Work
Proven impact through AI and data strategy.
From Google-scale NLP systems to enterprise transformation, measurable outcomes across four engagements.
Case Studies
Enterprise transformations with measurable outcomes.
Case Studies
New Work SE / XING
Enterprise-Wide Data & AI Transformation
Head of Data Excellence to Principal, Technology Strategy. Built a 40-FTE Data Hub from zero, introduced Wardley Mapping, and established governance across engineering, product, and commercial units.
Acolad Group
Production AI, Translation LLMs & Governance
Head of Data & AI. Owns AI strategy, production AI products, the enterprise data platform, and AI governance. Shipped proprietary translation LLMs and AI quality gates delivering measurable automated savings.
Global NLP/ML Systems for Search & Ads
Engineering Manager. Scaled a multilingual NLP/ML team from 4 to 23 across three continents in 10 months, delivering pipelines across 23 languages for Search and Ads.
MMStudio
Agentic AI Systems & Innovation Lab
Founder & Principal Researcher. Built TryTheJob, a multi-agent AI job simulation platform, and authored the Multi-Dimensional Ethics Framework (MDEF) published in AI and Ethics (2025).
Frameworks
Innovative approaches that drive transformation.
Strategic Frameworks
01
Wardley Mapping + MCDA
Pioneered integration of Wardley Mapping with Multi-Criteria Decision Analysis for strategic AI deployment, enabling data-driven prioritization of technology investments.
02
Scalable Data Governance
Developed a distributed governance framework enabling teams while maintaining consistency, using Lean principles and Data Domain Mapping for scalability.
03
Agile AI Development
Created an accelerated prototyping methodology for AI products, reducing development cycles from months to days through iterative testing and rapid feedback loops.
04
Multi-Dimensional Ethics (MDEF)
Authored a comprehensive ethics framework integrating originality, cultural sensitivity, bias mitigation, transparency, and sustainability across AI pipelines.
Career Journey
Building transformative technology at scale.
Career Journey
2026-Present
Head of Data & AI
Acolad Group
Leading AI strategy, production AI products, the enterprise data platform, and AI governance for the group.
2024-Present
Founder & Principal Researcher
MMStudio
Leading an AI innovation lab focused on agentic systems, ethical AI, and inclusive technology design.
2024-2026
Principal, Technology Strategy & Research (Staff)
New Work SE / XING
Leading strategic technology planning and AI transformation for the CTO office, delivering €27M annual impact.
2022-2024
Head of Data Excellence Center (Director level)
New Work SE
Designed and implemented company-wide data strategy, building a 40-FTE Data Hub from scratch.
2019-2022
Engineering Manager
Google via Qualitest
Led the Search Language Specialists team, scaling from 4 to 23 engineers and delivering NLP systems across 23 languages.
2014-2019
Data Scientist & Project Leader
International Research Centers
Led multi-million-euro grant programmes on ML applications in ecological systems, publishing peer-reviewed movement-ecology research.
Advisory