Bridging Analytics & Strategy

An international journey defined by academic excellence, empirical data modeling, and operational impact across automotive, fintech, and digital enterprise ecosystems.

BIOGRAPHY

Academic Distinction & Cross-Functional Leadership

I graduated Magna Cum Laude (Top 5 in Faculty, 3.68/4 GPA) from Bilkent University's Faculty of Business Administration. I went on to pursue my M.Sc. in Digital Business Management at Pforzheim University in Germany, graduating with a prestigious 1.4 high honors grade.

Throughout my academic and professional journey, I have fused analytical data architecture with strategic risk management. My work centers on automotive supply chain resiliency, corporate compliance risk, and applied Generative AI—engineering robust systems that safeguard manufacturing continuity and empower high-stakes enterprise decisions.

1.4 M.Sc. German Grade (Excellent) Pforzheim University · High Honors
Top 5 Faculty Rank · Bilkent Magna Cum Laude (3.68 GPA)
NII Index Founder & Author Narrative Inconsistency Index (GenAI)
Doğan Koç

Doğan Koç

M.Sc. Digital Business Management

Profile Snapshot

  • Name: Doğan Koç
  • Degree: M.Sc. Digital Business Management
  • Bachelor's: B.Sc. in Business Administration (Magna Cum Laude, 3.68/4)
  • Location: Germany & Turkey
  • Languages: English (Fluent), Turkish (Native), German (A2)
CAREER MILESTONES

Professional Experience

Industry & Corporate Roles

Supply Chain Supplier Resiliency Engineer

Harman International · Germany / Global
Professional

Architected data-driven frameworks to evaluate supplier reliability, mitigate operational bottlenecks, and ensure manufacturing continuity across global automotive supply chains.

  • Built and scaled 100+ automated Power BI dashboards tracking live component flows, inventory buffers, and tier-1 supplier performance.
  • Conducted proactive risk audits and performance reviews with international parts suppliers across 20+ countries to meet strict OEM standards.
  • Delivered predictive risk insights to plant logistics and procurement leadership to prevent costly assembly line shutdowns.
Power BI Python Supplier Risk Management Supply Chain Analytics

CEO Office Finance & Accounting Working Student

INFINIA · Ankara, Turkey
May 2024 – June 2024

Supported executive leadership in corporate IPO preparation, capital compliance auditing, and multi-scenario financial valuation modeling.

  • Drafted regulatory compliance reports and financial audit documentation under Capital Markets Board (SPK) standards.
  • Formulated forward-looking DCF revenue models and multi-scenario expenditure forecasts for enterprise projects.
  • Conducted valuation and risk-return assessments for target technology ventures within GSYO portfolios.
Corporate Finance DCF Modeling IPO Due Diligence Capital Markets

Futures & Options Market Analyst Intern

Gedik Yatırım Menkul Değerler A.Ş. · Istanbul, Turkey
August 2023

Analyzed equity derivatives, futures contracts, and options hedging strategies on Borsa Istanbul (VIOP) for institutional portfolio risk management.

  • Evaluated option pricing models, volatility skews, and Greeks (Delta, Gamma, Vega) for capital protection strategies.
  • Backtested quantitative momentum indicators and basis spreads on index futures to evaluate risk-reward ratios.
  • Compiled daily market intelligence briefings covering derivative open interest trends and institutional flows.
VIOP Derivatives Options Pricing Hedging Strategies Quantitative Backtesting

Project Intern - Machine Learning in Finance

HSBC · Turkey
August 2022 – September 2022

Built algorithmic Machine Learning pipelines applying consumer expenditure data to model personalized inflation protection and asset allocation.

  • Developed a Python ML pipeline (Pandas, Scikit-Learn) computing personalized inflation rates based on individual spending habits.
  • Engineered an automated asset allocation model recommending inflation-hedging instruments (FX, precious metals, deposits).
  • Processed and categorized high-dimensional customer transaction records with cross-validation for predictive reliability.
Python Machine Learning Asset Allocation FinTech Analytics

Customs and Foreign Trade Analyst Intern

Ministry of Trade · Bursa, Turkey
June 2022 – July 2022

Audited international transit declarations, customs tariff classifications, and cross-border trade documentation in Turkey's primary industrial export hub.

  • Audited international transit declarations and shipping manifests via the digital New Computerized Transit System (NCTS).
  • Verified Harmonized System (HS) tariff classifications and certificates of origin under EU Customs Union regulations.
  • Monitored regional export-import clearance duration metrics to identify logistical bottlenecks.
NCTS System Customs Auditing Trade Compliance Tariff Classification

Teaching Assistant & Academic Tutor

Bilkent University · Ankara, Turkey
May 2021 – June 2022

Selected by senior faculty professors on academic merit to mentor undergraduate students in foundational calculus and business management coursework.

  • Conducted weekly problem-solving recitations and office hours for 120+ students in Calculus and Management Science.
  • Assisted course professors with grading rubrics, assignment evaluations, and diagnostic student support.
Calculus Management Science Academic Mentorship
ACADEMIC EXCELLENCE

Education & Degrees

University Education

M.Sc. in Digital Business Management

Pforzheim University · Baden-Württemberg, Germany
Grade: 1.4 (High Honors)

Specialized in digital transformation strategy, enterprise data architectures, and predictive analytics in corporate systems.

  • Master's Thesis: Developed the Narrative Inconsistency Index (NII) using Generative AI (Gemini 2.5) to measure linguistic optimism gaps in SEC 10-K filings and predict stock price crash risk (Advisor: Prof. Dr. Mario Boßlau).
  • Completed advanced coursework in Big Data Infrastructure, Digital Enterprise Architecture, and Financial Machine Learning.
GenAI & LLMs Digital Transformation Predictive Analytics Python

Bachelor of Science in Business Administration

Bilkent University · Ankara, Turkey
GPA: 3.68 / 4.00

Graduated Magna Cum Laude (ranked 5th in Faculty) with uninterrupted comprehensive merit scholarships throughout all 8 academic semesters.

  • Rigorous quantitative focus on Corporate Finance, Econometrics, Micro/Macroeconomic Theory, and Strategic Decision Modeling.
  • Active member of Bilkent Management and Economics Club (MEC); selected as Undergraduate Teaching Assistant for Calculus.
Corporate Finance Econometrics Strategic Management Magna Cum Laude

International Business & Financial Markets (Erasmus+)

SGH Warsaw School of Economics · Warsaw, Poland
2022 – 2023

Selected for the Erasmus+ scholarship fellowship to study quantitative capital markets and European financial policy at Poland's top economics institution.

  • Completed specialized modules in Options & Futures Pricing, Portfolio Risk Management, and European Market Regulation.
  • Collaborated within international teams on currency exposure models and European Central Bank monetary policy analyses.
Quantitative Finance Derivatives Pricing European Financial Markets

High School Diploma (Honor Platoon Commander)

Kuleli Military High School · Istanbul, Turkey
2015 – 2016

Selected as Honor Platoon Commander overseeing 150 student cadets under strict operational discipline and crisis leadership.

  • Developed foundational capabilities in high-stakes decision making, team cohesion, and crisis composure.
  • Completed an intensive secondary STEM curriculum with honors in Advanced Mathematics and Physics.
Leadership Crisis Management Operational Discipline