Insights

Why the CV Cannot Measure True Contribution

By Adam G·

The résumé is an inventory of execution. Almost every line on it describes something a person did, how much of it, and how fast. Managed. Delivered. Increased. Reduced. Led. It is a document built for an economy where doing things was the scarce part. That economy is quietly ending, and the paperwork hasn’t caught up.

Look at what hiring data has started to show

Look at what hiring data has started to show. A March 2026 survey of 991 U.S. hiring managers found roughly six in ten now consider creative thinkers more valuable than coders. Drexel’s 2026 Early-Career Skills Outlook found that technical and AI skills are rated substantially lower than expected as screening criteria — employers assume those will be trained after hiring. Meanwhile TestGorilla surveyed around 2,000 senior hiring leaders: 95% now list AI fluency as a requirement, and 59% have still made a bad AI hire. Candidates sound fluent in the interview and fall apart in the work. Read those three findings together and a strange picture appears. Organizations have decided that what they most need is judgment, originality, and the ability to think with a machine rather than hide behind one. And they are trying to detect all of it using a document designed to certify throughput. I keep coming back to a simple question: if a person’s most valuable trait is the quality of their thinking, what is the evidence?

There is no line on any CV that reads: “Asked the question in month two that stopped us from spending eighteen months on the wrong product.” No line for “noticed the pattern nobody else noticed.” No line for “was the only person willing to say the plan was weak.” These are the contributions that most change an organization’s trajectory, and we have no artifact that records them — not in hiring, not in promotion, not in performance reviews. So we approximate. We ask about output and hope thinking was behind it. Sometimes it was. Often we are just reading the résumé of a system that happened to work, written by someone standing near it.

This is not a hiring problem

This is not a hiring problem. It is a measurement vacuum, and it operates in both directions. Organizations cannot see contribution in the people they are considering, and they cannot see it in the people they already employ. The same blindness that makes the CV a poor predictor makes the promotion cycle a poor sorter. What would the alternative document look like? Perhaps not a document at all. Perhaps a record: the questions a person raised, the assumptions they tested, the decisions they improved, the disagreements they made productive, the ideas they contributed that other people built on.

Contribution is not invisible

Contribution is not invisible. It is simply unrecorded. Execution was easy to count, so we counted it, and then we mistook the count for the person. We are about to need a better instrument. I suspect the organizations that build one first will look, for a while, like they are hiring luckier people than everyone else.

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