If your quality dashboard looks impressive but drives no real change, there’s a good chance your KPIs are lying to you.
The right KPI should help your team act.
The wrong one just fills space and confuses.
This blog reveals the most common “fake KPIs” in QMS — and what to measure instead if you want clarity, improvement, and audit-readiness.
Problem #1: Tracking Output, Not Performance
Bad KPI: “# of Inspections Completed”
At first glance, this looks good — more inspections = more control, right?
Not necessarily. If you’re inspecting more because your process is weak, that’s a cost — not a win.
Better KPI: “% of First-Pass Yield” or “Defect Rate Per Lot”
These measure actual product quality — not just activity volume.
Problem #2: Vanity Metrics That Can’t Be Audited
Bad KPI: “Process Efficiency”
What does that actually mean? If it’s undefined, it’s unactionable — and unprovable in an audit.
Better KPI:
- “% of Orders Requiring Rework”
- “Avg. Cycle Time vs. Standard”
- “On-Time Final Approval %”
Tip: ISO 9001 Clause 9.1 expects measurable, evidence-based metrics — not vague labels.
Problem #3: Aggregated Data That Hides Issues
Bad KPI: “Overall Customer Satisfaction: 91%”
This looks solid… until you realize it hides:
- A major client who’s unhappy
- A trend of increasing returns
- Delays in service recovery
Better KPI:
- “Customer Complaint Rate (Last 30 Days)”
- “Top 3 Complaint Categories”
- “Average Response Time to Complaints”
Real Example: One supplier dropped from preferred status after ignoring a rising complaint about documentation errors — masked by a high aggregate CSAT score.
Problem #4: Measuring Effort, Not Impact
Bad KPI: “# of CAPAs Closed”
Closing CAPAs fast is good… unless they’re superficial.
Better KPI:
- “Repeat NCR Rate per Process”
- “CAPA Effectiveness Rating”
- “% of CAPAs Closed With Root Cause Evidence”
Tip: Link your CAPA form to a review step for long-term impact — not just closure.
Problem #5: Lagging Metrics With No Predictive Value
Bad KPI: “Total Scrap in Q4”
Important? Yes. But by the time you know it, it’s too late.
Better KPI:
- “Scrap Trend by Week”
- “Top 3 Scrap Causes”
- “Scrap per Shift (Real-Time)”
These help teams correct fast — not just explain later.
Mini Case: One plant reduced scrap by 22% after adding a weekly defect Pareto chart to the production floor. Problems got flagged before they exploded.
Step-by-Step: How to Find Your Real KPIs
- List each QMS process
(e.g., CAPA, Supplier, Training, Final Inspection) - Ask: What behavior do we want to reinforce?
(e.g., proactive containment, on-time handoff, audit closure) - Draft KPIs that track that behavior
Use percentages, averages, or trends — not raw totals - Test with 2 questions:
- “Can someone act on this KPI?”
- “Would an auditor find this meaningful?”
Tool Tip: Keep a “KPI Audit Sheet” that links each metric to:
- Owner
- Update frequency
- Related ISO clause
Summary: Better KPIs Create Better Behavior
Don’t settle for busy dashboards. Focus on:
Metrics that guide action
Definitions that make sense to your team
Timely data that shows trends, not just history
KPIs tied to your quality objectives and ISO goals
The best KPIs don’t just describe — they drive.
Want Help Cleaning Up Your KPIs?
I build lean, ISO-aligned dashboards that highlight what matters — and remove what doesn’t.
Email: eduardo.galindez@qmsoutsourcing.com
Contact: qmsoutsourcing.com/contact-us
#KPI #ISO9001 #QualityMetrics #DataDrivenQMS #AuditReadiness #DashboardDesign #ProcessPerformance

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