Recurring Incident Analysis

Category: Analytical

Identifies repeat issues that occur frequently in service requests.

What it Measures ?

How many service issues happen repeatedly.

Relevant StakeHolders

QA, Support Teams

Why it Matters ?

Reduces recurring issues through analysis.

In-depth Use Case / Real-world Example

This KPI reviews patterns in service tickets to highlight recurring problems. For example, if a cooling unit in a production line fails every three weeks, it may indicate a design, maintenance, or installation flaw. Manufacturing teams can use this insight to redesign parts, improve training, or enhance preventive maintenance protocols, ultimately reducing service workload and improving uptime.

Sample Formula

Recurring Issues Count / Total Issues

Track Similar KPIs

Above 3 Days Open SR Demo

The percentage of field visits where electronic device entry was done
Adherence to Preventive Maintenance Schedule

Tracks how consistently scheduled maintenance is performed on time as per plan.
Average Response Time to Tickets

Measures the average time taken to respond to service requests or tickets.
Average Time to Close Tickets

Measures the average duration taken to resolve and close a service request.
BD RFT Copy

The number of service requests which are still open
Contract Utilization Rate

Measures the extent to which available service contracts are being used. This KPI shows how effectively your organization is using ex
Cost per Service Incident

Measures the average cost incurred to resolve a single service issue.
Cost-to-Serve Ratio

Measures the total cost associated with providing a service compared to the revenue generated.
Customer Acquisition Cost (CAC)

Measures the cost of acquiring a new customer for services.
Customer Churn Prediction Accuracy

Measures how accurately the service team can forecast which customers are likely to leave.
Customer Complaint Resolution Rate

Measures the percentage of customer complaints that are resolved satisfactorily.
Customer Feedback Score

Measures customer satisfaction with the service provided, typically gathered through surveys.
Customer Follow-Up Rate

Measures the frequency of proactive follow-ups made with customers after service completion.
Customer Inquiry Response Time

Measures the average time taken to respond to initial customer inquiries.
Customer Lifetime Value (CLV)

Measures the total value a customer brings to the business over their entire relationship.
Customer Retention Rate

Measures the percentage of customers who continue using services over a given period.
Customer Satisfaction Index (CSI)

Measures the overall satisfaction of customers with services provided, typically through surveys or feedback.
Customer Upsell and Cross-Sell Rate

Measures the rate at which existing customers purchase additional services or products.
Customer Wait Time

Measures the average time a customer waits between logging a request and receiving the first service action.
Downtime Due to Service Issues
Equipment Failure Rate

Measures the frequency of equipment failures over a specific period.
Field Service Productivity

Measures the efficiency of field service technicians in completing tasks.
Field Service Profitability

Measures the profit generated from field service operations after accounting for costs.
Field Technician Travel Time

Measures the average time technicians spend traveling to service locations.
First-Time Fix Rate (FTFR)

Measures the percentage of service issues resolved on the first visit.
Maintenance Contract Renewal Rate

Measures the percentage of customers who renew their maintenance contracts.
Mean Time Between Failures (MTBF)

Measures the average time between equipment or system failures.
Mean Time to Repair (MTTR)

Measures the average time it takes to repair a product or equipment after a failure.
Missed SLA Penalties

Tracks the number or cost of penalties incurred due to missing agreed-upon service level timelines.
Net Promoter Score (NPS)

Measures customer loyalty by asking customers how likely they are to recommend the service to others.
Number of Open Tickets

Indicates the current volume of unresolved or pending service tickets in the system.
Number of Repeat Service Calls

Measures how often the same issue requires multiple visits or follow-ups to fully resolve.
Number of Service Requests

Tracks the total number of service-related issues or maintenance requests logged over a period.
Number of Tickets Handled per Technician

Tracks how many service tickets are closed by each technician within a set time frame.
On-Time Service Delivery Rate

Indicates the percentage of service tasks completed within agreed timelines.
Parts Inventory Accuracy

Evaluates the consistency between actual physical inventory of service parts and recorded inventory in the system.
Parts Replacement Cost Analysis

Evaluates the total cost incurred from replacing spare parts in service operations.
Predictive Maintenance Accuracy

Measures the effectiveness of predictive maintenance in identifying potential failures.
Profitability by Service Segment

Analyzes profit margins across different service types, regions, or customer segments.
Revenue from Value-Added Services

Measures the revenue generated from additional services beyond the core product offering.
Revenue per Service Contract

Measures the average revenue generated from each active service contract.
Service Contract Coverage

Measures the percentage of customers covered by service contracts compared to the total customer base.
Service Cost per Hour

Calculates the average cost of delivering one hour of service, including labor, parts, and overhead.
Service Cost Variance

Measures the difference between the actual cost of providing services and the budgeted cost.
Service Delivery Time Analysis

Measures the average time taken from service order initiation to completion.
Service Incident Trend Analysis

Tracks the frequency and type of service incidents over time to identify patterns.
Service Level Agreement (SLA) Compliance

Measures the percentage of service commitments met according to SLA agreements.
Service Order Accuracy Rate

Measures the percentage of service orders completed correctly without errors.
Service Order Completion Rate

Measures the percentage of service orders that are completed on time and within scope.
Service Profit Margin

Measures the profitability of services by calculating the percentage of profit generated from service revenue.
Service Revenue Growth Rate

Measures the percentage increase in service-related revenue over a specific period.
Service Team Effectiveness

Measures how well service teams meet KPIs such as fix rates, resolution time, and customer feedback.
Service Utilization Rate

Measures the percentage of available service capacity used by customers.
Service Workflow Efficiency

Measures how streamlined and effective the end-to-end service process is—from request to resolution.
Technician Response Time

Tracks the time taken for a technician to begin addressing a service request after it’s assigned.
Technician Scheduling Efficiency

Assesses how effectively technicians are assigned to service jobs to reduce idle time and improve productivity.
Technician Utilization Rate

Measures the percentage of a technician’s available work hours spent on productive service activities.
Unclaimed SR

The total count or percentage of service requests that have not been assigned or attended to by service personnel within a specified timeframe.
Uptime Percentage

Measures the percentage of time equipment is operational and not undergoing repairs or downtime.
Warranty Claim Trend Analysis

Tracks patterns and volume of warranty claims over time to identify product or service issues.
Warranty Cost as % of Revenue

Measures the proportion of revenue spent on warranty claims and repairs.
Warranty Repair Completion Time

Measures the average time taken to complete repairs that fall under warranty coverage.

Recurring Incident Analysis

What it Measures ?

Relevant StakeHolders

Why it Matters ?

In-depth Use Case / Real-world Example

Sample Formula

Track Similar KPIs

Focus on insights.

Not data preparation!

What it Measures ?

Relevant StakeHolders

Why it Matters ?

In-depth Use Case / Real-world Example

Sample Formula

Track Similar KPIs

Above 3 Days Open SR Demo

Adherence to Preventive Maintenance Schedule

Average Response Time to Tickets

Average Time to Close Tickets

BD RFT Copy

Contract Utilization Rate

Cost per Service Incident

Cost-to-Serve Ratio

Customer Acquisition Cost (CAC)

Customer Churn Prediction Accuracy

Customer Complaint Resolution Rate

Customer Feedback Score

Customer Follow-Up Rate

Customer Inquiry Response Time

Customer Lifetime Value (CLV)

Customer Retention Rate

Customer Satisfaction Index (CSI)

Customer Upsell and Cross-Sell Rate

Customer Wait Time

Downtime Due to Service Issues

Equipment Failure Rate

Field Service Productivity

Field Service Profitability

Field Technician Travel Time

First-Time Fix Rate (FTFR)

Maintenance Contract Renewal Rate

Mean Time Between Failures (MTBF)

Mean Time to Repair (MTTR)

Missed SLA Penalties

Net Promoter Score (NPS)

Number of Open Tickets

Number of Repeat Service Calls

Number of Service Requests

Number of Tickets Handled per Technician

On-Time Service Delivery Rate

Parts Inventory Accuracy

Parts Replacement Cost Analysis

Predictive Maintenance Accuracy

Profitability by Service Segment

Revenue from Value-Added Services

Revenue per Service Contract

Service Contract Coverage

Service Cost per Hour

Service Cost Variance

Service Delivery Time Analysis

Service Incident Trend Analysis

Service Level Agreement (SLA) Compliance

Service Order Accuracy Rate

Service Order Completion Rate

Service Profit Margin

Service Revenue Growth Rate

Service Team Effectiveness

Service Utilization Rate

Service Workflow Efficiency

Technician Response Time

Technician Scheduling Efficiency

Technician Utilization Rate

Unclaimed SR

Uptime Percentage

Warranty Claim Trend Analysis

Warranty Cost as % of Revenue

Warranty Repair Completion Time

Focus on insights.

Not data preparation!