Festus S.

Key Skills

Software

Label Studio

Scale AI

CVAT

V7 Labs

Labelbox

Top Subject Matter

Advanced Statistics

Python Domain Expertise

Latex Domain Expertise

Top Data Types

Text

Image

Document

Top Task Types

RLHF

Classification

Text Generation

Object Detection

Fine-tuning

Freelancer Overview

Data Analyst & Researcher (Academic Project) — Federal University Lokoja (LLM/Model Evaluation & Ranking via structured . Brings 1+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include N and A. Education includes Bachelor of Science, Federal University Lokoja (2025). AI-training focus includes data types such as Text and labeling workflows including RLHF.

Labeling Experience

Data Analyst & Researcher (Academic Project) — Federal University Lokoja (LLM/Model Evaluation & Ranking via structured rubric compliance)

TextRLHF

Applied evaluation and ranking practices consistent with RLHF workflows by stress-testing model outputs against strict rubric constraints and detecting logical inconsistencies. Produced structured critiques of multi-layered model behavior with justifications based on guideline compliance and statistical reasoning. Maintained high data integrity by validating edge cases and multicollinearity concerns before documenting conclusions. • Evaluated and stress-tested complex data structures and logistic regression outputs. • Critiqued multi-layered model outputs using comparative judgment frameworks. • Documented rigorous rationales to support selected judgments. • Ensured absolute data integrity and security protocols.

2025 - 2025

Education

Work History