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Otieno Ng'Ong'A

Otieno Ng'Ong'A

Peer Finder Tool – Logic & Evaluation Framework: Evaluation Criteria Designer

KENYA flag
Remote, Kenya
$15.00/hrIntermediateOtherAppenOneforma

Key Skills

Software

Other
AppenAppen
OneFormaOneForma

Top Subject Matter

AI System Logic Evaluation
Legal Services & Contract Review
Regulatory Compliance & Risk Analysis

Top Data Types

TextText
DocumentDocument
VideoVideo

Top Task Types

Segmentation
Bounding Box
Polygon
Classification
Object Detection
RLHF
Data Collection
Transcription
Text Summarization
Text Generation
Question Answering

Freelancer Overview

Peer Finder Tool – Logic & Evaluation Framework: Evaluation Criteria Designer. Brings 5+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Business Administration, Maseno University (2022) and Master of Science, Maseno University (2025). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

IntermediateEnglishSwahili

Labeling Experience

Multi-Object Video Labeling & Temporal Consistency Auditing

VideoSegmentation
Leveraged Atlas Capture to perform high-precision video annotation, focusing on temporal consistency and frame-by-frame object tracking. Designed and implemented rule-based evaluation systems to ensure the accuracy of automated user-pairing and movement detection. Conducted iterative error analysis to eliminate logical inconsistencies across video sequences, ensuring that labeled entities maintained identity and spatial accuracy throughout the duration of the clip

Leveraged Atlas Capture to perform high-precision video annotation, focusing on temporal consistency and frame-by-frame object tracking. Designed and implemented rule-based evaluation systems to ensure the accuracy of automated user-pairing and movement detection. Conducted iterative error analysis to eliminate logical inconsistencies across video sequences, ensuring that labeled entities maintained identity and spatial accuracy throughout the duration of the clip

2025 - 2026

Peer Finder Tool – Logic & Evaluation Framework: Evaluation Criteria Designer

OtherText
Developed rule-based evaluation criteria for automated user pairing performance and accuracy. Conducted iterative, structured testing cycles to ensure the system produced consistent, high-quality outcomes. Improved the logical consistency and accuracy of evaluation outcomes through error analysis and analytical reasoning. • Designed and implemented gold-standard AI response evaluation frameworks. • Validated system outputs via comprehensive rule-based testing steps. • Identified logical inconsistencies through detailed error analysis. • Applied analytical reasoning to refine automated decision protocols.

Developed rule-based evaluation criteria for automated user pairing performance and accuracy. Conducted iterative, structured testing cycles to ensure the system produced consistent, high-quality outcomes. Improved the logical consistency and accuracy of evaluation outcomes through error analysis and analytical reasoning. • Designed and implemented gold-standard AI response evaluation frameworks. • Validated system outputs via comprehensive rule-based testing steps. • Identified logical inconsistencies through detailed error analysis. • Applied analytical reasoning to refine automated decision protocols.

2022 - 2022

Education

A

ALX Africa

Foundation, Data Science

Foundation
2025 - 2026
M

Maseno University

Bachelor of Business Administration, Business Administration with Information Technology

Bachelor of Business Administration
2022 - 2022

Work History

T

Telna Telecommunications

Business Coordinator

Remote
2026 - 2026
A

ALX Africa

Community Manager

Nairobi
2024 - 2025