Many hiring problems begin before a candidate applies. The job description demands ten years of experience, recent mastery of every tool, a specific degree, industry history, leadership ability, and a salary that suggests the organization expects only half of that list. The company calls the market difficult. Qualified people read the description and conclude the company does not know what it needs.
Job descriptions accumulate requirements because removing one feels risky. The result is not a clear performance profile. It is an organizational wish list that screens for resemblance to the last person instead of ability to produce the next result. This is especially costly in a labor market where experienced workers, career changers, and people with adjacent skills already struggle to pass automated screens.
A better description starts with outcomes: what must be measurably better six months after the person begins, which decisions will they own, and what conditions make the work difficult. The interview should follow the same logic. Work samples, portfolios, and structured questions provide stronger evidence than conversational chemistry.
The purpose of a job description is not to eliminate uncertainty. It is to invite the right evidence. The person you need may not look like the person who left.