Analytics

Identify the biggest downtime drivers and generate management-ready insights.

Largest Cost Concentration

Hydraulic Press 2 · Unplanned Maintenance

2 events · 14 h lost

10.920 €

24% of total downtime cost

Month-over-Month Comparison

June 2026 vs May 2026

MoM

Downtime Hours

4.5 h

30.8 hvs previous month

Downtime Cost

3.510 €

14.845 €vs previous month

Events

1

13vs previous month
Pareto — Downtime Causes by Hours

Bars: hours per cause · Line: cumulative % · Focus on causes left of the 80% mark.

80/20 analysis
Machine Performance Ranking

All assets ranked by downtime impact — click a column to sort.

#
1Hydraulic Press 2634.526.910 €4.485 €
2CNC Mill A410.36.355 €1.589 €
3Welding Robot 149.55.130 €1.283 €
4Packaging Line B49.83.120 €780 €
5QC Inspection Bench36.01.560 €520 €
6Conveyor Belt 347.31.305 €326 €
7Compressor Unit 435.51.210 €403 €
Top 3 Downtime Causes

Ranked by total hours lost

1

Mechanical Failure

total hours

23.5 h

2

Unplanned Maintenance

total hours

17.3 h

3

Electrical Failure

total hours

11.8 h

Top 3 Machines

Largest contributors by total cost

1

Hydraulic Press 2

6 events

26.910 €

2

CNC Mill A

4 events

6.355 €

3

Welding Robot 1

4 events

5.130 €

Highest-Frequency Shift

Morning

11 events logged

Costliest Department

Production

32.040 € in downtime cost

Management insight: Addressing Unplanned Maintenance on Hydraulic Press 2 would target the single largest cost driver across the plant (10.920 €, 24% of total losses).

Recommended Actions

Operational intelligence derived from downtime patterns and root-cause signals

5 insights
High priorityRoot cause

Investigate recurring electrical failure on Packaging Robot

2 incidents detected, accounting for 9.198 € in losses.

Recommended action: Schedule a root-cause analysis with the maintenance team and review component wear history on Packaging Robot.

High priorityPreventive maintenance

Review preventive maintenance schedule for Packaging Robot

Packaging Robot represents 34% of total operational losses (22.974 €) across 4 events.

Recommended action: Increase inspection frequency and consider condition-based monitoring to catch failures earlier.

Medium priorityLoss driver

Mechanical Failures contribute the largest share of operational losses

35% of total downtime cost is driven by mechanical failure events.

Recommended action: Prioritize this category in the next operations review and allocate budget for targeted countermeasures.

Medium priorityShift pattern

Quality Issues are concentrated during evening shifts

100% of quality issue events occur on the evening shift.

Recommended action: Coordinate with shift supervisors and supply chain to align replenishment and staffing with this pattern.

AdvisoryQuality

Strengthen first-pass quality controls

3 quality-related stoppages logged, costing 3.378 €.

Recommended action: Audit inspection checkpoints and operator training on the affected lines to reduce rework and scrap.

Act on these insights

Reduce downtime costs and improve operational efficiency.

Talk to our team about deploying Downtime IQ across your lines — most customers see ROI within the first quarter.