Professional experience

Product-minded builder and technical leader with experience shipping data products, APIs, web applications, cloud migrations, ML pipelines, and AI-enhanced workflows from concept to production.

Highlights

• Led migration of a legacy shared delivery platform from on-premises infrastructure to Google Cloud Platform.
• Migrated a business intelligence reporting suite from tools including Alteryx and Hadoop to a full GCP-based cloud architecture over roughly one year.
• Deployed the first machine learning model to production within the European Customer Service, Marketing, and Sales team.
• Built the first recommendation algorithm pipeline for Ford Europe’s Parts Portal and Wholesale CRM.
• Lead a 5-person team building data products, custom applications, and automation, and introduced AI-assisted development workflows and agentic automation.

Experience

Analytics Manager — OneMagnify

Jan 2022 - Present · Cologne, Germany · Hybrid

• Work as a player-coach across solution design, development, consulting, and data delivery.
• Own delivery operations, roadmap prioritization, solution architecture, stakeholder management, standards, and mentoring.
• Deliver end-to-end solutions including BigQuery/Dataform pipelines, Looker Studio dashboards, Cloud Run Functions, internal applications, APIs, web applications, and workflow automation.
• Led migration of a shared business intelligence reporting suite from legacy tools including Alteryx and Hadoop to Google Cloud Platform over roughly one year.
• Expanded the delivery offering beyond data pipelines into APIs, web applications, and reusable delivery templates.
• Defined the migration approach to maximize speed, quality, and simplicity, and helped the team adopt shared best practices.
• Introduced AI-assisted development workflows and agentic automation to improve team velocity and make AI part of day-to-day technical delivery.
• Build AI-enabled internal tools such as chatbot/AI-agent interfaces, data-ingestion UIs, and workflow automation on top of cloud data platforms and APIs.
• Build, manage, or help manage systems used by Ford Customer Service Division, Customer Experience, Global Data Insights and Analytics, and Ford Pro.
• Support an estimated scope of four Ford departments, around five business stakeholders per department, and around twenty internal users per department.

Data Scientist — OneMagnify

Apr 2020 - Dec 2021 · Cologne Bonn Region · Remote

• Developed classification models for purchase propensity and upsell targeting.
• Deployed the first machine learning model to production within the European Customer Service, Marketing, and Sales team.
• Integrated model outputs into lead management, CRM, and digital advertising workflows.
• Managed the ML lifecycle and presented methodology and value to senior stakeholders.
• Helped define intelligent customer interaction workflows to reduce friction in the customer journey.

Senior Data Analyst — OneMagnify

May 2019 - Mar 2020 · On-site

• Implemented the first recommendation algorithm pipeline for Ford Europe’s Parts Portal and Wholesale CRM.
• Developed market basket analysis to identify purchase patterns and cross-sell opportunities.
• Engineered pipelines that pushed lead segments into centralized loyalty and CRM tools.
• Replaced legacy manual reporting with automated systems that improved reliability and turnaround time.
• Partnered with business teams to align promotions, targeting, and operational execution.

Data Analyst — OneMagnify

May 2018 - Apr 2019 · Cologne Area, Germany · On-site

• Developed the Likelihood to Service model and accessories cross-sell logic.
• Ran feasibility studies and diagnostics that defined infrastructure requirements for future ML deployment.
• Built segmentation frameworks that connected analytics with business operations.
• Executed pilot projects in forecasting and behavioral analysis for future automated customer interaction workflows.

Quantitative Market Researcher — Freelance, self-employed

2014 - 2017 · Santo Domingo, Dominican Republic

• Advised agencies on appropriate methodology for client information needs.
• Designed samples and questionnaires.
• Coordinated surveying teams to meet deadlines.
• Analyzed data, created reports, and presented findings to stakeholders.
• Served agencies including Lupa RD and QualiGlobal.

Senior Market Intelligence Analyst — Claro RD

Jun 2012 - Sep 2015 · Dominican Republic

• Designed and executed quantitative market research projects for Marketing, Advertising, Product, and Customer Service departments.
• Created and supported monthly reports of marketing metrics including brand awareness and customer satisfaction.
• Worked on churn prediction, marketing mix modeling, brand equity measurement, optimal store distribution, and customer satisfaction driver analysis.
• Applied methods including conjoint analysis and logistic regression to commercial decision problems.

Market Research Analyst — Dichter & Neira Research Network

Jun 2011 - Jun 2012 · Dominican Republic

• Worked on market research delivery, analysis, and reporting.
• Gained firsthand experience with manual research operations, survey analysis, open-ended coding, and client reporting.
• Reported to Wanda Montero, later Country President of Ipsos DR & Caribbean.

Market Research Analyst — MKT Global

Jun 2010 - Nov 2010

• Early market research analyst role listed on LinkedIn; details still to be completed before use in a tailored CV.

Education

MSc Economics — University of Konstanz

2015 - 2017

Thesis: Business Cycle Asymmetries and Loss Aversion.

Postgraduate Diploma, Statistics Applied to Business — Instituto Tecnologico de Santo Domingo

2013 - 2014

Focus: statistical analysis, probability theory, statistical inference, econometrics, and time series analysis for business decision-making.

Bachelor’s Degree, Marketing — Pontificia Universidad Catolica Madre y Maestra

2007 - 2011

Skills

Technical

• Python, JavaScript/TypeScript, SQL, R
• Google Cloud Platform, BigQuery, Dataform, Cloud Run, Cloud Run Functions, Apigee, Cloud Build, Artifact Registry, Identity-Aware Proxy, Tekton, CI/CD, DevOps, Infrastructure as Code
• Docker, Terraform, Google Secret Manager, Cloud Deploy, Cloud Scheduler, Pub/Sub, Cloud Logging, Cloud Monitoring
• ML pipelines, predictive models, AI-enhanced workflows, GenAI, LLM-powered applications, RAG concepts, agentic AI, agent harnesses, decision systems
• REST APIs, API backends, web application development, ingestion UIs, chatbot/AI-agent UIs, dashboards, BI/reporting systems, data pipelines
• Angular, React, Next.js, FastAPI, Flask, Node.js, Express, Vite, Tailwind CSS, Streamlit, Dash

Data, AI, and Analytics

• Data platforms
• Decision intelligence
• Data products
• AI transformation
• Artificial intelligence
• Predictive analytics
• Business intelligence
• BI and reporting-system delivery: Looker Studio / Data Studio, dashboarding, data modeling, stakeholder-facing metrics, and adaptability to enterprise BI tools such as Power BI, Tableau, Qlik, and QuickSight
• Data analytics
• Data quality
• Performance management

Generative AI and Agents

• GenAI and LLM-powered workflow integration
• Agentic AI and AI-agent interfaces for internal business users
• RAG concepts and retrieval-based application design
• AI-assisted software delivery and development workflows
• LLM application patterns with Python, APIs, cloud deployment, and CI/CD
• Business-value framing for AI use cases, from opportunity identification to operational implementation

Product and Delivery

• Full-stack product ownership
• Architecture design
• Roadmap prioritization
• Stakeholder management
• Cross-functional team leadership
• Workflow automation
• Design thinking
• Agile methodologies

Databases and Query Platforms

• BigQuery
• PostgreSQL
• Oracle SQL Server
• Microsoft SQL Server
• Teradata

AI and Development Tools

• GitHub Copilot
• OpenCode
• Cursor
• Codex
• Claude Code
• Leading LLMs
• Vercel AI SDK
• Vercel AI SDK UI
• LangChain
• LangGraph
• OpenAI Agents SDK
• Anthropic MCP
• Ollama
• Google Stitch
• Figma

Domain

• Quantitative market research
• Customer insights
• CRM analytics
• Automotive parts / wholesale CRM analytics
• Telecom market intelligence
• Purchase propensity and upsell targeting
• Churn prediction
• Brand equity measurement
• Marketing mix modeling
• Customer satisfaction driver analysis
• Store optimization

Languages

• Spanish — Native
• English — Full professional
• German — B2