
Qbuzz
Business analyst / Information analyst
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Key results:
• Developed a critical KPI that improved passenger experience and operational control.
• Led KPI workshops with directors and managers — translating strategy into clear, owned KPIs with actions.
• Rebuilt the HR capacity planning process — with dashboards that improved alignment between HR, Operations, Finance, and the Operational Director.
• Used Jira and Confluence to document logic, definitions, and responsibilities — ensuring transparency and scalability.The result: no more disconnected dashboards, but one flow of KPIs — driving strategy, action and accountability. That’s how KPI Flow™ started.
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Logius
At Logius, I improved operational efficiency across forecasting, ordering, delivery, capacity planning, and invoicing — by exposing process bottlenecks and translating them into measurable KPIs.
Key results:
• Created dashboards in Power BI with tactical and strategic KPIs — enabling data-driven decisions across process stages.
• Made reporting actionable: from static overviews to steering tools with clear ownership and aligned actions.
• Led workshops to capture business needs, define KPIs, and connect them to decision-making.
• Translated requirements into Jira backlogs: epics, user stories, and test criteria for IT delivery.
• Supported QA and business teams in validation and testing.
• Coached junior analysts and streamlined internal collaboration between business and IT.
My approach introduced a structured way of working — aligning KPI definition, dashboarding, and ownership. It reflected the early principles of what would later become KPI Flow™.

Mileway – Business Analyst
At Mileway, I transformed business questions into KPI dashboards — supporting decision-making across finance and asset operations.
Key activities:
• Translated stakeholder needs into dashboards across all levels (strategic, tactical, operational).
• Managed backlog, created user stories, and delivered MVPs each sprint.
• Documented KPI logic in Confluence and performed data profiling in SQL/Python.
• Coach and mentor fellow business analysts, streamlining processes for enhanced efficiency.
Result:
Every sprint delivered business value. This approach bridged business and BI, and laid technical and functional groundwork for KPI Flow™.

ING – Avanced Business Consultant
At ING, I led the design and rollout of global Risk, Non-Financial Risk (NFR) and Data Quality dashboards. I connected business, IT and compliance across multiple countries — standardizing KPIs, improving data quality, and aligning reporting with governance structures. These efforts reinforced the governance foundations later embedded in KPI Flow™.
Key activities:
• Defined and aligned KPIs for Risk & Control across departments and countries.
• Identified critical data elements and implemented global Data Quality dashboards in Power BI.
• Facilitated workshops with 1st and 2nd line to standardize definitions and align reporting.
• Acted as liaison between Risk, Compliance, Corporate IT, and local teams.
• Managed product backlogs and ensured continuous delivery of dashboard functionality.
Result:
One risk language across countries, improved traceability of risk metrics, and dashboards that directly supported decision-making and auditability. This approach laid the groundwork for KPI Flow™ in risk-driven environments — with clear definitions, ownership and decision cycles.

VodafoneZiggo
At VodafoneZiggo, I led GDPR-related initiatives and built data governance processes that ensured compliance and operational control. My work introduced structured ownership, decision points and risk accountability.
Key activities:
• Analyzed systems and processes to identify data access risks and integration issues.
• Designed and implemented GDPR-compliant data access and test data policies.
• Created alignment between legal, compliance, IT and operations through clear governance flows.
• Facilitated stakeholder sessions to define roles, data responsibilities, and escalation paths.
• Delivered process documentation and supported audits with traceable logic and ownership.

APMT – Business Consultant/ BA / delegate Product Owner
At APM Terminals, I acted as business lead and delegated product owner, driving KPI-based steering within a global logistics context. I strengthened the connection between business priorities and IT delivery — and sharpened the translation from strategy to measurable performance. This was a critical step in the evolution toward KPI Flow™.
Key activities:
• Defined strategic KPIs and linked them to operational processes and dashboarding.
• Translated business needs into epics, user stories and test cases — and managed prioritization.
• Bridged the gap between business and IT — ensuring alignment and delivery of BI solutions with impact.
• Identified process improvement opportunities and embedded them into backlog refinement.
• Supported stakeholders during acceptance testing and decision-making based on KPI insights.
• Cultivated and maintained strong relationships with stakeholders across all organizational levels.
Result:
More focus, faster delivery, and measurable performance improvements across departments. This approach introduced early KPI Flow™ principles — translating strategy into KPIs, actions and ownership, embedded in agile execution.

ABNAMRO – Business consultant / analyst
Activities include:
• Work with Bwise GRC
• Advice the business team on their BI architecture / solution
• Recommend business on BI functionalities
• Recommend business on process improvement
• Develop GRC global reporting strategy via Business Objects – Webi
• Roll out reporting concept globally via Business Objects – Webi
• Recommend improvement on BO universe, reporting and GRC setup
• Gather and define KPI’s on the GRC process
• Build reports and dashboards based on the defined KPI’s
• Act as sparring partner for the IT manager regarding BI architecture
• Setup workshops, demo’s and requirements gathering

Rabobank – Business Analyst
Activities
• Facilitated workshops to define relevant KPIs and detailed reporting requirements with business stakeholders.
• Conducted requirement-gathering sessions and clarified definitions through collaborative workshops.
• Challenged and validated business requirements to ensure accuracy and effectiveness.
• Authored comprehensive functional requirements and detailed functional design documents.
• Collaborated closely with IT teams (both onsite and offshore) to ensure effective solution delivery.
• Took accountability for comprehensive testing—including creating test plans, scripts, and documenting results across regression, system, and user acceptance testing phases.
• Analyzed existing business processes, identified improvement opportunities, and provided actionable recommendations.
• Reviewed and analyzed reports, data flows, and data sources to ensure data accuracy and quality.
• Acted as Scrum Master, facilitating agile processes and team collaboration.

Ministerie van Defensie – BI project manager
As a teamlead for Speer I was responsible for implementing business intelligence solutions on all R3 modules, which are part based on BW and part IP (integrated planning).
Responsibilities were:
• Advicing on BI strategy
• Defining the correct measurements and KPI’s
• Set up meetings with defense team leads regarding BI solutions
• Supervising the onsite team (9 teammembers), BW en IP
• Supervising the offshore team in India (6 teammembers) BW
• Assisting in setting guidelines for BI architecture
• Setup projectplan for the onsite and the offshore team
• Setup the blueprint, functional design and technical design for BI.
• Designing and customizing the BW dataflows (dataflow, authorisaties, process chains, queries, wad, portal_
• Setup web portal (functionall)
• Setting up knowledge mangement and updating it
• Give traning to teammembers
• Full life cycle