Abubakar S.

Key Skills

Software

Other

Top Subject Matter

AI agent training scenarios

digital workplace simulations

AI model training support

Top Data Types

Text

Top Task Types

Prompt + Response Writing (SFT)

Text Generation

Freelancer Overview

Freelance Scenario Designer / Content Strategist (scenario design, personas, evaluation criteria, AI output review). Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science, Bauchi State University Gadau (2025) and Diploma in Criminology and Security, Aminu Saleh College of Education Azare (2023). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT), Evaluation, and Rating.

Labeling Experience

Freelance Scenario Designer / Content Strategist (scenario design, personas, evaluation criteria, AI output review)

OtherTextPrompt + Response Writing (SFT)

Freelance scenario design and evaluation support for training AI agents using realistic role-play content and structured guidance. I produced multi-layer scenarios, personas, and multi-step tasks that mirror professional digital environments and stress decision-making under constraints. I reviewed AI outputs for accuracy, realism, and logical consistency, iteratively refining scenarios and hints to improve agent performance. • Created email threads, Slack-style conversations, calendar conflict scenarios, and file-system workspaces • Developed evaluation criteria and hint structures for guiding AI responses • Performed quality control on generated outputs for factual and logical correctness • Iterated scenario design based on observed agent performance gaps

2021 - Present

AI Remote Worker (data labeling, prompt engineering, AI response evaluation)

OtherText

Worked on AI-related remote tasks involving data labeling, prompt engineering, and AI response evaluation. I helped train and improve AI model behavior through practical assignments that included assessing generated responses and contributing content. The work focused on evaluation-driven feedback and iterative improvement of model outputs. • Completed data labeling and annotation tasks as part of remote AI assignments • Performed prompt engineering and structured AI response evaluation • Contributed to content generation for training or task datasets • Applied feedback to support model performance improvement

2022 - 2024

Content Writer / Instructional Designer (branching narratives and scenario content)

OtherTextText Generation

Authored instructional training content and branching narratives for learning programs. I designed realistic case studies and role-playing scenarios intended to support training and improve user engagement and learning outcomes. The deliverables functioned as structured scenario data for instructional/agent training workflows. • Authored engaging written training content and narrative branches • Built realistic case studies and role-play scenarios • Structured scenario content to improve learning outcomes • Ensured content quality for training program usability

2021 - 2022

Education

Work History