Takudzwa N.

Key Skills

Software

Other

Top Subject Matter

AI systems evaluation and model quality assessment

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Document

Top Task Types

Bounding Box

Classification

Segmentation

Entity (NER) Classification

Freelancer Overview

AI Trainer, Outlier AI (AI training/tutoring via rubric-based evaluation). Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Engineering (Honours), University of Johannesburg (2020) and National Certificate in Business Analysis (NQF Level 6), Mindworx Consulting (2024). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Trainer, Outlier AI (AI training/tutoring via rubric-based evaluation)

OtherText

Evaluated AI model outputs against structured quality rubrics to provide detailed feedback. Reviewed prompt-response datasets to identify edge-case errors and recurring patterns in model behavior. Delivered structured feedback reports to project leads to support iterative model refinements within defined review cycles. • Applied analytical judgment during systematic data review • Identified and documented quality issues affecting accuracy and consistency • Communicated findings in review-cycle reports • Supported measurable improvements through rubric-based assessment

2024 - 2025

Education

Work History