Would Your Hiring Process Screen Out Your Best Employee?
A résumé gives us the polished version: the roles, the accomplishments, the software, the results. It rarely tells us what went wrong, what remained unfinished, or how someone developed the judgment they bring to work.
In this episode of Organizational Gravity, Gabe and Kelly explore what gets lost when hiring becomes an exchange between optimized résumés and automated screening systems. They discuss transferable skills, the responsibility of hiring managers to define a role clearly, and the uncomfortable experience of writing a failure CV.
The conversation returns to human middleware—the people who keep work moving between systems, teams, and processes. Before handing their work to an agent, there are questions worth asking: Why was this process built this way? What experience shaped it? And what could this person contribute if they had more time?
In this episode:
* 00:15 — AI résumés, automated screening, and the first human contact
* 04:52 — Who checks which candidates the system rejects?
* 07:08 — Recognizing transferable experience
* 08:46 — When the hiring manager defines the wrong job
* 11:13 — The uncomfortable work of writing a failure CV
* 18:19 — Looking beyond polished accomplishments
* 20:13 — Vulnerability and sharing professional failures
* 24:08 — Human middleware and the judgment behind a process
* 27:49 — Interview credibility and first impressions
* 35:21 — Degrees, gender, and screening bias
* 38:36 — Recognizing skills gained in other industries
* 40:06 — Automation, hiring uncertainty, and time to think
A few clarifications belong alongside this conversation.
Automated screening can exclude qualified candidates, particularly when employers use overly restrictive requirements. That concern is documented in Harvard Business School and Accenture’s Hidden Workers research. But screening systems vary, and a missing keyword does not automatically mean rejection. A lack of response also does not establish that AI rejected someone or that an AI-written résumé would have changed the outcome. Read the research.
Our discussion of body language went further than the evidence supports. Eye direction is not a reliable way to determine whether someone is lying. Looking away, checking notes, or keeping a camera off does not establish dishonesty. A stronger approach is to ask consistent, job-related questions and evaluate the substance of the answers. We also used “imposter syndrome” when discussing possible misrepresentation; those are different things. Eye-direction study, structured-interview guidance.
The Fortune 100 or Fortune 500 did not collectively eliminate college-degree requirements. Some employers removed them for particular roles, and research found that those announcements often produced limited changes in who was actually hired. HBS and Burning Glass report.
Women earned the majority of U.S. bachelor’s and master’s degrees in the 2021–22 data cited here. That does not, by itself, tell us whether women are being hired at higher or lower rates. Research has documented gender and racial bias in particular hiring settings and AI screening experiments, but those findings should not be treated as a description of every employer or tool. NCES undergraduate data, graduate data, AI screening study.
Our comments about women being better multitaskers or project managers reflect personal impressions, not an established general advantage. The multitasking study linked here found no significant gender differences in the tasks it tested. The broader hiring question remains useful: are we recognizing the skills a person has demonstrated, including those developed outside a conventional career path? Read the study.
We also discuss whether uncertainty about AI is holding back hiring. That is a possibility raised in the conversation, not a demonstrated explanation. The August 2026 BLS release, published after the recording, reported hiring little changed over the month and year; it does not establish AI as the cause of hiring trends. BLS report.
A few smaller points: the “8%” reference was not tied to an identifiable source and should not be treated as a verified statistic. Professional résumé writers still exist. The Martha Stewart story is Gabe’s recollection and interpretation, rather than a verified quotation. And a failure CV is presented here as an exercise in reflection, not a tested strategy for getting through an application system. Professional résumé-writing association.
The “un-resume” discussion draws on Jasmine LeFlore’s TEDx talk, It’s Not Only the Resume, It’s also the Un-resume, which explores the experiences and unseen work behind conventional credentials. Watch the talk.
What experience made you better at your work but never made it onto your résumé?
