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I
Illia

Illia

15Y+ Cross-Domain Expertise | Precision-Focused | Master's in Law | Trilingual

Ukraine flagKyiv, Ukraine

Key Skills

Software

ClickworkerClickworker
CVATCVAT
OneFormaOneForma

Top Subject Matter

AI/LLM Evaluation and Reliability Testing (Hallucinations, Bias, Consistency, Reasoning Frameworks)
Financial & Cryptocurrency Data Annotation and Analysis (Trading, Indicators, On-Chain Metrics, DeFi)
SEO Content QA & Digital Marketing (Fact-Checking, Guideline Compliance, Ad Creation, Performance Analysis)

Top Data Types

TextText
ImageImage
AudioAudio
VideoVideo
DocumentDocument

Top Task Types

ClassificationClassification
Bounding BoxBounding Box
Object DetectionObject Detection
PolygonPolygon
Point/Key PointPoint/Key Point
CuboidCuboid
TranscriptionTranscription
SegmentationSegmentation
Entity (NER) ClassificationEntity (NER) Classification
PolylinePolyline
RLHFRLHF
Evaluation/RatingEvaluation/Rating
Text SummarizationText Summarization
Fine-tuningFine-tuning
Data CollectionData Collection
Function CallingFunction Calling

Freelancer Overview

15+ years of hands-on experience in writing, editing, evaluation and quality assurance of various data across financial, crypto, SEO, marketing, and legal domains. These processes include classification and categorization, rule-based workflows and guideline adherence, fact-checking and research. Trilingual (English/Ukrainian/Russian) with daily communication and translation experience across technical, financial, and other materials. Daily testing of major proprietary and open-source LLMs/GenAI tools for 2 years with constant handling of hallucinations, biases, errors, and non-relevant outputs. Using ethical judgment, an analytical mindset, and domain-specific expertise gained from a diverse professional background. Engineering prompts as reasoning frameworks with in-context learning and sequential analysis for trading data, research, and complex tasks. Utilizing multiple LLMs as separate agents to cross-validate and refine responses.

Labeling Experience

LLM Visual Reasoning Evaluation - Charts & Indicators

ImageImageEvaluation/RatingEvaluation/Rating

Worked with visual data interpretation using AI. I routinely fed trading candlestick charts into LLMs to evaluate how well the models could read graphical patterns, interpret technical indicators, and output structured reasoning based on visual inputs.

2025 - Present

LLM Output Evaluation & Logic Verification

TextTextEvaluation/RatingEvaluation/Rating

Leveraged different LLMs almost daily for past 2 years during my trading and educational workflows. I designed complex system prompts with assigned roles and strict rules for intricate tasks like searching for market inefficiencies and tabulated trading data analysis. Used AI to break down the mathematical logic of various complex trading indicators evaluating the models` ability to explain math and logic without making things up. Applied a self-consistency approach by generating several outputs for the same query across different models to find the most accurate and unbiased result.

2024 - Present

Crypto Blockchains Data Collection and Annotation | Repetitive Task Execution

OtherTextTextData CollectionData Collection

Completed highly specific, structured tasks across 30+ crypto projects and early-stage blockchain testnets. It was a repetitive, rule-based execution process similar to crowdsourced labeling workflows. Also involved tracking and categorizing raw on-chain metrics using dedicated screeners and tools to sort data into actionable categories.

2023 - 2024

Ad Creative Evaluation & Performance Classification

ImageImageEvaluation/RatingEvaluation/Rating

Evaluated and categorized over 1,000 ad creatives across various traffic networks. This involved constant comparative ranking (A/B testing) to see which text and image combinations hit the target metrics. I had to maintain structured Black/White lists, filter out low-quality traffic sources, and categorize campaigns based on performance data.

2019 - 2022

Human-in-the-Loop Content Review & Classification

TextTextEvaluation/RatingEvaluation/Rating

Managed a team of writers and essentially ran a human-in-the-loop QA procedure. Processed a multitude of articles, product descriptions, tutorials, and reviews across different topics. I had to categorize human-written content, check against strict SEO guidelines, verify facts, and identify logical errors. It was a high-volume structured evaluation workflow where I acted as the final filter to ensure text outputs matched the initial brief. I also classified and categorized a large volume of texts for future publication on clients` sites.

2014 - 2016

Education

K

Kyiv University of Law of the National Academy of Sciences of Ukraine

Specialist (Master`s) degree in Business Law, Legal Support of Business

Specialist (Master`s) degree in Business Law
2005 - 2010
L

London School of English, Kyiv Branch

Certificate in English Language Studies, English Language

Certificate in English Language Studies
2008 - 2009

Work History

S

Self-Employed

AI Prompt Engineer & LLM Tester

Kyiv
2024 - Present
S

Self-Employed

Trader & Market Analyst

Kyiv
2024 - Present