Confidence numbers stay human and per-leader - Brady translates them, Engineering does not remap to his scale

July 30, 2026 at 10:38 PMoperationalhigh

Situation

Bjorn brought Brady Dibbles push for a uniform, consistent cross-team definition of the confidence column. Peter rejected it in a DM thread on 7/29 evening and repeated the same ruling to Nathan on 7/30. Confidence is a human thing. That is why we call the column that. It is not computed immutable expectation of delivery for a reason. Justin is risk averse, so he will not put a 99 when he can imagine millions of ways for something to go wrong. Another leader might. The team will learn over time what Justins 90 means. On Bradys ask: the real and only question is what does Brady want to do with these numbers that he cannot do - what is he going to do with a 95 different than a 90. If Brady wants to turn the numbers into high/medium/low or into ranges in his own process that is fine, but that is him translating, not asking Engineering to fit an arbitrary mapping. If he wants a structured definition of exactly what high/medium/low means, now he is losing the experience of engineering leadership and having a function fill out his numbers. Peter also rejected high/medium/low outright: the minute you have high/medium/low it is not functional enough and you end up with twelve gradations and the same problem. And he told Bjorn to test it empirically - ask Duane if he can work with the numbers Justin is providing, the answer will be yes.

Reasoning

The confidence column exists to carry a senior engineers experience-based judgment, compressed into a number they can produce in four seconds and therefore keep current daily near a target date. A formula or a cross-team standard would strip out exactly the thing that makes the number worth having. Peter also named the second-order cause: Brady is WHY someone like Justin will not put high numbers down - if you are working with someone you feel is constantly looking for things to say you were doing wrong, you rapidly start communicating lower numbers. So a uniform standard would not fix calibration, it would drive the numbers down. The translation burden belongs on the consumer of the data, not the producer.

Additional Context

Same 45-hour window in which the TPS report was repointed at the ENGD board and Peter re-derived both boards from purpose at the Engineering Weekly. This is the third distinct attempt in a week by a peer function to make an engineering artifact serve their process shape. Peter also read the ask as a level signal to Bjorn: it is the sort of question a junior PM would ask, not a VP of prod.

Observed Evidence

Direct quotes across two sources one day apart. Slack 7/29: Confidence is a human thing. That is why we call the column that. Fathom 7/30: no, you do not [need them to mean the same thing]. Plus the empirical test instruction: Ask Duane if he can work with the numbers Justin is providing. The answer will be yes.

Matching Patterns

53%
Purpose Is the Decision Procedure(involves Brady Dibble, Bjorn Hovland, same category (operational), restated the purpose of the column rather than arguing the merits of uniformity)
40%
Reclassify to Route - Decide Who Owns It, Then Give a Criterion Not a Verdict(involves Brady Dibble, Bjorn Hovland, put the translation burden on the consumer and gave him a criterion rather than a mapping)

Confidence Breakdown

34/35
Evidence
29/30
Pattern
20/20
Source
13/15
Corroboration

Reasoning Depth Analysis

Org Signal:Engineering owns the meaning of its own instruments. A peer function may consume and reinterpret the data but may not dictate its semantics. It also signals that Peter will defend a direct report he judges to be producing honest numbers, even when the number looks unhelpfully low.
Who Affected:Justin and Nathan most directly - they are the two leaders whose numbers were being compared. Duane and go-to-market as consumers. Every future engineering lead who fills in the column.
Precedent:Establishes that requests to standardize an engineering artifact get answered with what will you do differently, and that the answer nothing ends the request. Also sets the precedent that go-to-market may define its own thresholds on top of engineering data.
Consequences:Real. Brady does not get the uniform definition. Engineering keeps per-leader semantics indefinitely, and go-to-market must learn each leaders calibration.
Timing:Now because Bjorn brought it as a live question the day after the boards were re-derived from purpose at the Engineering Weekly - the definition of the confidence column was the last unclaimed piece of that instrument.

Source

reflection

AI Confidence

96%

Related Context

💬
DM with Bjorn Hovland

slack

Justin is risk averse. So he is not going to put a 99 when he can imagine millions of ways for something to go wrong. The team will learn over time what Justins 90 means. Bradys not going to get people on different teams in different domains to have consistent meanings for their estimates.

💬
DM with Bjorn Hovland

slack

Confidence is a human thing. That is why we call the column that. It is not computed immutable expectation of delivery for a reason. If Brady wants to make up his own translation formula, he can. But it will be wrong so frequently as to be useless.

🎥
Nathan <> Peter Weekly 1:1

fathom

Bradys like, well, I need the confidence numbers between Justin and Nathan to mean the exact same thing. I am like, no, you do not. These are confidence. They are in different domains. I want the value of your experience in those numbers.

Outcome

Aug 13 TPS report shows confidence spread wide and unnormalised across teams - no remapping to a common scale.

Rating: 4/5

Decision ID: 30102074-9ed8-498c-bb64-e3ee41214b4c