Analyzer Inputs
Example data table
These sample values show how ranking and Pareto focus work.
| Cause | Category | O | S | D | Evidence | Impact |
|---|---|---|---|---|---|---|
| Worn guide rail scratches surface | Machine | 7 | 6 | 8 | 80% | 1500 |
| Packaging foam density out of spec | Material | 5 | 7 | 6 | 60% | 900 |
| Inspection sampling too small | Measurement | 4 | 5 | 9 | 55% | 0 |
| Operator handling varies by shift | Man | 6 | 4 | 6 | 50% | 250 |
Formula used
Base = Severity^wS × Occurrence^wO × Detection^wD
- Severity: impact size (1–10).
- Occurrence: how often it happens (1–10).
- Detection: how hard to catch (1–10).
Weighted = Base × EvidenceFactor × CostFactor
- EvidenceFactor scales with evidence strength.
- CostFactor uses a log scale for stability.
- Set cost weight to zero to ignore cost.
Share% = Score ÷ TotalScore × 100. Causes that keep cumulative share near 80% are flagged as “Key”.
How to use this calculator
- Write a clear, measurable problem statement.
- List suspected causes, one per row.
- Score O/S/D using consistent team criteria.
- Enter evidence strength for each cause.
- Optionally add impact cost and an owner.
- Adjust weights only if your policy requires it.
- Analyze, then tackle the Pareto key causes first.
FAQs
1) What does detection score mean here?
Detection is “difficulty to detect.” A higher number means the issue is more likely to escape checks, raising the overall risk score.
2) Why include evidence strength?
Evidence helps separate plausible causes from guesses. Stronger evidence increases confidence and pushes a cause higher in the prioritized list.
3) Should we always use cost weighting?
Not always. Use cost weighting when financial impact is required. Keep it at zero when you want pure risk ranking.
4) How many causes should I list?
Start broad, then refine. Ten to twenty causes is common. Remove duplicates and rewrite vague items into specific mechanisms.
5) What if the Pareto key set is too large?
Improve cause definition and evidence quality. Merge overlapping causes, then rescore. A sharper list usually makes the key set smaller.
6) Is this a replacement for a fishbone diagram?
No. Use a fishbone to brainstorm and structure causes. Then use this tool to quantify, rank, and decide what to test or fix first.
7) How do I validate the top-ranked cause?
Run a controlled check: isolate the suspected factor, compare before/after data, and confirm defect reduction. Then lock the corrective action in standard work.