Precise written English, applied to careful work
I have spent my career on the quality side of written content: producing it, editing it against a style guide, and checking it against a brief. That work translates directly to evaluating machine-generated text, where the job is to apply a defined standard consistently across a long run of tasks rather than to react to each one on instinct.
I am known for precise instruction-following, strong written English and consistent output under rolling deadlines. I work independently, manage my own time, and keep quality steady across large batches.
and evaluation
What I do on AI projects
- Response evaluation and ranking
- Comparing candidate model outputs and ranking them against a defined rubric, with a written justification for each decision rather than a bare score.
- Rubric-based scoring
- Applying scoring criteria consistently across long task batches, covering instruction-following, factual accuracy, tone and formatting.
- Prompt writing
- Writing prompts that test a specific behaviour rather than a broad topic, so the resulting output is actually gradeable.
- Data annotation and labelling
- Content labelling, transcription, speaker identification and context preservation across audio and text datasets, under confidentiality requirements.
Experience
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Mar 2021 – Present
Senior Content Writer, Brightside Digital Agency
- Produce 10,000+ words of client-facing content monthly across blogs, whitepapers and landing pages, following detailed briefs with precision.
- Research and fact-check complex topics across finance, technology and health to ensure factual accuracy before publication.
- Mentor junior writers on style guides and editorial standards, improving consistency and turnaround time under deadline pressure.
- Partner with SEO and design teams on content performance, contributing to a 35% increase in organic traffic over 12 months.
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2022 – 2025
Transcriptionist and Data Annotator, Appen
Remote contract work, held alongside the agency role above
- Delivered high-accuracy transcripts for diverse audio datasets.
- Identified speakers, captured emotional tone and preserved context.
- Reviewed and edited transcripts for quality and consistency.
- Maintained strict confidentiality on all project material.
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Jun 2019 – Feb 2021
Content Writer and Editor, The Media Collective
- Wrote and edited articles, newsletters and campaign copy for a portfolio of 12 clients, translating detailed briefs into on-brand content.
- Built and maintained editorial style guides to keep quality consistent across all written output.
- Managed a 30+ piece monthly content calendar, prioritising across simultaneous projects and deadlines.
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Sep 2018 – May 2019
Junior Copywriter, Spark Creative Studio
- Supported senior writers on digital ad copy, email campaigns and brand storytelling, following detailed creative briefs.
- Researched trending topics and audience insights to inform content direction and tone.
- Proofread and quality-checked outgoing content against client briefs and brand guidelines.
Skills
- Writing and editing
- Professional copywriting, creative writing, technical writing, developmental editing, proofreading, style guide adherence.
- AI training and annotation
- Prompt writing, AI output evaluation, response ranking and rating, rubric-based scoring, RLHF-style feedback, content labelling and annotation.
- Research
- Long-form and editorial writing, in-depth research and fact-checking, SEO writing, audience-focused storytelling.
- Tools and platforms
- WordPress, Webflow, Google Docs, Excel, Notion, basic HTML, remote and web-based task platforms.
- Working style
- Independent time management, precise instruction-following, deductive and critical reasoning, comfortable with tight and rolling deadlines.
Education and certification
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City of Glasgow College
Cyber Security -
Copywriting certificate
Professional development -
Responsible AI and Ethics
Professional development