https://www.noxia.co.uk/field-notes/the-software-that-sorts-applicants · printed from noxia.co.uk · sources checked 24 September 2026
Field note · What we found
Ranking job applicants is on the EU’s high-risk list. Most firms do it.
Almost no small firm believes it uses AI in hiring. Almost every applicant tracking system sold in the last three years ranks, scores or filters candidates, and neither the EU classification nor the UK safeguards care what you call it.
The short answer
Employment and worker management — including ranking job applicants — is a named Annex III high-risk use under the EU AI Act, with obligations now applying from 2 December 2027 after the deadline moved. Separately, a UK firm sifting applicants automatically is making a significant decision under Articles 22A to 22D of the UK GDPR, in force since 5 February 2026, which require information, representations, human intervention and a route to contest.
On this page · 7 sections
Two different regimes reach the same activity from opposite directions, and a UK firm hiring in the UK is squarely inside one of them.
The EU AI Act classifies by use rather than by technology. Annex III lists employment and worker management, and ranking job applicants sits inside it. That classification does not depend on the system being impressive — a rules engine that scores candidates on years of experience is in the same box as a model.
The UK route is nearer. Section 80 of the Data (Use and Access) Act 2025 replaced Article 22 of the UK GDPR with Articles 22A to 22D, in force since 5 February 2026, and a decision that determines whether somebody progresses in a recruitment process is the textbook case of a significant decision.
Why firms do not think this applies to them
Because the sorting is inside something bought for another reason. An applicant tracking system that surfaces the ten "best matched" candidates is ranking. A keyword filter that hides applications missing a qualification is deciding. A scoring field a recruiter sorts by is an automated evaluation, even when a human clicks last.
The human-at-the-end defence is weaker than it sounds and the reason is worth stating plainly. A reviewer who sees a ranked list, does not see the candidates the system suppressed, and has no time to look, is not exercising meaningful judgement. They are ratifying.
The four questions Article 22C actually asks
Written as a recruitment process rather than as law, the safeguards come down to four things a candidate must be able to do.
- Find out that a decision about them was automated, and on what basis.
- Make representations — say something that could change the outcome.
- Obtain human intervention — reach a person with the authority to decide differently.
- Contest it — challenge the decision itself, not merely the data behind it.
Most recruitment processes answer none of the four, and the rejection email is where all four are absent at once. That is the cheapest place to start and it does not need new software.
The special category trap
Article 22B keeps a tighter restriction where a decision is based on special category data — health, ethnicity, religion, trade union membership and the rest. Nobody enters those fields into a hiring system on purpose.
They arrive by inference instead. A model that penalises employment gaps is reaching for something a health condition or caring responsibility explains. A filter keyed on a named qualification can proxy for where somebody was educated. The data protection question is about the basis of the decision, not about which boxes were typed into, and that is an easy distinction to lose when the system is a supplier's.
Three things worth doing before hiring again
- Ask your supplier, in writing, what the system scores and on what. The quality of the answer tells you whether they have thought about this. Ask what it suppresses as well as what it surfaces.
- Measure the override rate. How often does a recruiter progress somebody the system ranked low? If the answer is never, the human step is decorative and you should know that before somebody else establishes it.
- Rewrite the rejection. Four sentences covering the four safeguards, once, used everywhere.
What this does not tell you
Whether a specific system makes a decision "based solely on automated processing" is a judgement, and the line is exactly where enforcement will land. We are not lawyers and this is not advice on a particular tool.
It also does not tell you the EU deadline matters to you. Most UK firms hiring UK staff are outside the AI Act entirely — the reason to know the classification is that your supplier is building to it, which is the argument in the note on the moved deadline.
The near obligation is the UK one, covered in what your agent is allowed to decide, and the data side of hiring is where we do the work. The employment law changes running alongside it are in the Employment Rights Act note.
Questions people actually ask
Is using AI to screen job applicants high risk?
Under the EU AI Act, employment and worker management including ranking job applicants is a named Annex III high-risk use. The classification follows the use rather than the technology, so a rules-based scoring system is treated the same way as a model. Obligations apply from 2 December 2027 after the deadline moved.
Do UK rules apply to automated recruitment decisions?
Yes. Articles 22A to 22D of the UK GDPR, substituted by section 80 of the Data (Use and Access) Act 2025 and in force since 5 February 2026, apply to significant decisions based solely on automated processing. Deciding whether a candidate progresses is a significant decision, and the safeguards require information, representations, human intervention and a route to contest.
Does having a recruiter review the shortlist solve it?
Only if the review is meaningful. A reviewer who sees a ranked list, cannot see the candidates the system suppressed and has no time to look is ratifying rather than deciding. A useful test is the override rate — if a recruiter never progresses someone the system ranked low, the human step is not doing the work being claimed for it.
How does special category data get into a hiring decision?
Usually by inference rather than entry. A system that penalises employment gaps is reaching for something a health condition or caring responsibility explains, and a filter keyed on a particular qualification can proxy for where someone was educated. Article 22B restricts decisions based on special category data, and the test is the basis of the decision rather than which fields were filled in.
Sources
- Data (Use and Access) Act 2025, section 80, “Automated decision-making”, substituting Article 22 of the UK GDPR with Articles 22A (automated processing and significant decisions), 22B (restrictions, including for special category data), 22C (safeguards — information, representations, human intervention, contest) and 22D. Brought into force 5 February 2026 by SI 2026/82 regulation 2. legislation.gov.uk ↗ — primary; the legislation and its commencement instrument re-checked every 6 months
- European Commission, “AI Omnibus enters into force”, 27 July 2026: Regulation (EU) 2026/1744 in force from 27 July 2026; rules for high-risk AI systems in Annex III — a list of uses that includes recruitment and creditworthiness assessment — apply from 2 December 2027. Until 24 September 2026 this note cited a law firm’s reading of the May provisional agreement, as if it had not been adopted. digital-strategy.ec.europa.eu ↗ — primary; the Commission, on the regulation as adopted
- The four questions written as a recruitment process, the override-rate test, and the observation that special category data arrives by inference rather than entry are ours. Whether a particular system decides “solely” by automated means is a legal judgement we are not making. — our own argument, labelled as such. Not legal advice
Checked 24 September 2026. Next scheduled check 23 March 2027. Numbers that move — leaderboards, live indices — are re-checked every 30 days; annual datasets and rules in force every six months; dated research once a year. If something here has gone stale before we got to it, tell us and we will correct it and say what changed.
Cite this note
Noxia, “Ranking job applicants is on the EU’s high-risk list. Most firms do it”, Field notes, 23 September 2026; sources checked 24 September 2026. https://www.noxia.co.uk/field-notes/the-software-that-sorts-applicants
What does your hiring system suppress, and who checks?
We will ask your supplier the questions in writing, measure the override rate from your own data, and rewrite the rejection so the four safeguards exist where a candidate can actually reach them. It is a short piece of work and it usually finds that nobody had ever seen what the filter removed.
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