---
id: I-004
type: intervention
title: "Remove Career Gap Feature from Automated Ranking Models"
lang: en
registry: 2026.08.2
canonical: https://hoba.work/interventions/I-004
json: https://hoba.work/api/v1/interventions/I-004.json
---

# Remove Career Gap Feature from Automated Ranking Models

Disable employment duration gap penalties in recruitment AI algorithms and screening models.

> **On the canonical path** — [Machine work stays mechanical](https://hoba.work/process#WF-003-machine-check)
>
> 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 things that holds that commitment up.

## At a glance

- Actor: ATS vendor
- Scope: ecosystem
- Cost: low
- 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, with the feature removed** — *reconstruction*

```
  Skills match: 91/100 · Domain match: 88/100
> Continuity penalty: feature disabled
  Final rank: 89/100 — advanced to recruiter queue
  Model card updated: employment_gap removed from feature set, 14 March.
```

*What to notice* The arithmetic is the whole intervention. The same person, the same work, above the threshold instead of below it.

## 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.

### ATS vendor

- **What reaches them:** A feature column in the training set, and the ranked order that shifts for every customer once it is removed.
- **What it means from there:** The removal itself is one line in a feature list and a re-scoring run; the effect it is made for happens outside the platform, where there is no telemetry.
- **What happens next:** Ships the change with the model card updated, and carries the support load from customers whose thresholds were tuned against the old distribution.

### Recruiter

- **What reaches them:** Profiles in the queue that the previous ranking placed below the review threshold.
- **What it means from there:** The queue is longer and the screening capacity is the same; ranking decides reading order, not how many get read.
- **What happens next:** Reads down the new order until capacity runs out, and the profiles below that line stay unread — for a reason that is no longer the gap.

### Public policy and industry standards

- **What reaches them:** A published model card naming the feature that was removed, in a market where the same feature ships enabled by default elsewhere.
- **What it means from there:** One vendor removing it changes one vendor's ranking; what would hold it across the market is a rule about what an automated screen may read at all.
- **What happens next:** Writes the requirement against what a vendor must publish and explain; what a customer switches on inside a configuration screen sits outside what any disclosure rule inspects.

## Expected effects

- Break algorithmic unemployment penalty loop
- Broaden candidate pool to include skilled returning talent

## What to measure

- `gap_candidate_screen_rate`
- `long_term_placement_success`

## Related entries

- targets — [M-011](https://hoba.work/mechanisms/M-011) — Employment Gap Downranking Bias
- targets — [L-001](https://hoba.work/loops/L-001) — Employment Gap Penalty Loop

---

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