In my freelance AI Data Evaluator projects, I assess AI-generated speech for pronunciation, pacing, intonation, naturalness, and speaker similarity, documenting concise rationales. I also annotate video actions and captions, following detailed guidelines and flagging ambiguous or low-quality cases.
At RÖNESANS HOLDING, I led the Holding side of an enterprise-wide Career Architecture project with an external consulting partner and implemented a standardized job architecture covering 700+ positions. I also authored the Compensation Policy and designed a salary band framework.
At GARANTI BBVA, I developed salary increase scenarios and decision-support analyses, and supported personnel expense planning and budgeting for approximately 23,000 employees. I localized compensation initiatives from the global parent company by evaluating regulatory implications and coordinating rollout across domestic and international subsidiaries.
Earlier at GARANTI BBVA, I planned and executed risk-based audits across banking and financial services, evaluating processes including accounting, lending, HR, and regulatory compliance. At KPMG, I supported financial statement audits through substantive testing, confirmations, invoice reviews, and audit documentation.

