Operational Waste &
Rework Intelligence
An executive field-efficiency agent for utility operations
Field IQ helps utility operations identify and resolve the core question of how much field work could have been avoided, consolidated, or resolved correctly the first time. It identifies preventable work, explains why it happens, recommends operational changes, and measures the capacity and savings released.
What Field IQ Measures
Seven core metrics that quantify how much field work is preventable, recoverable, or resolvable on the first attempt.
Avoidable Work Rate
Percentage of field work that could have been prevented.
Avoidable Work Cost
The financial impact of work that did not need to happen.
Recoverable Crew Capacity
Crew-hours that can be redirected to productive work.
Repeat Visit Rate
How often jobs require multiple visits to complete.
First-Time Resolution Rate
How often work is resolved correctly on the first visit.
Bundling Opportunity Rate
Work that could have been combined into a single dispatch.
Customer Recontact Rate
How often customers re-initiate work after closure.
8 Classes of Operational Waste
Field IQ classifies every preventable field activity into one of eight waste categories - each with a clear operational signal and recommended response.
Duplicate Work
Work performed unnecessarily because it duplicates another task.
Repeat Visits
Multiple visits required for a single job due to incomplete or incorrect prior work.
Related Work Not Bundled
Work that could have been combined with other tasks but was dispatched separately.
Failed First-Time Resolution
Work not resolved correctly on the initial visit.
Premature Work
Work performed earlier than necessary, leading to rework or redundancy.
Cross-Team Duplication
Similar or overlapping work performed by different teams.
Recurring Asset Problems
Repeated issues with the same asset leading to multiple service calls.
Customer-Reinitiated Work
Work re-requested by customers due to dissatisfaction or unresolved issues.
Recommended Actions
For every waste class identified, Field IQ prescribes a specific operational change - so leaders can act immediately and measure the result.
Bundle Related Work Before Dispatch
Consolidate interdependent or related tasks into a single dispatch.
Change Closure Requirements
Adjust the criteria for completing a job to ensure thoroughness.
Verify Resolution Before Completion
Confirm that the issue is fully resolved before closing a job.
Flag Chronic Assets for Engineering
Identify assets with persistent problems for deeper engineering analysis.
Route Repeat Issues to Specialist Crews
Assign recurring problems to specialized teams for effective resolution.
Hold Work Until Prerequisites Are Complete
Delay starting work until all necessary conditions or prior tasks are met.
Real Results, Not Projections
Industry benchmarks (Aquant 2025 Field Service Benchmark) show top performers achieve a 3% avoidable dispatch rate versus 24% for low performers - an 87% relative reduction. AI-driven field optimization typically delivers 15-25% reduction in avoidable work rate.
16%
Avoidable Work Rate Reduction
Measured in Field IQ pilot (14.2% to 11.9%)
3%
Industry Benchmark - Top Performers
Avoidable dispatch rate vs 24% for low performers
15-25%
AI-Driven Optimization Potential
Reduction in avoidable work rate achievable
Sources: Aquant 2025 Field Service Benchmark Report, Arxiv 2025 Field Service Optimization Study
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