equip one field or one complex with a ball-tracking/ABS pilot and measure service, accuracy, staffing, lifecycle cost, and acceptance separately from the workforce intervention.

DimensionRecommended measures
CoverageRequired crew coverage, unfilled assignment rate, late replacements.
QualityEvaluation scores, rules-test results, verified complaint rate, coach/player survey results.
WorkforceRetention, absenteeism, training completion, advancement, average weekly hours.
FinancialCost per completed game, cost per team, payroll as % of event income, overtime, travel, employer burden.
IntegrityConflict disclosures, incident resolution time, audit exceptions, assignment anomalies.
AccessChange in team/gate burden and participation impact by community and age group.
FacilityOn-time starts, schedule compression, weather recovery, field utilization.
TechnologyABS uptime, challenge frequency, overturn rate, response time, maintenance, calibration events, per-game technology cost.
Implementation Roadmap

Validation before expansion.

Phase 0 — Validation60–90 days. Validate formulas, sample actual payments, classify worker relationships, and select pilot facilities.
Phase 1 — Design90 days. Job descriptions, pay bands, policies, payroll, training, scheduling, and technology RFI/RFP.
Phase 2 — PilotOne playing cycle. Operate core + seasonal workforce and collect actual time/cost/quality data.
Phase 3 — Evaluation30–60 days. Independent cost/service comparison and public closeout report.
Phase 4 — Regional ScaleFollowing season. Expand using measured staffing ratios and reciprocal coverage.
Phase 5 — State FrameworkCommon standards, reporting, workforce development, funding policy, and technology standards.
Research Documents

Read the source framework and conceptual history.

Primary 2026 Framework

Oklahoma Professional Umpire Workforce Model

The current 13-page conceptual, financial, operational, governance, compliance, pilot, and statewide-scaling framework using the AIUSSSA - HVIOG(5).csv baseline.

Open PDF
Conceptual Origin — 2024

Financial Transparency & Umpire Compensation Models

The earlier study comparing cash-based officiating with a proposed salary model, including benefits, age-based crews, workload assumptions, and financial transparency.

Open PDF
Problem / Reform Context

The Sunday Profit — Umpire Tariff & Game Guarantee

Research examining tournament scheduling incentives, the cash-per-game labor market, game guarantees, facility oversight, and recommended transparency reforms.

Open PDF
External Research & Verification

What current outside sources add to the model.

  1. Major League Baseball — 2026 ABS Challenge System: MLB states that the system uses twelve Hawk-Eye cameras around each equipped ballpark, tracks pitch location relative to a defined strike zone, and returns challenged calls quickly while retaining the human umpire. MLB’s 2025 Spring Training experiment reported an average of 4.1 challenges per game and an average challenge duration of 13.8 seconds. MLB overview.
  2. MLB infrastructure limitation: MLB has specifically noted that games played away from MLB ballparks may lack the infrastructure needed to support the system. That reinforces the importance of planning technology infrastructure during facility design rather than assuming it can be added cheaply later. MLB 2026 ABS details.
  3. IRS worker classification: the IRS directs payers to consider behavioral control, financial control, and the type of relationship when distinguishing employees from independent contractors. IRS guidance.
  4. U.S. Department of Labor: the Department announced 2026 proposed rulemaking regarding employee/independent-contractor status under the FLSA and related statutes. Because this area is evolving, a pilot should obtain current legal review at the time of implementation. DOL 2026 rulemaking.
The Policy Opportunity

Turn a recurring labor shortage into a workforce-development strategy.

A professional officiating system could create more than consistency at home plate. It could create documented employment, training pathways, supervisory positions, transferable skills, youth and adult mentorship, predictable labor capacity for public facilities, and a transparent cost structure that communities can actually evaluate.

The correct comparison is therefore not simply “$40 cash versus a salary.” The comparison is between two systems: one purchasing individual game assignments as needed, and another investing in labor capacity, training, compliance, retention, public reporting, and—where justified—technology that may improve how that workforce performs.