Hardware FixRecommendedDevice not working? Your driver may be the problemCheck updates for common hardware issues.Fix DriversOctober DealsAmazon USOctober deal check: compare before you payAmazon US: current deals, useful picks and tech finds.Check DealsClean PCRecommendedOne scan can reveal what keeps slowing WindowsLook for cleanup and repair opportunities.Run Scan×
Skip to content
World desk5 min

What If an Applicant Tracking System Could Explain Why a Candidate Was Rejected?

An applicant tracking system could explain a rejection by showing the criterion, evidence, decision stage, and role of software or a recruiter. New York City requires certain audits and notices for covered hiring tools, not a case-specific explanation for every rejection.
Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

Yes. An applicant tracking system (ATS) could be designed to explain a rejection by recording the job criteria, the application evidence considered, the stage where the application stopped, and whether software or a person made the decision. But that design possibility is not the same as a general legal right to receive an individualized explanation. New York City’s automated hiring law requires certain audits and candidate notices for covered tools; those disclosures do not necessarily explain why a particular applicant was rejected.

What would a useful rejection explanation say?

A status such as “not selected” tells a candidate the outcome, not the reason. An explanation-capable ATS would need to preserve a traceable account of how the application was assessed, rather than generate a plausible-sounding sentence after the decision.

As an Amazon Associate I earn from qualifying purchases.

For example, a useful explanation might identify a stated job requirement, show which application information was relevant to it, and clarify whether an automated screen or a recruiter made the decision. If a required qualification was not established in the submitted materials, it could say that—without implying the candidate lacks the qualification in general.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

To make explanations meaningful and reviewable, a system would need to retain:

  • The job-related criteria established for the role.
  • The application information considered and how it related to those criteria.
  • The stage at which the application stopped.
  • Whether software, a person, or both contributed to the decision.
  • The tool and data involved, plus a record of the result and any later review.

These are product-design recommendations, not features verified in a particular ATS or requirements imposed generally by law. An explanation should also offer a practical route to correct inaccurate information, request an accommodation, or seek human review where appropriate.

Does the law require an employer to explain every rejection?

The sources cited here do not establish a general requirement that employers give every rejected candidate a case-specific hiring rationale. A final status, a notice that an automated tool was used, and an individualized explanation are different forms of information.

New York City Local Law 144 of 2021 sets audit and notice requirements for certain automated employment decision tools (AEDTs). Its coverage depends on the tool and how it is used; an ordinary ATS feature is not automatically covered simply because it uses software. The legal definition focuses on a computational process using machine learning, statistical modeling, data analytics, or artificial intelligence that issues a score, classification, or recommendation and substantially assists or replaces discretionary employment decision-making. See the NYC Administrative Code, § 20-871.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

What New York City’s automated hiring law does require

For a covered tool used in the relevant employment decision context, the law sets obligations concerning a bias audit, public information, and candidate notice. Those obligations give candidates information about the tool and its use, but they do not necessarily reveal why one particular application did not advance.

  • Bias audit: The tool must have been subject to a bias audit no more than one year before its use.
  • Public information: Before use, an audit summary and the applicable tool distribution date must be publicly available.
  • Advance notice: NYC-resident candidates must receive notice at least 10 business days before use. The notice must identify the qualifications and characteristics the tool will assess and provide a way to request an alternative process or accommodation.
  • Data information on request: If the relevant information is not already posted, a candidate may request in writing the type and source of data collected and the retention policy. The law calls for a response within 30 days; exceptions apply where disclosure would violate law or interfere with a law-enforcement investigation.

The NYC Department of Consumer and Worker Protection’s AEDT guidance and NYC311’s candidate overview describe the notice and complaint routes. An audit summary concerns the tool; it is not necessarily an assessment of an individual candidate. A notice describes the tool’s use and assessment characteristics; it is not itself a rejection rationale.

When a background report is involved, different rules may apply

An employer’s use of applicant background information is a separate issue from automated screening generally. EEOC and FTC guidance explains that federal antidiscrimination rules apply when employers use background information. If an employer takes adverse action based on a consumer report from a reporting company, the Fair Credit Reporting Act (FCRA) requires specific steps: before the action, the person must receive a copy of the report and a summary of rights; afterward, the employer must identify the reporting company and explain dispute rights. This should not be treated as a rule covering every ATS rejection. See the EEOC/FTC guidance on background checks.

How to ask what happened

  1. Keep the records. Save the job posting, application confirmation, notices about automated tools, and any relevant background report.
  2. Ask the employer a specific question. Request the decision stage, the role-related criterion that was not met, and whether an automated tool or a person made the decision. If you think information was inaccurate, identify it and ask how to correct it or request review.
  3. If you are a NYC resident and suspect an AEDT notice or audit violation, use the official complaint route. DCWP accepts reports about missing audits, summaries, or notices. NYC311 says a complaint should include the suspected violation, the job posting or position, the tool if known, and any notice received. A complaint route addresses possible compliance issues; it does not guarantee an individualized hiring rationale.
  4. If a consumer report was used, review the report and dispute instructions. Use the reporting company’s process to challenge inaccurate report information and follow the applicable adverse-action notice.

For NYC AEDT compliance information, see DCWP’s official page and NYC311’s complaint guidance.

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.
Independent reader supportYour contribution helps us test, update, and keep practical guides available for everyone.Support on Ko-Fi

What to look for in an explanation-capable hiring system

Employers evaluating hiring technology can ask whether it can answer these questions consistently and preserve evidence to support the answers:

  • Does it name the actual job-related criterion, rather than rely on vague labels such as “fit”?
  • Can it point to the application evidence or missing information relevant to that criterion?
  • Does it distinguish an automated screen from recruiter judgment?
  • Can it identify the data and tool version involved?
  • Can a candidate correct information, request accommodation, or seek human review?
  • Does the system preserve an audit trail and test outcomes across groups?

These are evaluation questions for product design and procurement, not a claim that any particular ATS provides these capabilities. The legal requirements in New York City directly address matters such as audits, notice, assessed qualifications or characteristics, and certain data transparency; the broader list describes what would help make an individual explanation accountable.

Product prices and availability are accurate as of the date/time indicated and are subject to change. Any price and availability information displayed on Amazon at the time of purchase will apply.

Leave a Reply

Your email address will not be published. Required fields are marked *

Special offer. See more information about Outbyte and uninstall instructions. Please review EULA and Privacy policy.

More from the Wire

  1. World desk4 min
    How to Spot an AI Voice Scam Before Sending MoneyDon’t rely on how a caller sounds. Pause, call back through a known number, and verify the emergency with another trusted person before sending money.
  2. Mountain View desk4 min
    Google’s SynthID Detector: How to Check AI-Generated Images, Video and AudioGoogle’s SynthID Detector looks for an embedded watermark in supported images, video and audio. Here is what its results do—and do not—show.
  3. Redmond desk20 min
    How to create a link to File or Folder in Windows 11Windows 11 gives you several ways to point to a file or folder without moving or duplicating it. You can create a desktop shortcut,…
Recommended PC Tool
Recommended PC Tool
Crashes, No Sound, or Screen Glitches?Free driver scan
PC Slower Than It Used to Be?Free scan - under a minute

Two free Windows tools

One Free Minute Could Fix That PC

Before you go - each of these free tools takes about a minute and tackles what quietly slows a Windows PC down.

Special offer. View Outbyte info, uninstall instructions, EULA, and Privacy Policy.