Benchmark Job
Tire Repairers and Changers
Tire Repairers and Changers is a hybrid role where automation assists execution but does not fully replace ownership.
Repair and replace tires.
63% exposure • Low confidenceToday
Category: Installation, Maintenance, and Repair • Industry: Other Urban Transit Systems (48)
Top 3 drivers
- Routine process execution: 32% task weight, 77% automation potential.
- Documentation and reporting: 28% task weight, 67% automation potential.
- Stakeholder communication: 22% task weight, 53% automation potential.
Top 2 blockers
- Exception handling: Edge cases and accountability ownership.
- Stakeholder communication: Empathy, negotiation, and situational nuance.
Confidence reasons
- 1,016 benchmark role descriptions are mapped across O*NET + NAICS sources.
- Coverage spans 23 categories and 1,012 industries.
- Adjacent role consistency band is ±1 points for this benchmark family.
Task Mix
Routine process execution (32% weight • 25 contribution)77%
High digital structure and strong existing tooling coverage.
Documentation and reporting (28% weight • 19 contribution)67%
Mixed automation potential with meaningful human oversight.
Stakeholder communication (22% weight • 12 contribution)53%
Mixed automation potential with meaningful human oversight.
Exception handling (18% weight • 8 contribution)43%
High judgment, trust, or contextual complexity keeps this human-led.
Recommended Stack
Click a stack item to open setup difficulty, time-to-value, and workflow details.
Replaceable tasks vs human tasks
AI-suitable tasks
- ✓Routine process execution77% automation potential • Workflow automation + RPA
- ✓Documentation and reporting67% automation potential • Document AI + reporting automation
- ✓Stakeholder communication53% automation potential • Template assistant + CRM automation
Human-needed tasks
- •Exception handlingAI struggles because edge cases and accountability ownership.
- •Stakeholder communicationAI struggles because empathy, negotiation, and situational nuance.
- •Documentation and reportingAI struggles because liability and audit-quality requirements.
Tools coverage meter
This stack covers 44% of automatable tasks.
Remaining gaps: exceptions, communication, edge cases.
Automation timeline
Current mode: Today • Exposure estimate: 63% • tools now
Safer adjacent roles
- Control and Valve Installers and Repairers, Except Mechanical DoorExposure: 40% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -19 pts
- Electronic Equipment Installers and Repairers, Motor VehiclesExposure: 40% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -19 pts
- Automotive Service Technicians and MechanicsExposure: 41% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -18 pts
- Medical Equipment RepairersExposure: 41% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -18 pts
- Musical Instrument Repairers and TunersExposure: 41% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -18 pts
- Installation, Maintenance, and Repair Workers, All OtherExposure: 41% • Salary: $63,000 • +$4,000 • Exposure tradeoff: -18 pts
Higher-paying adjacent roles
- Control and Valve Installers and Repairers, Except Mechanical DoorExposure: 40% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -19 pts
- Electronic Equipment Installers and Repairers, Motor VehiclesExposure: 40% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -19 pts
- Automotive Service Technicians and MechanicsExposure: 41% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -18 pts
- Medical Equipment RepairersExposure: 41% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -18 pts
- Musical Instrument Repairers and TunersExposure: 41% • Salary: $70,000 • +$11,000 • Exposure tradeoff: -18 pts
- Commercial DiversExposure: 43% • Salary: $69,500 • +$10,500 • Exposure tradeoff: -16 pts
Related roles
- Crane and Tower Operators59% exposure • Transportation and Material Moving
- Heating, Air Conditioning, and Refrigeration Mechanics and Installers59% exposure • Installation, Maintenance, and Repair
- Computer, Automated Teller, and Office Machine Repairers60% exposure • Installation, Maintenance, and Repair
- Helpers--Installation, Maintenance, and Repair Workers58% exposure • Installation, Maintenance, and Repair
- Millwrights58% exposure • Installation, Maintenance, and Repair
- Riggers60% exposure • Installation, Maintenance, and Repair
Examples of automations
Scheduling automation examples
- Capture requests from form/email into one queue
- Auto-propose slots using Scheduling workflow
- Send reminders and update status automatically
- Escalate conflicts to a supervisor with context
Reporting automation examples
- Aggregate daily operations into one reporting table
- Generate dashboards with Field reporting
- Create weekly summary narratives with risk flags
- Distribute summaries by role with required actions
Communication templating examples
- Classify inbound messages by intent and urgency
- Draft replies with Communication copilot
- Insert policy-approved language and context snippets
- Queue sensitive drafts for manager approval
Escalation handling examples
- Detect exception triggers from job events
- Route to specialist based on severity policy
- Attach timeline, customer context, and prior actions
- Track closure and feed outcomes into playbooks
Benchmark data source
Last updated: March 4, 2026
Benchmarked descriptions used: 1,016 role descriptions mapped across 1,012 industries.
Data references for this role
Role profile and task mix
Job title, SOC 49-3093.00, role description, task statements, and job-zone context.
Source: O*NET Database 29.0 (Occupation Data + Job Zones) • O*NET Resource Center / U.S. Department of Labor
Industry and sector mapping
Industry code 485119, sector 48, and category mapping shown on this role.
Source: NAICS 2022 6-Digit Codes • U.S. Census Bureau
Exposure score, confidence, and timeline views
Deterministic benchmark scoring, confidence tiers, stack coverage, and timeline projections derived from role/task inputs.
Source: replaced.fyi methodology • replaced.fyi
Related roles and pivot recommendations
Adjacent-role comparisons and safer/higher-pay pivot suggestions computed from the same benchmark catalog.
Source: replaced.fyi rankings dataset • replaced.fyi
Primary source list
Confidence definition: High confidence means broad role coverage, benchmark consistency across adjacent roles, and stable task-level scoring signals.
Methodology • Rankings