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FAQs about Hiring for Reasoning Problem Creation
You can hire for math and quantitative reasoning, logic puzzles, multi-hop and multi-step problems, coding challenges, scientific reasoning, counterfactual scenarios, and domain-specific problems in finance, legal, medical, and more. Whether you need original problems for model training, private evaluation sets, or curriculum data from easy to hard, you can find experienced specialists in our network.
Yes. Many reasoning tasks require subject matter expertise to craft problems with real-world grounding. You can hire domain specialists in STEM, finance, legal, medical, engineering, and other fields. They work alongside generalist writers or on specialized problem sets where domain knowledge is essential.
You define the specifications and review process. OpenTrain gives you the tools to share guidelines, manage review cycles, and communicate with your team. Many clients hire QA reviewers alongside problem writers to verify solvability, catch ambiguity, and check solution accuracy.
Authors work directly in your systems. This includes document platforms, custom interfaces, or your own internal data pipelines. OpenTrain is tool-agnostic, so you invite hires to your environment and maintain full control over access, data, and security.
Pricing is set between you and the authors you hire. Rates vary based on problem complexity, domain expertise required, and deliverable format. You can review proposals, compare rates, and negotiate directly. Payments are handled through OpenTrain with funds released upon your approval.
Yes. For large or ongoing reasoning data projects, OpenTrain can handle recruiting, onboarding, quality management, and delivery end-to-end. You get a dedicated team working inside your tools without the operational overhead.