Bridging data science, generative AI, and strategic risk management.
Hello, I'm Doğan Koç. I completed my M.Sc. in Digital Business Management at Pforzheim University, Germany (Grade: 1.4) and graduated with Magna Cum Laude honors (Rank 5) from Bilkent University. Through my thesis work on the Narrative Inconsistency Index (NII) powered by Gemini 2.5 and deep corporate analytics experience, I build intelligent tools that illuminate risks and unlock measurable growth.
ACADEMIC & PROFESSIONAL ECOSYSTEM
The Narrative Inconsistency Index (NII)
Measuring the 'Optimism Gap' Between MD&A and Risk Factors in Strategic Disclosures of US Tech Firms Using Generative AI to Predict Stock Price Crash Risk
How do corporate executives hide negative information behind optimistic rhetoric? This research leverages Google Gemini 2.5 LLMs across 167 mandatory SEC 10-K filings (2016–2023) of 25 tech titans to quantify linguistic divergence and forecast stock crash risk (NCSKEW).
What I Bring to the Table
Supply Chain Risk Management
Driving operational risk analysis, supplier resiliency, and vulnerability pre-emption across global automotive manufacturing and procurement networks.
View ExperienceGenAI & Digital Strategy
Digitalizing business strategy and enterprise operations using Generative AI (LLMs) and semantic architectures to enhance strategic decision-making.
Thesis & ResearchCompliance Risk & Data Analytics
Leveraging empirical data analysis to audit corporate disclosure consistency, regulatory compliance risk, and narrative transparency in corporate reporting.
Explore FrameworkSustainability Strategy & ESG Risk
Managing sustainability risk, ESG regulatory compliance, and responsible supply chain frameworks aligned with sustainable enterprise transformation.
View Focus Areas