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Thomas A.
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Thomas A.

Curriculum Developer | Data Annotator

With a background in Applied Linguistics and 5 years of educational experience, I specialise in the fine-tuning of Large Language Models (LLMs) to ensure they move beyond robotic accuracy toward genuine Emotional Intelligence (EI). My approach: Trauma-Informed & Safe: I design Safety Frameworks and "Graceful Decline" (Punt) protocols for sensitive YMYL (Your Money/Your Life) topics, ensuring users feel validated without receiving unauthorised advice. Cognitive Load Focused: I prioritize Digestibility over simple conciseness. I train models to provide structured, scannable information that reduces the learner's mental effort. The Humble Interpreter: I specialize in Contextual Disambiguation, forcing models to ask clarifying questions when user intent is "borderline" rather than hallucinating an interpretation My principles: I provide the high-fidelity signals needed for Supervised Fine-Tuning (SFT) and RLHF (Reinforcement Learning through Human Feedback), specialising in the creation of "Golden Responses" that serve as the gold standard for model behaviour. I design prompts to avoid "Slog" behaviors (tedious, low-value tasks like massive list sorting) in favor of Advanced Reasoning and Multi-source Synthesis. I also focus on moving model outputs from 'Okay' (adequate with minor flaws) to 'Amazing' (flawless, natural, and accurately following all implicit and explicit instructions).

🇬🇧Bournemouth, United Kingdom$24/hr100% JSS5.00 (4)Since Nov 2025

Earnings and projects

MRR
$151

Last 6 months ÷ 6

World#123,081 / 412k
🇬🇧Country#2,512 / 10.7k
Revenue, last 30 days
$0

Last 6 months: $908

Total earnings
$1.1k

Billed in all: $1.1k

World#384,392 / 412k
🇬🇧Country#10,082 / 10.7k
Per project
$187

$151 in the last 6 months

World#269,261 / 412k
🇬🇧Country#7,578 / 10.7k
Projects, last 6 months
6
83% fixed17% hourly
World#34,405 / 412k
🇬🇧Country#777 / 10.7k
Projects in all
6

Across 7 contracts

86% fixed14% hourly
World#250,290 / 412k
🇬🇧Country#6,828 / 10.7k

Earnings, last 30 days

$1.1kNothing earned in the last 30 daysBilled in all, before Upwork's fee · drag across the chart to see what was earned in any stretch
$1,100$1,120$1,140$1,160Oct 8Oct 23Nov 7

Skill rankings: Top 19% in British English Accent

Ranked by MRR among everyone on Upwork with the skill.

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  2. #26RLHF76 freelancers · 🇬🇧 #2Top 34%
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  4. #39Educational Style98 freelancers · 🇬🇧 #1Top 40%
  5. #72British English Accent373 freelancers · 🇬🇧 #29Top 19%
  6. #76Smooth Voice Tone300 freelancers · 🇬🇧 #6Top 25%
  7. #118Audiobook Narration474 freelancers · 🇬🇧 #12Top 25%
  8. #290Qualitative Research1,057 freelancers · 🇬🇧 #7Top 27%