Generalist

Recruitment Room; United States; Remote; USD 96,000 - 173,000; Part time

Job summary

Appsierra Group is seeking Generalists for remote contract work focusing on data annotation, AI model evaluation, quality assurance, and structured problem-solving. Candidates should demonstrate strong judgment, attention to detail, analytical thinking, and the ability to follow project requirements consistently.

Ideal applicants can work independently in a remote setting, communicate clearly, and adapt to diverse project needs across topics and evaluation workflows.

Qualifications

• Strong judgment and analytical thinking to assess information critically.
• Attention to detail and ability to follow project guidelines.
• Ability to work independently in a remote environment.

Responsibilities

• Analyze, evaluate, and annotate data for AI training and validation.
• Review AI outputs for accuracy, relevance, consistency, and quality.
• Provide clear written feedback based on project requirements and evaluation criteria.
• Complete problem-solving tasks that require reasoning across different topics and contexts.
• Identify errors, inconsistencies, gaps, and areas for output improvement.
• Document observations and reasoning clearly.

Skills

Excellent English

Attention to detail

Analytical thinking

Critical thinking

Independent work

Remote collaboration

Job description

Generalist

Contract · Remote

Annual Compensation Equivalent: $96,000–$172,800
Hourly Rate: $50–$90/hr

Annual compensation equivalent is calculated at 40 hours per week across 48 workable weeks per year and is not a guaranteed salary.

About the Role

We are seeking strong Generalists to contribute to projects involving data annotation, AI model evaluation, quality assurance, and structured problem-solving.

This role is suited to professionals who can work across different subject areas, assess information critically, identify inaccuracies or inconsistencies, and communicate their reasoning clearly.

You do not need prior AI experience. The most important qualities are strong judgment, attention to detail, analytical thinking, and the ability to follow project requirements consistently.

What You’ll Do

• Analyze, evaluate, and annotate different types of data used for AI training and validation.

• Review information and AI-generated outputs for accuracy, relevance, consistency, and quality.

• Provide clear written feedback based on project requirements and evaluation criteria.

• Complete problem-solving tasks that require reasoning across different topics and contexts.

• Identify errors, inconsistencies, gaps, and areas where outputs can be improved.

• Apply project guidelines and quality standards consistently.

• Participate in quality assurance and review processes.

• Document observations, findings, and reasoning clearly.

• Communicate insights effectively through written and verbal channels.

• Manage assigned work independently and meet required deadlines.

• Adapt to different project requirements, subject areas, and evaluation workflows.

What We’re Looking For

• Excellent written and spoken English.

• Strong critical-thinking and analytical skills.

• Ability to evaluate information objectively and identify meaningful differences or inconsistencies.

• Exceptional attention to detail.

• Ability to produce accurate, well-structured work consistently.

• Strong written communication and ability to explain reasoning clearly.

• Ability to work independently in a remote environment.

• Comfortable collaborating with distributed teams.

• Strong ability to follow detailed instructions and project guidelines.

• Reliable time management and commitment to meeting deadlines.

Relevant Experience

Experience in any of the following is helpful but not required:

• Data annotation

• Data labeling

• Quality assurance

• Content review

• Research

• Editing or proofreading

• AI or model evaluation

• Digital content evaluation

• Structured assessment or rubric-based review

Prior AI experience is not required. The role values transferable analytical, communication, and evaluation skills.

Engagement & Compensation

• Contract engagement

• Remote

• Compensation: $50–$90/hr

• Annual compensation equivalent: $96,000–$172,800 based on a 40-hour workweek and 48 workable weeks per year

• Actual earnings depend on hours worked and available project scope

• Work must meet established quality and project requirements