hoba

Standardized Late-Stage Rejection Feedback Taxonomy

Provide candidates reaching technical or panel stages with structured, rubric-based feedback categories rather than generic templates.

Intervention I-003 Actor: recruiter process Scope: organizational Cost: medium Evidence: supported

On the canonical path

Declined, with a reason that can be acted on — Not every candidate is hired, and a decline is not a deviation. What makes it part of this path is that it arrives, it names the stage it happened at and the criterion that decided it, and it says whether applying again is worth anything.

This entry is one of the things that holds that commitment up.

What it looks like when this intervention is in place

Composite excerpts, written to be typical rather than copied. No particular message, company or person is quoted here.

The rejection, rewritten to the taxonomy reconstruction

Subject: Outcome — technical panel

Category: technical depth · Sub-category: complexity reasoning · Round: technical panel, exercise 2

What we saw: a correct quadratic solution where the panel was looking for the linear approach, reached without prompting.

What we did not assess: system design, collaboration, or domain knowledge — those rounds were positive or not reached.

Re-application window: six months, straight to the technical panel.

What to notice: The same decision, expressed as a category with a scope. Note the second line: saying what was not assessed is what stops a single round becoming a verdict on the person.

What this targets

Expected effects

  • Provide actionable feedback signals to candidates
  • Enforce consistent interviewer calibration across rounds

What to measure

  • informative_feedback_ratio
  • interviewer_calibration_variance

From each side

The same entry from inside each position that meets it: what reaches them, what it means from there, and what happens next given what they control.

Recruiter

What reaches them
A panel recommendation, and a taxonomy that asks for a category, a round and a scope the recommendation does not contain.
What it means from there
The wording is theirs to write but the content is not: a category can only be sent where the panel recorded one.
What happens next
Sends the structured note where the rubric was filled in, and the template where it was not.

Hiring manager

What reaches them
A rubric field per round that has to be completed before the outcome is recorded, and the same fields from the other interviewers.
What it means from there
The cost is interviewer minutes booked before an outcome can be recorded; in return, two interviewers scoring one round differently becomes a number.
What happens next
Records the category and what the round did not assess, and calibrates where the panel's entries disagree.

Candidate

What reaches them
A category, the round it came from, an explicit list of what was not assessed, and a re-application window.
What it means from there
One round stays a scored round rather than a verdict on the person, and the part of the process that was positive is stated rather than inferred.
What happens next
Works on the named category, and reapplies inside the stated window instead of treating the door as closed.

Employer policy

What reaches them
A proposed change to what is sent to rejected candidates: from a template that says nothing to a note that names a category.
What it means from there
Written feedback is consistent across every hire, which is what defensibility asks for, and is also a record that exists after the process ends.
What happens next
Defines which categories may be sent and which may not, and that definition is the boundary the recruiter writes inside.

ATS vendorNot visible from here

From this position the entry is not visible. That is not a gap in the atlas — it is the finding: the decision is made where nobody in this position can see it.

Public policy and industry standardsNot visible from here

From this position the entry is not visible. That is not a gap in the atlas — it is the finding: the decision is made where nobody in this position can see it.

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