https://talentsystems.ai/blog/ I-O psychology research, AI hiring science, and compliance guidance from the Talent Systems AI team. en-us Tue, 05 May 2026 00:00:00 GMT https://talentsystems.ai/blog/nyc-local-law-144-annual-audit-requirements https://talentsystems.ai/blog/nyc-local-law-144-annual-audit-requirements The law has specific technical requirements, a notice obligation, and an independent auditor standard. Here is a detailed breakdown of what compliance looks like in practice. Tue, 05 May 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Compliance NYC Local Law 144 bias audit AI hiring compliance AEDT https://talentsystems.ai/blog/one-framework-hiring-upskilling-listening https://talentsystems.ai/blog/one-framework-hiring-upskilling-listening Three separate talent tools produce three separate datasets that don't connect. One scoring framework changes what questions you can ask about your workforce Mon, 04 May 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Product talent intelligence competency framework workforce analytics hiring upskilling listening https://talentsystems.ai/blog/writing-a-scoring-rubric https://talentsystems.ai/blog/writing-a-scoring-rubric A rubric is only as good as its anchors. Here is a step-by-step process for building one that interviewers can actually use consistently. Sat, 02 May 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Hiring Science scoring rubrics BARS interview design structured interviews competency modeling https://talentsystems.ai/blog/structured-interviews-reduce-bias https://talentsystems.ai/blog/structured-interviews-reduce-bias Decades of I-O research show that structured interviews outperform unstructured ones on both validity and fairness. Here is what the data actually says. Fri, 01 May 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Hiring Science structured interviews bias validity I-O psychology https://talentsystems.ai/blog/what-bias-audit-means-for-ai-tools https://talentsystems.ai/blog/what-bias-audit-means-for-ai-tools The term gets used loosely. Under NYC Local Law 144, it has a specific legal definition and specific requirements. Here is what a legitimate bias audit tests and what it misses. Thu, 30 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) AI & Technology bias audit NYC Local Law 144 AI hiring adverse impact compliance https://talentsystems.ai/blog/connecting-scores-to-retention https://talentsystems.ai/blog/connecting-scores-to-retention If you have historical hiring data and tenure records, you have everything you need to start understanding which competency scores predict who stays. Here is how to begin. Wed, 29 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Workforce Analytics retention workforce analytics selection validity hiring data https://talentsystems.ai/blog/gpa-and-job-performance https://talentsystems.ai/blog/gpa-and-job-performance Grade point average is still a common hiring filter. The validity research on it is weak. Here is what the data says and what works better. Tue, 28 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Hiring Science GPA selection science validity credentials hiring https://talentsystems.ai/blog/adverse-impact-vs-disparate-treatment https://talentsystems.ai/blog/adverse-impact-vs-disparate-treatment These are two distinct legal theories. Most HR teams confuse them. Understanding the difference matters for how you investigate, document, and respond to discrimination claims. Mon, 27 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Compliance adverse impact disparate treatment EEOC employment law discrimination https://talentsystems.ai/blog/skill-gap-data-development-conversation https://talentsystems.ai/blog/skill-gap-data-development-conversation Performance reviews built on impressions produce vague feedback. Skill verification data produces a specific, evidence-based conversation about where an employee actually is and where they need to go. Sun, 26 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Workforce Analytics skill gap analysis employee development upskilling performance https://talentsystems.ai/blog/how-ai-scores-behavioral-interview https://talentsystems.ai/blog/how-ai-scores-behavioral-interview What actually happens when an AI evaluates a candidate's answer. The process is less mysterious than the marketing makes it sound, and more rigorous than most human scoring. Sat, 25 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) AI & Technology AI interviewing scoring behavioral interviews technology https://talentsystems.ai/blog/how-interviewers-rationalize-decisions https://talentsystems.ai/blog/how-interviewers-rationalize-decisions Most hiring decisions are made in the first few minutes of an interview. Everything after that is confirmation. Here is the research on why this happens and what to do about it. Fri, 24 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Hiring Science bias interviewer behavior confirmatory bias structured interviews https://talentsystems.ai/blog/incremental-validity-layering-assessments https://talentsystems.ai/blog/incremental-validity-layering-assessments Adding more assessments to a hiring process doesn't always add predictive value. Incremental validity tells you whether a new tool is actually improving your decisions. Thu, 23 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) I-O Psychology incremental validity assessment batteries selection science psychometrics https://talentsystems.ai/blog/documenting-hiring-decisions https://talentsystems.ai/blog/documenting-hiring-decisions Interview notes are discoverable in litigation. What you write, how you write it, and what you choose not to document all matter. Here is what to know. Wed, 22 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Compliance hiring documentation legal compliance EEOC interview notes https://talentsystems.ai/blog/exit-data-and-hiring-connection https://talentsystems.ai/blog/exit-data-and-hiring-connection Most organizations treat exit interviews as a formality. Structured exit data, connected to hiring records, can close the loop between what you selected for and what actually drove attrition. Tue, 21 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Workforce Analytics exit interviews attrition workforce analytics listening https://talentsystems.ai/blog/how-io-psychology-defines-fairness https://talentsystems.ai/blog/how-io-psychology-defines-fairness Fairness in hiring has multiple definitions, and they do not always agree. Here is how the field distinguishes procedural fairness from outcome fairness and why the difference matters. Mon, 20 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) I-O Psychology fairness adverse impact measurement equivalence selection science https://talentsystems.ai/blog/behavioral-vs-situational-questions https://talentsystems.ai/blog/behavioral-vs-situational-questions Both question types have validity evidence behind them. They measure different things and work better in different contexts. Here is how to choose. Sat, 18 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Hiring Science behavioral questions situational questions interview design validity https://talentsystems.ai/blog/construct-validity-what-youre-measuring https://talentsystems.ai/blog/construct-validity-what-youre-measuring Before you score a candidate on communication or leadership, you need to know what those words mean in this role. Construct validity is how you find out. Fri, 17 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) I-O Psychology construct validity competency modeling psychometrics validity https://talentsystems.ai/blog/real-cost-of-a-bad-hire https://talentsystems.ai/blog/real-cost-of-a-bad-hire You've seen the $240,000 figure cited everywhere. It is not grounded in data. Here is what the research actually says about how to estimate the cost of a hiring mistake. Thu, 16 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Workforce Analytics cost-per-hire hiring ROI workforce analytics SHRM https://talentsystems.ai/blog/nyc-local-law-144-what-you-need-to-know https://talentsystems.ai/blog/nyc-local-law-144-what-you-need-to-know NYC Local Law 144 requires bias audits for automated employment decision tools. Here is what it covers, what it does not, and what compliance actually requires. Wed, 15 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Compliance NYC Local Law 144 AEDT compliance bias audit https://talentsystems.ai/blog/panel-interviews-dont-solve-consistency https://talentsystems.ai/blog/panel-interviews-dont-solve-consistency Multiple perspectives sound like a safeguard against bias. The research says otherwise. Here is what panel interviews actually do and what does work instead. Wed, 15 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Hiring Science panel interviews interrater reliability structured interviews bias https://talentsystems.ai/blog/criterion-validity-in-practice https://talentsystems.ai/blog/criterion-validity-in-practice Criterion validity is the gold standard for proving a hiring assessment works. Here is what it actually requires and what to do when a formal study isn't feasible. Tue, 14 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) I-O Psychology criterion validity validation psychometrics selection science https://talentsystems.ai/blog/ugesp-what-employers-need-to-know https://talentsystems.ai/blog/ugesp-what-employers-need-to-know The Uniform Guidelines on Employee Selection Procedures set the federal standard for defensible hiring. Most employers have never read them. Here is what they require. Mon, 13 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Compliance UGESP compliance selection adverse impact validity https://talentsystems.ai/blog/competency-based-vs-skills-based-hiring https://talentsystems.ai/blog/competency-based-vs-skills-based-hiring Skills-based hiring has gotten a lot of attention. Competency-based hiring has decades of research behind it. They are not the same thing, and the distinction matters. Sun, 12 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Hiring Science competency modeling skills-based hiring selection job performance https://talentsystems.ai/blog/behaviorally-anchored-rating-scales https://talentsystems.ai/blog/behaviorally-anchored-rating-scales BARS replace subjective impressions with observable behavior. Here is how they are built and why they improve scoring consistency across interviewers. Sat, 11 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Hiring Science BARS scoring rubrics structured interviews interrater reliability https://talentsystems.ai/blog/four-fifths-rule-explained https://talentsystems.ai/blog/four-fifths-rule-explained The 4/5ths rule is the standard threshold for identifying adverse impact in selection. Here is how to calculate it, what it triggers, and where it falls short. Fri, 10 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Compliance adverse impact 4/5ths rule UGESP compliance selection https://talentsystems.ai/blog/what-makes-a-question-behavioral https://talentsystems.ai/blog/what-makes-a-question-behavioral Not every past-tense question is behavioral. Not every situational question is weak. Here is how to tell the difference and when to use each. Thu, 09 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) Hiring Science behavioral interviews situational questions interview design structured interviews https://talentsystems.ai/blog/job-analysis-the-step-companies-skip https://talentsystems.ai/blog/job-analysis-the-step-companies-skip Before you write a job description or design an interview, you need to know what the job actually requires. Job analysis is how you find out. Wed, 08 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) I-O Psychology job analysis competency modeling selection validity https://talentsystems.ai/blog/what-is-adverse-impact https://talentsystems.ai/blog/what-is-adverse-impact Adverse impact is a measurable disparity in selection rates across demographic groups. Understanding it is foundational to legally defensible hiring. Wed, 01 Apr 2026 00:00:00 GMT jarvis@talentsystems.ai (Talent Systems Research Team) I-O Psychology adverse impact 4/5ths rule EEOC selection rates