USE THIS SKILL FIRST when user wants to create and design a dashboard, ESPECIALLY Vizro dashboards. This skill enforces a 3-step workflow (requirements, layout, visualization) that must be followed before implementation. For implementation and testing, use the dashboard-build skill after completing Steps 1-3.
Run Steps 1–3 in order; each step depends on the prior. Track progress:
Dashboard Development Progress:
- [ ] Step 1: Understand Requirements (define end user, dashboard goals, document decisions)
- [ ] Step 2: Design Layout & Interactions (wireframes, filter placement)
- [ ] Step 3: Select Visualizations (chart types, KPIs; colors only if user asked)
Interaction style: When gathering requirements or making design decisions, ask focused questions and present 2–5 numbered options so the user can choose quickly. Prefer using your client’s built-in multiple-choice or question UI to keep the interaction lightweight and clickable; if that isn’t available, use the same numbered format in plain text
Do not skip steps. Handle partial context as follows:
User has data but no requirements → Start at Step 1
User has requirements but no data → Ask for data or suggest sample data
User has wireframes → Validate Step 1 decisions, then proceed from Step 2
User has visual designs/mockups → Validate Steps 1-2 decisions, then proceed from Step 3
User asks to "just build it" → Explain value of steps, offer to streamline but not skip, ask for data or suggest sample data
For simple dashboards (single page, less than 5 charts): Steps 1-3 can be abbreviated but not skipped entirely.
Spec Files: Documenting Decisions
IMPORTANT: Each step produces a spec file in the spec/ directory to document reasoning, enable collaboration, and allow resumption in future sessions. Create the directory at project start.
spec/
Step 1: Understand Requirements
Goal: Define WHAT information is presented and WHY it matters.
Key Questions to Discuss
Users: Who are the end users of this dashboard? Per user type: What decisions do they need to make? What task/job do they need to accomplish?
Goals: What is the current problem to solve? What is the goal of this dashboard?
Data: What sources are available? What's the refresh frequency?
Structure: How many pages or views? What's the logical grouping?
Copy the template from assets/1_information_architecture.md to spec/1_information_architecture.md at the project root, fill in the placeholders, and save it BEFORE proceeding to Step 2.
Tier 1: Global Navigation
├── Multi-page sidebar (automatic in Vizro)
└── Page selection
Tier 2: Page-level Controls
└── Filters/Parameters in left collapsible sidebar
Tier 3: Component-level
├── Container-specific filters/parameters
├── Cross-filter, cross-highlight interactions
└── Export actions
Layout Strategy
Load the designing-vizro-layouts skill for grid system, component sizing, filter placement, and selector rules. Use the wireframe templates when building ASCII wireframes for user approval.
Interaction Design
Beyond standard sidebar filters, Vizro supports advanced interactions where clicking a chart or table affects other components. Load the wiring-vizro-actions skill for the 6 named interaction patterns (Hierarchical Drill-Down, Single-Page Drill-Down, Comparison Spotlight, Multi-Dimensional Slice, Select & Explore, Data Export) with wireframes, spec entries, and code.
All advanced interactions follow Source → Control → Target: a source component (Graph or AgGrid — the components that carry click-data) sets an intermediate control (Filter or Parameter, always with an explicit id), which updates data-bearing target components (Graph, AgGrid, Figure, Table).
Decision flow — match data shape + user need to a pattern:
Hierarchy where detail needs its own page? → Pattern 1 (Hierarchical Drill-Down)
Hierarchy where detail fits in a container? → Pattern 2 (Single-Page Drill-Down)
Compare one entity vs many, keep context? → Pattern 3 (Comparison Spotlight)
2+ categorical dimensions, click one cell? → Pattern 4 (Multi-Dimensional Slice)
Users need to download data? → Pattern 5 (Data Export)
Otherwise → standard filters/parameters are sufficient
When NOT to use advanced interactions: view-only / executive dashboards, simple filtering needs (sidebar dropdown covers it), fewer than ~5 groups, or when you'd end up with more than 2 interaction patterns on a single page (becomes confusing).
For each interaction, document: source component, source value (column or "x"/"y"), control id + type (Filter/Parameter), targets, visibility (visible=False for highlight patterns), and whether it crosses pages (show_in_url=True). See the wiring-vizro-actions skill for full templates.
REQUIRED OUTPUT: spec/2_interaction_ux.md
Copy the template from assets/2_interaction_ux.md to spec/2_interaction_ux.md at the project root, fill in the placeholders (including one ASCII wireframe per page), and save it BEFORE proceeding to Step 3. Delete the entire ## Interactions section if standard filters/parameters suffice.
Validation Checklist
Before proceeding to Step 3:
Layout follows Vizro constraints
Filter placement is intentional and documented
User has been presented ASCII wireframes for every page and approved them
Each entry in interactions: maps to a named pattern from wiring-vizro-actions (or the absence of interactions is intentional)
User has confirmed the interaction flow
Anti-patterns: See common_mistakes.md section "Step 2: Layout & Interaction Mistakes"
Step 3: Select Visualizations
Goal: Choose appropriate chart types and establish visual consistency.
Chart Types, Colors & KPIs
Load the selecting-vizro-charts skill for chart selection, color strategy, anti-patterns, and KPI card rules. Key design decisions:
Match chart type to data question (bar for comparison, line for trends, pie only for 2–5 slices)
Colors: Do NOT include a ## Colors section in the spec. Vizro assigns palettes automatically. Only include if the user explicitly requested custom colors in their message.
Use built-in kpi_card / kpi_card_reference; never rebuild as custom charts
REQUIRED OUTPUT: spec/3_visual_design.md
Copy the template from assets/3_visual_design.md to spec/3_visual_design.md at the project root, fill in the placeholders, and save it BEFORE proceeding to implementation (dashboard-build skill). Do not add a ## Colors section unless the user explicitly asked for custom colors — Vizro assigns palettes automatically.
Validation Checklist
Before proceeding to implementation (dashboard-build skill):
Chart types match data types (no pie charts for time series)
No anti-patterns used
Custom chart needs are identified
A ## Colors section is absent unless the user explicitly requested custom colors
Anti-patterns: See common_mistakes.md section "Step 3: Visualization Mistakes"