Javaris M.

Key Skills

Software

Other

Top Subject Matter

Legal/Compliance-oriented AI quality evaluation and feedback for AI outputs

Youth mentoring and community support (non-AI labeling, included only as adjacent mentoring experience)

Legal Services & Contract Review

Top Data Types

Text

Document

Top Task Types

Data Collection

Freelancer Overview

Freelance A.I. Data Analyst at Outlier A.I.. Brings 6+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal, Proprietary Tooling, and Other. Education includes Certification in Artificial Intelligence Essentials, Google and Certification in Artificial Intelligence Professionals, Google. AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Freelance AI Data Analyst - Outlier AI

Querying large-scale databases and performance logs to validate AI outputs with a strong focus on accuracy and reliability. Applying machine learning metrics and statistical methods to assess model performance and robustness. Performing high-precision analysis and quality checks while identifying subtle issues such as bias and hallucinations that could affect downstream decisions. • Validated AI outputs using large-scale logs and database queries. • Evaluated model reliability with accuracy, precision/recall, and statistical testing. • Conducted error detection, consistency checks, and prompt refinement. • Assessed ethical risks including bias and hallucinations and recommended mitigations.

2026 - Present

Freelance A.I. Data Analyst at Outlier A.I.

Text

Evaluated and validated large-scale AI outputs using performance logs and database queries to ensure correctness. Applied statistical and machine learning metrics such as accuracy, precision/recall, and hypothesis testing to assess model reliability. Conducted high-precision annotation-style error detection and consistency checking within AI feedback loops. • Reviewed AI-generated content for subtle biases and hallucinations • Verified output accuracy through systematic checks against underlying records • Used prompt refinement to elicit clearer, more reliable responses • Performed reliability assessment comparable to rigorous legal review

2026 - Present

Leading Peer Mentor for Lancashire Youth Challenge

OtherTextData Collection

Provided peer mentoring and coordination support for a youth challenge program over several months. Acted as a central point of contact between project organisers, funders, and the program activities. Supported integration of multiple initiatives into a coherent project delivery. • Facilitated community building for displaced Ukrainian refugees • Managed stakeholder communication between organisers and funders • Helped streamline and integrate ideas into project execution • Supported engagement despite language barriers through verbal/non-verbal communication

2023 - 2023

Education

Work History