Dada S.

Key Skills

Software

Other

Top Subject Matter

AI-generated text quality assurance and feedback

Natural language processing evaluation benchmarks and dataset annotation

Legal Services & Contract Review

Top Data Types

Text

Document

Top Task Types

Computer Programming/Coding

Fine-tuning

Text Summarization

Transcription

Data Collection

Prompt + Response Writing (SFT)

Freelancer Overview

AI Content Reviewer & Feedback Analyst (Freelance/Contract). Brings 6+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Bachelor of Science, Seneca Polytechnic (2022). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

AI Content Reviewer & Feedback Analyst (Freelance) - Freelance

Text

Served as an AI content reviewer and feedback analyst, evaluating AI-generated responses for correctness, reasoning quality, coherence, and instruction compliance. Produced detailed written critiques and structured feedback to support quality improvement and more reliable outputs. Applied analytical judgment and technical writing skills to assess diverse prompt types and identify systematic issues in model behavior. • Evaluated hundreds of AI responses for factual accuracy, reasoning quality, coherence, and task adherence • Built personal rubrics and scoring frameworks to standardize feedback across prompt categories • Flagged edge cases and recurring failure patterns and summarized findings in structured reports • Delivered consistent, high-quality feedback suitable for downstream QA workflows

2023 - Present

AI Content Reviewer & Feedback Analyst (Freelance/Contract)

OtherText

Provided AI content evaluation and feedback by reviewing AI-generated responses for factual accuracy, reasoning quality, coherence, and compliance with task instructions. Designed consistent scoring criteria and personal rubrics to standardize judgments across diverse prompt types. Reported edge cases and recurring failure patterns to support quality improvement workflows. • Evaluated hundreds of AI responses and produced detailed written critiques. • Built rubrics and scoring frameworks for code explanations, summaries, and open-ended Q&A. • Identified systematic failure patterns and synthesized findings into structured reports. • Performed ongoing QA-style assessment to ensure instruction adherence and quality.

2023 - Present

Research Assistant (Natural Language Processing) - Seneca Polytechnic

Text

Supported faculty research in a natural language processing lab by assisting with language model evaluation activities. Annotated and adjudicated thousands of model responses for semantic accuracy and fluency, maintaining strong attention to detail. Produced concise research summaries and helped maintain annotation records that supported published benchmark datasets. • Assisted with language model evaluation benchmarks and adjudicated responses for accuracy and fluency • Wrote literature reviews and research summaries synthesizing findings from academic papers • Maintained annotation logs and inter-rater consistency records for reliable dataset creation • Contributed to the production of benchmark datasets through careful evaluation work

2021 - 2022

Research Assistant – Natural Language Processing Lab (Seneca Polytechnic)

OtherText

Performed manual annotation and adjudication of large volumes of language model outputs for semantic accuracy and fluency. Supported creation of benchmark datasets by maintaining annotation logs and tracking inter-rater consistency. Produced research summaries and literature reviews to synthesize evaluation findings from multiple academic sources. • Manually annotated and adjudicated thousands of model responses. • Contributed to two published benchmark datasets via detailed annotation records. • Maintained logs and consistency records to improve labeling reliability. • Wrote concise research summaries and literature reviews from 20+ papers per cycle.

2021 - 2022

Education

Work History