Stories and essays about consciousness, identity, and the boundaries that hold a self together when pressure threatens to break it.

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Join our expert network # Get paid to put your expertise to work on frontier AI **Join Snorkel’s Expert Community to shape safer, smarter AI across 1,000+ domains.** Join now How it works ## Snorkel’s Expert Community Our Expert Community is a network of professionals and academics who use their knowledge to shape real-world AI projects. You’ll work on opportunities that match your background from coding, STEM and medicine to law, the humanities, and even lifestyle areas like travel and fitness. As a member, you’ll connect with peers, share best practices, and contribute expertise that top AI developers rely on. These projects require true subject matter knowledge, not just surface-level skills, and your work helps ensure AI is accurate and reliable. ### Expert‑driven, not generic crowd work ### Meaningful projects aligned to your background ### Flexible, paid contributions with clear quality standards ## Compensation Expert Community members are paid per project, with rates based on expertise and complexity. **Top experts earn $3,000+ per week.** Every contribution goes through a quality review, combining automated checks and peer feedback. Many projects pay for attempts and include bonuses for high-quality submissions. Snorkel provides feedback so you can improve and maximize your earnings. Join now ## Put your knowledge to work Get paid for remote, project-based work aligned to your skills. ### Coding & software * * * Software engineers, developers, code reviewers, and technical writers ### STEM * * * Computer scientists, engineers across technical domains, and applied or pure mathematicians ### Health & medicine * * * Medical practitioners across specialties, surgeons, clinicians, psychologists, internal medicine physicians, and biomedical scientists ### Finance & business * * * Finance and accounting professionals, economists, HR and compliance specialists, and legal practitioners ### Humanities & arts * * * Linguists, cultural scholars, philosophers, writers, and visual, performing, or applied artists ### Social sciences * * * Psychologists, political scientists, economists, and public policy experts ## Next steps Getting started is easy: complete a quick screening or assessment, tell us about your expertise, sign up to receive payments, and start contributing on eligible projects. 1 ### Create a profile Simply sign up and create an account. * * * 2 ### Complete screenings Complete a short assessment or sample task. * * * 3 ### Onboard Provide your information to receive payments. * * * 4 ### Join projects Opt into eligible work and start contributing. ## Qualifications We partner with skilled professionals from academia and industry. Some projects require advanced degrees (PhD, MD, JD, CPA) and active licenses, while others accept equivalent experience. Experts must be able to work as independent contractors, and we cannot support visa sponsorship or restricted regions at this time. ## What we look for: * * * * Deep domain expertise and up-to-date knowledge * Clear written reasoning and attention to detail * Ability to follow detailed rubrics and maintain consistent quality ## What you’ll do Most work is asynchronous with clear instructions and rubrics. Projects range from one-off small projects to multi-week engagements—you choose when and how much you contribute. ### Create * * * Author data in your domain of expertise, such as creating questions that stump frontier LLMs. ### Review * * * Check data authored by peer domain experts for accuracy and clarity, and recommend fixes or adjustments. ### Evaluate & improve * * * Compare outputs, apply provided criteria, and flag safety or compliance issues. ## FAQs Who is eligible to apply? Projects with Snorkel require a wide variety of domain expertise. If you are an expert in one of the broad fields above (projects typically require an advanced degree in one of these areas), are based in an approved geographic region for that particular project, are open to work as an independent contractor, and are interested in contributing to the future of AI in your speciality area, please apply! I’m interested. How do I apply? Click join now to get started. If you’re new to Snorkel, you’ll create an account and complete a short profile about your background and expertise. Once your information is reviewed and you meet our eligibility criteria, we’ll provide next steps to complete your onboarding and start working on a project. How long does onboarding take? Approved experts can go from applying to contributing within the same day! Once you've completed your onboarding, if your expertise matches with an eligible project, you’ll receive project-specific instructions to get started. When do I get paid? Payments are processed every week for accepted work from roughly the week prior. Snorkel aims to process all payments within two weeks of contribution acceptance. Exact timelines may vary based on project requirements. Note: payments will be processed via the Agent of Record, HireArt. Where can I work from? Are there location restrictions? We currently engage Expert Contributors only in select locations based on legal, tax, and compliance considerations. Due to varying regulatory and legal frameworks and contractual requirements, we’re not able to work with contributors in certain states and countries. During the application process, we’ll confirm whether your location is eligible. How are projects assigned? When projects launch that match your expertise, Snorkel will invite you to participate. You can opt in to the opportunities that excite you and contribute on your own time—making an impact while maintaining full flexibility. What is the typical time commitment? Expert contributors can often work as many or as few hours as they’d like. Project contributions will vary from a few minutes per submission to multiple hours, depending on the task's complexity. Can I opt out of certain projects? Expert contributors can choose to work on any project that matches their skillset. Experts control when, how, and what they work on. I’m a BPO interested in becoming a Snorkel Data Development Partner. What should I do? Fill out the data development partner form and our partnerships team will follow up with next steps. ## Ready to apply? Get paid to bring your expertise to the future of AI. Join now Are you a BPO looking to connect? Click here