in 2001-2003" Which group has the highest/lowest rates? Which group has an increasing / decreasing / flat / bumpy / etc. Which group has a faster/slower rate of change?
Technical assessments Design research Deploymentenvironment Involvestakeholder Competition landscape User experience research User scenarios 1 Prepare Gather the data Clean the data Format the data Mine the data Organize the data Normalization Massage the data Gather additional research Develop data structure Assess data quality Assess data quantity 2 Explore Ask questions of the data Inspect the data Explore the data Analyze the data Rapid exploratory visualizations View from different view points Encode the data Use Tableau Use Excel Interviewing the data Texture of the data 3 Discover Find tendencies Find stories Find relationships Find hotspots Find structures Find facts Find patterns Indentify problems Answer questions Understand the data Indentify insights 4 Sketch Sketch on paper Sketch in code Explore range of concepts Draft visualization ideas Make big changes early Translate data to form Experiment with algorithms Different views on the data Testing out ideas visually Create custom visualizations 5 Question Review Ask questions Get feedback Get perspectives Does it answer the questions? Does it meet the expected goals? Is it useful? Does it tell a story? Collaborative reworking Start over Does it offer insights? 6 Design Visual design Functional design Technical design Experience design Wireframes Prototypes Composition ideas Interaction model User flow Information architecture Hierarchical structure Mockups 7 Develop Refine Polish Build Iterate User interactivity adjustments Interface motion and adjustments Make adjustments Refine the functional design Refine the visual design Care about the details 8 Evaluate Usability testing Design evaluation Expert review Usage observation Interface tests User mechanics tests Performance tests 9 Deliver Launch Promote Deploy Document Public relation campaigns Ambassador outreach Traditional public relations methods 10