- What reaches them
- The rule as the customer configured it and the string it tests for, evaluated against the parsed fields of one application. Whether an adjacent qualification sits in those fields is not something a string comparison can represent.
- What it means from there
- The rule ran to specification: the token is present or it is absent. A failed knockout is a determinate result, not a low score.
- What happens next
- Writes the rejection status in the same session and emits the notification the customer configured. The rule stays on until a customer turns it off.
Automated Keyword / Qualification Filter
Deterministic filter rejecting applications missing exact acronyms, certifications, or specific years-of-experience thresholds.
Mechanism M-008 Candidate action Actor: systemNature: ruleVisibility: inferableAgency zone: candidateEvidence: established
On the canonical path
Machine work stays mechanical — Automation deduplicates, extracts and orders. It does not decide. Where a rule does end an application, the rule is stated and it is one a person would defend out loud.
This entry is one of the ways that commitment stops being kept.
What it looks like
Composite excerpts, written to be typical rather than copied. No particular message, company or person is quoted here.
- +0.4s Rule 1: must_contain("Kubernetes") — PASS
- +0.4s Rule 2: must_contain("CKA") — candidate holds CKAD — FAIL
- +0.4s Rule 3: not evaluated (short-circuit)
- +0.5s Status: Rejected — does not meet minimum criteria
What to notice: An adjacent certification is not a near miss to a string match; it is a miss. The filter compares tokens, not competence.
Barriers where this mechanism operates
Observations this mechanism emits
What this does NOT establish
- Passing keyword filters does not guarantee interview invitation.
Causal relations
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.
- What reaches them
- The shortlist that reaches the review, and the requirements as they were written into the posting. What that wording removed before the shortlist is not in the view.
- What it means from there
- A thin pipeline reads as scarcity of the skill in the market rather than as the reach of the requirement as it was written.
- What happens next
- Holds the bar and asks for more sourcing, or rewrites the requirements once the search runs long.
- What reaches them
- A rejection that arrives minutes after submission, in template wording that names no field.
- What it means from there
- The interval is the only evidence about how the application was read, and the message does not distinguish a rule from a person.
- What happens next
- Records the interval between submission and reply, and carries the exact strings the posting names into the next application.
Employer policyNot 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.
RecruiterNot 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.
