Workforce Insights
Practical workforce guidance.Written for employers.
Articles by John P. Beck, Jr. that explain what is changing, why it matters, and what leaders can do next.

Workforce Insights by John P. Beck, Jr.
What is changing. Why it matters. What to do next.
Browse every Workforce Insights article, with the newest edition shown first.
What Federal Merit-Based Hiring Reforms Can Teach Private Employers
Define success first, verify candidate claims with job-related evidence, and combine assessments with structured interviews and work samples.
What Does a Pre-Employment Assessment Actually Measure?
What different assessments measure, what they leave unanswered, and how to keep the evidence tied to the job.
PXT Select vs. Personality Tests: What Is the Difference?
One helps describe the person. The other brings the job into the decision. Here is why that difference matters.
What Is a PXT Select Performance Model?
Define the job before you define the right person. The Performance Model turns that principle into a repeatable standard.
Pre-Interview Assessments: How to Use Them Effectively
A job-related, evidence-based workflow for using assessments before interviews without turning one score into the entire hiring decision.
Pass/Fail Hiring Assessments: Legal Risks and Better Practices
What federal guidance actually says about cutoff scores, adverse impact, validation, accommodations, ranking, and the limits of percentage-match scores.
Normative vs. Ipsative Assessment Models: What Is the Difference?
A practical, research-backed explanation of normative and ipsative scoring, forced-choice formats, job relevance, and what employers should ask before using an assessment.
