Dashboard Design × Generative AI
Research Study on Human-AI Collaboration in Visual Analytics Dashboard Creation
Investigating what literacy is still needed to create effective Visual Analytics tools and dashboards, and what can be delegated to Generative AI during the development process.
AI-Assisted Development
Collaborate with Claude Sonnet 4 to create visualizations. Experience real-time AI assistance in dashboard creation while maintaining control over design decisions.
Dashboard Design Patterns
Access comprehensive patterns from dashboard design research. Leverage established best practices and proven design solutions for effective visualization creation.
Curated Datasets
Work with well-known VIS community datasets including Titanic, Cars, Wine, and Iris. Focus on dashboard creation rather than data preparation.
Expert Study Interface
Purpose-built environment for studying human-AI collaboration. Track interactions, decision points, and collaboration patterns during the design process.
Research Objectives
1. Identify Essential Human Expertise
Determine what visualization literacy and domain knowledge cannot be effectively delegated to AI systems.
2. Map AI Collaboration Points
Understand optimal moments for human-AI handoffs during dashboard development processes.
3. Establish Guidelines
Create evidence-based recommendations for when to leverage AI capabilities versus human expertise.
4. Evaluate Collaboration Patterns
Study how experts naturally interact with AI tools during visualization tasks and decision-making.
Study Methodology
Platform Features
- Chat-like AI interface for requirements gathering
- Real-time pattern recommendations
- Support for any visualization library
- "Vibe coding" with direct code intervention
- State management and session tracking
Data Collection
- Expert interaction logging
- Decision point documentation
- AI-human handoff tracking
- Pattern usage analysis
- Code modification patterns
Participate in the Study
Help advance our understanding of human-AI collaboration in visualization design. Experience the future of dashboard creation while contributing to research.
Begin Study Session