Tables or Sankey Diagrams? Investigating User Interaction with Different Representations of Simulation Parameters
Paper in proceeding, 2026

Understanding complex parameter dependencies is critical for effective configuration and maintenance of software systems across diverse domains-from Computer-Aided Engineering (CAE) and enterprise resource planning to cloud infrastructure and database management systems. However, legacy tabular interfaces create a major bottleneck: engineers cannot easily comprehend how parameters relate across the system, leading to inefficient workflows, costly configuration errors, and reduced system trust-a fundamental program comprehension challenge in configuration-intensive software. This research evaluates whether interactive Sankey diagrams can improve comprehension of parameter dependencies compared to traditional spreadsheet interfaces. We employed a heuristic evaluation using the PURE method with three expert evaluators (UX design, simulation, and software development specialists) to compare a Sankey-based prototype to traditional tabular representations for core engineering tasks. Our key contribution demonstrates that flow-based parameter visualizations significantly reduce cognitive load (51% lower PURE scores) and interaction complexity (56% fewer steps) compared to traditional tables, while making parameter dependencies immediately visible rather than requiring mental reconstruction. By explicitly visualizing parameter relationships, Sankey diagrams address a core software visualization challenge: helping users comprehend complex system configurations without requiring deep tool-specific knowledge. While demonstrated through CAE software, this research contributes to program comprehension and software visualization by showing that dependency-aware visualizations can significantly improve understanding of configuration-intensive systems. The findings have implications for any software domain where comprehending complex parameter relationships is essential for effective system use, maintenance, and evolution-from database tuning interfaces to build configuration tools and enterprise system management.

Tabular Interfaces

Sankey Diagrams

Parameter Visualization and Manipulation

Configuration Management

UX

Author

Choro Ulan Uulu

Siemens

Eindhoven University of Technology

Mikhail Kulyabin

Siemens

Katharina M. Zeiner

Siemens

Jan Joosten

Siemens

Nuno Miguel Martins Pacheco

Siemens

Filippos Petridis

Siemens

Rebecca Johnson

Siemens

Jan Bosch

University of Gothenburg

Eindhoven University of Technology

Chalmers, Computer Science and Engineering (Chalmers), Interaction Design and Software Engineering

Helena Holmström Olsson

Malmö university

Proceedings 2026 IEEE International Conference on Software Analysis Evolution and Reengineering Saner 2026

515-523
9798331585822 (ISBN)

33rd IEEE International Conference on Software Analysis, Evolution, and Reengineering, SANER 2026
Limassol, Cyprus,

Subject Categories (SSIF 2025)

Software Engineering

Computer Sciences

DOI

10.1109/SANER67736.2026.00062

More information

Latest update

9/28/2026