Independent audits find language-model resume rankers favor some demographic groups on otherwise identical resumes. The deeper issue is what these tools are trained to predict, usually a past hiring decision rather than job performance, so
Cheating on remote skills assessments is real, and generative AI widened it for coding challenges and knowledge questions. Proctoring catches tab switching, pasted code, proxy test takers, and leaked items, and it cannot see a phone outside
Screening and assessment vendors ship certified ATS and HRIS connectors, so ordering, status, and results move without rekeying. The mechanics that decide whether the integration helps are narrower: where the FCRA disclosure and authorizati
Screening is lawful in principle and regulated in the details. Third-party background reports trigger FCRA disclosure, authorization, and a two-step adverse action sequence. Tests and criminal-record screens face Title VII adverse impact an
Selection tests do predict performance, but the evidence base was revised downward in 2022 after researchers showed that decades of range restriction corrections had inflated published validity. Structured interviews now top the ranking at
These three platforms solve different problems. TestGorilla is a broad multi-measure screening library for hiring across many role types, HackerRank is a deep technical assessment platform for software engineering at volume, and Criteria se
Candidate screening software splits into two categories buyers routinely confuse: skills and psychometric assessment, and background screening. Small teams testing many role types usually start with TestGorilla, engineering hires go to Code
An employment background check contains whatever the employer ordered rather than a standard national file: usually criminal court records, employment and education verification, and sometimes a credit report, a driving record, or a drug sc
Screening is billed by the check rather than by headcount. Package rates sit at $29.99, $59.99, and $94.99 per report at Checkr and GoodHire, while First Advantage and backgroundchecks.com start near $25 to $29. Add-ons carry separate price
Vendor-reported averages put a standard pre-employment screen at 2 to 5 business days, and criminal-only checks often clear in under an hour. Checks run long when a county court requires a clerk to pull the file, when a past employer or sch