flowchart TD A[Enterprise UI Requirements] --> B[Corporate Identity] A --> C[Accessibility Standards] A --> D[Performance Optimization] A --> E[Multi-Device Support] A --> F[Regulatory Compliance] B --> B1[Brand consistency] B --> B2[Color scheme compliance] B --> B3[Typography standards] B --> B4[Logo and imagery guidelines] C --> C1[WCAG 2.1 AA compliance] C --> C2[Keyboard navigation] C --> C3[Screen reader compatibility] C --> C4[Color contrast ratios] D --> D1[Optimized CSS delivery] D --> D2[Minimal render blocking] D --> D3[Efficient component loading] D --> D4[Performance budgets] E --> E1[Mobile-first responsive design] E --> E2[Touch-friendly interactions] E --> E3[Cross-browser compatibility] E --> E4[Device-specific optimizations] F --> F1[Documentation requirements] F --> F2[Audit trail support] F --> F3[Validation evidence] F --> F4[Change control procedures] style A fill:#e8f5e8 style B fill:#e3f2fd style C fill:#fff3e0 style D fill:#f3e5f5 style E fill:#fce4ec style F fill:#ffebee
Key Takeaways
- Enterprise Design Systems: Implement professional Bootstrap 5 themes with corporate branding, consistent typography, and standardized color schemes for institutional credibility
- Accessibility Compliance: Master WCAG 2.1 standards including keyboard navigation, screen reader compatibility, and color contrast requirements for inclusive enterprise applications
- Responsive Architecture: Create mobile-first designs that adapt seamlessly across devices, ensuring executive access on tablets and smartphones for critical decision-making
- Advanced bslib Integration: Leverage sophisticated theming capabilities including custom CSS variables, dynamic theme switching, and component-level customization for professional interfaces
- Performance Optimization: Implement efficient CSS architecture, optimized loading strategies, and enterprise-grade user experience patterns for production deployment
Introduction
Professional UI/UX design distinguishes enterprise applications from prototypes by creating interfaces that inspire confidence, ensure accessibility, and maintain corporate brand standards. For biostatistics and clinical research applications, sophisticated design directly impacts user adoption, regulatory acceptance, and organizational credibility in high-stakes decision-making environments.
This tutorial transforms our Golem-structured t-test application into a enterprise-grade interface using Bootstrap 5, advanced bslib theming, and professional design systems. You’ll learn to implement corporate branding, ensure accessibility compliance, create responsive layouts, and optimize user experience for stakeholders ranging from research scientists to regulatory reviewers.
Unlike basic styling that focuses on visual appeal, enterprise UI design addresses comprehensive user experience requirements including accessibility standards, performance optimization, multi-device compatibility, and regulatory compliance documentation. These skills are essential for statistical applications deployed in pharmaceutical, healthcare, and regulated research environments.
Enterprise Design Principles
Understanding Corporate Design Requirements
Enterprise applications must balance functional excellence with professional presentation that meets organizational standards:
Critical Design Principles for Enterprise Applications:
Professional Credibility:
Enterprise interfaces must inspire confidence through consistent branding, professional typography, appropriate color schemes, and polished visual hierarchy that reflects organizational standards and expertise.
Accessibility Excellence:
Compliance with WCAG 2.1 AA standards ensures inclusive access for users with disabilities while meeting legal requirements for government and regulated industry applications.
Performance Standards:
Fast loading times, smooth interactions, and optimized resource usage support productivity and user satisfaction in time-critical business environments.
Responsive Flexibility:
Multi-device support enables access across desktop workstations, tablets, and smartphones, accommodating diverse user contexts and executive mobile access requirements.
Bootstrap 5 Enterprise Advantages
Bootstrap 5 provides the foundation for professional enterprise interfaces with significant advantages over previous versions:
Modern CSS Architecture:
- CSS custom properties support for dynamic theming
- Utility-first classes for rapid development
- Improved flexbox and grid systems for complex layouts
- Enhanced component library with professional variants
Enhanced Accessibility:
- Built-in ARIA attributes and semantic markup
- Improved keyboard navigation patterns
- Better screen reader compatibility
- Color contrast optimizations
Performance Optimization:
- Smaller file sizes through modular architecture
- Improved CSS compilation and optimization
- Reduced JavaScript dependencies
- Better caching strategies
Enterprise Integration:
- Sass variables for corporate theming
- Component customization capabilities
- Professional color palettes and typography scales
- Integration with design systems and style guides
Advanced bslib Implementation
Corporate Theme Development
Create sophisticated corporate themes using bslib’s advanced theming capabilities:
# File: R/theme_enterprise.R
#' Enterprise Bootstrap Theme Configuration
#'
#' @description Create professional Bootstrap 5 themes for enterprise
#' applications with corporate branding, accessibility compliance,
#' and performance optimization.
#'
#' @param primary_color character. Primary brand color (hex code)
#' @param secondary_color character. Secondary brand color (hex code)
#' @param corporate_font character. Corporate font family name
#' @param theme_variant character. Theme variant (light, dark, auto)
#'
#' @return bslib theme object configured for enterprise use
#'
#' @export
#' @examples
#' \dontrun{
#' theme <- create_enterprise_theme(
#' primary_color = "#0054AD",
#' secondary_color = "#6C757D",
#' corporate_font = "Arial, sans-serif"
#' )
#' }
<- function(primary_color = "#0054AD",
create_enterprise_theme secondary_color = "#6C757D",
corporate_font = "system-ui, -apple-system, sans-serif",
theme_variant = "light") {
# Corporate color palette
<- generate_corporate_palette(primary_color, secondary_color)
enterprise_colors
# Professional typography scale
<- configure_enterprise_typography(corporate_font)
typography_config
# Create base theme
<- bs_theme(
theme version = 5,
# Color system
primary = enterprise_colors$primary,
secondary = enterprise_colors$secondary,
success = enterprise_colors$success,
info = enterprise_colors$info,
warning = enterprise_colors$warning,
danger = enterprise_colors$danger,
light = enterprise_colors$light,
dark = enterprise_colors$dark,
# Typography
base_font = typography_config$base_font,
heading_font = typography_config$heading_font,
code_font = typography_config$code_font,
font_scale = typography_config$scale,
# Layout and spacing
border_radius = "0.375rem",
border_width = "1px",
# Professional spacing scale
spacer = "1rem",
# Enterprise-specific customizations
"navbar-brand-font-size" = "1.25rem",
"navbar-brand-font-weight" = "600",
"card-border-radius" = "0.5rem",
"card-box-shadow" = "0 0.125rem 0.25rem rgba(0, 0, 0, 0.075)",
"btn-border-radius" = "0.375rem",
"input-border-radius" = "0.375rem"
)
# Add enterprise-specific CSS customizations
<- bs_add_rules(theme, enterprise_css_rules())
theme
# Add accessibility enhancements
<- add_accessibility_enhancements(theme)
theme
# Add corporate branding elements
<- add_corporate_branding(theme)
theme
return(theme)
}
#' Generate Corporate Color Palette
#'
#' @description Create comprehensive color palette from primary corporate colors
#' with proper contrast ratios and accessibility compliance.
#'
#' @param primary_color character. Primary brand color
#' @param secondary_color character. Secondary brand color
#'
#' @return list of color specifications for enterprise theme
#'
#' @export
<- function(primary_color, secondary_color) {
generate_corporate_palette
# Validate color inputs
validate_color_accessibility(primary_color)
validate_color_accessibility(secondary_color)
# Generate semantic color variants
list(
primary = primary_color,
secondary = secondary_color,
success = "#198754", # WCAG AA compliant green
info = "#0dcaf0", # Professional cyan
warning = "#ffc107", # Accessible yellow
danger = "#dc3545", # Professional red
light = "#f8f9fa", # Neutral light
dark = "#212529", # Professional dark
# Extended palette for enterprise use
primary_light = lighten_color(primary_color, 0.1),
primary_dark = darken_color(primary_color, 0.1),
background = "#ffffff",
surface = "#f8f9fa",
border = "#dee2e6",
text_primary = "#212529",
text_secondary = "#6c757d",
text_muted = "#adb5bd"
)
}
#' Configure Enterprise Typography
#'
#' @description Set up professional typography system with appropriate
#' font stacks, sizing, and accessibility considerations.
#'
#' @param corporate_font character. Primary corporate font specification
#'
#' @return list of typography configurations
#'
#' @export
<- function(corporate_font) {
configure_enterprise_typography
# Professional font stacks with fallbacks
<- paste0(
base_font_stack
corporate_font, ", system-ui, -apple-system, 'Segoe UI', Roboto, sans-serif"
)
<- paste0(
heading_font_stack
corporate_font,", system-ui, -apple-system, 'Segoe UI', Roboto, sans-serif"
)
<- "'SFMono-Regular', Consolas, 'Liberation Mono', Menlo, monospace"
code_font_stack
list(
base_font = sass::font_google("Inter", wght = c(300, 400, 500, 600, 700)),
heading_font = sass::font_google("Inter", wght = c(500, 600, 700)),
code_font = code_font_stack,
scale = 1.1 # Slightly larger for better readability
) }
Component Customization
Create sophisticated component variants for enterprise applications:
# File: R/components_enterprise.R
#' Enterprise Card Component
#'
#' @description Professional card component with enterprise styling,
#' proper semantic markup, and accessibility features.
#'
#' @param title character. Card title
#' @param ... UI elements for card body
#' @param status character. Status variant (primary, secondary, success, etc.)
#' @param collapsible logical. Whether card can be collapsed
#' @param tools list. Additional card tools (buttons, menus, etc.)
#'
#' @return HTML card component with enterprise styling
#'
#' @export
<- function(title = NULL, ..., status = NULL,
enterprise_card collapsible = FALSE, tools = NULL) {
# Generate unique ID for accessibility
<- paste0("enterprise-card-", sample.int(10000, 1))
card_id
# Build card header
<- NULL
header_content if (!is.null(title) || !is.null(tools)) {
<- div(
header_content class = "card-header enterprise-card-header",
div(
class = "d-flex justify-content-between align-items-center",
if (!is.null(title)) {
h5(class = "card-title mb-0", title)
},if (!is.null(tools)) {
div(class = "card-tools", tools)
}
)
)
}
# Build card body
<- div(
body_content class = "card-body enterprise-card-body",
id = if (collapsible) paste0(card_id, "-body"),
...
)
# Add collapse functionality if requested
if (collapsible) {
<- div(
body_content class = "collapse show",
id = paste0(card_id, "-collapse"),
body_content
)
}
# Combine card elements
<- paste(
card_class "card enterprise-card",
if (!is.null(status)) paste0("border-", status),
if (collapsible) "collapsible-card"
)
div(
class = card_class,
id = card_id,
role = "region",
`aria-labelledby` = if (!is.null(title)) paste0(card_id, "-title"),
header_content,
body_content
)
}
#' Enterprise Action Button
#'
#' @description Professional action button with enterprise styling,
#' loading states, and accessibility features.
#'
#' @param inputId character. Input identifier
#' @param label character. Button label
#' @param variant character. Button variant (primary, secondary, etc.)
#' @param size character. Button size (sm, md, lg)
#' @param disabled logical. Whether button is disabled
#' @param loading logical. Whether to show loading state
#' @param icon character. Optional icon class
#'
#' @return HTML button element with enterprise styling
#'
#' @export
<- function(inputId, label, variant = "primary",
enterprise_action_button size = "md", disabled = FALSE,
loading = FALSE, icon = NULL) {
# Build button classes
<- paste(
btn_class "btn",
paste0("btn-", variant),
if (size != "md") paste0("btn-", size),
"enterprise-action-btn"
)
# Build button content
<- list()
button_content
if (loading) {
<- append(button_content, list(
button_content span(class = "spinner-border spinner-border-sm me-2",
role = "status", `aria-hidden` = "true"),
span(class = "visually-hidden", "Loading...")
))else if (!is.null(icon)) {
} <- append(button_content, list(
button_content $i(class = paste(icon, "me-2"))
tags
))
}
<- append(button_content, list(label))
button_content
# Create button element
$button(
tagsid = inputId,
type = "button",
class = btn_class,
disabled = if (disabled || loading) NA else NULL,
`aria-busy` = if (loading) "true" else "false",
onclick = if (!disabled && !loading)
sprintf("Shiny.setInputValue('%s', Math.random())", inputId),
button_content
)
}
#' Enterprise Status Badge
#'
#' @description Professional status indicators with semantic colors
#' and accessibility features.
#'
#' @param text character. Badge text
#' @param status character. Status type (success, warning, danger, info)
#' @param size character. Badge size (sm, md, lg)
#' @param dismissible logical. Whether badge can be dismissed
#'
#' @return HTML badge element with enterprise styling
#'
#' @export
<- function(text, status = "secondary",
enterprise_status_badge size = "md", dismissible = FALSE) {
<- paste(
badge_class "badge",
paste0("bg-", status),
if (size != "md") paste0("badge-", size),
"enterprise-status-badge"
)
<- list(text)
badge_content
if (dismissible) {
<- append(badge_content, list(
badge_content $button(
tagstype = "button",
class = "btn-close btn-close-white ms-2",
`aria-label` = "Close",
onclick = "this.parentElement.remove()"
)
))<- paste(badge_class, "d-inline-flex align-items-center")
badge_class
}
span(
class = badge_class,
role = "status",
`aria-live` = "polite",
badge_content
) }
Advanced Layout Systems
Implement sophisticated layout patterns for enterprise applications:
# File: R/layouts_enterprise.R
#' Enterprise Dashboard Layout
#'
#' @description Professional dashboard layout with navigation, sidebar,
#' and content areas optimized for statistical applications.
#'
#' @param title character. Application title
#' @param sidebar UI. Sidebar content
#' @param ... UI. Main content areas
#' @param theme bslib theme object
#' @param navigation list. Navigation items
#' @param footer UI. Footer content
#'
#' @return Complete dashboard layout
#'
#' @export
<- function(title, sidebar = NULL, ...,
enterprise_dashboard_layout theme = NULL, navigation = NULL,
footer = NULL) {
# Apply enterprise theme
if (is.null(theme)) {
<- create_enterprise_theme()
theme
}
# Create navigation bar
<- create_enterprise_navbar(title, navigation)
navbar
# Build main layout
<- div(
main_content class = "container-fluid enterprise-main-content",
div(
class = "row h-100",
if (!is.null(sidebar)) {
div(
class = "col-md-3 col-lg-2 enterprise-sidebar",
role = "complementary",
`aria-label` = "Application controls",
sidebar
)
},div(
class = if (!is.null(sidebar)) "col-md-9 col-lg-10" else "col-12",
class = "enterprise-content-area",
role = "main",
`aria-label` = "Main content",
...
)
)
)
# Create complete page
page(
theme = theme,
title = title,
lang = "en",
navbar,
main_content,if (!is.null(footer)) footer,
# Add enterprise CSS and JavaScript
includeCSS(app_sys("app", "www", "enterprise.css")),
includeScript(app_sys("app", "www", "enterprise.js")),
# Add accessibility enhancements
$script(src = "accessibility-enhancements.js"),
tags
# Performance optimizations
$meta(name = "viewport", content = "width=device-width, initial-scale=1"),
tags$meta(name = "theme-color", content = "#0054AD")
tags
)
}
#' Create Enterprise Navigation Bar
#'
#' @description Professional navigation bar with branding, user menu,
#' and accessibility features.
#'
#' @param title character. Application title
#' @param navigation list. Navigation menu items
#'
#' @return Bootstrap navbar component
#'
#' @export
<- function(title, navigation = NULL) {
create_enterprise_navbar
navbar(
title = div(
class = "d-flex align-items-center",
img(
src = "logo-enterprise.png",
alt = "Company Logo",
class = "navbar-brand-logo me-2",
height = "32"
),span(class = "navbar-brand-text", title)
),
position = "fixed-top",
bg = "primary",
inverse = TRUE,
# Navigation items
nav_menu(
title = "Analysis",
nav_item(
$a(
tagsclass = "nav-link",
href = "#",
`aria-current` = "page",
"t-Test Analysis"
)
),nav_item(
$a(
tagsclass = "nav-link",
href = "#",
"ANOVA"
)
),nav_item(
$a(
tagsclass = "nav-link",
href = "#",
"Regression"
)
)
),
nav_menu(
title = "Tools",
nav_item(
$a(
tagsclass = "nav-link",
href = "#",
"Data Import"
)
),nav_item(
$a(
tagsclass = "nav-link",
href = "#",
"Export Reports"
)
)
),
nav_menu(
title = "Help",
nav_item(
$a(
tagsclass = "nav-link",
href = "#",
"Documentation"
)
),nav_item(
$a(
tagsclass = "nav-link",
href = "#",
"Support"
)
)
),
# User menu
nav_spacer(),
nav_menu(
title = icon("user-circle"),
align = "right",
nav_item(
$a(
tagsclass = "nav-link",
href = "#",
"Profile"
)
),nav_item(
$a(
tagsclass = "nav-link",
href = "#",
"Settings"
)
),"----",
nav_item(
$a(
tagsclass = "nav-link",
href = "#",
"Sign Out"
)
)
)
) }
Accessibility Implementation
WCAG 2.1 Compliance
Implement comprehensive accessibility standards for enterprise applications:
# File: R/accessibility_enterprise.R
#' Add Accessibility Enhancements to Theme
#'
#' @description Integrate WCAG 2.1 AA compliance features including
#' focus management, screen reader optimization, and keyboard navigation.
#'
#' @param theme bslib theme object
#'
#' @return Enhanced theme with accessibility features
#'
#' @export
<- function(theme) {
add_accessibility_enhancements
# Accessibility-specific CSS rules
<- sass::sass(list(
accessibility_css
# Focus management
::sass_layer(
sassdefaults = list(
"focus-ring-width" = "3px",
"focus-ring-color" = "rgba(13, 110, 253, 0.25)",
"focus-ring-blur" = "0"
),rules = "
// Enhanced focus indicators
*:focus {
outline: var(--focus-ring-width) solid var(--focus-ring-color) !important;
outline-offset: 2px !important;
}
// Skip to main content link
.skip-to-main {
position: absolute;
top: -40px;
left: 6px;
background: var(--bs-primary);
color: white;
padding: 8px;
text-decoration: none;
z-index: 1000;
border-radius: 0 0 4px 4px;
}
.skip-to-main:focus {
top: 0;
}
// Screen reader only content
.sr-only {
position: absolute !important;
width: 1px !important;
height: 1px !important;
padding: 0 !important;
margin: -1px !important;
overflow: hidden !important;
clip: rect(0, 0, 0, 0) !important;
white-space: nowrap !important;
border: 0 !important;
}
// High contrast mode support
@media (prefers-contrast: high) {
.card {
border-width: 2px !important;
}
.btn {
border-width: 2px !important;
}
}
// Reduced motion support
@media (prefers-reduced-motion: reduce) {
*, *::before, *::after {
animation-duration: 0.01ms !important;
animation-iteration-count: 1 !important;
transition-duration: 0.01ms !important;
}
}
"
)
))
bs_add_rules(theme, accessibility_css)
}
#' Create Accessible Form Components
#'
#' @description Generate form inputs with proper labeling, error states,
#' and accessibility attributes for enterprise applications.
#'
#' @param inputId character. Input identifier
#' @param label character. Accessible label text
#' @param value default value
#' @param help_text character. Optional help text
#' @param required logical. Whether input is required
#' @param error_message character. Optional error message
#'
#' @return Accessible form input component
#'
#' @export
<- function(inputId, label, value = "",
accessible_text_input help_text = NULL, required = FALSE,
error_message = NULL) {
# Generate IDs for associated elements
<- paste0(inputId, "-help")
help_id <- paste0(inputId, "-error")
error_id
# Build describedby attribute
<- c()
described_by if (!is.null(help_text)) described_by <- c(described_by, help_id)
if (!is.null(error_message)) described_by <- c(described_by, error_id)
div(
class = "mb-3",
# Label with required indicator
$label(
tags`for` = inputId,
class = "form-label",
label,if (required) {
span(class = "text-danger ms-1", `aria-label` = "required", "*")
}
),
# Input field
$input(
tagstype = "text",
class = paste(
"form-control",
if (!is.null(error_message)) "is-invalid"
),id = inputId,
value = value,
required = if (required) NA else NULL,
`aria-required` = if (required) "true" else "false",
`aria-describedby` = if (length(described_by) > 0)
paste(described_by, collapse = " ") else NULL,
`aria-invalid` = if (!is.null(error_message)) "true" else "false"
),
# Help text
if (!is.null(help_text)) {
div(
id = help_id,
class = "form-text",
help_text
)
},
# Error message
if (!is.null(error_message)) {
div(
id = error_id,
class = "invalid-feedback",
role = "alert",
`aria-live` = "polite",
error_message
)
}
)
}
#' Accessible Data Table Component
#'
#' @description Create data tables with proper accessibility attributes,
#' keyboard navigation, and screen reader support.
#'
#' @param data data.frame. Table data
#' @param caption character. Table caption
#' @param sortable logical. Whether columns are sortable
#' @param filterable logical. Whether table has filters
#'
#' @return Accessible data table
#'
#' @export
<- function(data, caption = NULL,
accessible_data_table sortable = TRUE, filterable = TRUE) {
<- paste0("accessible-table-", sample.int(10000, 1))
table_id
# Create table structure
div(
class = "table-responsive",
role = "region",
`aria-labelledby` = if (!is.null(caption)) paste0(table_id, "-caption"),
tabindex = "0",
$table(
tagsclass = "table table-striped table-hover",
id = table_id,
role = "table",
`aria-label` = if (is.null(caption)) "Data table" else NULL,
# Caption
if (!is.null(caption)) {
$caption(
tagsid = paste0(table_id, "-caption"),
class = "table-caption",
caption
)
},
# Header
$thead(
tagsclass = "table-dark",
$tr(
tagsrole = "row",
lapply(names(data), function(col_name) {
$th(
tagsscope = "col",
role = "columnheader",
`aria-sort` = if (sortable) "none" else NULL,
tabindex = if (sortable) "0" else NULL,
class = if (sortable) "sortable-header" else NULL,
col_name
)
})
)
),
# Body
```r
tags$tbody(
lapply(seq_len(nrow(data)), function(row_idx) {
tags$tr(
role = "row",
lapply(seq_len(ncol(data)), function(col_idx) {
tags$td(
role = "cell",
if (col_idx == 1) {
list(
`data-label` = names(data)[col_idx],
scope = "row",
as.character(data[row_idx, col_idx])
)
} else {
list(
`data-label` = names(data)[col_idx],
as.character(data[row_idx, col_idx])
)
}
)
})
)
})
)
)
)
}
Responsive Design Implementation
Mobile-First Architecture
Create responsive interfaces that prioritize mobile and tablet experiences for executive access:
# File: R/responsive_enterprise.R
#' Enterprise Responsive Container
#'
#' @description Create responsive containers with breakpoint-specific
#' behaviors optimized for executive mobile access and desktop productivity.
#'
#' @param ... UI elements for container
#' @param breakpoint character. Bootstrap breakpoint (sm, md, lg, xl, xxl)
#' @param mobile_priority logical. Whether to prioritize mobile experience
#' @param executive_mode logical. Optimize for executive quick access
#'
#' @return Responsive container with enterprise optimizations
#'
#' @export
<- function(..., breakpoint = "lg",
responsive_enterprise_container mobile_priority = TRUE,
executive_mode = FALSE) {
<- if (mobile_priority) {
container_class paste0("container-fluid container-", breakpoint)
else {
} "container"
}
if (executive_mode) {
<- paste(container_class, "executive-optimized")
container_class
}
div(
class = container_class,
# Mobile-first meta viewport (ensure it's set)
$head(
tags$meta(
tagsname = "viewport",
content = "width=device-width, initial-scale=1, shrink-to-fit=no"
)
),
...
)
}
#' Responsive Card Grid
#'
#' @description Create responsive card grids that adapt to screen size
#' with optimal layouts for different devices and user contexts.
#'
#' @param cards list. Card components to display
#' @param cols_mobile integer. Columns on mobile devices
#' @param cols_tablet integer. Columns on tablet devices
#' @param cols_desktop integer. Columns on desktop devices
#' @param gap character. Grid gap size
#'
#' @return Responsive card grid layout
#'
#' @export
<- function(cards, cols_mobile = 1, cols_tablet = 2,
responsive_card_grid cols_desktop = 3, gap = "1rem") {
# Calculate Bootstrap grid classes
<- paste0("col-", 12 / cols_mobile)
mobile_class <- paste0("col-md-", 12 / cols_tablet)
tablet_class <- paste0("col-lg-", 12 / cols_desktop)
desktop_class
div(
class = "container-fluid",
div(
class = "row",
style = paste0("gap: ", gap, ";"),
lapply(cards, function(card) {
div(
class = paste(mobile_class, tablet_class, desktop_class, "mb-4"),
card
)
})
)
)
}
#' Executive Summary Panel
#'
#' @description Mobile-optimized summary panel for quick executive overview
#' with key metrics and actionable insights.
#'
#' @param title character. Panel title
#' @param metrics list. Key performance indicators
#' @param insights list. Executive insights and recommendations
#' @param actions list. Quick action buttons
#'
#' @return Executive-optimized summary panel
#'
#' @export
<- function(title, metrics = NULL,
executive_summary_panel insights = NULL, actions = NULL) {
div(
class = "executive-summary-panel",
# Panel header
div(
class = "executive-panel-header",
h2(class = "h4 mb-0", title),
small(class = "text-muted", format(Sys.time(), "%B %d, %Y at %I:%M %p"))
),
# Key metrics (mobile-first grid)
if (!is.null(metrics)) {
div(
class = "executive-metrics row g-2 mt-3",
lapply(metrics, function(metric) {
div(
class = "col-6 col-md-3",
div(
class = "metric-card text-center p-3 border rounded",
div(class = "metric-value h3 mb-1", metric$value),
div(class = "metric-label small text-muted", metric$label),
if (!is.null(metric$change)) {
div(
class = paste("metric-change small",
if (metric$change >= 0) "text-success" else "text-danger"),
if (metric$change >= 0) "↗" else "↘",
" ", abs(metric$change), "%"
)
}
)
)
})
)
},
# Executive insights
if (!is.null(insights)) {
div(
class = "executive-insights mt-4",
h5("Key Insights"),
div(
class = "insights-list",
lapply(insights, function(insight) {
div(
class = "insight-item d-flex align-items-start mb-2",
div(
class = "insight-icon me-2 mt-1",
icon(insight$icon %||% "lightbulb", class = "text-warning")
),div(
class = "insight-content",
p(class = "mb-1", insight$text),
if (!is.null(insight$detail)) {
small(class = "text-muted", insight$detail)
}
)
)
})
)
)
},
# Quick actions
if (!is.null(actions)) {
div(
class = "executive-actions mt-4",
div(
class = "d-grid gap-2 d-md-flex",
lapply(actions, function(action) {
enterprise_action_button(
inputId = action$id,
label = action$label,
variant = action$variant %||% "primary",
size = "sm",
icon = action$icon
)
})
)
)
}
) }
Performance Optimization
Implement CSS and JavaScript optimizations for enterprise applications:
/* File: inst/app/www/enterprise.css */
/* Performance-optimized CSS with critical path optimization */
/* Critical above-the-fold styles */
.enterprise-critical {
/* Minimize layout shifts */
contain: layout style paint;
}
/* Enterprise color system with CSS custom properties */
:root {
--enterprise-primary: #0054AD;
--enterprise-secondary: #6C757D;
--enterprise-success: #198754;
--enterprise-info: #0dcaf0;
--enterprise-warning: #ffc107;
--enterprise-danger: #dc3545;
/* Spacing system */
--enterprise-spacing-xs: 0.25rem;
--enterprise-spacing-sm: 0.5rem;
--enterprise-spacing-md: 1rem;
--enterprise-spacing-lg: 1.5rem;
--enterprise-spacing-xl: 3rem;
/* Typography scale */
--enterprise-font-size-sm: 0.875rem;
--enterprise-font-size-base: 1rem;
--enterprise-font-size-lg: 1.125rem;
--enterprise-font-size-xl: 1.25rem;
/* Shadows and borders */
--enterprise-shadow-sm: 0 0.125rem 0.25rem rgba(0, 0, 0, 0.075);
--enterprise-shadow-md: 0 0.5rem 1rem rgba(0, 0, 0, 0.15);
--enterprise-border-radius: 0.375rem;
--enterprise-border-width: 1px;
}
/* Mobile-first responsive typography */
body {font-size: var(--enterprise-font-size-base);
line-height: 1.6;
color: #212529;
background-color: #ffffff;
}
@media (max-width: 768px) {
body {font-size: var(--enterprise-font-size-sm);
}
}
/* Enterprise card system */
.enterprise-card {
border: var(--enterprise-border-width) solid #dee2e6;
border-radius: var(--enterprise-border-radius);
box-shadow: var(--enterprise-shadow-sm);
transition: box-shadow 0.15s ease-in-out;
background-color: #ffffff;
}
.enterprise-card:hover {
box-shadow: var(--enterprise-shadow-md);
}
.enterprise-card-header {
padding: var(--enterprise-spacing-md);
background-color: #f8f9fa;
border-bottom: var(--enterprise-border-width) solid #dee2e6;
border-radius: calc(var(--enterprise-border-radius) - var(--enterprise-border-width))
calc(var(--enterprise-border-radius) - var(--enterprise-border-width)) 0 0;
}
.enterprise-card-body {
padding: var(--enterprise-spacing-md);
}
/* Professional button system */
.enterprise-action-btn {
border-radius: var(--enterprise-border-radius);
font-weight: 500;
transition: all 0.15s ease-in-out;
position: relative;
overflow: hidden;
}
.enterprise-action-btn:focus {
box-shadow: 0 0 0 3px rgba(13, 110, 253, 0.25);
}
.enterprise-action-btn:disabled {
opacity: 0.65;
cursor: not-allowed;
}
/* Loading state animation */
.enterprise-action-btn .spinner-border {
width: 1rem;
height: 1rem;
}
/* Status badge system */
.enterprise-status-badge {
font-size: 0.75em;
font-weight: 500;
border-radius: calc(var(--enterprise-border-radius) * 0.5);
padding: 0.25em 0.5em;
}
/* Executive summary optimizations */
.executive-summary-panel {
background: linear-gradient(135deg, #ffffff 0%, #f8f9fa 100%);
border: var(--enterprise-border-width) solid #dee2e6;
border-radius: var(--enterprise-border-radius);
padding: var(--enterprise-spacing-lg);
margin-bottom: var(--enterprise-spacing-md);
}
.executive-panel-header {
display: flex;
justify-content: space-between;
align-items: center;
flex-wrap: wrap;
gap: var(--enterprise-spacing-sm);
}
.executive-metrics .metric-card {
background-color: #ffffff;
transition: transform 0.15s ease-in-out;
}
.executive-metrics .metric-card:hover {
transform: translateY(-2px);
}
.metric-value {
color: var(--enterprise-primary);
font-weight: 700;
margin: 0;
}
/* Responsive navigation */
.enterprise-sidebar {
background-color: #f8f9fa;
border-right: var(--enterprise-border-width) solid #dee2e6;
padding: var(--enterprise-spacing-md);
min-height: calc(100vh - 60px);
}
@media (max-width: 768px) {
.enterprise-sidebar {
position: fixed;
top: 60px;
left: -100%;
width: 280px;
z-index: 1040;
transition: left 0.3s ease-in-out;
box-shadow: var(--enterprise-shadow-md);
}
.enterprise-sidebar.show {
left: 0;
}
.enterprise-content-area {
margin-left: 0 !important;
}
}
/* Accessibility enhancements */
.skip-to-main {
position: absolute;
top: -40px;
left: 6px;
background: var(--enterprise-primary);
color: white;
padding: 8px 12px;
text-decoration: none;
z-index: 1000;
border-radius: 0 0 4px 4px;
font-weight: 500;
}
.skip-to-main:focus {
top: 0;
color: white;
text-decoration: none;
}
/* Screen reader only content */
.sr-only {
position: absolute !important;
width: 1px !important;
height: 1px !important;
padding: 0 !important;
margin: -1px !important;
overflow: hidden !important;
: rect(0, 0, 0, 0) !important;
clipwhite-space: nowrap !important;
border: 0 !important;
}
/* High contrast mode support */
@media (prefers-contrast: high) {
.enterprise-card,
.enterprise-action-btn {
border-width: 2px !important;
}
.enterprise-status-badge {
border: 1px solid currentColor;
}
}
/* Reduced motion support */
@media (prefers-reduced-motion: reduce) {
*, *::before, *::after {
animation-duration: 0.01ms !important;
animation-iteration-count: 1 !important;
transition-duration: 0.01ms !important;
}
}
/* Print styles for reports */
@media print {
.enterprise-sidebar,
.navbar,
.enterprise-actions {
display: none !important;
}
.enterprise-content-area {
margin: 0 !important;
padding: 0 !important;
}
.enterprise-card {
box-shadow: none !important;
border: 1px solid #000 !important;
break-inside: avoid;
}
}
/* Loading states */
.loading-overlay {
position: absolute;
top: 0;
left: 0;
right: 0;
bottom: 0;
background-color: rgba(255, 255, 255, 0.8);
display: flex;
align-items: center;
justify-content: center;
z-index: 10;
}
.loading-spinner {
width: 2rem;
height: 2rem;
border: 0.25em solid #f3f3f3;
border-top: 0.25em solid var(--enterprise-primary);
border-radius: 50%;
animation: spin 1s linear infinite;
}
@keyframes spin {
0% { transform: rotate(0deg); }
100% { transform: rotate(360deg); }
}
/* Dark mode support */
@media (prefers-color-scheme: dark) {
:root {
--enterprise-bg-primary: #212529;
--enterprise-bg-secondary: #343a40;
--enterprise-text-primary: #ffffff;
--enterprise-text-secondary: #adb5bd;
}
.enterprise-card {
background-color: var(--enterprise-bg-secondary);
border-color: #495057;
color: var(--enterprise-text-primary);
}
.enterprise-card-header {
background-color: var(--enterprise-bg-primary);
border-color: #495057;
} }
JavaScript Enhancements
Add enterprise-grade JavaScript functionality for improved user experience:
// File: inst/app/www/enterprise.js
/**
* Enterprise Shiny Application JavaScript Enhancements
* Provides accessibility, performance, and user experience improvements
*/
function() {
('use strict';
// Enterprise application initialization
document.addEventListener('DOMContentLoaded', function() {
initializeAccessibility();
initializePerformanceMonitoring();
initializeUserExperience();
initializeMobileOptimizations();
;
})
/**
* Initialize accessibility enhancements
*/
function initializeAccessibility() {
// Add skip-to-main link
const skipLink = document.createElement('a');
.href = '#main-content';
skipLink.className = 'skip-to-main';
skipLink.textContent = 'Skip to main content';
skipLinkdocument.body.insertBefore(skipLink, document.body.firstChild);
// Enhance focus management
document.addEventListener('keydown', function(e) {
// Escape key handling for modals and dropdowns
if (e.key === 'Escape') {
const activeModal = document.querySelector('.modal.show');
if (activeModal) {
const closeButton = activeModal.querySelector('[data-bs-dismiss="modal"]');
if (closeButton) closeButton.click();
}
const activeDropdown = document.querySelector('.dropdown-menu.show');
if (activeDropdown) {
const toggle = document.querySelector('[data-bs-toggle="dropdown"][aria-expanded="true"]');
if (toggle) toggle.click();
}
}
// Tab trapping in modals
if (e.key === 'Tab') {
const activeModal = document.querySelector('.modal.show');
if (activeModal) {
trapFocus(e, activeModal);
}
};
})
// Announce dynamic content changes to screen readers
const observer = new MutationObserver(function(mutations) {
.forEach(function(mutation) {
mutationsif (mutation.type === 'childList' && mutation.addedNodes.length > 0) {
.addedNodes.forEach(function(node) {
mutationif (node.nodeType === Node.ELEMENT_NODE) {
announceToScreenReader(node);
};
})
};
});
})
.observe(document.body, {
observerchildList: true,
subtree: true
;
})
}
/**
* Trap focus within a container (for modals, etc.)
*/
function trapFocus(event, container) {
const focusableElements = container.querySelectorAll(
'button, [href], input, select, textarea, [tabindex]:not([tabindex="-1"])'
;
)
const firstElement = focusableElements[0];
const lastElement = focusableElements[focusableElements.length - 1];
if (event.shiftKey) {
if (document.activeElement === firstElement) {
.focus();
lastElementevent.preventDefault();
}else {
} if (document.activeElement === lastElement) {
.focus();
firstElementevent.preventDefault();
}
}
}
/**
* Announce content changes to screen readers
*/
function announceToScreenReader(element) {
// Look for elements with role="alert" or aria-live attributes
if (element.hasAttribute('role') && element.getAttribute('role') === 'alert') {
// Element will be announced automatically
return;
}
if (element.hasAttribute('aria-live')) {
// Element will be announced automatically
return;
}
// For other dynamic content, add temporary aria-live region
const announcement = element.textContent;
if (announcement && announcement.trim().length > 0) {
const announcer = document.createElement('div');
.setAttribute('aria-live', 'polite');
announcer.setAttribute('aria-atomic', 'true');
announcer.className = 'sr-only';
announcer.textContent = announcement;
announcer
document.body.appendChild(announcer);
// Remove after announcement
setTimeout(() => {
document.body.removeChild(announcer);
, 1000);
}
}
}
/**
* Initialize performance monitoring
*/
function initializePerformanceMonitoring() {
// Monitor Core Web Vitals
if ('web-vital' in window) {
// Largest Contentful Paint
new PerformanceObserver((entryList) => {
for (const entry of entryList.getEntries()) {
console.log('LCP:', entry.startTime);
// Send to analytics if configured
sendPerformanceMetric('LCP', entry.startTime);
}.observe({entryTypes: ['largest-contentful-paint']});
})
// First Input Delay
new PerformanceObserver((entryList) => {
for (const entry of entryList.getEntries()) {
console.log('FID:', entry.processingStart - entry.startTime);
sendPerformanceMetric('FID', entry.processingStart - entry.startTime);
}.observe({entryTypes: ['first-input']});
})
// Cumulative Layout Shift
let clsValue = 0;
new PerformanceObserver((entryList) => {
for (const entry of entryList.getEntries()) {
if (!entry.hadRecentInput) {
+= entry.value;
clsValue
}
}console.log('CLS:', clsValue);
sendPerformanceMetric('CLS', clsValue);
.observe({entryTypes: ['layout-shift']});
})
}
// Monitor Shiny-specific performance
if (window.Shiny) {
.addCustomMessageHandler('performance-start', function(message) {
Shinyperformance.mark(message.id + '-start');
;
})
.addCustomMessageHandler('performance-end', function(message) {
Shinyperformance.mark(message.id + '-end');
performance.measure(message.id, message.id + '-start', message.id + '-end');
const measure = performance.getEntriesByName(message.id)[0];
console.log('Operation duration:', message.id, measure.duration + 'ms');
sendPerformanceMetric('operation-duration', measure.duration, message.id);
;
})
}
}
/**
* Send performance metrics to monitoring system
*/
function sendPerformanceMetric(metric, value, operation = null) {
// In a real enterprise application, this would send to your monitoring system
// e.g., DataDog, New Relic, or internal analytics
if (window.analytics && typeof window.analytics.track === 'function') {
window.analytics.track('Performance Metric', {
metric: metric,
value: value,
operation: operation,
url: window.location.pathname,
timestamp: Date.now()
;
})
}
}
/**
* Initialize user experience enhancements
*/
function initializeUserExperience() {
// Loading states for Shiny outputs
if (window.Shiny) {
$(document).on('shiny:busy', function(event) {
const output = event.target;
if (output) {
showLoadingState(output);
};
})
$(document).on('shiny:idle', function(event) {
const output = event.target;
if (output) {
hideLoadingState(output);
};
})
// Error handling
$(document).on('shiny:error', function(event) {
console.error('Shiny error:', event);
showErrorNotification('An error occurred. Please try again.');
;
})
}
// Smooth scrolling for anchor links
document.addEventListener('click', function(e) {
if (e.target.matches('a[href^="#"]')) {
.preventDefault();
econst target = document.querySelector(e.target.getAttribute('href'));
if (target) {
.scrollIntoView({
targetbehavior: 'smooth',
block: 'start'
;
})
// Update focus for accessibility
.focus();
target
}
};
})
// Auto-save functionality for forms
const forms = document.querySelectorAll('form[data-auto-save]');
.forEach(function(form) {
formsconst inputs = form.querySelectorAll('input, select, textarea');
.forEach(function(input) {
inputs.addEventListener('change', function() {
inputsaveFormData(form);
;
});
});
})
}
/**
* Show loading state for elements
*/
function showLoadingState(element) {
if (element.querySelector('.loading-overlay')) {
return; // Already showing loading
}
const overlay = document.createElement('div');
.className = 'loading-overlay';
overlay.innerHTML = '<div class="loading-spinner" aria-label="Loading"></div>';
overlay
.style.position = 'relative';
element.appendChild(overlay);
element
// Announce to screen readers
const announcement = document.createElement('div');
.setAttribute('aria-live', 'polite');
announcement.className = 'sr-only';
announcement.textContent = 'Loading content, please wait...';
announcementdocument.body.appendChild(announcement);
setTimeout(() => {
if (document.body.contains(announcement)) {
document.body.removeChild(announcement);
}, 1000);
}
}
/**
* Hide loading state
*/
function hideLoadingState(element) {
const overlay = element.querySelector('.loading-overlay');
if (overlay) {
.remove();
overlay
}
}
/**
* Show error notification
*/
function showErrorNotification(message) {
const notification = document.createElement('div');
.className = 'alert alert-danger alert-dismissible fade show position-fixed';
notification.style.top = '20px';
notification.style.right = '20px';
notification.style.zIndex = '9999';
notification.setAttribute('role', 'alert');
notification.setAttribute('aria-live', 'assertive');
notification
.innerHTML = `
notification ${message}
<button type="button" class="btn-close" data-bs-dismiss="alert" aria-label="Close"></button>
`;
document.body.appendChild(notification);
// Auto-dismiss after 5 seconds
setTimeout(() => {
if (document.body.contains(notification)) {
.remove();
notification
}, 5000);
}
}
/**
* Initialize mobile-specific optimizations
*/
function initializeMobileOptimizations() {
// Touch-friendly interactions
if ('ontouchstart' in window) {
document.body.classList.add('touch-device');
// Improve touch targets
const buttons = document.querySelectorAll('button, .btn');
.forEach(function(button) {
buttonsif (button.offsetHeight < 44) {
.style.minHeight = '44px';
button
};
})
}
// Viewport height fix for mobile browsers
function setViewportHeight() {
const vh = window.innerHeight * 0.01;
document.documentElement.style.setProperty('--vh', vh + 'px');
}
setViewportHeight();
window.addEventListener('resize', setViewportHeight);
window.addEventListener('orientationchange', setViewportHeight);
// Mobile sidebar toggle
const sidebarToggle = document.querySelector('[data-sidebar-toggle]');
const sidebar = document.querySelector('.enterprise-sidebar');
if (sidebarToggle && sidebar) {
.addEventListener('click', function() {
sidebarToggle.classList.toggle('show');
sidebar;
})
// Close sidebar when clicking outside
document.addEventListener('click', function(e) {
if (!sidebar.contains(e.target) && !sidebarToggle.contains(e.target)) {
.classList.remove('show');
sidebar
};
})
}
}
/**
* Save form data for auto-save functionality
*/
function saveFormData(form) {
const formData = new FormData(form);
const data = {};
for (let [key, value] of formData.entries()) {
= value;
data[key]
}
// Save to localStorage for recovery
.setItem('form-' + form.id, JSON.stringify(data));
localStorage
// Show save indicator
showSaveIndicator(form);
}
/**
* Show save indicator
*/
function showSaveIndicator(form) {
let indicator = form.querySelector('.save-indicator');
if (!indicator) {
= document.createElement('div');
indicator .className = 'save-indicator text-muted small';
indicator.appendChild(indicator);
form
}
.textContent = 'Saved at ' + new Date().toLocaleTimeString();
indicator.style.opacity = '1';
indicator
setTimeout(() => {
.style.opacity = '0.5';
indicator, 2000);
}
}
; })()
Transforming the t-Test Application UI
Professional Layout Implementation
Apply enterprise design principles to enhance the t-test application:
# File: R/mod_ttest_enterprise_ui.R
#' Enterprise t-Test Module UI
#'
#' @description Professional UI implementation with Bootstrap 5 theming,
#' accessibility compliance, and responsive design for the t-test application.
#'
#' @param id character. Module namespace identifier
#'
#' @return Enhanced UI with enterprise design standards
#'
#' @export
<- function(id) {
mod_ttest_enterprise_ui <- NS(id)
ns
# Apply enterprise theme
<- create_enterprise_theme(
theme primary_color = "#0054AD",
secondary_color = "#6C757D",
corporate_font = "Inter, system-ui, sans-serif"
)
# Professional layout with accessibility
div(
id = "main-content",
role = "main",
`aria-label` = "Independent samples t-test analysis",
# Enterprise dashboard layout
enterprise_dashboard_layout(
title = "Statistical Analysis Platform",
theme = theme,
# Professional sidebar
sidebar = div(
class = "enterprise-sidebar-content",
# Data input section
enterprise_card(
title = "Data Input",
status = "primary",
collapsible = TRUE,
tools = list(
actionButton(
ns("help_data"),
label = NULL,
icon = icon("question-circle"),
class = "btn btn-sm btn-outline-secondary",
title = "Data input help"
)
),
# Enhanced data input module
mod_data_input_enterprise_ui(ns("data_input"))
),
# Analysis configuration
enterprise_card(
title = "Analysis Configuration",
status = "secondary",
collapsible = TRUE,
# Analysis options with accessibility
accessible_text_input(
inputId = ns("analysis_title"),
label = "Analysis Title",
value = "Independent Samples t-Test",
help_text = "Provide a descriptive title for your analysis",
required = FALSE
),
# Statistical options with professional styling
div(
class = "analysis-options mt-3",
# Hypothesis selection
div(
class = "mb-3",
$label(
tagsclass = "form-label fw-bold",
`for` = ns("alternative"),
"Alternative Hypothesis"
),selectInput(
inputId = ns("alternative"),
label = NULL,
choices = list(
"Two-sided (μ₁ ≠ μ₂)" = "two.sided",
"Group 1 < Group 2 (μ₁ < μ₂)" = "less",
"Group 1 > Group 2 (μ₁ > μ₂)" = "greater"
),selected = "two.sided",
width = "100%"
),div(
class = "form-text",
"Select the direction of your hypothesis test"
)
),
# Confidence level with validation
div(
class = "mb-3",
$label(
tagsclass = "form-label fw-bold",
`for` = ns("conf_level"),
"Confidence Level"
),numericInput(
inputId = ns("conf_level"),
label = NULL,
value = 0.95,
min = 0.5,
max = 0.99,
step = 0.01,
width = "100%"
),div(
class = "form-text",
"Typical values: 0.90, 0.95, 0.99"
)
),
# Variance assumption with help
div(
class = "mb-3",
$label(
tagsclass = "form-label fw-bold",
"Variance Assumption"
),div(
class = "form-check",
$input(
tagstype = "radio",
class = "form-check-input",
id = ns("var_equal_true"),
name = ns("var_equal"),
value = "TRUE"
),$label(
tagsclass = "form-check-label",
`for` = ns("var_equal_true"),
"Equal variances (Student's t-test)"
)
),div(
class = "form-check",
$input(
tagstype = "radio",
class = "form-check-input",
id = ns("var_equal_false"),
name = ns("var_equal"),
value = "FALSE",
checked = NA
),$label(
tagsclass = "form-check-label",
`for` = ns("var_equal_false"),
"Unequal variances (Welch's t-test)"
)
),div(
class = "form-check",
checkboxInput(
inputId = ns("auto_method"),
label = "Auto-select based on Levene's test",
value = TRUE,
width = "100%"
)
)
)
)
),
# Professional action panel
enterprise_card(
title = "Analysis Control",
status = "success",
div(
class = "d-grid gap-2",
# Enhanced run analysis button
enterprise_action_button(
inputId = ns("run_analysis"),
label = "Run Analysis",
variant = "success",
size = "lg",
icon = "play-circle"
),
# Clear/reset button
enterprise_action_button(
inputId = ns("reset_analysis"),
label = "Reset",
variant = "outline-secondary",
icon = "refresh"
)
),
# Analysis status indicator
div(
class = "mt-3",
id = ns("analysis_status"),
role = "status",
`aria-live` = "polite"
)
),
# Quick reference guide
enterprise_card(
title = "Quick Reference",
status = "info",
collapsible = TRUE,
div(
class = "quick-reference-content",
h6("Interpreting Results:"),
$ul(
tagsclass = "small mb-3",
$li("p < 0.05: Statistically significant difference"),
tags$li("p ≥ 0.05: No significant difference detected")
tags
),
h6("Effect Size (Cohen's d):"),
$ul(
tagsclass = "small mb-3",
$li("~0.2: Small effect"),
tags$li("~0.5: Medium effect"),
tags$li("~0.8: Large effect")
tags
),
div(
class = "d-grid",
actionLink(
ns("view_tutorial"),
"View Complete Tutorial",
icon = icon("external-link-alt"),
class = "btn btn-sm btn-outline-info"
)
)
)
)
),
# Main content area with professional tabs
div(
class = "enterprise-main-content",
# Results display area
div(
id = ns("results_container"),
class = "results-container",
# Loading state indicator
conditionalPanel(
condition = paste0("input['", ns("run_analysis"), "'] == 0"),
div(
class = "text-center p-5 welcome-panel",
div(
class = "welcome-content",
icon("chart-line", class = "fa-4x text-muted mb-3"),
h3("Professional Statistical Analysis", class = "text-muted mb-3"),
p("Configure your analysis parameters and click 'Run Analysis' to begin",
class = "text-muted"),
div(
class = "mt-4",
enterprise_status_badge("Ready to analyze", "info")
)
)
)
),
# Results tabs with enterprise styling
conditionalPanel(
condition = paste0("input['", ns("run_analysis"), "'] > 0"),
# Executive summary panel for quick insights
executive_summary_panel(
title = "Analysis Summary",
metrics = list(
list(value = textOutput(ns("p_value_display"), inline = TRUE),
label = "p-value"),
list(value = textOutput(ns("effect_size_display"), inline = TRUE),
label = "Effect Size"),
list(value = textOutput(ns("sample_size_display"), inline = TRUE),
label = "Total N"),
list(value = textOutput(ns("test_method_display"), inline = TRUE),
label = "Method")
),insights = list(
list(
icon = "lightbulb",
text = textOutput(ns("key_insight"), inline = TRUE)
)
),actions = list(
list(
id = ns("download_report"),
label = "Download Report",
variant = "primary",
icon = "download"
),list(
id = ns("export_data"),
label = "Export Data",
variant = "outline-primary",
icon = "table"
)
)
),
# Professional tabbed interface
navset_card_tab(
id = ns("results_tabs"),
height = "600px",
# Statistical results with enhanced presentation
nav_panel(
title = "Statistical Results",
icon = icon("calculator"),
div(
class = "statistical-results-panel p-4",
# Test results display
div(
class = "row",
div(
class = "col-lg-8",
enterprise_card(
title = "Test Results",
status = "primary",
verbatimTextOutput(ns("test_results"))
)
),div(
class = "col-lg-4",
enterprise_card(
title = "Key Statistics",
status = "info",
uiOutput(ns("key_statistics_panel"))
)
)
),
# Main visualization
div(
class = "mt-4",
enterprise_card(
title = "Statistical Visualization",
status = "secondary",
tools = list(
downloadButton(
ns("download_plot"),
"Download",
class = "btn btn-sm btn-outline-secondary"
)
),plotOutput(ns("main_plot"), height = "400px")
)
)
)
),
# Assumption checking with professional presentation
nav_panel(
title = "Assumptions",
icon = icon("check-square"),
div(
class = "assumptions-panel p-4",
# Assumption overview
div(
class = "row mb-4",
div(
class = "col-12",
enterprise_card(
title = "Assumption Testing Overview",
status = "warning",
div(
class = "assumption-summary",
uiOutput(ns("assumption_overview"))
)
)
)
),
# Detailed assumption tests
div(
class = "row",
div(
class = "col-md-6",
enterprise_card(
title = "Normality Assessment",
status = "info",
div(
plotOutput(ns("qq_plots"), height = "300px"),
verbatimTextOutput(ns("normality_tests"))
)
)
),div(
class = "col-md-6",
enterprise_card(
title = "Homogeneity of Variance",
status = "info",
div(
uiOutput(ns("variance_test_visual")),
verbatimTextOutput(ns("levene_results"))
)
)
)
)
)
),
# Enhanced visualizations
nav_panel(
title = "Visualizations",
icon = icon("chart-bar"),
div(
class = "visualizations-panel p-4",
# Visualization controls
div(
class = "row mb-4",
div(
class = "col-12",
enterprise_card(
title = "Visualization Options",
status = "secondary",
div(
class = "row",
div(
class = "col-md-4",
checkboxGroupInput(
ns("plot_options"),
"Display Options:",
choices = list(
"Individual points" = "points",
"Mean ± CI" = "mean_ci",
"Violin plots" = "violin",
"Box plots" = "boxplot"
),selected = c("points", "mean_ci", "boxplot"),
inline = FALSE
)
),div(
class = "col-md-4",
colourInput(
ns("plot_color"),
"Primary Color:",
value = "#0054AD",
palette = "limited"
)
),div(
class = "col-md-4",
sliderInput(
ns("plot_alpha"),
"Transparency:",
min = 0.1,
max = 1.0,
value = 0.7,
step = 0.1
)
)
)
)
)
),
# Multiple visualization panels
div(
class = "row",
div(
class = "col-lg-6",
enterprise_card(
title = "Group Comparison",
plotOutput(ns("comparison_plot"), height = "350px")
)
),div(
class = "col-lg-6",
enterprise_card(
title = "Distribution Analysis",
plotOutput(ns("distribution_plot"), height = "350px")
)
)
)
)
),
# Professional reporting interface
nav_panel(
title = "Professional Report",
icon = icon("file-alt"),
div(
class = "reporting-panel p-4",
# Report configuration
div(
class = "row mb-4",
div(
class = "col-12",
enterprise_card(
title = "Report Configuration",
status = "success",
div(
class = "row",
div(
class = "col-md-4",
selectInput(
ns("report_format"),
"Output Format:",
choices = list(
"PDF Report" = "pdf",
"Word Document" = "docx",
"HTML Report" = "html"
),selected = "pdf"
)
),div(
class = "col-md-4",
selectInput(
ns("report_style"),
"Report Style:",
choices = list(
"APA Format" = "apa",
"Corporate Standard" = "corporate",
"Regulatory Submission" = "regulatory"
),selected = "apa"
)
),div(
class = "col-md-4",
div(
class = "d-grid",
downloadButton(
ns("generate_report"),
"Generate Report",
class = "btn btn-success"
)
)
)
)
)
)
),
# Report preview
div(
class = "row",
div(
class = "col-12",
enterprise_card(
title = "Report Preview",
status = "info",
div(
class = "report-preview",
style = "max-height: 500px; overflow-y: auto;",
uiOutput(ns("report_preview"))
)
)
)
)
)
),
# Help and documentation
nav_panel(
title = "Help & Tutorial",
icon = icon("question-circle"),
div(
class = "help-panel p-4",
mod_help_tutorial_ui(ns("help_tutorial"))
)
)
)
)
)
),
# Professional footer
footer = div(
class = "enterprise-footer bg-light border-top py-3 mt-4",
div(
class = "container-fluid",
div(
class = "row align-items-center",
div(
class = "col-md-6",
p(
class = "mb-0 text-muted small",
"Statistical Analysis Platform v1.0 | ",
$a(href = "#", "Documentation"),
tags" | ",
$a(href = "#", "Support")
tags
)
),div(
class = "col-md-6 text-md-end",
p(
class = "mb-0 text-muted small",
"Last updated: ",
span(id = ns("last_updated"), format(Sys.time(), "%Y-%m-%d %H:%M"))
)
)
)
)
)
)
) }
Common Questions About Enterprise UI Design
Implement comprehensive accessibility features including semantic HTML markup, proper ARIA attributes, keyboard navigation support, and color contrast compliance. Use tools like the accessible_text_input()
and accessible_data_table()
functions provided in this tutorial. Test with screen readers, ensure all interactive elements are keyboard accessible, and maintain color contrast ratios of at least 4.5:1 for normal text and 3:1 for large text. Include skip navigation links and proper heading hierarchy for screen reader users.
Create a comprehensive design system using Bootstrap 5 custom properties and bslib theming. Define your brand colors, typography, spacing, and component styles in a centralized theme configuration. Use the create_enterprise_theme()
function to establish consistent branding across all components. Implement custom CSS for unique brand elements while maintaining Bootstrap’s responsive grid and component architecture. Document your design system for team consistency and future maintenance.
Implement efficient CSS architecture with critical path optimization, use CSS custom properties for dynamic theming, minimize render-blocking resources, and optimize asset loading. The enterprise CSS provided includes performance optimizations like contain: layout style paint
for layout optimization and efficient selector strategies. Monitor Core Web Vitals using the JavaScript performance monitoring tools, and implement loading states for better perceived performance.
Prioritize mobile-first responsive design with touch-friendly interactions, optimize key metrics and insights for quick mobile viewing, and ensure critical functionality works seamlessly on tablets and smartphones. Implement the executive summary panel for rapid information consumption, use appropriate font sizes and touch targets (minimum 44px), and test thoroughly on actual devices. Consider executive usage patterns: quick check-ins, decision-making scenarios, and presentation contexts.
Document all design decisions with accessibility and compliance evidence, implement audit trails for design changes, ensure all UI components support validation documentation, and maintain design consistency across regulatory environments. Use semantic markup that supports regulatory review, implement proper version control for design assets, and create design documentation that meets regulatory submission standards. The enterprise framework provided includes compliance-ready documentation structure.
Test Your Understanding
You’re implementing an enterprise Shiny application for a pharmaceutical company that must comply with both WCAG 2.1 AA and 21 CFR Part 11. Which combination of accessibility features is most critical for regulatory acceptance?
- Custom colors and animations with basic keyboard support
- Semantic markup, ARIA attributes, keyboard navigation, and audit logging
- Responsive design with touch optimization only
- Professional styling with standard Bootstrap components
- Consider both accessibility standards and regulatory requirements
- Think about what auditors and compliance reviewers need to verify
- Pharmaceutical applications require documentation and traceability
- WCAG 2.1 AA has specific technical requirements
B) Semantic markup, ARIA attributes, keyboard navigation, and audit logging
Regulatory Compliance Requirements:
WCAG 2.1 AA Technical Standards: - Semantic markup provides structure that screen readers can interpret - ARIA attributes ensure dynamic content is properly announced - Keyboard navigation supports users who cannot use pointing devices - Color contrast ratios must meet 4.5:1 minimum for normal text
21 CFR Part 11 Compliance: - Audit logging tracks all user interactions and system changes - Access controls ensure only authorized users can modify data - Electronic signatures validation for critical operations - Data integrity protection through proper form validation
Implementation Example:
accessible_text_input(
inputId = "critical_value",
label = "Critical Safety Parameter",
required = TRUE,
help_text = "Enter value between 0-100",
# ARIA attributes for screen readers
# Semantic markup for structure
# Keyboard navigation support
# Change logging for audit trail
)
This approach satisfies both accessibility reviewers and regulatory auditors by providing technical compliance evidence and user experience documentation.
Your enterprise Shiny application needs to load quickly for executives using mobile devices on corporate networks. Which performance optimization strategy provides the best combination of speed and professional presentation?
- Remove all styling to minimize file sizes
- Critical CSS loading, optimized assets, and progressive enhancement
- Use only inline styles for faster rendering
- Implement heavy JavaScript frameworks for better interactions
- Consider the critical rendering path for mobile networks
- Think about perceived performance vs. actual performance
- Executive users have high expectations for professional appearance
- Corporate networks may have bandwidth limitations
B) Critical CSS loading, optimized assets, and progressive enhancement
Performance Strategy Breakdown:
Critical CSS Loading:
/* Critical above-the-fold styles */
.enterprise-critical {
contain: layout style paint;
/* Minimize layout shifts */
}
/* Load non-critical styles asynchronously */
@media print {
/* Print styles loaded only when needed */
}
Asset Optimization:
- Minimize render-blocking resources through strategic CSS organization
- Optimize font loading with font-display: swap for faster text rendering
- Compress and cache assets for improved repeat visits
- Use CSS custom properties for efficient theme switching
Progressive Enhancement:
// Core functionality works without JavaScript
// Enhanced features added progressively
if ('IntersectionObserver' in window) {
// Add advanced loading optimizations
}
Mobile Network Considerations:
- Lazy load non-critical images to prioritize above-the-fold content
- Implement service worker caching for offline capability
- Monitor Core Web Vitals to ensure performance standards
- Use efficient loading states to improve perceived performance
This approach delivers professional presentation while optimizing for real-world executive mobile usage patterns and corporate network constraints.
You’re building a design system for multiple Shiny applications across your pharmaceutical organization. Which approach best balances consistency, maintainability, and customization flexibility?
- Hard-code corporate colors and styles in each application
- Create a shared bslib theme with CSS custom properties and component library
- Use only default Bootstrap with minimal customization
- Build completely custom CSS from scratch for each application
- Consider maintenance across multiple applications and teams
- Think about brand consistency requirements across the organization
- Development teams have varying skill levels and project timelines
- Future changes to corporate branding need to be manageable
B) Create a shared bslib theme with CSS custom properties and component library
Design System Architecture:
Centralized Theme Configuration:
# File: corporate-design-system/R/theme_corporate.R
<- function(division = "clinical") {
create_corporate_theme
# Division-specific color variants
<- get_division_colors(division)
colors
bs_theme(
version = 5,
primary = colors$primary,
secondary = colors$secondary,
# Shared corporate standards
base_font = sass::font_google("Inter"),
# CSS custom properties for flexibility
"navbar-brand-font-size" = "var(--corporate-title-size)"
) }
Component Library Benefits:
# Reusable enterprise components
enterprise_card() # Consistent card styling
enterprise_action_button() # Standardized interactions
accessible_text_input() # Accessibility compliance
executive_summary_panel() # Executive-optimized layouts
Maintenance Advantages:
- Single source of truth for brand updates
- Automatic propagation of changes across applications
- Version control for design system evolution
- Documentation integration with pkgdown
Customization Flexibility:
- CSS custom properties allow application-specific variants
- Component parameters enable contextual customization
- Theme inheritance supports division-specific branding
- Progressive enhancement allows advanced features
This approach scales from individual applications to enterprise-wide design systems while maintaining professional standards and development efficiency.
Conclusion
Professional UI/UX design transforms statistical applications from functional tools into enterprise-grade software that inspires confidence, ensures accessibility, and meets corporate standards. Through Bootstrap 5 implementation, advanced bslib theming, and comprehensive accessibility compliance, you’ve learned to create interfaces that serve diverse stakeholders from research scientists to regulatory reviewers.
The enterprise design principles and implementation techniques covered in this tutorial directly support career advancement by demonstrating sophisticated understanding of user experience, regulatory compliance, and professional software engineering. These skills distinguish enterprise developers from those who focus solely on functional requirements without considering the comprehensive user experience demands of production environments.
Your mastery of responsive design, accessibility standards, and performance optimization creates applications that work seamlessly across devices and user contexts, ensuring that critical statistical insights remain accessible when and where decisions need to be made.
Next Steps
Based on your professional UI/UX foundation, here are the recommended paths for continuing your enterprise development journey:
Immediate Next Steps (Complete These First)
- Data Validation and Security Implementation - Secure your professionally designed interface with bulletproof validation
- Statistical Rigor and Assumption Testing - Enhance the statistical capabilities behind your professional interface
- Practice Exercise: Apply the enterprise design system to create a branded version of your t-test application with full accessibility compliance
Building on Your Design Foundation (Choose Your Path)
For Advanced Visual Excellence:
For Technical Integration:
For Production Excellence:
Long-term Goals (2-3 Months)
- Establish corporate design system standards for your organization
- Create accessibility-compliant application portfolio for regulatory environments
- Develop mobile-first applications that support executive decision-making workflows
- Build design documentation and training materials for enterprise development teams
Explore More Enterprise Development
Ready to secure and validate your professionally designed interface? Continue with comprehensive data protection and validation systems.
Reuse
Citation
@online{kassambara2025,
author = {Kassambara, Alboukadel},
title = {Professional {UI/UX} {Design:} {Enterprise} {Bootstrap} 5
{Implementation}},
date = {2025-05-23},
url = {https://www.datanovia.com/learn/tools/shiny-apps/enterprise-development/professional-ui-design.html},
langid = {en}
}