At Ageras, I developed BI solutions that bridged operational complexity and strategic leadership – combining deep business understanding with technical fluency to drive insight and alignment across six international markets.
This case demonstrates how I built and scaled KPI dashboards and BI tools that became embedded in day-to-day decisions, leadership strategy, and commercial success. It also shows how I combined SQL, Lightdash and stakeholder training to make business intelligence part of the daily workflow.
“Vibe utilized our data and tools to the fullest – and always with well-articulated, grounded business rationale. As the collaboration grew closer,
it was almost as having her as an extension of the data team.”
— Ilkka Peltola, VP of Data, Ageras Group
“Vibe’s dashboards revolutionized our business insight across international markets.”
— Mikkel Jensen, Director, Ageras Advisory
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Operating across six international markets, Ageras faced a growing need for centralized data visibility, real-time performance insights, and standardized success metrics.
Siloed systems blocking cross-market visibility
Inefficient reporting and lack of real-time transparency
No clear churn management or ability to track partner ROI
Missing supply-demand insights leading to bottlenecks
No structured sales performance or KPI tracking
I led the design and implementation of a scalable, cross-market KPI and BI framework – grounded in structure, automation and adoption.
The goal was to deliver actionable, real-time insight tools that supported strategic decision-making across commercial, advisory and leadership functions:
KPI Framework Development:
Created shared KPIs across six countries to track churn, partner ROI, upselling, funnel performance, customer satisfaction, and operational alignment.
Data Integration & Pipeline Structuring:
Consolidated siloed data into Snowflake, building analysis-ready models for use in visual dashboards.
Modular Dashboard Deployment:
Developed real-time dashboards in Lightdash, enabling dynamic reporting on performance, churn risk, and market trends.
Stakeholder Enablement:
Trained and supported 35+ non-technical team members across sales, ops and advisory, embedding dashboards into workflows.
Strategic Insight Delivery:
Delivered BI reporting tailored for leadership, enabling confident decision-making around resource allocation, campaign design, and partner strategy.
+25% improvement in CSAT and 15-point increase in NPS
30% optimization in supply-demand balancing, reducing bottlenecks and missed opportunities
Sustained performance through embedded dashboards, training, and KPI routines
20% reduction in churn rates through proactive behavior-based intervention tracking
20% revenue growth through data-informed upselling strategies
+18% improvement in partner ROI through targeted commercial insights
SQL Query Development (Snowflake)
Lightdash Visualization & Modular Dashboarding
KPI Logic Modeling & Business Metric Standardization
BI Reporting & Stakeholder Training
Workflow Integration for Operational Use
Data Pipeline Structuring
This case showed how business intelligence becomes most valuable when it's not just available — but adopted.
By connecting technical capability with business context, I helped move the organization from dashboard delivery to true insight enablement.
From stakeholder onboarding to metric standardization, the work became a backbone for strategic rhythm and commercial performance across markets.