The DataFlow Company
The DataFlow Company

Clarity engineered.Complexity resolved.

Built for clarity in a world of complexity. We partner with organizations to untangle data, align decisions, and build systems that last.

Trusted by teams in industry and research

Refactor
DATEV
Retina
Carnegie Mellon
Yale
University of Groningen
Washington State
New York University
University of Michigan
Refactor
DATEV
Retina
Carnegie Mellon
Yale
University of Groningen
Washington State
New York University
University of Michigan

Inside The DataFlow Company

Recent work, research, and collaborations we're excited about.

Lisa Koch

Welcome, Lisa!

We're happy to announce that Lisa is joining the team and strengthening how we work together.

Dashboard

Feature-based Time Series Clustering

In a recent publication, we propose feature-based time series clustering as a flexible, transparent, and well-grounded approach that clusters human time series directly based on meaningful and relevant dynamic measures, using common clustering algorithms.

Our pillars

Applied clarity, built to last.

Consulting

Hands-on partnership to untangle complexity and guide high-stakes decisions.

  • Align teams around shared facts and priorities
  • Design decision-ready systems with clear ownership
  • Support implementation from first concept to real-world use

Solutions

Decision-ready systems, built to operate at scale.

  • Proven pipelines refined across real client work
  • Automated and human-in-the-loop systems for complex domains
  • Clear, auditable outputs that support real decisions

Research

Applied research bridging theory and practice.

  • Method development and empirical evaluation
  • Transparent validation of models and systems
  • Academic collaboration and public research projects

Focus areas

Where we bring engineered clarity to complex work.

Decision Systems

Decision Systems

Supporting high-stakes decisions with evidence, structure, and accountability.

We help organizations align data, people, and responsibility so decisions can be made and defended with confidence.

From signals to decisionsClear ownership and responsibilitySafety by design
Behavioral Systems

Behavioral Systems

Understanding behavior at scale to inform better decisions.

We analyze feedback, interaction data, and social signals, combining applied analytics with academic rigor from social psychology.

Feedback and perception analysisBehavioral data at scaleEvidence-based interpretation and interventions
Healthcare & Life Sciences

Healthcare & Life Sciences

Clinical-grade systems built for accuracy, traceability, and trust.

We design automated pipelines and decision support systems for real clinical workflows, where correctness and auditability matter.

Clinical data pipelinesStandardization & classificationRegulatory-ready workflows
Environment & Sustainability

Environment & Sustainability

Data foundations for evidence-based environmental planning and assessment.

We build robust data pipelines and analysis workflows for environmental planning, monitoring, and regulatory contexts.

Environmental data pipelines for planning & reportingMonitoring, modeling, and scenario analysisApplied research in toxicology and environmental systems