Ochuwa M.

Key Skills

Software

Other

V7 Labs

AWS SageMaker

Appen

Top Subject Matter

English language instruction

prompt evaluation

and written response quality assessment

Top Data Types

Text

Image

Video

Top Task Types

Question Answering

Text Summarization

Transcription

Evaluation/Rating

Data Collection

Prompt + Response Writing (SFT)

Classification

Freelancer Overview

SEN Teaching Assistant & Shadow Teacher — United School International (AI-style evaluation & annotation of written respo. Brings 11+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Higher National Diploma, N/A and TESOL Certification, N/A. AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

Labeling Experience

SEN Teaching Assistant & Shadow Teacher — United School International (AI-style evaluation & annotation of written responses)

Don't discloseText

Evaluated written student responses daily for comprehension, reasoning quality, and language accuracy, applying structured assessment to judge prompt effectiveness and response quality. Translated classroom scoring and feedback practices into AI-style output annotation by flagging off-topic or low-quality responses and comparing alternatives for ranking. Maintained evidence-based documentation and quality standards consistent with annotation workflows.•Assessed accuracy, relevance, grammar, and tone in written responses •Identified reasoning gaps and instruction-following issues •Scored/ranked response alternatives for evaluation tasks •Produced detailed written observations for auditability

2023 - Present

Primary School Teacher — Toseg Leaders Private School (rubric-based written response evaluation)

Don't discloseText

Assessed high-volume student writing submissions using consistent rubrics and grading criteria focused on clarity, grammatical correctness, and coherent argumentation. Built repeatable guideline-driven evaluation practices that map to creating and applying annotation instructions. Provided structured feedback through proofreading, editing, and instructional documentation to improve response quality over iterations.•Evaluated large volumes of written work for correctness and coherence •Created grading rubrics and annotation-like criteria •Provided detailed feedback to improve clarity and argumentation •Maintained consistent quality through standardized assessments

2019 - 2023

Nursery School Teacher — Toseg Leaders Private School (structured observation & feedback documentation)

Don't discloseText

Documented early childhood developmental milestones through structured qualitative observation and clear written reporting. Practised iterative, feedback-driven support cycles that strengthen consistent, methodical data recording habits. Communicated assessment findings to parents and colleagues with clarity and attention to detail, supporting reliable downstream interpretation of recorded observations.•Produced structured qualitative records and consistent documentation •Communicated findings clearly in written and verbal forms •Applied iterative feedback and repetition for learning improvement •Practised disciplined, methodical note-taking for accuracy

2016 - 2019

Education

Work History