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Recruitment research & guides

Original studies and synthesis pieces on pre-interview assessment, funnel gaps, and soft skills evidence — written for recruiters, not vendors.

Recruitment

Are personality tests accurate for hiring? What the data shows

What is a personality test alternative for hiring? See how people use soft skills as they do the job, not a quiz about who they say they are. Personality inventories sit near the bottom of hiring research, tied with unstructured chats. The interview can stay. The questionnaire can go.

WiseWorld
Recruitment

Can candidates cheat your soft skills assessment? What the data shows

Most soft skills tests in hiring can be prepared for, except doing the job. About seven in ten job seekers now use GenAI on applications. Personality quizzes rank near ρ ≈ 0.19 for predicting job performance (Sackett et al., 2022). Work where you see how they use the skills finishes at 83%; AI interviews trigger 38% dropout (Greenhouse 2026). Compare prep risk, validity, and completion when candidates use ChatGPT.

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Recruitment

What European software job posts leave unsaid

What soft skills do European software engineer job posts actually name? We read 563 LinkedIn postings from ten capitals and mapped each to the WiseWorld PowerWheel (44 soft skills). Collaboration appears in four of five posts (81%); Written Expression ranks 14th (12%). Counts run from what employers write through city and company splits to the gap between the post candidates read and the scorecard interviewers use.

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Recruitment

Phone screens, personality tests, and AI video interviews: why the pre-interview step is breaking

The biggest gap in hiring today is the unnamed middle step between qualification and the hiring manager interview. Phone screens, personality tests, AI video interviews, questionnaires, unpaid take-homes, and AI resumes collide there. They test talk, or skills in isolation, not how people use soft skills as they do the job.Six evidence-backed problems stack there: recruiter cost, weak prediction, AI interview dropout, resume distrust, volume strain, and prep risk.

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Recruitment

The Hidden Costs of Bad Hiring: What the Funnel Actually Costs You

What are the hidden costs of bad hiring? Most teams pay twice: replacement cost after someone starts, and funnel cost while the role is still open. Seven stages, $5,475 cost-per-hire benchmarks, worked manager-interview math, and where to act before the expensive step.

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Recruitment

HireVue alternative: what changed, what works, and where to go next

What is the best HireVue alternative? It depends on the problem. Camera drop-off → HeyMilo or Sapia. Recorded video only, no AI score → Spark Hire or Willo. See how they use soft skills as they do the job → WiseWorld (all 44, scored in the work). HireVue fits volume and early careers. WiseWorld fits professional reqs where talking about skills is not enough. Greenhouse (2026): 38% of applicants leave when an AI interview is required.

WiseWorld
Recruitment

Soft skills in pharma job posts: what 126 pharma companies actually ask for

What soft skills appear most in pharma job descriptions? Accountability appears in 65% of posts, Collaboration in 63%, and External Relations in 47%, based on 4,920 LinkedIn listings from 126 large biotech and drug companies (Aug 2026).We map employer wording to the WiseWorld PowerWheel, compare pharma with European software posts, estimate manager-interview funnel costs from published benchmarks, and give seven edits for TA teams.

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Recruitment

What are the best AI soft skills assessment tools for hiring?

What are the best AI soft skills assessment tools for hiring? There is no single winner for every team. HireVue and Spark Hire fit one-way video; Sapia and HeyMilo fit chat-first AI interviews; TestGorilla and SHL fit multiple choice question banks; Pymetrics and Predictive Index fit trait screens; Vervoe and ThriveMap fit generic work-sample libraries; WiseWorld fits teams that need to see how candidates use all 44 soft skills as they do the job. Twelve vendors sit in six modality families. Greenhouse (2026) puts AI-interview withdrawal at 38%; IJSA (2025) rates real work tasks highest on candidate fairness.

WiseWorld
Recruitment

How to assess candidates after AI resume screening: what changed and what works

How do you assess candidates after AI resume screening? Use the resume to qualify, not to prove fit. The pile looks the same. After qualification, see how they use soft skills as they do the job, rank on what they did, and share evidence with hiring managers before the live interview.Ashby and Indeed market data, Sackett validity scores, a signal gap by skill, psychology on polished text, and a five-step workflow for talent acquisition teams after the resume screen.

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Recruitment

Phone screen vs self-paced screening: cost, science, and what works

Should you replace phone screens? Twenty live phone screens cost about $585 in recruiter time; sorting twenty self-paced submissions takes roughly eight minutes ($6). Phone screens ask people to describe skills. Async video is still questions. A self-paced job scenario shows how they use the skills as they do the work. Unstructured calls predict performance at about 0.19; realistic job tasks finish near 83% versus 55% for typical one-way video.

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Recruitment

Hiring after AI: why candidates and recruiters keep automating each other

Why do candidates and recruiters keep automating each other? Application volume roughly tripled since 2021. Candidates automate to cut rejection pain; recruiters automate to survive identical CVs. Each side's tools push the other to respond in kind.More screening of the same pile does not show how people use soft skills as they do the job. See our guide to assessing candidates after AI resume screening for what to run after qualification.

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Recruitment

Pre-interview behavioral assessment: research, adoption, and how to run it

A pre-interview behavioral assessment ranks qualified candidates on how they use soft skills as they do the job, after resume screening and before the hiring manager interview. Recruiters get a scored shortlist with all 44 skills in the work, not in a separate quiz, so manager time goes to the strongest fits.Watching someone do the work beats phone screens and personality quizzes for prediction. Unilever runs job-like screens across 43 countries; TestGorilla's 2025 survey puts skills or scenario tests at roughly three in four employers.

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