InsightsCategory: Research

How do you keep a cost engineer's know-how?

8 min readThe Subduxion team

Short answer

You keep a cost engineer's know-how by recording it on the estimate line where it changes the price, with the reason attached. A correction to setup time or cycle time with a short reason says more than a handbook. A colleague can then check every choice, and the method stays when that person leaves.

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What goes missing when an experienced cost engineer leaves?

Take a twelve-person subcontractor where two people do the estimating. Their method lives in their head and in a spreadsheet only they can read well. When one of them leaves, the formulas stay and the reason behind every allowance goes.

For many shops that day is getting closer. According to Statistics Netherlands, 29 per cent of people working in Dutch industry in 2023 were aged 55 to 75, up from 19 per cent in 2013. In many firms the experienced cost engineer is also the manufacturing engineer who settles the route and the setups. That person takes two kinds of knowledge out of the door.

What goes is rarely a formula. It is judgement: which tolerance makes an extra setup risky, which material behaves differently from what the table promises, when a first-off part will run long. That shop knowledge sits in no ERP and no CAM project. Our research on the data gap comes to the same point: an integration can put the drawing, the order history and the NC program side by side, yet that does not by itself explain why an experienced manufacturing engineer picked one route and not the other.

Does an exit interview or a handbook help?

The usual response is an exit interview or a handbook of rules of thumb. The result is a document that falls short at the first unusual drawing. A rule of thumb without the part beside it is hard to apply and hard to check.

The second problem is timing. An experienced cost engineer knows a great deal, but only says it when a real part calls for it. ‘At that wall thickness I add a quarter of an hour’ does not come out of an interview. It comes out of the estimate for that one frame, at the moment of the decision.

Link Magazine, a Dutch trade title, described in 2025 how an ageing workforce is draining knowledge from manufacturing. Many firms have tried to standardise before, but delivering projects comes first and the agreements wear away. Knowledge retention works better when it is part of daily work than when it runs as a separate project.

For a shop with ISO 9001 certification this is also an audit point. Clause 7.1.6 of ISO 9001:2015 requires a company to determine the knowledge its processes need, maintain it and make it available to the extent necessary. An exit interview on its own rarely meets that. Its successor, ISO 9001:2026, was published in September 2026; according to UKAS, the UK accreditation body, certification bodies must move all their certified organisations to the new edition by 30 September 2029.

Record the know-how where it changes the price

An estimate is made of lines: material, setup, programming, machining and finishing. Each line has its inputs, such as a time, a rate and a quantity. That is the place to record know-how: on the line the experienced cost engineer adjusts, with the reason beside it.

The smallest unit for this is what we call a correction with reason. An example: ‘setup time from 60 to 90 minutes, second setup on a face with no datum’. That is one line of text. It sits with the part, the revision and the price it changed.

An ERP system does not do this. It keeps the order history and the price that came out, not the decision that led to it. A spreadsheet is worse: the cost engineer types 90 over the 60, and the old value and the reason are gone. On the repeat order a colleague copies the 90 without knowing why, or sets it back to 60 because the part looks simple. In that second case the half hour for the second setup is no longer in the quote, and the shop pays for it on every batch.

After a year, corrections with reasons add up to a correction history per part and per kind of decision: who changed what, when and why. That is know-how a colleague can check on their own.

What does the experienced cost engineer know, and where does it go?

The table sets kinds of know-how against the place you record them. It is a method, not software: it works on paper, in a spreadsheet and in an estimating package.

The pattern is always the same. Knowledge belongs with the object it is about: the line, the drawing requirement, the operation or the previous part. A separate folder of notes is never found at the moment it matters.

Know-how and where you record it
What the experienced cost engineer knowsWhere you record it
How much extra setup time a second setup costsOn the setup line, with the reason on the correction
Which cutting data work in this shop for a materialIn one shared table per material and operation, with the date of the last change
Which tolerance calls for an extra setup or inspectionWith the drawing requirement, alongside the route it leads to
What a repeat part cost last time, and whyWith that part's previous estimate, noting what has changed since
Which finishing takes longer than the supplier quotesOn the subcontract line, with price, lead time and date
When an estimated time keeps turning out too tightIn the actuals per operation, next to the estimate

What do you do when everyone uses different cutting data?

At a seminar for machinists, a speaker asked the room to note the cutting data they would use to turn C45 down from roughly 60 to roughly 40. No two slips matched, the Dutch trade magazine Vraag en Aanbod reported in 2019.

The piece advises: agree, per material and per feature, on the tool, cutting speed, feed, width and depth of cut, and on how a rigid setup differs from a less stable one. Record the agreement centrally and adjust it when incoming material differs, rather than starting the search again at the machine.

For the estimate, the consequence is simple. As long as every machinist picks their own values, a cycle time in the quote has no fixed footing. With a shared agreement, a deviation in the actuals becomes a signal rather than noise. How to read that deviation operation by operation is covered in estimate and actual per operation.

Correction, measurement and calibration are three different things

At Subduxion we keep apart three things that are often blurred. A correction is a choice the cost engineer makes while estimating. A measurement is what actually happened in production. Calibration is the accepted comparison between the two, which shifts future default values.

That only works if every value carries its provenance: from a table, from the drawing, from a correction or from a measurement. An actual time is not representative by default either, because tool problems or other disruption end up in it too. Our research on production actuals separates representative variation, an explained exception and an unexplained anomaly.

So do not change a standard because one order overran. If several orders in a row overrun on the same milling operation, you correct the standard for that operation, not the whole estimate. That judgement stays with a person, which is what we mean by human-in-the-loop. We wrote earlier about how mature a time is in four cycle times for the same part.

Where do you start?

There is no need to wait for a big project. Four habits are enough to start tomorrow.

The test is simple: if a second person can follow the price without calling in the first cost engineer, the know-how is on record. Where a spreadsheet makes that test hard is the subject of Excel estimating.

  1. Give every change to an estimate line a short reason in shop-floor language. ‘Adjusted’ or ‘override’ is not a reason.
  2. Record cutting data per material and operation in one shared table, with the date of the last change.
  3. For a repeat part, start with a repeat-part comparison against the previous estimate: what has changed, and why.
  4. Have a second person check a few estimates each week, working from the reasons.

In Blake

On Monday morning you open a repeat part and Blake sets it beside its last priced estimate, with what has changed since. The estimate sits in separate lines: material, machining, finishing, setup and programming, per piece and per batch, using the hourly rate you enter for each machine. Raise setup time from 60 to 90 minutes and Blake asks for the reason; without one, the correction is not saved. It stays on record with who, when and why, so whoever estimates the part next year can read it back.

More on estimating

Frequently asked questions

What is tribal knowledge in manufacturing?

Tribal knowledge is shop know-how that lives in people's heads and nowhere else. In a machining business it is mostly judgement: why a setup takes longer, which cutting data work, which tolerance calls for an extra setup. Unrecorded, it leaves with the person.

How do you make estimating less dependent on one person?

Make sure a second person can follow every estimate without calling in the first cost engineer. Have a colleague check a few estimates each week, working from the reasons given for each change. Whatever that colleague cannot follow is not yet on record.

What should you record when you correct an estimate?

Who changed the line, when, the old and the new value, and why. The reason matters most: a few words in shop-floor language that a colleague can follow later. ‘Adjusted’ or ‘override’ is not a reason.

How do you standardise cutting data when everyone uses different values?

Agree per material and operation on the tool, cutting speed, feed and depth of cut, separately for rigid and less stable setups. Record the agreement centrally with a date. When incoming material differs, adjust the agreement rather than searching again at the machine.

Can AI capture an experienced cost engineer's knowledge?

Not the judgement. Software can work out times and costs, but the reason a line has to change comes from the cost engineer. Record that reason on the line. A colleague can then check the choice, whatever software you use.

Sources

  1. Statistics Netherlands (CBS), Werkzame beroepsbevolking meest vergrijsd in Limburg (in Dutch), October 2024 (opens in a new tab)
  2. Vraag en Aanbod, Verspaners worstelen met industrie 4.0 (in Dutch), May 2019 (opens in a new tab)
  3. Link Magazine, Standaardisatie en kennisborging houdt Nederlandse maakindustrie competitief (in Dutch), August 2025 (opens in a new tab)
  4. Subduxion, The manufacturing data gap between CAD, CAM, ERP and the shop floor, September 2026 (opens in a new tab)
  5. Subduxion, Why production actuals are noisy training data, September 2026 (opens in a new tab)
  6. RealKM Magazine, How to meet the requirements of ISO 9001:2015 Clause 7.1.6 Organisational knowledge, October 2015, revised January 2019 (opens in a new tab)
  7. UKAS, Technical bulletin: QMS ISO 9001:2026 transition, October 2026 (opens in a new tab)

Your know-how. In every correction.

Blake lays out the requirements from drawing and model as proposals and builds the cost per operation, with your own machines and rates. Your team decides.