

QUALITY RESEARCH IS THOUGHTFULLY DESIGNED.

IMPROVED THESIS UNDERSTANDING
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Create clarity of purpose and expectations
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Create shared vocabulary and tools for the team to leverage
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Identify and resolve potential miscommunications
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Synthesis of previous findings to right-size knowledge gaps

INFORMED PLANNING and PRIORITIZATION
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Identify critical areas early
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Determine what we can safely de-prioritize
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Establish engineering feasibility before any architectural design recommendations
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Improve work efficiency

FLEXIBLE DISSEMINATION
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Create foundations for continuous knowledge sharing regardless of deliverable size
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Increase confidence in the validation approach
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Democratize access to data via bite-size share outs
Exemplary DESIGN IS CONsCIOUSLY ITERATED.
ANALYTIC METHODOLOGIES
INFERENTIAL STATISTICS
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EXPERIMENTAL DESIGN

PREDICTIVE MODELING

Multiple Linear Regression Model: Use Case for the above research was Churn Risk Segments.
SENTIMENT ANALYSIS

SEGMENTATION ANALYSIS


METHODOLOGY SWOT

User experience METHODOlogieS

PLANNING & REQUIREMENTS
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IDIs / Contextual Inquiry
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Observational Field Ethnography
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Stakeholder Interviews
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Object/Action Taxonomies
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Content strategy
- Ecosystem Map
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Content Audits
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Affinity Diagramming
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Claims Analysis
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Competitor Analysis
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Futures Workshop
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Persona Construction
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Quality Function Deployment
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Use Case Development
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Cognitive Models

USABILITY & EVALUATIVE
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Formative Evaluation
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Summative Evaluation
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Pluralistic Usability Walkthrough
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Heuristic Evaluation
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Cognitive Walkthrough
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Heuristic Walkthrough
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Metaphors of Human Thinking
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Persona-Based Inspection
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Critical Incident Technique (CIT)
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Web Analytics

QUANT / ATTITUDINAL UX
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Conjoint Analysis
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Market Research: Positioning Testing
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Asset Testing: Click Tests
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Navigation Click-Through Analysis
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Tree Test
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Card Sorting
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Sequential Monadic Testing
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SUS, SUPR-Q, & NPS
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A/B Drill-downs

DESIGN RESEARCH
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Competitive Landscape
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Empathy-Maps
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Prioritization Exercises
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Analytical Democratization
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Heuristic Frameworks
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Storyboarding
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Concept Map
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Fishbone Diagram
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Five Why’s
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T-Charts
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Function Allocation
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Physical Ergonomics
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Rapid Prototyping
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Storyboard / Journey Mapping
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Wireframe iterations
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Participatory Design
Holistic processes are beneficial when the timeline affords for a thorough methodology.
Proper management, operations, and scheduling can lead to research beyond simple validation.



My Research Philosophy
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Some information is better than none.
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If the only research outcomes is Designer & Product empathy & connection to customers than that is still worthwhile.
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Insights can be framed in more actionable terms if Research is in consistent collaboration with Product & Engineering.
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More often than not, there is time to allow for a dynamic range of recruitment, data, and insights before decisions.

Process excerpts...
PROJECT SAMPLES
