AI Tutor & Domain Expert
Domain experts apply specialized knowledge to strengthen AI systems through hands-on work in data annotation, model evaluation, and training refinement. These professionals leverage deep expertise in specific fields—from psychology and audio engineering to business operations and customer support—to create high-quality training datasets and provide critical feedback that shapes how AI models behave. They work closely with technical teams to translate real-world problem-solving into actionable data that improves model reasoning, accuracy, and domain-specific performance. What distinguishes this work is the direct expertise requirement; practitioners must combine genuine mastery in their subject area with the ability to decompose complex problems into trainable signals for AI systems. These roles typically sit within dedicated human data or training teams at AI companies, collaborating with machine learning engineers and product teams to ensure models learn nuanced, accurate representations of their domains.
Skills
What companies are looking for in this role.
Evaluating and critiquing AI model responses with subject matter expertise
Creating high-quality annotated datasets to train and improve AI systems across diverse domains
Providing accurate solutions and detailed annotations for domain-specific business problems
Collaborating with technical teams to improve annotation tool design and efficiency
Using proprietary annotation and labeling software platforms
Analyzing complex financial products and market dynamics across asset classes
Conducting financial risk assessment and modeling across credit, market, and operational domains
Evaluating securities, performing valuation analysis, and building financial models
Building macroeconomic models and growth forecasts using quantitative methods
Developing scenario-based forecasting tools and conducting sensitivity analysis
Assessing credit risk through financial statement analysis and covenant monitoring
Analyzing corporate transactions and interpreting legal and regulatory documentation
Building forecasts and scenario analyses for asset prices and market regimes
Tracking and interpreting key economic indicators and macroeconomic policy impacts
Executing financial modeling for mergers, acquisitions, and valuation techniques
Structuring debt transactions and managing covenant negotiations
Performing portfolio construction and asset allocation analysis across investment strategies
Evaluating and refining written content for clarity, style, and domain accuracy
Analyzing tax structures and interpreting complex tax regulations and guidance
Applying domain expertise in facilities management, property operations, and real estate strategy
Applying domain expertise in customer experience, client success, and relationship management
Applying domain expertise in administrative operations, executive support, and office management
Applying domain expertise in supply chain management, procurement, and logistics optimization
Applying domain expertise in sales strategy, business development, and client acquisition
Applying domain expertise in business operations, process improvement, and operational excellence
Applying domain expertise in marketing strategy, brand development, and content creation
Applying domain expertise in talent management, organizational development, and employee experience
Applying domain expertise in executive strategy, organizational leadership, and high-level decision-making
Creating high-quality annotated data and labels for machine learning training datasets
Evaluating and critiquing AI-generated outputs for accuracy and domain expertise
Teaching AI models domain-specific reasoning and problem-solving approaches
Providing structured explanations and judgments to improve AI model training
Grounding quantitative analysis in real-world observational data and measurement systems
Curating and processing multilingual audio data including speech, voice recordings, and linguistic variations
Annotating prosodic and linguistic details such as intonation, rhythm, accent, and speech modulation
Handling noise reduction and real-world audio quality assessment in speech processing tasks
Demonstrating strong prioritization and work ethic in fast-paced environments
Communicating knowledge concisely and accurately with cross-functional technical teams
Interpreting and executing evolving task instructions with precision and adaptability
Collaborating with technical teams to refine annotation tools and data curation workflows
Communicating complex technical concepts clearly and concisely to cross-functional teams
Adapting quickly to evolving guidelines and instructions in fast-paced environments
Exercising strong prioritization and time management skills with competing demands
Demonstrating intellectual curiosity and proactive initiative in problem-solving
Providing rigorous technical critiques and sound solutions under time pressure
Technology
The tools and technologies that define this role.
Open Jobs
131 open AI Tutor & Domain Expert jobs across 9 companies.
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