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Daria DumenkoDD
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Daria Dumenko

@dariadumenko

AI operations analyst building internal QA and LLM evaluation workflows.

United States
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What I'm looking for

I’m looking to own QA and evaluation workflows for AI products—building dashboards, running A/B tests, and improving reliability with SQL, BigQuery, and LLM feedback loops.

I architect internal tools and dashboards at Duckbill AI, replacing fragmented operations with a Retool/Hex application that got 100% adoption across operational teams. I also build 20+ apps using Retool, Hex, and Airtable to raise QA data accuracy to 95%.

I run LLM evaluation and error detection using LangSmith and SQL, turning model output checks into feedback loops across B2B and B2B2C pipelines. I’ve also designed an RCA framework tied to CSAT feedback loops to guide executive process changes and lift customer satisfaction by 32%.

Before that, as Project Manager, AI Operations, I managed a QA team of 8 and supported HITL data annotation, cleaning, and QA pipelines for AI model training and testing. I led end-to-end A/B testing and experimental work with Product and GTM teams, and used Linear for sprint planning and project tracking.

Earlier, I worked as a Business Analyst at Dalton Wade Real Estate Group, building Power BI and Excel dashboards that cut executive decision-making time by 25%, and helped drive business growth with market and competitor research. I also managed $15M closing operations at a real estate group, tightening documentation controls and reducing compliance errors by 30%.

Experience

Work history, roles, and key accomplishments

DA
Current

Operations & Quality Analyst

Duckbill AI

Jan 2025 - Present (1 year 7 months)

Architected and deployed a custom internal application that replaced multiple fragmented tools, achieving 100% adoption and a 35% increase in cross-functional efficiency. Built 20+ internal apps and dashboards using Retool, Hex, and Airtable.

DA

Project Manager, AI Operations

Duckbill AI

Nov 2023 - Dec 2024 (1 year 1 month)

Managed a quality control team of 8 and oversaw a human-in-the-loop workforce, establishing data annotation and QA pipelines for AI model training. Drove end-to-end experimental projects and A/B testing programs.

DG

Business Analyst

Dalton Wade Real Estate Group

Oct 2021 - Oct 2023 (2 years)

Researched competitor offerings and market trends, achieving 12% annual growth and profitability increase from 4% to 13%. Designed interactive dashboards using Power BI and Excel to track key performance metrics.

DG

Commercial Transaction Coordinator

Dalton Wade Real Estate Group

Apr 2021 - Sep 2021 (5 months)

Managed closing operations for a $15M commercial portfolio across 50+ entities, establishing documentation controls that reduced compliance errors by 30%.

Education

Degrees, certifications, and relevant coursework

University of Florida logoUF

University of Florida

Bachelor of Science, Business Administration

Bachelor of Science in Business Administration degree from the University of Florida. Dean's List.

Tech stack

Software and tools used professionally

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