Samora M.

Key Skills

Software

Other

Appen

CloudFactory

Clickworker

Data Annotation Tech

iMerit

Lionbridge

OneForma

Remotasks

Toloka

Top Subject Matter

Transcription QA and dataset preparation (audio-to-text)

Content review and preparation for AI training-style evaluation tasks

Structured documentation and structured data preparation

Top Data Types

Audio

Text

Document

Image

Top Task Types

Transcription

Data Collection

Classification

Object Detection

Text Generation

Question Answering

Text Summarization

Prompt + Response Writing (SFT)

Freelancer Overview

Freelance Transcriptionist — QA World. Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other, Internal, and Proprietary Tooling. Education includes Bachelor of Science, Egerton University (2018). AI-training focus includes data types such as Audio, Text, and Document and labeling workflows including Transcription, Evaluation, and Rating.

Labeling Experience

Intern — State Department for Wildlife (PSIP Cohort 6)

DocumentData Collection

Handled structured data entry, report preparation, and document management at scale, supporting the creation and organization of structured information. Authored concept notes requiring precise instruction-following and structured writing, which is directly applicable to AI task completion and evaluation workflows. Coordinated information across stakeholders with a strong focus on accuracy and detailed documentation practices. • Structured data entry and documentation • Report and concept-note writing with instruction following • Research synthesis into structured outputs • Cross-stakeholder information coordination

2024 - Present

Freelance Writer & Editor

OtherText

Produced and edited written content with strong adherence to detailed style guidelines, which aligns with AI training workflows requiring consistent instruction following. Evaluated content quality, rewrote outputs to improve clarity and coherence, and supported structured writing practices analogous to AI response review and feedback tasks. Applied research and factual accuracy checks to ensure outputs meet benchmark expectations for training data. • Text generation/rewriting for improved coherence • Content quality evaluation and proofreading • Style-guideline adherence • Factual accuracy and research-based verification

2021 - 2024

Freelance Transcriptionist — QA World

OtherAudioTranscription

Transcribed audio recordings in line with client-specific formatting guidelines and accuracy requirements while working in a fully remote environment. Conducted quality assurance reviews on transcription batches to identify, correct, and re-check errors before submission. Maintained confidentiality for sensitive audio materials and managed deadlines independently while ensuring consistent output across projects. • Audio transcription • QA error detection and correction • Instruction-following to style/format guidelines • Confidentiality for sensitive recordings

2018 - 2021

Education

Work History