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Aptura is seeking Subject Matter Experts from people ops, HR or workforce planning who build headcount plans, compensation models and people analytics in Excel. You will translate real-world experiences into realistic Excel tasks, and you will evaluate AI performance against precise criteria.
Candidates should have 3+ years in related roles, deep Excel expertise, and strong written English. You will write tasks, fix models, and define yes/no criteria so a grader can score AI attempts accurately.
Aptura is looking for Subject Matter Experts from people ops, HR or workforce planning, across headcount, compensation or org design, who build headcount plans, comp models and people analytics in Excel. You have used AI tools on your own work and been frustrated by the mistakes they make. You will turn that experience into realistic Excel tasks that test how well AI does the work of a People Ops Analyst.
Aptura is an applied AI and data company working with frontier labs to train AI systems on real professional work. We do this by building high-quality evaluation and training environments that teach AI agents to produce work that can be used in daily workflows.