Recruiting and Hiring: Define the Job, Check the Tools, Document the Decision

Recruiting builds the candidate pool; hiring turns evidence about candidates into an employment decision. In practice, employers often use “recruiting” for the whole process, including selection and offers. The useful distinction is between attracting people and deciding who advances.

For HR teams, each stage should have a purpose, an owner and a documented basis for advancement. If software helps screen or score applicants, record what it does—not just that the organization “uses AI.” Candidates need the corresponding information: what evidence to provide, what an assessment involves and whom to contact when something goes wrong.

Start with the job, not the applicant score

Before advertising, agree on the work the new employee must perform and the evidence that would demonstrate readiness. Separate requirements needed on entry from skills that can be learned after joining.

The U.S. Office of Personnel Management describes job analysis as the foundation for assessment and selection: it connects job tasks with the competencies needed to perform them. That is useful process guidance beyond federal hiring, not a claim that every employer must follow OPM procedures.

For an illustrative customer-support role, replace “excellent communicator” with something assessable: “Can explain a billing correction clearly and accurately.” Then decide whether an interview answer, a short writing exercise or another method will provide the evidence.

Write the criteria and scoring guidance before reviewing applicants. For a fuller method, see how job descriptions support hiring-process optimization.

Map the recruiting and hiring workflow

Use this as a process-design template, not a prescribed sequence for every role.

Stage	What the team should establish	What to check if software is involved
Role approval	Work to be done, budget, essential requirements and decision owner	Does a generated job description accurately describe the role?
Sourcing and outreach	Where to reach potential applicants and what information to give them	Which people or profiles does the tool surface, and what does it exclude?
Application screening	Which requirements determine advancement and what evidence satisfies them	Does the tool extract information, apply fixed rules, rank candidates or trigger rejection?
Assessment and interviews	Job-related exercises, questions and scoring standards	What inputs produce a score, how is it used, and are accessible arrangements available?
Selection and offer	Evidence supporting the choice, approvals and any offer conditions	Can the decision owner inspect the underlying evidence rather than rely solely on a score?

The Department of Justice’s hiring-technology guidance identifies uses ranging from targeted job advertisements to qualification checks, online interviews and résumé scoring. Those are different activities with different risks. A scheduling function should not be evaluated as though it were a selection model; a ranking function should not be dismissed as merely administration.

Make screening and interviews explainable

For every screening rule, ask: Which job requirement does this test, and what happens when the information is missing? A missing field should prompt a deliberate policy choice—not an unnoticed default rejection.

For interviews, use predetermined job-related questions and a common rating scale. OPM’s structured-interview guidance specifies the same questions in the same order and the same evaluation standards. Consistent scoring does not mean refusing disability-related accommodations.

If an assessment vendor claims its score predicts performance, ask for evidence relevant to the position and intended use. The EEOC’s selection-procedure guidance says vendor documentation can help, but the employer remains responsible for ensuring validity under the Uniform Guidelines on Employee Selection Procedures. A vendor claim, evidence of job relevance and a bias audit answer different questions.

Use an AI hiring vendor validation checklist before introducing a scoring tool. Name who can investigate errors, change a threshold or pause its use. For meaningful human review, give the reviewer enough information and authority to challenge the output.

Check accessibility and jurisdiction before launch

U.S. federal and New York City examples, checked October 18, 2026—not a complete legal checklist. This is informational, not legal, HR or employment advice; confirm applicable requirements with qualified counsel.

Under the ADA, covered employers must provide reasonable accommodations to qualified applicants with disabilities during hiring unless doing so would create an undue hardship. DOJ guidance also warns that employers can be responsible when they use another company’s discriminatory hiring technology. Its recommendations include examining tools before and during use, explaining the assessment sufficiently for applicants to identify accommodation needs, and providing clear request procedures. See the DOJ guidance.

New York City illustrates why the exact workflow matters. DCWP’s Local Law 144 FAQ distinguishes outreach to people who have not applied for a specific position from covered assessment or screening of candidates. The tool must meet the law’s definition, including substantially assisting or replacing discretionary decision-making. A qualifying automated employment decision tool used within the law’s scope requires an independent bias audit within the preceding year, published audit information and required notices; enforcement began July 5, 2023. This is not a rule for every ATS or every U.S. employer.

Measure the process—and tell candidates what comes next

Track advancement, employer declines and candidate withdrawals separately, along with time spent at each stage. Review patterns by role and assessment rather than relying only on an organization-wide hiring rate. The hiring-funnel worked example shows how to keep those outcomes distinct.

Give candidates the assessment format, expected time, permitted tools, accommodation contact and next-step timing. Candidates can ask these questions before starting; they should also check extracted application fields where visible and provide concrete evidence against the published requirements. See questions to ask before a hiring assessment.

The final decision record should connect the chosen candidate’s evidence to the role criteria and explain any departure from the planned process. An unexplained score is not a substitute for that record.