Research
Hiring for AI use may require business judgment more than model-building skills
Describe the work an employee must perform before adding technical buzzwords to a job description.
Zocri · 2 min read · Sources checked
Start with the role, not the technology label
OECD's 2024 skills analysis says most workers exposed to AI will not need specialized AI skills and highlights management and business capabilities. This is labor-market research, not a formula for selecting an individual candidate. It supports asking what your employee needs to do before writing a vacancy full of technical terminology.
A customer-operations coordinator may need to identify incomplete information, check a suggested response and escalate a commercial exception. Those tasks differ from building or training a model. Requiring advanced technical credentials can obscure the operational judgment the job actually depends on.
Describe observable responsibilities
Write the role around outcomes: maintain a reliable request queue, verify important details and hand work to the correct colleague. State where AI assistance is available and which decisions the employee remains responsible for making. Avoid treating familiarity with one branded tool as a substitute for understanding the work.
Include the source information the person will use. A candidate should know whether they are expected to follow an established reference or help the business create one from incomplete materials.
Use a realistic work sample
Provide a short, non-sensitive customer case and a plausible but flawed assistant response. Ask the candidate to identify what needs checking, correct the result and explain the next step. Evaluate the reasoning and communication against criteria established before the interview.
Make the exercise proportionate to the role and consistent across candidates. It should reveal useful skills without becoming unpaid production work or a test of who happened to use the same tool previously.
Plan the learning path
Separate capabilities needed on arrival from those the business can teach. Product details and internal procedures often require local instruction. Assign a colleague to support the new hire and give them time to practice difficult cases before working independently.
Revisit the brief after observing the role
After the first period of work, compare the hiring assumptions with the actual task mix. If the role involves more exception handling than expected, adjust future recruitment and training accordingly. Do not keep repeating a fashionable specification that no longer matches the job.
The framework here is our hiring analysis, not individualized employment advice. It uses the OECD finding to challenge unnecessary technical inflation while preserving a demanding standard: the employee should be able to use assistance responsibly, understand the business process and recognize when a convincing answer is not yet a correct one.