Lessons · Lesson 5 of 6
The side no arithmetic can move
Identify the three classes of action that stay with a human whatever the numbers say, and get most of the benefit anyway.
Lesson 5 of 6 · 19 min
Three classes, and what they have in common
Four of Serdana's nine rows failed the inequality. Three of them failed for reasons that would survive any improvement in the technology, any fall in p, and any rise in D. They are not close calls. They are actions whose arithmetic cannot be completed. It is worth saying at the start what the three have in common, because it is not that the numbers are large.
On the human side of the boundary, the problem is never that a term is big. It is that a term is missing.
| Class | An example from the desk | The term that is missing |
|---|---|---|
| An attestation | Marking a milestone complete | C is not one incident — it is what the field stops meaning to everyone who reads it |
| A cost carried by somebody who did not choose the system | Answering a buyer's status query | C is defined, and it is not payable by you |
| An action that erases the evidence of its own error | Overwriting a date field that keeps no history | p cannot be measured at all |
The one that looks completely harmless
Marking a milestone complete is the action every merchandiser on the desk wanted gone. The evidence arrives as a document: a mill test report, a signed inspection, a receipt. A person opens it, reads one line, and ticks a box. Ninety-six times a month, with 4.4 hours of approval wait each, for what feels like retyping.
It is not retyping. The reason is worth stating carefully, because it is the load-bearing idea of this lesson.
The tick is not a copy of the document. It is a statement by a named person that a state of the world holds: that the fabric really is in the building, in the quantity and the width the order needs. Its whole value to the eleven people downstream is that somebody is standing behind it. A tick that a system produced from a document is not a cheaper version of that statement. It is a different fact wearing the same name: a document arrived that appears to say this. That is a genuinely useful fact, and it is not the one the cutting room is relying on.
You can see the damage in what happens to the other readers. A tick that used to mean checked comes to mean a document was received. Nobody is told, and the people who act on it go on acting on the old meaning. Serdana had one of these before the agent existed, and course 10.3 costs it: a completion marker approved against a planned fabric width, and cloth that arrived narrower.
The repair is a new field, not a new permission.
Automate the preparation, never the decision
Serdana split the row in two. The system now writes a field of its own, evidence received, with the document attached and the relevant line highlighted. A named person still writes the completion. Nothing was automated that was not automatable, and nothing was minted.
Then they measured what that was worth, which is the part most desks never do:
approval wait before 4.4 hours days of clock lost 0.12
approval wait after 1.2 hours days of clock lost 0.033
recovered 96 x 0.087 x 214.00 USD 1,787.33 a month72.5% of the benefit of automating that row, on a row that was never automated. The reviewer's decision did not change and no attestation moved. The reviewer simply stopped spending three minutes finding the document before making it.
This applies to every row on the human side, and it is the most useful habit in this course:
When an action belongs to a person, automate everything that happens before the decision. The gathering, the highlighting, the cross-checking, the drafting. Leave the decision itself exactly where it is. Most of the clock is in the preparation.
The cost that lands somewhere else
Answering a buyer's status query in the portal fails for a different reason, and the arithmetic in lesson 4 slightly misrepresents it. The USD 2,400.00 in that row is the average of the two wrong answers that actually happened, and neither of those losses landed on Serdana.
Here is one of them. A status answer said the shipment would make the 22nd. Bexholt booked a promotional window on it. The shipment went on the 29th and the buyer took a markdown allowance.
Serdana carried a share of that in the end, in the way suppliers always do. But the decision to remove the approval would have been taken by Serdana, and the exposure it created sits on the buyer's side of the table. A party that cannot see that an answer was produced without a person cannot price the answer.
So this class has a rule that is not arithmetic at all: an action whose cost lands outside your company is not yours alone to move. Serdana's boundary is now a paragraph in the pack it returns to buyers, listing which portal fields are written without a person. Bexholt read it and asked for exactly one change, which was that answers about dates stay human. That conversation cost an hour. It is the reason the row will never be quietly moved by a future manager who has only seen the net.
The wider version of this, what a factory owes its buyers and its workers when it runs these systems and what the contract should say, belongs to course 15.5 and is not settled here.
The action that hides its own errors
The third class is the quietest, and it disqualifies an action before any of the other tests run.
Serdana's plan dates were stored the way most plan dates are stored: one field, overwritten. Write a new date and the previous one is gone. Course 10.3 shows what that costs a calendar. Here it does something more specific.
If a field keeps no history, then after the fact you cannot tell what the agent wrote. So you cannot replay a closed period, so p cannot be measured. And an unmeasurable p does not behave like a large one in a meeting. It behaves like a small one, because the people arguing for autonomy have no number to be held to, and the people arguing against it have no number either.
fields the agent could write 9
fields that kept no previous value 3
hours to make them keep it 6.0
rows that moved from unmeasurable to measurable 2Six hours. It is the cheapest work in this entire course, and it has to be done first, because until it is done every other number on the page is a guess.
Check yourselfYour agent reads inspection reports accurately. Should it be allowed to record the quality decision?Show the answer
No, and accuracy is not the question. A quality decision is an attestation. Its value to the buyer, to the shipping desk and to your own AQL history is that a named inspector is standing behind it, and a machine-written one is a different fact carrying the same name: a report arrived saying this. So split it. Let the system write the new fact, attach the report, highlight the line that matters and put it in front of the inspector. Leave the decision exactly where it was. On Serdana's milestone row that split recovered 72.5% of the value of full automation and moved no attestation at all.
What you own at the end of this lesson
Three tests that come before the arithmetic: is this an attestation, does the cost land on somebody who did not choose the system, and can the error be measured afterwards at all. And the habit that gets most of the value back: automate the preparation, never the decision.
Next: running the thing. The refusals nobody counted, the sample that could never have worked, and when the line has to be redrawn.