Document User Behavior Anticipation Stage in BID Framework
bid_anticipate.RdThis function documents the anticipated user behavior by listing bias mitigation strategies related to anchoring, framing, confirmation bias, etc. It also supports adding interaction hints and visual feedback elements.
Usage
bid_anticipate(
previous_stage,
bias_mitigations = NULL,
include_accessibility = TRUE,
quiet = NULL,
...
)Arguments
- previous_stage
A tibble or list output from an earlier BID stage function.
- bias_mitigations
A named list of bias mitigation strategies. If NULL, the function will suggest bias mitigations based on information from previous stages.
- include_accessibility
Logical indicating whether to include accessibility mitigations. Default is TRUE.
- quiet
Logical indicating whether to suppress informational messages. If NULL, uses getOption("bidux.quiet", FALSE).
- ...
Additional parameters. If 'interaction_principles' is provided, it will be ignored with a warning.
Examples
interpret_stage <- bid_interpret(
central_question = "How can we improve selection efficiency?",
data_story = list(
hook = "Too many options",
context = "Excessive choices",
tension = "User frustration",
resolution = "Simplify menu"
)
)
#> Stage 1 (Interpret) completed.
#> - Central question: How can we improve selection efficiency?
#> - Your data story has all key elements. Focus on making each component compelling and relevant.
#> - Your central question is appropriately scoped.
#> - No user personas defined
notice_stage <- bid_notice(
previous_stage = interpret_stage,
problem = "Issue with dropdown menus",
evidence = "User testing indicated delays"
)
#> Auto-suggested theory: Hick's Law (confidence: 90%)
#> Stage 2 (Notice) completed. (40% complete)
#> - Problem: Issue with dropdown menus
#> - Theory: Hick's Law (auto-suggested)
#> - Evidence: User testing indicated delays
#> - Theory confidence: 90%
#> - Next: Use bid_anticipate() for Stage 3
structure_info <- bid_structure(previous_stage = notice_stage)
#> ℹ Auto-selected layout: breathable
#> ℹ Selected 'breathable' as safe default to ensure clean, uncluttered layout.
#> Warning: Layout auto-selection is deprecated and will be removed in bidux 0.4.0. The BID framework will focus on concept-based suggestions instead. Existing code will continue to work until 0.4.0.
#> ℹ Tip: Learn more about any concept via bid_concept("<concept>").
#> ℹ Stage numbering has been corrected in bidux 0.3.1:
#> Anticipate is now Stage 3, Structure is now Stage 4
#> This change improves logical workflow progression
#> All existing code remains backward compatible
#> Stage 4 (Structure) completed.
#> - Auto-selected layout: breathable
#> - Concept groups generated: 4
#> - Total concepts: 4
# Let the function suggest bias mitigations based on previous stages
bid_anticipate(previous_stage = structure_info)
#> Warning: Layout-specific bias mitigations are deprecated and will be removed in bidux 0.4.0. Consider using concept-based bias mitigations instead.
#> Automatically suggested bias mitigations: attention bias, belief perseverance, cognitive load, accessibility.
#> Concept 'attention bias' not found
#> Found partial match: Cognitive Load Theory
#> Found partial match: Accessibility Contrast
#> Stage 3 (Anticipate) completed.
#> - Bias mitigations: 4 defined
#> - Accessibility considerations included
#> - Key suggestions: Attention Bias mitigation: Consider how this bias affects user decisions, Belief Perseverance mitigation: Proactively show content that might disprove initial assumptions, Cognitive Load mitigation: Use tabs or collapsible sections to organize complex information
#> BID Framework - Anticipate Stage
#> Generated: 2025-09-23 23:04:50
#> Progress: 60 % (3/5)
#>
#> Bias Mitigations: 4 strategies defined
#>
#> Suggestions: Attention Bias mitigation: Consider how this bias affects user decisions Belief Perseverance mitigation: Proactively show content that might disprove initial assumptions Cognitive Load mitigation: Use tabs or collapsible sections to organize complex information Accessibility mitigation: Test color combinations with WebAIM's contrast checker to meet WCAG standards Consider also addressing these common biases: anchoring, framing, confirmation accessibility considerations have been included in bias mitigations.
#>
#> Use summary() for detailed information
# with accessibility included (default) and custom bias mitigations
anticipate_result <- bid_anticipate(
previous_stage = structure_info,
bias_mitigations = list(
anchoring = "Use context-aware references",
framing = "Toggle between positive and negative framing"
),
include_accessibility = TRUE
)
#> Added accessibility mitigation based on layout context.
#> Found partial match: Anchoring Effect
#> Found partial match: Framing & Loss Aversion
#> Found partial match: Accessibility Contrast
#> Stage 3 (Anticipate) completed.
#> - Bias mitigations: 3 defined
#> - Accessibility considerations included
#> - Key suggestions: Anchoring mitigation: Always show reference points like previous period, budget, or industry average, Framing mitigation: Toggle between progress (65% complete) and gap (35% remaining) framing, Accessibility mitigation: Test color combinations with WebAIM's contrast checker to meet WCAG standards
summary(anticipate_result)
#> === BID Framework: Anticipate Stage Summary ===
#>
#> Metadata:
#> stage_number : 3
#> total_stages : 5
#> validation_status : completed
#> bias_count : 3
#> include_accessibility : Yes
#> layout : breathable
#> concepts_count : 4
#> auto_generated_biases : No
#> stage_number_previous : 4
#>
#> Stage Data:
#> stage : Anticipate
#> bias_mitigations : anchoring: Use context-aware references; framing: Toggle between positive and...
#> accessibility : accessibility mitigation not specified
#> previous_layout : breathable
#> previous_concepts : Cognitive Load Theory, Visual Hierarchy, Progressive Disclosure, Hick's Law
#> suggestions : Anchoring mitigation: Always show reference points like previous period, budg...
#>
#> Generated: 2025-09-23 23:04:50