Role Description We are sharing a specialised part-time consulting opportunity for STEM professionals with strong experience in mathematical reasoning, OCR validation, precise transcription, and LaTeX-based formatting. This role supports an exciting collaboration with a leading frontier AI research laboratory focused on improving math and STEM reasoning through high-quality training and evaluation data built from public-domain textbooks. Selected professionals will validate and repair extracted problem-solution content, compare OCR outputs against source textbook PDFs, correct transcription and formatting issues, and help ensure that mathematical and STEM materials are accurate, structured, and usable for advanced AI model training and evaluation. Key Responsibilities - OCR Validation & Text Correction - Validate math and STEM question-answer pairs extracted from textbook PDFs and identify errors introduced by OCR or extraction workflows. - Compare extracted text against source PDFs and correct transcription issues such as symbols, subscripts, superscripts, missing terms, and malformed expressions. - Revise raw textbook content into clean QA format when original material is demonstrative or references missing equations or figures. - LaTeX Formatting & Content Structuring - Fix and standardize LaTeX formatting so all expressions render correctly and match the source material. - Extract and label relevant context including problem statements, surrounding definitions, hints, solution steps, and short answers. - Record correct PDF viewer page numbers and maintain structured formatting across textbook-derived content. - Quality Review & Mathematical Verification - Assess solution quality for correctness, completeness, and logical consistency. - Flag gaps, incorrect reasoning steps, or mismatches between the solution and the stated answer. - Maintain consistently high standards for precision, structure, and correctness across all assigned content. Qualifications - Strong proficiency with LaTeX math formatting. - A background in Mathematics, Physics, Engineering, or a related STEM field through BA/BS, Master's, PhD, or equivalent rigorous training. - Comfort reading and verifying multi-step mathematical reasoning, including proofs and textbook solutions. - Excellent attention to detail and the ability to follow a structured workflow exactly. - Strong written communication skills for clear and concise technical notes. Preferred Qualifications - Proof-based coursework such as real analysis, abstract algebra, or proof-based linear algebra. - Experience as a TA, grader, tutor, contest solution writer, or math editor. - Familiarity with common OCR failure modes in STEM text, including misread symbols, broken equations, and malformed fractions. - Ability to work with advanced undergraduate and occasional graduate-level material. Why This Opportunity - Contribute specialised STEM expertise to a cutting-edge AI collaboration. - Help improve how advanced AI systems reason over mathematical and technical content. - Work on high-impact training and evaluation data with leading AI researchers. - Flexible remote work with quality-focused project structure and competitive hourly compensation. Contract Details - Independent contractor role. - Fully remote with flexible scheduling. - Hourly compensation of $25–$40 per hour. - Minimum commitment of 15 hours per week, with potential for up to 40 hours per week. - Approximate project length of 2–3 weeks. - Work is structured and quality-focused, with correctness prioritized over speed. - Projects may be extended, shortened, or concluded early depending on project needs and performance. - Weekly payments via Stripe or Wise. - Work will not involve access to confidential or proprietary information from any employer, client, or institution. - Please note: We are unable to support H1-B or STEM OPT candidates at this time. - Start date: Immediate. About the Platform This opportunity is available through a leading AI-driven work platform that connects domain experts with frontier AI research projects. Experts contribute to improving advanced AI systems by providing specialised expertise across real-world workflows, structured evaluation, model training support, and domain-specific content validation.

Role Description We are sharing a specialised part-time consulting opportunity for experienced Education Administrators, Postsecondary with strong professional expertise in higher education administration, academic operations, institutional oversight, and real-world educational services workflows. This role supports a research project for one of the world's top AI companies and focuses on using real-world occupational expertise to design high-quality questions related to the day-to-day work of Education Administrators, Postsecondary. Selected professionals will apply their domain knowledge to help shape structured project content grounded in real professional practice, contributing occupation-specific expertise that supports advanced AI training and evaluation work. Key Responsibilities - Occupational Expertise & Research Input - Use professional experience as an Education Administrator, Postsecondary to support a research project for a leading AI company - Contribute domain knowledge grounded in real-world full-time work experience - Help ensure project outputs reflect authentic occupational practice and professional standards - Question Design & Content Development - Design questions related to the occupation of Education Administrators, Postsecondary - Translate day-to-day professional knowledge into structured, high-quality research content - Contribute occupation-specific material that supports AI training and evaluation initiatives - Project Participation & Quality Contribution - Engage consistently in a structured remote project environment - Contribute professional judgment shaped by postsecondary administration and academic operations experience - Support high-quality output through reliable participation and strong subject-matter expertise Qualifications - 4+ years of full-time work experience as an Education Administrator, Postsecondary - Strong professional background in higher education administration, academic operations, institutional management, student services leadership, or related postsecondary administrative work - Ability to contribute real-world occupational insight to structured research work - Strong written communication and analytical thinking skills - Reliable availability for consistent project participation - Current location in the US, UK, or Canada Preferred Qualifications - Experience translating professional knowledge into structured content or research inputs - Strong understanding of postsecondary administration workflows, institutional processes, and education sector decision-making - Ability to contribute precise, profession-specific material in a consistent and high-quality way Benefits - Contribute specialised higher education leadership expertise to a high-impact AI research project - Help shape AI systems using authentic occupational knowledge from real professional practice - Participate in a focused remote project with meaningful domain contribution - Flexible remote work with competitive compensation based on background and location Contract Details - Independent contractor role - Fully remote with flexible scheduling - Hourly compensation listed at $120–$200 per hour for U.S.-based applicants - Compensation will vary depending on professional background and geographic location - Minimum commitment of 15 hours per week - Estimated project duration of approximately 3–4 weeks after project start - The work is fully asynchronous and can be completed around your schedule - A desktop or laptop computer is required for this project - Weekly payments are made via Stripe or Wise based on services rendered - Candidates will be classified as at-will contractors to Mercor - Projects may be extended, shortened, or concluded early depending on project needs and performance - Work will not involve access to confidential or proprietary information from any employer, client, or institution - Please note: We are unable to support H1-B or STEM OPT candidates at this time - Start date: Immediate Company Description This opportunity is available through a leading AI-driven work platform that connects domain experts with frontier AI research projects. Experts contribute to improving advanced AI systems by providing specialised expertise across real-world workflows, structured evaluation, model training support, and domain-specific professional knowledge.

Role Description As a JLL Intern, you will tackle meaningful projects that impact our Commercial Real Estate business by collaborating with industry professionals and providing fresh perspectives to innovative teams. Our structured program balances professional development with exciting real-world experience. JLL’s Energy & Sustainability group is seeking an Energy & Sustainability Intern preferably based in the Greater Toronto Area to assist with decarbonization studies across the Americas. - Become familiar with terminologies, guidelines and processes relating to decarbonization for the built environment. - Conduct research on policy, incentives, initiatives across North America and synthesize the information to create tools, templates and present at internal learning sessions. - Review existing building information from site surveys, plans, historical utility data and research. - Identify opportunities for energy performance optimization and water efficiency. - Participate in building walk-throughs during energy audits and retro-commissioning feasibility assessments. - Support internal team with developing best practices and tools to analyze data and provide recommendations. - Investigate into new technologies and practices to enhance data management and visualization. - Analyze data by developing trends and share insightful findings with the project team members. - Collect building energy performance data for various jurisdictions and use it to benchmark buildings. - Support internal team with environmental, social, governance (ESG) data collection, prepping and analysis. - Support internal team with curation of presentations and report deliverables. - Other duties as assigned. Qualifications - Must be currently enrolled in 3rd / 4th year or related Master’s program. - Have a passion for sustainability, energy efficiency in buildings and climate change issues. - Understanding of sustainability assessment systems (such as LEED, Green Globes, TCFD and BOMA Best) an asset. - Familiarity with data prepping and visualization tools like Tableau and Power BI. - Interpersonal, articulate, responsive, and highly organized. - Strong analytical skills and attention to details. - Excellent communications skills, both written and verbal. - Ability to learn quickly and be highly motivated to seek out answers. Requirements - Full time, 16-week program from May 2026 to August 2026. - Estimated Compensation: $20-24/h. - Estimated compensation for this position: 36,400.00 – 43,680.00 CAD per year. - Location: Remote – Toronto, ON. - Opening Type: New Role. Benefits - Hands-on experience in a global commercial real estate firm, building practical skills in contract analysis and performance optimization that complement your academic knowledge. - Mentorship from industry professionals who are invested in your growth and development. - Exposure to different business units and the opportunity to build a valuable professional network across JLL. - Insight into potential career paths within commercial real estate sourcing and facilities management, and the opportunity to find your professional passion!

• Conducting site qualification, initiation, monitoring, and close-out visits for clinical trials. • Ensuring protocol compliance, data integrity, and patient safety throughout the trial process. • Collaborating with investigators and site staff to facilitate smooth study conduct. • Performing data review and resolution of queries to maintain high-quality clinical data. • Contributing to the preparation and review of study documentation, including protocols and clinical study reports