AI training jobs for researchers and academics

Solve and validate advanced mathematical problems by translating requirements into executable Python and command-line workflows.

Create computational physical-science tasks that challenge advanced AI models and evaluate model-generated calculations, code, simulations, and models.

Design, evaluate and critique bioinformatics workflows and assess pipeline parameters and tool configurations for accuracy and reproducibility.

Write expert-level computational chemistry problems with verifiable solutions and review AI model outputs for scientific accuracy.

Write expert-level microbiome problems with verifiable solutions and review AI model outputs for scientific accuracy.

Write expert-level life sciences problems with verifiable solutions and review AI model outputs for scientific accuracy.

Evaluate biology and bioinformatics workflows and analyze biological datasets to provide recommendations for AI benchmarking initiatives.

Evaluate chemistry and computational chemistry workflows and analyze spectroscopic and simulation data to support AI benchmarking.

Create, evaluate, and refine AI-generated presentations, including initiation report exhibits and earnings preview and review slides.

Create self-contained hardware engineering problems and develop reference solutions using engineering calculations, simulations, or scripts.

Develop and validate machine-learning models, training pipelines, and inference systems, and build reproducible workflows using Python.

Solve complex scientific problems and review AI-generated solutions for factual, mathematical, and scientific correctness.

Develop realistic unclassified scenarios on geopolitical risks and review geopolitical content for accuracy, relevance, and analytical quality.

Design technical problems from real engineering work and provide correct solutions with objective criteria for judging correctness.

Create, evaluate, and refine AI-generated lecture slide decks and presentations, including course design materials and assessment rubrics.

Create, evaluate, and refine AI-generated presentations and slide decks, including lecture slide decks and course design materials.

Develop and validate machine-learning models and training pipelines, and build reproducible Python workflows for AI training projects.

Develop and validate machine-learning models and training pipelines, and build reproducible Python workflows for AI training projects.

Evaluate and refine AI-generated clinical study reports and protocol synopses for language model training.

Create, evaluate, and refine AI-generated documents, spreadsheets, and slide decks on pricing and revenue economics workflows.

Create original, high-difficulty question-and-answer pairs that assess AI model capabilities, with answers documented using primary sources.

Create, evaluate, and refine AI-generated price elasticity models and packaging and tiering recommendation decks.

Evaluate and refine AI-generated outbreak and risk-communication messaging, plain-language health guidance, and media statements.

Evaluate and refine AI-generated usability test findings decks and interview synthesis documents to help train a language model.

Create, evaluate, and refine AI-generated policy briefing memos, program status reports, and grant compliance packages for language model training.

Create, evaluate, and refine AI-generated lecture slide decks and presentations, including course design materials, conference presentations, and assessment rubrics.

Create, evaluate, and refine AI-generated lecture slide decks, course design materials, and conference presentations.

Create, evaluate, and refine AI-generated presentations, including earnings preview slides, industry primer decks, and valuation summary pages.

Create, evaluate, and refine AI-generated slide decks, including lecture slide decks, course design materials, and conference presentations.

Create, evaluate, and refine AI-generated lecture slide decks, course design materials, and conference presentations.

Create, solve, review, and validate engineering tasks by translating physical requirements into computational models and running simulations.

Solve and validate aerodynamic problems by running CFD workflows and using Python to automate preprocessing and postprocessing.

Create and refine AI-generated slide decks, including earnings previews, industry primers, and valuation summary pages.

Create, evaluate, and refine AI-generated slide decks such as payer value dossiers, HTA submission presentations, and pricing strategy decks.

Create, evaluate, and refine AI-generated presentations and slide decks, including expert report exhibits and damages analysis presentations.

Create, evaluate, and refine AI-generated presentations and slide decks, including lecture slide decks and conference presentations.

Create, evaluate, and refine AI-generated presentations and slide decks, including lecture slide decks, course design materials, and assessment rubrics.

Create, evaluate, and refine AI-generated slide decks such as policy briefing decks and testimony support materials.

Create, evaluate, and refine AI-generated presentations and slide decks, including conference decks, research posters, and lab meeting presentations.

Create, evaluate, and refine AI-generated slide decks such as payer value dossiers and health economic model result slides.

Create, evaluate, and refine AI-generated presentations and slide decks such as policy briefing decks and stakeholder briefing slides.

Create, evaluate, and refine AI-generated presentations and slide decks, including expert report exhibits and damages analysis presentations.

Create, evaluate, and refine AI-generated presentations and slide decks covering damages analysis and econometric results communication.

Create, evaluate, and refine AI-generated presentations and slide decks, including conference decks, research posters, and grant proposal figures.

Create, evaluate, and refine AI-generated slide decks such as payer value dossiers and HTA submission presentations.

Create and evaluate AI-generated presentations and slide decks, including conference decks, research poster design, and grant proposal figures.

Create, evaluate, and refine AI-generated presentations and slide decks, such as expert report exhibits and damages analysis presentations.

Create, evaluate, and refine AI-generated presentations and slide decks, including conference presentation decks and grant proposal figures.

Create, evaluate, and refine AI-generated presentations and slide decks, including policy briefing decks and testimony support materials.

Create expert-level technical questions and design rubrics to evaluate AI-generated solutions for correctness and reasoning quality.

Create, evaluate, and refine AI-generated presentations and slide decks such as payer value dossiers and HTA submission presentations.

Create, evaluate, and refine AI-generated slide decks, including expert report exhibits and regulatory submission decks.

Create, evaluate, and refine AI-generated presentations and slide decks, including damages analysis and econometric results communication.

Create, evaluate, and refine AI-generated slide decks such as payer value dossiers and HTA submission presentations.

Create, evaluate, and refine AI-generated slide decks on payer value dossiers, HTA submissions, and pricing strategy.

Create, evaluate, and refine AI-generated presentations and slide decks such as payer value dossiers and HTA submission presentations.

Create and evaluate AI-generated payer value dossiers, HTA submission presentations, and pricing strategy decks.

Create and refine AI-generated presentations such as expert report exhibits, damages analysis presentations, and regulatory submission decks.

Create, evaluate, and refine AI-generated slide decks such as damages analysis presentations and regulatory submission decks.

Create, evaluate, and refine AI-generated slide decks, including expert report exhibits, damages analysis presentations, and regulatory submission decks.

Create, evaluate, and refine AI-generated slide decks such as policy briefing decks and stakeholder briefing slides.

Create, evaluate, and refine AI-generated research presentations, including conference decks, research posters, and grant proposal figures.

Create, evaluate, and refine AI-generated presentations such as conference decks, research posters, and grant proposal figures.

Create, evaluate, and refine AI-generated research presentations, including conference presentation decks, research poster design, and results communication slides.

Create, evaluate, and refine AI-generated presentations and slide decks, such as policy briefing decks and stakeholder briefing slides.

Create, evaluate, and refine AI-generated research presentations and slide decks, such as conference decks, research posters, and grant proposal figures.

Create and evaluate AI-generated policy briefing decks, data-driven policy exhibits, and stakeholder briefing slides.

Create, evaluate, and refine AI-generated presentations such as conference presentation decks and grant proposal figures.

Create, evaluate, and refine AI-generated presentations such as policy briefing decks and data-driven policy exhibits.

Create, evaluate, and refine AI-generated presentations and slide decks such as policy briefing decks and stakeholder briefing slides.

Create and refine AI-generated slide decks, including policy briefing decks, data-driven policy exhibits, and stakeholder briefing slides.

Assess AI answers on chemical, biological, radiological and nuclear hazard topics for technical accuracy and safe framing.

Create and refine AI-generated slide decks, including payer value dossiers, HTA submission presentations, and pricing strategy decks.

Create and refine AI-generated presentations on payer value dossiers, HTA submissions, and health economic model results.

Create, evaluate, and refine AI-generated policy briefing decks, data-driven policy exhibits, and stakeholder briefing slides for language model training.

Write research problems with reference answers from your own field and grade model-written analysis for method, statistics, and conclusions.

Write questions with sources and reference answers, and grade model-written interpretation and argument against those sources.

Design research questions that AI browsing agents cannot solve and build an auditable evidence trail proving each answer.

Train image classifiers and generative image models from scratch, and fine-tune open-weight language models.

Review AI-generated astronomy and astrophysics content against project rubrics and give written feedback to trainers and QAs on quality issues.

Review AI-generated economics content and trainer work against project guidelines and provide precise written feedback.

Review AI-generated psychology content and trainer work against project guidelines, and give written feedback on accuracy and safety.

Review AI-generated political science content for accuracy and balance, and give written feedback to trainers and QAs on quality issues.

Review AI-generated geology content and trainer work against project guidelines, providing written feedback on scientific accuracy and geologic reasoning.

Review AI-generated art history content and trainer work against project guidelines, providing precise written feedback to contributors.

Review AI-generated anthropology content and trainer work against project guidelines, giving precise written feedback to keep quality consistent across contributors.

Review AI-generated sociology content and trainer work against project guidelines, providing written feedback to maintain quality standards.

Review AI-generated philosophy content and trainer work against project guidelines, and provide precise written feedback to contributors.

Review AI-generated history content and trainer work against project guidelines, providing written feedback on historical accuracy, chronology, and context.

Evaluate AI-generated responses for scientific accuracy and logical soundness across astronomy and space science topics, providing structured feedback on errors.

Train and evaluate AI models in Physical Sciences, and create tasks and deliverables based on real-world scenarios.