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Cost of Poor Quality Ledger: Prevention, Appraisal, Internal & External Failure

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Spending three times more on finding defects than on preventing them is paying to measure a problem you are not fixing.

Cost of Conformance Money spent so defects do not happen or do not escape
/yr

Training, process control, supplier development, design review

/yr

Inspection, laboratory, testing, audits

Cost of Non-Conformance Money spent because defects did happen
/yr

Scrap, rework, downgrade, reprocessing, lost capacity

/yr

Claims, returns, freight, penalties, lost customers

/yr
x

Failure cost displaced per unit of prevention spend

Cost of Poor Quality

— % of turnover

All four categories against annual turnover

Diagnostic Ratios & the Rebalancing Prize

Failure Share of Quality Spend
— %
Appraisal to Prevention
— x
Prevention to Failure
— x
External to Internal Failure
— x
Total Cost of Poor Quality
— /yr
Prevention Shortfall at this Leverage
— /yr
Net Saving from Rebalancing
— /yr
Cost of Poor Quality After Rebalancing
— % of turnover

Most cost of poor quality is not in the general ledger. Scrap, claims and laboratory cost are usually traceable; rework labour, lost capacity at the constraint, reprocessed batches and management time spent on complaints usually are not, and they are commonly larger than the visible half - so a first calculation almost always understates the total. Hold the estimation method constant rather than refining it, because the trend carries the information. The prevention leverage is empirical and plant-specific; it falls as prevention matures, and entering a leverage near one correctly reports that no rebalancing saving remains. The rebalancing figure is an upper bound that assumes prevention spend can be deployed against the failure causes that actually dominate, which requires the failure cost to have been analysed by cause first. External failure excludes lost future business, which no ledger captures and which is often the largest term of all.

Using this calculator

About the Cost of Poor Quality Ledger: Prevention, Appraisal, Internal & External Failure

The formula

This is the expression the tool evaluates. Every term is named underneath, with the unit it must be supplied in.

Four categories, one total
totalCopq = prevention + appraisal + internalFailure + externalFailure

The first two are the cost of conformance - money spent deliberately. The second two are the cost of non-conformance - money spent involuntarily. Reporting a single quality budget hides which of the two a plant is actually running on.

The most diagnostic single ratio
appraisalToPrevention = appraisalSpend / preventionSpend

Appraisal finds defects; prevention stops them being made. A ratio well above one means the plant has industrialised detection rather than correction - it is paying inspectors to confirm a problem it is not investing to remove.

Where the failures are being caught
externalToInternal = externalFailure / internalFailure

A defect caught inside costs scrap and rework. The same defect reaching a customer costs freight, claim, penalty and reputation, typically an order of magnitude more. A rising ratio means containment is leaking, which is a more urgent finding than the total.

What rebalancing is worth
preventionGap = failure / preventionLeverage - preventionSpend netSaving = preventionGap x ( leverage - 1 )

At a stated leverage, prevention spend displaces several times its own value in failure cost, and the balance point is where failure has fallen to leverage times prevention. Spending the gap costs the gap and saves leverage times the gap, so the net is the gap multiplied by leverage less one.

Symbols used above
SymbolStands forUnit
COPQCost of poor quality, all four categories/yr
CoCCost of conformance - prevention plus appraisal/yr
CoNCCost of non-conformance - internal plus external failure/yr
leverageFailure cost displaced per unit of prevention spendx

How the result is derived

Step by step, from the values you type to the figure on screen.

  1. The 6 inputs are read from the form on every keystroke: Prevention, Appraisal, Internal Failure, External Failure, Annual Turnover and Prevention Leverage.
  2. Each value is checked against the accepted range in the input table below. A value outside its range stops the calculation rather than producing a misleading figure — the results blank out and a message appears.
  3. The validated values are substituted into the expression above, which resolves Cost of Poor Quality together with every supporting figure in one pass — no value is carried over from a previous entry.
  4. The supporting outputs — Failure Share of Quality Spend, Appraisal to Prevention, Prevention to Failure, External to Internal Failure, Total Cost of Poor Quality, Prevention Shortfall at this Leverage, Net Saving from Rebalancing and Cost of Poor Quality After Rebalancing — come from the same pass, so they always describe the same case as the headline figure.
  5. Results are rounded for display only. The full-precision value is used throughout the chain, so reading a rounded intermediate figure back into the tool by hand can shift the last digit.

What each input means

Where to read each value on the floor, the unit it must be in, and the range the tool accepts.

InputUnitAccepted rangeDefaultWhat it means
Prevention/yr0 to 100000000 /yr185000Training, process control, supplier development, design review
Appraisal/yr0 to 100000000 /yr640000Inspection, laboratory, testing, audits
Internal Failure/yr0 to 100000000 /yr1250000Scrap, rework, downgrade, reprocessing, lost capacity
External Failure/yr0 to 100000000 /yr480000Claims, returns, freight, penalties, lost customers
Annual Turnover/yr100000 to 10000000000 /yr42000000
Prevention Leveragex1 to 20 x4Failure cost displaced per unit of prevention spend

What the tool returns

The headline figure and every supporting value it is built from.

OutputUnitWhat it tells you
Cost of Poor Quality (headline result)% of turnoverAll four categories against annual turnover
Failure Share of Quality Spend%
Appraisal to Preventionx
Prevention to Failurex
External to Internal Failurex
Total Cost of Poor Quality/yr
Prevention Shortfall at this Leverage/yr
Net Saving from Rebalancing/yr
Cost of Poor Quality After Rebalancing% of turnover

Worked example

Given

0
Prevention 185,000 and appraisal 640,000 a year
1
Internal failure 1,250,000 and external failure 480,000
2
Turnover 42,000,000
3
Prevention leverage taken as 4x

Substituting

total = 185,000 + 640,000 + 1,250,000 + 480,000 = 2,555,000as turnover share = 2,555,000 / 42,000,000 = 6.0833%failure = 1,730,000, so share = 1,730,000 / 2,555,000 = 67.7104%targetPrevention = 1,730,000 / 4 = 432,500, gap = 247,500netSaving = 247,500 x (4 - 1) = 742,500

Answer

0
Cost of poor quality 6.0833% of turnover, or 2,555,000
1
Failure is 67.7104% of all quality spend
2
Appraisal runs 3.4595x prevention; prevention is only 0.1069x failure
3
External failure is 0.384x internal
4
A 247,500 prevention shortfall; 742,500 net saving available, taking COPQ to 4.3155%

Two thirds of the quality budget is being spent on failures that already happened, and appraisal outspends prevention three and a half to one. The total of 6.08% of turnover is roughly the plant net margin - which is the argument that lands with a board, where a scrap percentage does not.

How to use it

  1. Work through the input groups in order — Cost of Conformance and Cost of Non-Conformance. The defaults are a realistic case, so you can change one value at a time and watch what moves.
  2. There is no calculate button. Every figure recalculates as you type or drag, which is what makes this usable for a what-if sweep rather than a single answer.
  3. Read Cost of Poor Quality in the dark results panel — that is the headline figure, expressed in % of turnover.
  4. Check the supporting rows underneath (Failure Share of Quality Spend, Appraisal to Prevention, Prevention to Failure, External to Internal Failure, Total Cost of Poor Quality, Prevention Shortfall at this Leverage, Net Saving from Rebalancing and Cost of Poor Quality After Rebalancing) before acting on the headline — they are where an implausible input usually shows itself first.
  5. Reset to defaults returns every field to the reference case, which is the quickest way to check whether a surprising result came from the tool or from an input you had changed earlier.

Where this is used

  • Process planning — establishing Cost of Poor Quality before a trial is booked, so machine time and material in Quality Systems, Traceability, Utilities & Factory Decisions are committed against a calculated figure rather than an estimate.
  • Costing and quotation — Cost of Poor Quality is an input to the cost sheet, and quoting from a worked number rather than a remembered one is what keeps a margin intact.
  • Troubleshooting — when the floor result drifts from plan, entering the measured values (starting with Prevention) shows how much of the gap in Cost of Poor Quality each variable explains.
  • Teaching and study — the accepted ranges bracket normal Quality Systems, Traceability, Utilities & Factory Decisions practice, so moving one variable at a time shows the shape of the relationship rather than a single answer.

Reading the result

Typical bands and what each one is telling you.

ValueWhat it indicates
Under 4% of turnoverMature quality system. Prevention is doing the work.
4 - 10%Typical for a textile plant with inspection-led quality.
Above 15%The quality cost is comparable to the margin. It is a business problem, not a QA problem.
Appraisal to prevention above 2xDetection-led. The classic signature of a plant inspecting its way to quality.
External to internal above 0.5xContainment is leaking. Fix the escape route before the defect rate.

Assumptions and limits

  • Most cost of poor quality is not in the general ledger. Scrap, claims and laboratory cost are usually traceable; rework labour, lost capacity at the constraint, reprocessed batches and management time spent on complaints usually are not, and they are commonly larger than the visible half - so a first calculation almost always understates the total. Hold the estimation method constant rather than refining it, because the trend carries the information. The prevention leverage is empirical and plant-specific; it falls as prevention matures, and entering a leverage near one correctly reports that no rebalancing saving remains. The rebalancing figure is an upper bound that assumes prevention spend can be deployed against the failure causes that actually dominate, which requires the failure cost to have been analysed by cause first. External failure excludes lost future business, which no ledger captures and which is often the largest term of all.
  • Every input is bounded to the range normal practice occupies (Prevention 0 to 100000000 /yr, Appraisal 0 to 100000000 /yr and Internal Failure 0 to 100000000 /yr, and so on for the rest). Those bounds are guard rails against typing errors, not a claim that the formula fails one unit outside them.
  • The calculation is deterministic: the same inputs always give the same result. It carries no allowance for machine condition, operator skill, ambient conditions or lot-to-lot material variation unless an input above explicitly represents one.
  • Nothing is sent anywhere. The maths runs in your browser, so the numbers you type never leave the page.

Standards and further reading

  • ISO 9004 - Quality management, quality of an organization, guidance to achieve sustained success, which frames the cost categories.
  • ISO 9001 clause 8.7 and 10.2 - nonconforming output and corrective action, the processes these costs arise from.
  • BS 6143-2 - Guide to the economics of quality, prevention appraisal failure model.
  • ASQ Quality Costs Committee, the origin of the four-category split used here.

Questions people ask

Why express the total as a share of turnover rather than in currency?

Because the currency figure means nothing without scale and cannot be compared with anything. As a share of turnover it becomes comparable between plants, between years and against the net margin - and the last of those is the comparison that gets attention. A plant told it is losing 2.5 million to quality shrugs; the same plant told its quality cost equals its entire net margin does not. It also survives a change in volume, which a raw total does not.

What is the prevention leverage and where does the number come from?

It is the failure cost displaced per unit spent on prevention, and it is an input rather than a derivation because it is genuinely empirical. Published quality-economics work puts it between roughly three and ten for organisations with substantial failure cost and low prevention spend, falling as prevention matures and the easy causes are gone. Four is a defensible starting assumption for a plant in the state shown here; a plant already spending heavily on prevention should enter something closer to one, at which point the model correctly reports no saving available.

Is the appraisal spend not also useful? It catches the defects.

It is necessary and it is not the same as improvement. Appraisal converts external failures into internal ones, which is worth a great deal - it is why the external to internal ratio matters. But it does not reduce the number of defects made, so a plant that keeps adding inspection sees internal failure and appraisal both rise while the defect rate stays put. The four-category split exists to make that visible: an appraisal-to-prevention ratio of three and a half says the inspection has been industrialised and the cause has not been addressed.

Most of these costs are not in the accounts. How should they be estimated?

Deliberately and consistently, accepting that the first pass will be rough. Scrap and claims are usually visible; rework labour, lost capacity at a bottleneck, the cost of a reprocessed dye batch and the management time absorbed by a customer complaint usually are not, and they are typically the larger half. The practical rule is to estimate them once with a stated method, record the method, and hold it constant - a consistent estimate tracked over time is far more useful than a precise figure computed once and never repeated.

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