Operational risk
See it. Understand it. Act.
Spot the conditions that threaten uptime and service delivery, and decide where to intervene before disruption spreads.
Evidence behind the next move.
Explore 8 reports across industries. Each connects a business exposure to a decision and the evidence behind it.
The answer
Yes, now. One LSP trip cost twelve EAF days, about C$32 million of revenue; a C$0.4 to 0.6 million programme on the turbine and melt-shop historian pays back on the first avoided trip.
- Anomaly
- Flag the asset, node, or process whose performance signal is drifting outside its normal operating band, before it trips an incident alert.
- Benchmark
- Benchmark that asset against peer assets in the same fleet/network internally, and against industry MTTF/uptime norms externally.
- Cause
- Isolate the specific condition — load, temperature, a maintenance gap, a parts-batch defect — that is causing the drift, not just present alongside it.
The answer
Yes. At 70 percent utilisation and 30 to 40 percent incrementals, one released constraint station is worth more than a season of temporary hires; a $0.3 million pilot at one plant sets the 2027 peak plan.
- Anomaly
- Flag the line, machine, or process step whose throughput/yield has deviated from its normal range.
- Benchmark
- Benchmark that line against other lines/plants internally, and against best-in-class throughput benchmarks externally.
- Cause
- Isolate which input — a specific machine, shift, material batch, or sequencing choice — is actually constraining throughput, versus what's just downstream of the real bottleneck.
The answer
Yes. One point of base decline is about 14,000 barrels a day; predicting which wells roll over next quarter puts rigs ahead of the loss and is the only decline lever available before 2028.
- Anomaly
- Flag the asset, node, or process whose performance signal is drifting outside its normal operating band, before it trips an incident alert.
- Benchmark
- Benchmark that asset against peer assets in the same fleet/network internally, and against industry MTTF/uptime norms externally.
- Cause
- Isolate the specific condition — load, temperature, a maintenance gap, a parts-batch defect — that is causing the drift, not just present alongside it.
The answer
Yes. One to two avoided major failures a year is $0.5 to 2 million; under the earnings-sharing rate plan that is retained, and each unit kept alive is one Duke cannot buy for two years.
- Anomaly
- Flag the asset, node, or process whose performance signal is drifting outside its normal operating band, before it trips an incident alert.
- Benchmark
- Benchmark that asset against peer assets in the same fleet/network internally, and against industry MTTF/uptime norms externally.
- Cause
- Isolate the specific condition — load, temperature, a maintenance gap, a parts-batch defect — that is causing the drift, not just present alongside it.
The answer
Yes. Truck rolls are already a disclosed cost driver and a churn feature; the next reduction needs the network to report failures before customers do, and one region proves it in 90 days.
- Anomaly
- Flag the asset, node, or process whose performance signal is drifting outside its normal operating band, before it trips an incident alert.
- Benchmark
- Benchmark that asset against peer assets in the same fleet/network internally, and against industry MTTF/uptime norms externally.
- Cause
- Isolate the specific condition — load, temperature, a maintenance gap, a parts-batch defect — that is causing the drift, not just present alongside it.
The answer
Yes. The strike showed agency nurses cost up to $10,000 a week, the contract now fines understaffing, and Fitch has the hospital on negative outlook; a $0.5M two-hospital pilot forecasts surges the EHR already sees.
- Anomaly
- Flag the asset, node, or process whose performance signal is drifting outside its normal operating band, before it trips an incident alert.
- Benchmark
- Benchmark that asset against peer assets in the same fleet/network internally, and against industry MTTF/uptime norms externally.
- Cause
- Isolate the specific condition — load, temperature, a maintenance gap, a parts-batch defect — that is causing the drift, not just present alongside it.
The answer
Yes. With a 16 percent vacancy rate, fee-funded operations, waived fees to repay and a public 30-day review goal, a $0.3M queue forecast puts scarce reviewers where the wait will be, weeks early.
- Anomaly
- Flag the asset, node, or process whose performance signal is drifting outside its normal operating band, before it trips an incident alert.
- Benchmark
- Benchmark that asset against peer assets in the same fleet/network internally, and against industry MTTF/uptime norms externally.
- Cause
- Isolate the specific condition — load, temperature, a maintenance gap, a parts-batch defect — that is causing the drift, not just present alongside it.
The answer
Yes. Every unparked aircraft loses compensation and must fly 11.5 hours a day on engines needing more frequent care; one avoided AOG day is about €90,000 and F26 disruption cost was €137 million.
- Anomaly
- Flag the asset, node, or process whose performance signal is drifting outside its normal operating band, before it trips an incident alert.
- Benchmark
- Benchmark that asset against peer assets in the same fleet/network internally, and against industry MTTF/uptime norms externally.
- Cause
- Isolate the specific condition — load, temperature, a maintenance gap, a parts-batch defect — that is causing the drift, not just present alongside it.
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