Employment Gap Penalty Loop

An employment gap triggers automated downranking (mech.employment_gap_downranking_bias), which pushes the profile below keyword and qualification filters (mech.automated_keyword_qualification_filter); fewer interview invitations lengthen the gap, which in turn strengthens the downranking.

Loop loop.employment_gap_penalty_loop Evidence: supported

What it looks like

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

The same profile, two cycles apart · same CV, same market, nine months between reconstruction

Cycle 1 — skills 91, domain 88, continuity penalty −22 (gap 14 months) → rank 57
Cycle 2 — skills 91, domain 88, continuity penalty −34 (gap 23 months) → rank 45
Advance threshold both times: 60.

What to notice: Nothing in the work changed between the two rows. The only variable that moved is the one the penalty reads, and it moves because the penalty worked the first time.

Why the loop closes reconstruction

Downranking pushes the profile below the filter threshold.

Below the threshold there are no interviews.

No interviews means no offer, so the gap continues to grow.

A longer gap increases the penalty on the next application.

What to notice: Each step is a reasonable rule on its own. Together they form a cycle whose input is its own output.

Edges of this causal loop

mech.employment_gap_downranking_bias amplifies mech.automated_keyword_qualification_filter

Employment Gap Downranking Bias Automated Keyword / Qualification Filter
mech.automated_keyword_qualification_filter amplifies mech.employment_gap_downranking_bias

Automated Keyword / Qualification Filter Employment Gap Downranking Bias

Mechanisms in this loop (2)

Interventions proposed to break this loop

int.remove_career_gap_feature_from_automated_ranking_models Remove Career Gap Feature from Automated Ranking Models Disable employment duration gap penalties in recruitment AI algorithms and screening models.

Reached without being linked

The relations above are one step. This is what the entry reaches only by walking through them — the shape of it, since the list runs long in a registry this cross-referenced.

Bears on26: entity.artifact8Barrier14Mechanism4

Walk it in the graph →

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.

Candidate

What reaches them: Applications that return no reply at all, or a generic rejection, with the same CV and the same market as the cycle before.
What it means from there: Something in the profile moved between cycles, and the only thing that did move is the length of the break itself.
What happens next: Keeps applying, since applications are the only input available, and each month without an interview adds to the break the next application carries.

Recruiter

What reaches them: A ranked queue of several hundred applications against capacity to read a few dozen, on a requisition where time-to-fill is measured.
What it means from there: The order is a triage of a list that cannot be read end to end, not a judgement about anyone in it.
What happens next: Reads from the top down until the week's capacity is used, which is where the ranking becomes the decision.

ATS vendor

What reaches them: A continuity feature computed from the dates in the parsed work history, shipping enabled by default.
What it means from there: It is one input among several in a ranking the buyer evaluates on throughput; whether a low-scored profile was unreadable rather than unqualified is not something the score records.
What happens next: Applies the penalty on every scoring pass and offers it as a setting the customer can switch off, which nothing in the default configuration prompts anyone to do.