Furkan Yildiz
Freelance AI Evaluator / Data Quality Analyst
Experience
Jan 2022 - Dec 2025
4 yearsFreelance AI Evaluator / Data Quality Analyst
Outlier.ai & Mindrift.ai
- Conducted AI model evaluation, annotation, and linguistic QA to ensure output quality.
- Reviewed and improved text, audio, and content datasets for large-scale AI projects.
- Followed strict guidelines and quality metrics to ensure consistency and compliance.
- Delivered feedback loops for continuous AI training and improvement.
Mar 2021 - Aug 2022
1 year 6 monthsManufacturing Engineering
John Deere GmbH & Co. KG
- Conducted process analysis in cab production, identifying bottlenecks and recommending efficiency improvements.
- Improved technical documentation processes to support production teams.
- Collaborated with cross-functional teams to analyze manufacturing flows and quality assurance data.
Jan 2020 - Dec 2025
6 yearsOperations & Administrative Manager
Small Business, Roofing Industry
- Managed full administrative and financial operations of a company with 4 employees and five-figure monthly revenue.
- Oversaw contracts, invoicing, payroll, expense tracking, and compliance with insurers and authorities.
- Coordinated employee onboarding, HR documentation, and contract management.
- Acted as main point of contact for clients, suppliers, insurers, and tax advisors, ensuring smooth communication and documentation.
- Implemented structured workflows that improved process efficiency and financial transparency.
- Provided executive support to the owner, including scheduling, procurement, and travel organization.
Jan 2019 - Dec 2020
2 yearsManufacturing Engineering
John Deere
- Designed and procured production support equipment and assembly vehicles, followed by commissioning and operational handover.
- Created and updated work and operating instructions to ensure smooth production processes.
- Developed fixtures and tooling components using 3D design (PTC Creo) and additive manufacturing (3D printing).
- Prepared plant layout visualizations considering process requirements and capacity planning.
- Identified and corrected planning errors in tractor cab assembly, improving production accuracy.
- Led the “Future Seat Frame Provision Concept” project: developed and presented a new methodology for seat frame provisioning in tractor cabins, applying morphological analysis and user-centric evaluations.
Requirements Engineer (Working Student)
Xtronic GmbH
- Worked on requirements analysis, clustering, and documentation for automotive projects.
- Supported team in implementing structured requirement management processes.
- Ensured clear documentation and communication across stakeholders.
Summary
Professional with a background in Mechanical Engineering and a Master’s in Engineering & Management. Experienced in requirements engineering, process optimization, technical documentation, and AI model evaluation. Skilled at streamlining workflows, managing stakeholder communication, and supporting executive decision-making through data-driven insights. Open to roles in operations, administrative coordination, or AI-driven process improvement, where I can combine technical expertise with organizational strengths.
Skills
- Administration & Business: Accounting, Contract Management, Payroll, Hr Onboarding, Stakeholder Communication
- Engineering & Process: Requirements Engineering, Process Optimization, Manufacturing Systems, Technical Documentation
- Ai & Data Work: Prompt Engineering, Llm Evaluation, Linguistic Qa, Analytical Research
- Tools: Jira, Polarion, Confluence, Doors, Ms Office, Sql, Python (Basic)
Languages
German
NativeTurkish
NativeEnglish
AdvancedEducation
Sep 2023 - Sep 2025
Hochschule Mannheim
M.Sc. · Engineering and Management · Mannheim, Germany
Mar 2018 - Aug 2022
Hochschule Mannheim
B.Sc. · Mechanical Engineering · Mannheim, Germany
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