• Welcome to JMP
    • Learn about JMP
      • Formatting Conventions in JMP Documentation
      • JMP Help
      • JMP Documentation Library
      • Additional Resources for Learning JMP
        • Search JMP
        • JMP Tutorials
        • Sample Data Tables
        • Learn about Statistical and JSL Terms
        • Learn JMP Tips and Tricks
        • JMP Tooltips
        • JMP User Community
        • Free Online Statistical Thinking Course
        • JMP New User Welcome Kit
        • Statistics Knowledge Portal
        • JMP Training
        • JMP Books by Users
        • The JMP Starter Window
      • JMP Technical Support
  • Discovering JMP
    • About This Book
    • Gallery of JMP Graphs
    • Introducing JMP
      • JMP Concepts That You Should Know
      • How Do I Get Started with JMP?
        • Starting JMP
        • Using Sample Data
      • Understand Data Tables
      • Understand the JMP Workflow
        • Step 1: Perform the Analysis and View Results
        • Step 2: Remove the Box Plot from a JMP Report
        • Step 3: Request Additional JMP Output
        • Step 4: Interact with JMP Platform Results
      • How is JMP Different from Excel?
        • Structure of a Data Table
        • Formulas in JMP
        • JMP Analysis and Graphing
    • Work with Your Data
      • Get Your Data into JMP
        • Copy and Paste Data into a Data Table
        • Import Data into a Data Table
        • Enter Data in a Data Table
        • Transfer Data from Excel to JMP
      • Work with Data Tables
        • Edit Data in a Data Table
        • Select, Deselect, and Find Values in a Data Table
        • View or Change Column Information in a Data Table
        • Example of Calculating Values with Formulas
        • Example of Filtering Data in a Report
      • Examples of Reshaping Data
        • Examples of Viewing Summary Statistics
        • Examples of Creating Subsets
        • Example of Joining Data Tables
        • Example of Sorting Data
    • Visualize Your Data
      • Analyze Single Variables in Univariate Graphs
        • Use Histograms for Continuous Variables
        • Use Bar Charts for Categorical Variables
      • Compare Multiple Variables
        • Compare Multiple Variables Using Scatterplots
        • Compare Multiple Variables Using a Scatterplot Matrix
        • Compare Multiple Variables Using Side-by-Side Box Plots
        • Compare Multiple Variables Using Graph Builder
        • Compare Multiple Variables Using Bubble Plots
        • Compare Multiple Variables Using Overlay Plots
        • Compare Multiple Variables Using a Variability Chart
    • Analyze Your Data
      • About This Chapter
      • The Importance of Graphing Your Data
      • Understand Modeling Types
        • Example of Modeling Type Results
        • Change the Modeling Type
      • Analyze Distributions
        • Distributions of Continuous Variables
        • Distributions of Categorical Variables
      • Analyze Relationships
        • Use Regression with One Predictor
        • Compare Averages for One Variable
        • Compare Proportions
        • Compare Averages for Multiple Variables
        • Use Regression with Multiple Predictors
    • The Big Picture
      • Linked Analyses
      • Example of Exploring Data in Multiple Platforms
        • Analyze Distributions in the Distribution Platform
        • Analyze Patterns and Relationships in the Multivariate Platform
        • Analyze Similar Values in the Clustering Platform
    • Save and Share Your Work
      • Work with Projects
        • Create a New Project
        • Open Files in a Project
        • Rearrange Files in Projects
        • Save a Project
        • Project Workspace
        • Project Bookmarks
        • Project Contents
        • Recent Files in Projects
        • Project Log
        • Move Files into Projects
        • Write a Project On Open Script
        • Example of Creating a New Project
      • Save Platform Results in Journals
        • Example of Creating a Journal
        • Add Analyses to a Journal
      • Save and Run Scripts
        • Example of Saving and Running a Script
        • About Scripts and JSL
      • Save Reports as Interactive HTML
        • Interactive HTML Contains Data
        • Example of Creating Interactive HTML
        • Share Reports as Interactive HTML
      • Save a Report as a PowerPoint Presentation
      • Create Dashboards
        • Example of Combining Windows
        • Example of Creating a Dashboard with Two Reports
      • Recreate JMP Steps in a Workflow
        • Example of Capturing a JMP Workflow
    • Special Features
      • Automatically Update Analyses and Graphs
        • Example of Automatically Updating an Analysis
      • Change Preferences
      • Integrate JMP and SAS
        • Example of Creating SAS Code
        • Example of Submitting SAS Code
  • Using JMP
    • Get Started with JMP
      • Anatomy of a JMP Session
      • Data Table Features
        • Data Table Panels
        • Data Grid in Data Tables
        • Open Different Types of Data Files
      • Platforms and Reports in JMP
        • Launch Windows in JMP Platforms
        • Analysis Results in JMP Reports
      • Manage Files and Open Windows
        • JMP Home Window on Windows
        • JMP Home Window on macOS
        • Search for Recently Opened Files on Windows
        • Close Multiple Files
        • Display and Arrange Open Windows
        • Preview JMP Files
        • Use the Windows Reveal Feature
      • JMP Starter Window
    • Import Your Data
      • About Importing Data
      • Import Microsoft Excel Files
        • Preview and Import Microsoft Excel Data
        • Import a Microsoft Excel File Directly
      • Import Text Files
        • Find Missing Characters in Imported Data
        • Options in the JMP Text Import Wizard
        • Edit Text Before Importing into JMP
        • Import Text from the Script Editor
      • Import Multiple Files
      • Import PDF Files
        • Concatenate Tables into One Data Table
        • Concatenate Tables by Column Headers
        • Import Tables that JMP Does Not Auto-Detect
        • PDF Preview Red Triangle Options
        • Data Table Preview Options
        • PDF Preview Right-Click Options
      • Import XML and JSON Files
        • Preview and Import XML and JSON Data
        • Import XML Files Directly
        • Import JSON Files Directly
      • Build SQL Queries in Query Builder
        • Connect to a SQL Database
        • Select Tables from a SQL Database
        • Build a SQL Query
        • Save and Run a JMP Query
        • Open the Selected Data
        • Query Builder Red Triangle Options
        • Write SQL Statements in Query Builder
      • Import Data from SAS
        • Java Runtime Environment (JRE) Requirements
        • SAS Menu Options
        • Import SAS Data Sets
        • Create SAS Transport Files in SAS from JMP
        • Connect to SAS from JMP
        • Open SAS Data Sets with SAS Query Builder
        • Open SAS Data Sets through a SAS Server
        • Using SAS Extended Attributes to Import Metadata
        • Run Stored Processes
        • Submit SAS Code
        • Generate ODS Results
        • Import Generated SAS Data Sets
      • Import Data from a Database
        • Connect to a Database
        • Open Data from a Database
        • Write SQL Statements to Query a Database
        • Structured Query Language (SQL): A Reference
      • Import Data from Google Sheets
        • About Importing Google Sheets
        • Google Sheet Settings
      • Import SPSS Files
      • Import Triple-S Survey Data
      • Import HDF5 Data
      • Import Data from MATLAB
      • Import Data from R
      • Import Data Using the Excel Add-In
        • Transfer Excel Data to a Data Table
        • About the JMP Add-In for Excel
        • Uninstall the JMP Excel Add-In
      • Import Data from the Internet or a Remote Computer
      • Create New Data Tables
      • Import Data from an OSIsoft PI Server
        • Connect to a PI Server
        • Common Options in the Import from OSIsoft PI Server Wizard
        • Import Raw Data from an OSIsoft PI Server
        • Import Plot Data from an OSIsoft PI Server
        • Import Interpolated Data from an OSIsoft PI Server
    • Enter and Edit Your Data
      • Enter Data in Data Tables
        • Copy and Paste Data into Data Tables
        • Add Rows to Data Tables
        • Add Columns to Data Tables
        • Fill Data Table Columns with Sequential Data
        • Replace Missing Values with Previous Values in Data Table Columns
        • Enter Cell Formulas into Data Table Columns
      • Select Rows in Data Tables
        • Find Matching Cells in Rows
        • Select Rows That Contain Specific Values
        • Locate the Next Selected Row
      • Select Columns in Data Tables
        • How to Select Columns
        • Select Columns in the JMP Columns Viewer
        • Locate Next and Previously Selected Columns in Data Tables
      • Resize Rows and Columns
      • Organize Data in Data Tables
        • Delete Rows in Data Tables
        • Delete Columns in Data Tables
        • Rearrange Columns in Data Tables
        • Group Columns in Data Tables
        • Move Values in Data Tables
        • Color Cells in Data Tables
        • Edit or Delete Cells in Data Tables
        • Edit Column Names in Data Tables
        • Hide and Exclude Rows in Data Tables
        • Exclude Rows in Data Tables
        • Hide Rows in Data Tables
        • Exclude Columns in Data Tables
        • Hide Columns in Data Tables
        • View Patterns of Missing Data in Data Tables
        • Find and Replace Cell Values in Data Tables
        • Edit Cells in Data Tables
        • Right-Click Menus for Rows and Columns
        • Compare Data Tables
      • Assign Characteristics to Rows and Columns
        • How to Find Options for Rows and Columns
        • Label Rows and Columns
        • Assign Colors or Markers to Rows
        • Create Color Themes in Graphs
        • Delete Custom Color Themes in Graphs
        • Select Matching Row State Cells
        • Delete Row Characteristics
        • Lock Columns
      • Restructure Data
        • Split a Data Table Column into Multiple Columns
        • Create a New Column by Text Matching
        • Make Indicator Columns
        • Combine Columns in Data Tables
        • Compress Selected Columns in Data Tables
        • Make a Binning Formula in a Data Table Column
        • Convert Labels to Codes and Codes to Labels
        • Make a New Formula Column
        • Transform Columns in a JMP Platform
        • Recode Data in a Column
      • Edit Data Tables
        • Rename Data Tables
        • Lock Data Tables
        • Compress Data Tables
        • Copy Table Scripts
        • Use Data Table Variables
        • Create and Save Scripts in Data Tables
    • Set JMP Column Properties
      • About the Column Info Window
        • About Modeling Types
        • The Short-Integer Format
        • Numeric Formats
        • Store Information in Row State Columns
        • Initialize Data in a Column
      • Column Properties in JMP
        • Basic Column Properties
        • Properties That Validate Column Values
        • Properties That Attach Information to Column Values
        • Properties That Control the Display of Columns
        • Properties Used in Modeling and DOE
        • Properties Associated with Control Charts and Capability
        • Properties That Control How Columns Are Used in Platforms
        • SAS Properties
        • Link Data Tables with Virtual Join Properties
        • Additional Column Properties
        • Properties Assigned and Controlled by JMP
      • Standardize Attributes and Properties Across Columns
        • Recode Column Values
        • Standardize Column Attributes
        • Standardize Column Properties
        • Delete Column Properties
        • Example of Standardizing a Formula
      • Assign a Preselected Analysis Role to a Column
    • Reshape Your Data
      • Create a Subset Data Table
        • Create a Subset Data Table from a JMP Report
      • Sort Data Tables
      • Stack Columns in Data Tables
        • Example of Stacking Columns into a Single Column
        • Example of Stacking Columns into More Than One Column
      • Split Columns in Data Tables
        • Examples of Splitting Columns
      • Transpose Rows and Columns in a Data Table
        • Examples of Transposing Rows and Columns in a Data Table
      • Concatenate Data Tables
        • Example of Concatenating Data Tables
        • Example of Concatenating Data Tables and Table Variables
      • Join Data Tables
        • Examples of Joining Data Tables
      • Query and Join Data Tables with JMP Query Builder
        • About Links to Data Tables in JMP Queries
      • Virtually Join Data Tables
        • Example of Virtually Joining Columns
        • Example of Virtually Joining Columns and Showing Row States
        • Example of Merging Referenced Data in Virtually Joined Data Tables
        • Example of a Link ID and a Link Reference on a Single Column
      • Update Data Tables
        • Example of Updating a JMP Data Table
      • Anonymize Data
    • Create Formulas in JMP
      • Overview of Formulas in JMP
      • Create Formulas in JMP
      • Refer to Data Table Values in Formulas
      • Use Local Variables in Formulas
        • Incorporate Parameters in Formulas
      • Insert Constants in Formulas
      • Add Operators to JMP Formulas
        • Keypad Reference for the Formula Editor
      • Use Functions in Formulas
        • Find Frequently Used Functions in the Formula Editor
      • Copy and Replicate Formulas
      • Order Expressions in Formulas
        • Build a Formula in Order of Precedence
      • JMP Formula Editor Options
        • Calculate Derivatives of JMP Functions
        • Simplify Complex Formulas
        • Evaluate Formulas
        • Ignore Errors in Formulas
        • View Formulas in JSL
      • Edit Formulas
        • Correct Mistakes in Formulas
        • Select Expressions in Formulas
        • Delete Functions from Formulas
        • Cut, Copy, and Paste Formulas
        • Click and Drag Formulas
      • Customize Formulas in the JMP Formula Editor
        • Hide and Show Outlines in Formulas
        • Change the Font Size in Formulas
        • Specify the Matrix Size in Formulas
        • Change the Orientation of a Formula
        • Open and Close Arguments in Formulas
      • Examples of Building Formulas in the JMP Formula Editor
        • Use Basic Features in the JMP Formula Editor
        • Use Local Variables in Formulas
        • Use the Munger Function in Formulas
        • Use the Match Conditional Function in Formulas
        • Use the Delete Expression Button in Formulas
      • Keyboard Shortcuts for the JMP Formula Editor
      • Glossary of Terms for the JMP Formula Editor
    • Summarize Your Data
      • Summarize Columns
        • Summary Launch Window
        • Create a Summary Table
        • Add a Statistics Column to an Existing Summary Table
      • Explanation of Summary Statistics
      • Example of Creating a Summary Table with Groups
    • JMP Reports
      • Navigate JMP Reports
        • Use the Hand Tool
        • Display Options for JMP Reports
        • Show and Hide Parts of a JMP Report
        • Combine Several JMP Reports
        • Rename Report Titles
        • Increase Font Sizes in Reports
        • Resize a Report Window
      • Red Triangle Options in JMP Reports
        • Local Data Filters in JMP Reports
        • Redo Menus in JMP Reports
        • Save Script Menus in JMP Reports
      • The Data Filter
        • Types of Data Filter Columns
        • Filtering Modes
        • The Data Filter Panel
        • Red Triangle Options for the Data Filter
        • Animation in Data Filters
        • Red Triangle Options for Variables in Data Filters
      • Reformat Tables in JMP Reports
        • Change Display Box Properties in a JMP Report
        • Change a Table in a JMP Report Into a Matrix
        • Use Conditional Formatting in JMP Reports
      • Select Points in JMP Graphs
        • Select Rows in JMP Graphs
        • Select a Rectangular Area of Points in a JMP Graph
        • Select an Irregularly Shaped Area of Points in a JMP Graph
      • Use Markers in JMP Graphs
        • Change the Shape of Markers
        • Change the Color of Markers
        • Change the Size of Markers
        • Work with Crowded Markers
        • Add Outlines Around Markers
        • Change the Selection Mode of Markers
        • Specify the Transparency of Markers
        • Exclude and Hide Markers
        • Use Images as Markers
        • Change the Shape or Color of Markers Based On Values
      • Change the Appearance of JMP Graphs
        • Resize Graphs
        • Zoom In on Graphs
        • Change Line Widths in Graphs
        • Change the Background Color in Graphs
        • Change the Color of Histogram Bars
        • Display Coordinates and Temporary Reference Lines in Graphs
        • Scroll and Scale Axes in Graphs
        • Customize Axes and Axis Labels in Graphs
        • Change the Order of Values in Reports
        • Change the Pattern and Format of Selected Objects in Graphs
        • Add a Graph to a Data Table
        • Customize Markers, Lines, Text, and More in Graphs
      • Add Images to a JMP Graph or Report
        • Paste a Background Image into a JMP Graph
        • Paste an Image at the End of a JMP Report
        • Drag and Drop an Image into a JMP Graph
        • Add Geographical Images and Boundaries to JMP Graphs
        • Extract Data from an Image
      • Add Annotations and Shapes to JMP Reports and Graphs
        • Add Annotations to JMP Reports or Graphs
        • Add Shapes to JMP Reports
      • Customize Hover Labels in JMP Graphs
        • Add Graphs or Images to Hover Labels
        • Add Text to Hover Labels in JMP Graphs
        • Update Names and Values in Hover Labels
        • Edit Hover Labels in JMP Graphs
        • Add Images from JMP Data Tables to Hover Labels
        • Pin Hover Labels in JMP Graphs
        • Right-Click Options for Hover Labels
      • Customize Common Orderings
        • Load Common Orderings from a Data Table
        • Edit Common Orderings
        • Edit Items
      • Save Platform Preferences
      • Semantic Formatting
        • Format a Row in a Report Table
        • Format a Column in a Report Table
    • Save and Share Your Data
      • Save Data Tables
        • Save Data Tables as Microsoft Excel Files
        • Save JMP Data as a CSV File
        • Save JMP Data as a Text File
        • Save JMP Data as a JSON File
        • Save JMP Data as a SAS Transport File
        • Save JMP Data as a Google Sheet
        • Save JMP Data as a SAS Data Set
        • Save Data Tables to a Database
        • Replace a Database with a Data Table
      • Save Reports
        • Save Reports as PDF Files
        • Save Reports as PowerPoint Presentations
        • Set the Graphic DPI for Exported Graphics
        • Save a JMP Analysis as a Script
        • Save Parts of a Report in a Graphic Format
      • Share Interactive Reports and Data
        • Share Reports as Interactive HTML
        • Share Reports to JMP Live or JMP Public
        • Share Data to JMP Live
      • Print Reports
      • Copy and Paste Reports
      • Work with Projects
        • Create a New Project
        • Open Files in a Project
        • Rearrange Files in Projects
        • Save a Project
        • Project Workspace
        • Project Bookmarks
        • Project Contents
        • Recent Files in Projects
        • Project Log
        • Move Files into Projects
        • Write a Project On Open Script
        • Example of Creating a New Project
      • Create Journals
        • Example of Making a Journal for a Presentation
        • Create New Journals
        • Manage Links in Shared Journals
        • Add and Edit Outlines to Journals
        • Right-Click Options in Journals
        • Control the Display of Outline Levels in Journals
        • Add a Graph or Graphic to Journals
        • Customize Items in Journals
        • Prevent Modifications to Journals
        • Append Reports to Journals
        • Save Journals in Other Formats
        • Delete Items from Journals
      • Save JMP Sessions
        • Save Sessions upon Exiting JMP
        • Save Sessions Manually
      • Save a Log Window
    • Combine and Present Reports Using Dashboards
      • Combine JMP Reports by Creating a Dashboard
        • Example of Creating a Dashboard with Two JMP Reports
        • Using the Dashboard Builder
        • Red Triangle Options in the Dashboard Builder
        • Start with a Sample Dashboard
        • Edit a Dashboard
        • View a Running Dashboard
        • Example of Combining Windows to Create a Dashboard
        • Example of Adding Selection Filters to a Dashboard
        • Example of Creating a JMP Query Dashboard and Add-In
        • Example of Creating a Dashboard from Two Data Tables
    • Workflow Builder
      • Overview of the Workflow Builder
      • Example of Workflow Builder
      • Launch the Workflow Builder
      • The Workflow Builder Window
        • Workflow Steps
        • Step Settings
        • JMP Log History
      • Workflow Builder Options
      • Additional Examples of the Workflow Builder
        • Example of Creating a Workflow from the Log History
        • Example of Creating a Workflow with a Step Setting
        • Example of Adding to a Workflow from the Enhanced Log
      • Technical Details for the Workflow Builder
    • Customize Menus and Toolbars
      • Customize JMP Toolbars and Menus on Windows
        • Customize Toolbars
        • Customize the Main Menu Bar
        • Create Menu Items and Toolbar Buttons
        • Set User Permissions for Customized Toolbars and Buttons
        • Rearrange Toolbars
        • Copy and Paste Menus, Menu Items, Toolbars, and Buttons
        • Rearrange Custom Menus, Menu Items, and Buttons
        • Delete Custom Items
        • Show or Hide Custom Items
        • Import Customizations
        • Remove Customizations from JMP
      • Customize Toolbars on macOS
      • Customize Menus on macOS
      • Customize Menus and Toolbars for Add-Ins
    • JMP Preferences
      • Overview of JMP Preferences
      • General JMP Preferences
      • Preferences for JMP Reports
      • Preferences for JMP Graphs
      • Style Preferences for JMP Graphs and Reports
      • Fonts Preferences
      • Menu Preferences
      • Preferences for JMP Projects
      • Preferences for Data Tables
      • Preferences for JMP Data Filters
      • Preferences for the Column Switcher
      • Preferences for Recoding Columns
      • Value Order Preferences
      • Preferences by JMP Platform
      • Preferences for Importing and Exporting Text Files
      • Preferences for Third-Party Data
      • Preferences for SAS Integration
      • Preferences for the Query Builder
      • Preferences for the JSL Script Editor
      • Preferences for the Workflow Builder
      • Preferences for the JSL Debugger
      • Preferences for the Log
      • Windows Preferences
      • Mac OS Preferences
      • Communications Preferences
      • Preferences for Internet Options
      • Print Preferences
      • Preferences for File Locations
      • Preferences for Updating JMP
      • Privacy Preferences
    • Reference for JMP Functions in Formulas
      • Row Functions
      • Numeric Functions
      • Transcendental Functions
      • Trigonometric Functions
      • Character Functions
      • Comparison Functions
      • Conditional Functions
      • Probability Functions
      • Discrete Probability Functions
      • Statistical Functions
      • Random Functions
      • Date Time Functions
      • Row State Functions
      • Assignment Functions
      • Parametric Model Functions
      • Finance Functions
    • JMP Technical Details
      • JMP Features That Support Multithreading
      • Conventions for Mapping JMP Attributes to SAS Extended Attributes
    • References
  • Basic Analysis
    • Introduction to Basic Analysis
    • Distributions
      • Overview of the Distribution Platform
      • Example of the Distribution Platform
      • Launch the Distribution Platform
      • The Distribution Report
        • Histograms
        • The Frequencies Report
        • The Quantiles Report
        • The Summary Statistics Report
      • Distribution Platform Options
      • Options for Categorical Variables
        • Histogram Options for Categorical Variables
        • Save Options for Categorical Variables
      • Options for Continuous Variables
        • Display Options for Continuous Variables
        • Histogram Options for Continuous Variables
        • Normal Quantile Plot
        • Outlier Box Plot
        • Quantile Box Plot
        • Stem and Leaf
        • CDF Plot
        • Test Mean
        • Test Std Dev
        • Test Equivalence
        • Confidence Intervals
        • Prediction Intervals
        • Tolerance Intervals
        • Process Capability
        • Fit Distributions
        • Save Options for Continuous Variables
      • Additional Examples of the Distribution Platform
        • Example of Selecting Data in Multiple Histograms
        • Example of a By Variable
        • Example of Testing Probabilities for Two Levels
        • Example of Testing Probabilities for More Than Two Levels
        • Example of Prediction Intervals
        • Example of Tolerance Intervals
        • Example of Process Capability
        • Example of Detection Limits
      • Statistical Details for the Distribution Platform
        • Statistical Details for Standard Error Bars
        • Statistical Details for Quantiles
        • Statistical Details for Summary Statistics
        • Statistical Details for the Normal Quantile Plot
        • Statistical Details for the Wilcoxon Signed Rank Test
        • Statistical Details for the Standard Deviation Test
        • Statistical Details for Normal Quantiles
        • Statistical Details for Saving Standardized Data
        • Statistical Details for Score Confidence Intervals
        • Statistical Details for Prediction Intervals
        • Statistical Details for Tolerance Intervals
        • Statistical Details for Continuous Fit Distributions
        • Statistical Details for Discrete Fit Distributions
    • Introduction to Fit Y by X
    • Bivariate Analysis
      • Overview of the Bivariate Platform
      • Example of Bivariate Analysis
      • Launch the Bivariate Platform
        • Data Format
      • The Bivariate Report
      • Bivariate Platform Options
        • Bivariate Fit Options
      • Bivariate Fit Reports
        • Fit Mean Report
        • Fit Line, Fit Polynomial, and Fit Special Reports
        • Fit Special Window
        • Fit Spline Report
        • Kernel Smoother Report
        • Fit Each Value Report
        • Fit Orthogonal Report
        • Robust Fit Report
        • Passing-Bablok Fit Report
        • Density Ellipse Report
        • Nonpar Density Report
      • Additional Examples of the Bivariate Platform
        • Example of the Fit Special Option
        • Example of the Fit Orthogonal Option
        • Example of the Fit Robust Option
        • Example of Group By Using Density Ellipses
        • Example of Group By Using Regression Lines
        • Example of Grouping Using a By Variable
      • Statistical Details for the Bivariate Platform
        • Statistical Details for the Fit Line Option
        • Statistical Details for the Fit Polynomial Option
        • Statistical Details for the Fit Spline Option
        • Statistical Details for the Fit Orthogonal Option
        • Statistical Details for the Robust Options
        • Statistical Details for the Fit Passing Bablok Option
        • Statistical Details for the Summary of Fit Report
        • Statistical Details for the Lack of Fit Report
        • Statistical Details for the Parameter Estimates Report
        • Statistical Details for the Smoothing Fit Report
        • Statistical Details for the Bivariate Normal Ellipse Report
    • Oneway Analysis
      • Overview of Oneway Platform
      • Example of Oneway Analysis
      • Launch the Oneway Platform
        • Data Format
      • Oneway Report
      • The Oneway Platform Options
      • Oneway Analysis Reports
        • Quantiles Report
        • Means/Anova/Pooled t Report
        • Means and Std Deviations Report
        • t Test Report
        • Analysis of Means Reports
        • Means Comparisons Reports
        • Nonparametric Test Reports
        • Nonparametric Multiple Comparisons Reports
        • Unequal Variances Reports
        • Equivalence Test Reports
        • Robust Fit Reports
        • Power Reports
        • Matching Column Report
      • Oneway Plot Elements
        • Mean Diamonds and X-Axis Proportional
        • Mean Lines, Error Bars, and Standard Deviation Lines
        • Comparison Circles
      • Additional Examples of the Oneway Platform
        • Example of Analysis of Means
        • Example of Analysis of Means for Variances
        • Example of the Each Pair, Student’s t Test
        • Example of the All Pairs, Tukey HSD Test
        • Example of the With Best, Hsu MCB Test
        • Example of the With Control, Dunnett’s Test
        • Example of the Each Pair Stepwise, Newman-Keuls Test
        • Example Contrasting Four Compare Means Tests
        • Example of the Nonparametric Wilcoxon Test
        • Example of the Unequal Variances Option
        • Example of an Equivalence Test
        • Example of the Robust Fit Option
        • Example of the Power Option
        • Example of a Normal Quantile Plot
        • Example of a CDF Plot
        • Example of the Densities Options
        • Example of the Matching Column Option
        • Example of Stacking Data for a Oneway Analysis
      • Statistical Details for the Oneway Platform
        • Statistical Details for Comparison Circles
        • Statistical Details for Power
        • Statistical Details for ANOM
        • Statistical Details for the Summary of Fit Report
        • Statistical Details for Tests That the Variances Are Equal
        • Statistical Details for Nonparametric Test Statistics
        • Statistical Details for the Robust Fit
    • Contingency Analysis
      • Example of Contingency Analysis
      • Launch the Contingency Platform
        • Data Format
      • The Contingency Report
        • Mosaic Plot
        • Contingency Table
        • Tests Report
      • Contingency Platform Options
      • Contingency Analysis Reports
        • Analysis of Means for Proportions Report
        • Correspondence Analysis Report
        • Cochran-Mantel-Haenszel Test Report
        • Agreement Statistic Report
        • Relative Risk Report
        • Two Sample Test for Proportions Report
        • Measures of Association Report
        • Cochran Armitage Trend Test Report
        • Fisher’s Exact Test Report
        • Equivalence Test Reports
      • Additional Examples of the Contingency Platform
        • Example of Analysis of Means for Proportions
        • Example of Correspondence Analysis
        • Example of a Cochran-Mantel-Haenszel Test
        • Example of the Agreement Statistic Option
        • Example of the Relative Risk Option
        • Example of a Two Sample Test for Proportions
        • Example of the Measures of Association Option
        • Example of the Cochran Armitage Trend Test
        • Example of Equivalence Tests for Relative Risk
      • Statistical Details for the Contingency Platform
        • Statistical Details for the Agreement Statistic
        • Statistical Details for the Odds Ratio
        • Statistical Details for the Tests Report
        • Statistical Details for Correspondence Analysis
    • Logistic Analysis
      • Overview of the Logistic Platform
      • Example of Nominal Logistic Regression
      • Launch the Logistic Platform
        • Data Format
      • The Logistic Report
        • Logistic Plot
        • Iterations Report
        • Whole Model Test Report
        • Fit Details Report
        • Parameter Estimates Report
      • Logistic Platform Options
      • Logistic Analysis Reports
        • ROC Curves
        • Inverse Prediction
      • Additional Examples of Logistic Regression
        • Example of Ordinal Logistic Regression
        • Example of a Logistic Plot
        • Example of ROC Curves
        • Example of Inverse Prediction
      • Statistical Details for the Logistic Platform
    • Tabulate
      • Example of the Tabulate Platform
      • Launch the Tabulate Platform
        • Tabulate Platform Dialog Window
        • Add Statistics
      • Tabulate Platform Report
        • Analysis Columns
        • Grouping Columns
        • Column and Row Tables
        • Edit Tables
      • Tabulate Platform Options
        • Show Test Build Panel
        • Right-Click Menu for Columns
      • Additional Examples of the Tabulate Platform
        • Example of Creating Different Tables and Rearranging Contents
        • Example of Combining Columns into a Single Table
        • Example Using a Page Column
        • Example of Stacking Grouping Columns
        • Example Using a Unique ID Column
        • Example of Packing Columns
    • Simulate
      • Overview of the Simulate Feature
      • Example of the Simulate Feature
      • Launch the Simulate Feature
        • The Simulate Window
      • The Simulate Results Table
        • Simulation Results Report
        • Simulated Power Report
      • Additional Examples of the Simulate Feature
        • Example of a Permutation Test
        • Example of Retaining a Factor in Generalized Regression
        • Example of a Prospective Power Analysis
    • Bootstrapping
      • Overview of the Bootstrapping Feature
        • JMP Platforms that Support Bootstrapping
      • Example of Bootstrapping
      • Bootstrapping Window Options
      • Stacked Bootstrap Results Table
      • Unstacked Bootstrap Results Table
      • Analysis of Bootstrap Results
      • Additional Example of Bootstrapping
      • Statistical Details for Bootstrapping
        • Statistical Details for Fractional Weights
        • Statistical Details for the Bias-Corrected Percentile Intervals
    • Text Explorer
      • Overview of the Text Explorer Platform
        • Text Processing Steps
      • Example of the Text Explorer Platform
      • Launch the Text Explorer Platform
        • Customize Regex in the Regular Expression Editor
      • The Text Explorer Report
        • Summary Counts Report
        • Term and Phrase Lists
      • Text Explorer Platform Options
        • Text Preparation Options
        • Text Analysis Options
        • Save Options
        • Report Options in Text Explorer
      • Latent Class Analysis
      • Latent Semantic Analysis (SVD)
        • SVD Report
        • SVD Report Options
      • Topic Analysis
        • Topic Analysis Report
        • Topic Analysis Report Options
      • Discriminant Analysis
        • Discriminant Analysis Report
        • Discriminant Analysis Report Options
      • Term Selection
        • Term Selection Settings
        • Term Selection Report
        • Term Selection Report Options
      • Sentiment Analysis
        • Sentiment Analysis Report
        • Sentiment Analysis Report Options
      • Additional Example of the Text Explorer Platform
    • References
  • Essential Graphing
    • Introduction to Interactive Graphing
    • Graph Builder
      • How to Use Graph Builder
        • About the Graph Builder Window
      • Example of Graph Builder
      • Move or Remove Variables in Zones
      • Work with Axes
        • Merge Variables on an Axis
        • Create Separate Axes in the X and Y Zones
        • Create a Second Y Axis
        • Nest Axes for Character Variables
        • Order the Levels of a Categorical Variable
      • Element Types and Options
        • Points
        • Smoother
        • Line of Fit
        • Ellipse
        • Contour
        • Line
        • Bar
        • Area
        • Box Plot
        • Histogram
        • Heatmap
        • Pie
        • Treemap
        • Mosaic
        • Caption Box
        • Formula
        • Map Shapes
        • Parallel
      • Graph Zones
        • Categorical and Continuous Variables in Group X or Y Zones
        • Move Group X and Group Y Labels
      • Graph Builder Options
      • Graph Builder Buttons
      • Right-Click Menus in Graph Builder
        • Graph Options
        • Grouping Zones Options
        • Options for Columns in the Variables Panel
        • Options for Axes, Axes Variable Labels, or Graph Titles
        • Options for the Dividing Line between Multiple Graphs
        • Legend Options in Graph Builder
    • Graph Builder Examples
      • Example of an Ordered Bar Chart
      • Example of an Area and Line Chart
      • Example of a Map Chart
      • Example of a Butterfly Chart
      • Example of a Scatterplot
      • Example of a Packed Bar Chart
      • Example of an Overlaid Histogram and Ridgeline Chart
      • Example of a Bullet Bar Chart
      • Example of a Forecast Plot
    • Bubble Plots
      • Example of a Dynamic Bubble Plot
      • Launch the Bubble Plot Platform
        • Specifying Two ID Variables
        • Specifying a Time Variable
      • Interact with the Bubble Plot
        • Control Animation for Dynamic Bubble Plots
        • Select Bubbles
        • Use the Brush Tool
      • Bubble Plot Platform Options
        • Change Variables in a Bubble Plot
      • Additional Examples of the Bubble Plot Platform
        • Example of a Time Variable and no ID Variable
        • Example of ID Variables and no Time Variable
        • Example of a Static Bubble Plot
        • Example of a Bubble Plot with a Categorical Y Variable
    • Scatterplot Matrix
      • Example of a Scatterplot Matrix
      • Launch the Scatterplot Matrix Platform
        • Change the Matrix Format
      • The Scatterplot Matrix Window
      • Scatterplot Matrix Platform Options
      • Example Using a Grouping Variable
        • Create a Grouping Variable
    • Parallel Plots
      • Example of a Parallel Plot
      • Launch the Parallel Plot Platform
      • The Parallel Plot
        • Interpret Parallel Plots
      • Parallel Plot Platform Options
      • Additional Examples of the Parallel Plot Platform
        • Examine Iris Measurements
        • Examine Student Measurements
    • Cell Plots
      • Example of a Cell Plot
      • Launch the Cell Plot Platform
      • The Cell Plot
      • Cell Plot Platform Options
        • Right-Click Menu for Cell Plots
      • Additional Example of the Cell Plot Platform
    • Scatterplot 3D
      • Example of a 3D Scatterplot
      • Launch the Scatterplot 3D Platform
      • The Scatterplot 3D Report
        • Spin the 3D Scatterplot
        • Change Variables on the Axes
        • Adjust the Axes
        • Assign Colors and Markers to Data Points
        • Assign Colors and Markers in the Data Table
      • Scatterplot 3D Platform Options
        • Normal Contour Ellipsoids in 3D Scatterplots
        • Nonparametric Density Contours in 3D Scatterplots
        • Right-Click Menu in 3D Scatterplots
      • Additional Examples of the Scatterplot 3D Platform
        • Example of an Ungrouped Normal Contour Ellipsoid
        • Example of Grouped Normal Contour Ellipsoids
        • Example of a Grouped Nonparametric Density Contour
    • Contour Plots
      • Example of a Contour Plot
        • Example Using the Contour Platform
        • Example of a Contour Plot in Graph Builder
      • Launch the Contour Plot Platform
      • Contour Plot in JMP
      • Contour Plot Platform Options
        • Fill Areas in Contour Plots
        • Customize a Contour Plot
        • Contour Plot Save Options
        • Use Formulas to Specify Contours
      • Additional Example of Contour Plots
    • Ternary Plots
      • Example of a Ternary Plot
      • Launch the Ternary Plot Platform
      • The Ternary Plot in JMP
        • Mixtures and Constraints
      • Ternary Plot Platform Options
      • Additional Examples of the Ternary Plot Platform
        • Example of a Ternary Plot with Mixture Constraints
        • Example of a Ternary Plot with a Contour Function
    • Maps
      • Overview of Mapping
        • Maps in Graph Builder
        • Background Maps in JMP Graphs
      • Example of Adding a Map to a Graph
      • Add a Map to Graph Builder
        • Map Shape Zone
        • Add Color to Maps
        • Scale Map Shapes
        • Custom Map Files
      • Add Background Maps to Graphs
        • Images in Maps
        • Boundaries in Maps
      • Additional Examples of Creating Maps
        • Example of Creating Custom Maps
        • Example of Adding a Background Map
        • Example of Creating a Custom Background Map
        • Example of a Boundary Map with Clipped Elements
    • Legacy Platforms
      • Treemaps
      • Charts
      • Overlay Plots
    • References
  • Profilers
    • Introduction to Profilers
      • Introduction to Profiling
        • Profiler Features in JMP
        • Profiler Launch Windows
        • Profilers in Fit Group Reports
      • Interpret Prediction Profiler
        • The Profiler as a Cross-Section
        • Set or Lock Factor Values
      • Profiler Platform Options
      • Common Profiler Topics
        • Linear Constraints
        • Noise Factors
    • Profiler
      • Overview of the Prediction Profiler
      • Example of the Prediction Profiler
      • Launch the Prediction Profiler Platform
      • Prediction Profiler Options
        • Maximization Options Window
      • Desirability Profiling and Optimization
        • Construction of Desirability Functions
        • How to Use the Desirability Function
        • The Desirability Profile
        • Customized Desirability Functions
      • Assess Variable Importance
      • Bagging
      • Design Space Profiler
        • Design Space Profiler Report
        • Design Space Profiler Options
      • Additional Examples of the Prediction Profiler
        • Example of a Desirability Profiler for Multiple Responses
        • Example of a Noise Factor in the Prediction Profiler
        • Example of Variable Importance for One Response
        • Example of Variable Importance for Multiple Responses
        • Example of Bagging to Improve Prediction
        • Example of Bagging to Indicate the Accuracy of Predictions
        • Example of Confidence Intervals Using Bagging
        • Example of Confidence Intervals Using StdErr Pred Formula Column
        • Example of Design Space Profiler
      • Statistical Details for the Prediction Profiler
        • Statistical Details for Assess Variable Importance
        • Statistical Details for Propagation of Error Bars
        • Statistical Details for Extrapolation Control Metrics
    • Contour Profiler
      • Overview of the Contour Profiler
      • Example of the Contour Profiler
      • Launch the Contour Profiler Platform
      • The Contour Profiler Report
        • Factor Settings and Controls
        • Response Settings and Controls
      • Contour Profiler Platform Options
      • Constraint Shading Settings
      • Additional Example of the Contour Profiler
    • Surface Plot
      • Overview of the Surface Plot Profiler
      • Example of the Surface Plot
      • Launch the Surface Plot
      • The Surface Plot Report
        • The Surface Plot
        • Appearance Controls
        • Independent Variables
        • Dependent Variables
      • Surface Plot Platform Options
        • Right-Click Menu Options
        • Dependent Variables Options
      • Sheet or Surface Properties
      • Keyboard Shortcuts
      • Additional Examples of the Surface Plot
        • Example of a Surface Plot for a Single Mathematical Function
        • Example of Isosurfaces
    • Mixture Profiler
      • Overview of the Mixture Profiler
        • Ternary Plot Overview
        • Ternary Plots with More Than Three Components
      • Example of the Mixture Profiler
      • Launch the Mixture Profiler Platform
      • The Mixture Profiler Report
        • Factor Settings and Controls
        • Response Settings and Controls
      • Mixture Profiler Platform Options
        • Customizations for the Mixture Profiler
      • Linear Constraints
      • Additional Examples of the Mixture Profiler
        • Example of Mixture Variables with a Process Variable
        • Example of Multiple Responses with Five Mixture Variables
    • Custom Profiler
      • Overview of the Custom Profiler
      • Example of the Custom Profiler
      • Launch the Custom Profiler Platform
      • The Custom Profiler Report
        • Factor Settings and Controls
        • Response Settings and Controls
        • Optimization Settings and Controls
      • Custom Profiler Platform Options
    • Simulator
      • Overview of the Simulator
      • Example of the Simulator
      • Launch the Simulator
        • Simulation Settings for Factors
        • Simulation Settings for Responses
      • The Simulator Report
      • The Simulator Report Options
        • Defect Profiler
        • Defect Parametric Profile
        • Simulation Experiment
        • Specification Limits
      • Additional Examples of the Simulator
        • Example of the Defect Profiler
        • Example of Stochastic Optimization
        • Example of Simulating General Formulas
      • Statistical Details for the Simulator
    • Excel Profiler
      • Overview of the Excel Profiler
      • Example of an Excel Model
      • Run the Excel Profiler
      • Use Linear Constraints
      • Resolution of Profile Lines
      • Use the Excel Profiler from JMP
    • References
  • Design of Experiments Guide
    • Introduction to DOE
    • Starting Out with DOE
      • Overview of Experimental Design and the DOE Workflow
      • Example of a Designed Experiment
        • Define the Study and Goals
        • Create the Design
        • Run the Experiment
        • Analyze the Data
      • The DOE Workflow: Describe, Specify, Design
        • Define DOE Responses and Factors
        • Specify the DOE Model
        • Generate the Design
        • Evaluate the Design
        • Make the DOE Results Table
      • Principles and Guidelines for Experimental Design
        • Effect Hierarchy
        • Effect Heredity
        • Effect Sparsity
        • Center Points, Replicate Runs, and Testing
    • Custom Designs
      • Overview of Custom Design
      • Example of a Custom Design Construction
      • Example of a Custom Design Analysis
      • Build a Custom Design
        • Responses
        • Factors
        • Define Factor Constraints
        • Alias Terms
        • Design Generation
        • Design Explorer
        • Design
        • Design Evaluation
        • Output Options
      • Custom Design Options
        • Simulate Responses
        • Save X Matrix
        • Number of Starts
        • Design Search Time
      • Statistical Details for Custom Designs
        • Designs with Randomization Restrictions
        • Covariates with Hard-to-Change Levels
        • Numbers of Whole Plots and Subplots
        • Optimality Criteria
        • D-Efficiency
        • Coordinate-Exchange Algorithm
    • Examples of Custom Designs
      • Examples of Screening Experiments
        • Design That Estimates Main Effects Only
        • Design That Estimates All Two-Factor Interactions
        • Design That Avoids Aliasing of Main Effects and Two-Factor Interactions
        • Supersaturated Screening Designs
        • Design for Fixed Blocks
      • Examples of Response Surface Experiments
        • Response Surface Design
        • Response Surface Design with Flexible Blocking
        • Comparison of a D-Optimal and an I-Optimal Response Surface Design
        • Response Surface Design With Constraints and Categorical Factor
      • Examples of Mixture Experiments
        • Mixture Design with Nonmixture Factors
        • Mixture of Mixtures Design
      • Experiments with Covariates
        • Design with Fixed Covariates
        • Design with Hard-to-Change Covariates
        • Design with a Linear Time Trend
      • Experiments with Randomization Restrictions
        • Split-Plot Experiment
        • Two-Way Split-Plot Experiment
      • Experiments for Robust Process and Product Design
    • Augment Designs
      • Example Using the Augment Design Platform
      • Launch the Augment Design Platform
      • Augment Design Window
        • Factors
        • Define Factor Constraints
        • Augmentation Choices
      • Augment Design Platform Options
      • Additional Examples of Augmentation Choices
        • Replicate a Design
        • Add Center Points to a Design
        • Create a Foldover Design
        • Add Axial Points to a Design
        • Space Filling Augmentation
      • Statistical Details for the Augment Design Platform
    • Easy DOE
      • Overview of the Easy DOE Platform
      • Example of Easy DOE
      • Design with the Easy DOE Platform
        • Define
        • Model
        • Design
        • Data Entry
        • Analyze
        • Predict
        • Report
      • Statistical Details for the Easy DOE Platform
        • Easy DOE Design Selection Rules
        • Statistical Details for Easy DOE Analyze Tab
    • Definitive Screening Designs
      • Overview of Definitive Screening Designs
      • Example of a Definitive Screening Design
      • Build A Definitive Screening Design
        • Responses
        • Factors
        • Design Options
        • Design
        • Design Evaluation
        • Output Options
      • Definitive Screening Design Options
        • Simulate Responses
      • Additional Examples of Definitive Screening Designs
        • Example of a Definitive Screening Design Compared to a Fractional Factorial Design
        • Example of a Definitive Screening Design with Blocking
        • Example of a Definitive Screening Design Compared with a Plackett-Burman Design
      • Statistical Details for Definitive Screening Designs
        • Structure of Definitive Screening Designs
        • Analysis of Experimental Data
    • The Fit Definitive Screening Platform
      • Overview of the Fit Definitive Screening Platform
        • Identification of Active Effects in DSDs
        • Effective Model Selection for DSDs
      • Example of the Fit Definitive Screening Platform
      • Launch the Fit Definitive Screening Platform
      • Fit Definitive Screening Report
        • Stage 1 - Main Effect Estimates
        • Stage 2 - Even Order Effect Estimates
        • Combined Model Parameter Estimates
        • Main Effects Residual Plots
        • Prediction Profiler
      • Fit Definitive Screening Platform Options
      • Statistical Details for the Fit Definitive Screening Platform
    • Screening Designs
      • Overview of Screening Designs
        • Underlying Principles of Screening Designs
        • Analysis of Screening Design Results
      • Example of Screening Designs
      • Build a Screening Design
        • Responses
        • Factors
        • Choose Screening Type
        • Choose from a List of Fractional Factorial Designs
        • Design Type
        • Resolution in Screening Designs
        • Display and Modify Design
        • Main Effects Screening Designs
        • Design Generation
        • Design
        • Design Evaluation
        • Output Options
        • Make Table
      • Screening Design Options
      • Additional Examples of Screening Designs
        • Example of Modifying Generating Rules in a Fractional Factorial Design
        • Example of a Plackett-Burman Design
        • Example of a Main Effects Screening Design where No Standard Design Exists
    • The Fit Two Level Screening Platform
      • Overview of the Fit Two Level Screening Platform
      • Example of the Fit Two Level Screening Platform
      • Launch the Fit Two Level Screening Platform
      • The Fit Two Level Screening Report
        • Contrasts
        • Half Normal Plot
        • Make or Run Model
      • Additional Examples of the Fit Two Level Screening Platform
        • Example of a Plackett-Burman Design Analysis
        • Example of Effect Heredity
        • Example of a Supersaturated Design Analysis
      • Statistical Details for the Fit Two Level Screening Platform
        • Statistical Details for Order of Effect Entry
        • Statistical Details for Fit Two Level Screening as an Orthogonal Rotation
        • Statistical Details for Lenth’s Pseudo-Standard Error
        • Statistical Details for Lenth t-Ratios
    • Response Surface Designs
      • Overview of Response Surface Designs
      • Example of a Response Surface Design
      • Build a Response Surface Design
        • Responses
        • Factors
        • Choose a Design
        • Output Options
        • Make Table
      • Response Surface Design Options
    • Full Factorial Designs
      • Overview of Full Factorial Design
      • Example of a Full Factorial Design
      • Example of Analyzing a Full Factorial Design
      • Build a Full Factorial Design
        • Responses
        • Factors
        • Output Options
        • Make Table
      • Full Factorial Design Options
    • Mixture Designs
      • Overview of Mixture Designs
      • Build a Mixture Design
        • Responses
        • Factors
      • Ternary Plot Overview
      • Examples of Mixture Design Types
        • Example of Optimal Mixture Design
        • Example of Simplex Centroid Design
        • Example of Simplex Lattice Design
        • Example of Extreme Vertices Design
        • Example of an ABCD Design
        • Example of a Space Filling Mixture Design
      • Fit Mixture Designs
        • Whole Model Tests and Analysis of Variance Reports
        • Understand Response Surface Reports
      • Additional Example of the Mixture Design Platform
      • Statistical Details for Mixture Designs
        • Statistical Details for the Extreme Vertices Method
        • Statistical Details for FFF Optimality Criterion for Mixture Space Filling Designs
    • Taguchi Designs
      • Overview of Taguchi Designs
      • Example of a Taguchi Design
      • Build a Taguchi Design
        • Responses
        • Factors
        • Choose Taguchi Inner and Outer Array Designs
        • Display Coded Design
        • Make the Design Table
      • Taguchi Design Options
    • Evaluate Designs
      • Overview of the Evaluate Design Platform
      • Examples of the Evaluate Design Platform
        • Example of Assessing the Impact of Lost Runs
        • Example of Evaluating Power Relative to a Specified Model
      • Launch the Evaluate Design Platform
      • Evaluate Design Window
        • Factors
        • Model
        • Alias Terms
        • Design
        • Design Evaluation
        • Power Analysis
        • Prediction Variance Profile
        • Fraction of Design Space Plot
        • Prediction Variance Surface
        • Estimation Efficiency
        • Alias Matrix
        • Color Map on Correlations
        • Design Diagnostics
      • Evaluate Design Options
    • Compare Designs
      • Overview of the Compare Designs Platform
      • Examples of Comparing Designs
        • Example Using Designs of the Same Run Size
        • Example Using Designs of Different Run Sizes
        • Example of Split Plot Designs with Different Numbers of Whole Plots
      • Launch the Compare Designs Platform
      • Specify Model and Alias Terms in the Compare Designs Platform
        • Reference Design
        • Factors
        • Model
        • Alias Terms
      • Design Evaluation in the Compare Designs Platform
        • Power Analysis
        • Prediction Variance Profile
        • Fraction of Design Space Plot
        • Relative Estimation Efficiency
        • Alias Matrix Summary
        • Absolute Correlations
        • Design Diagnostics
      • Compare Designs Options
    • Prospective Sample Size and Power
      • Launch the Sample Size and Power Platform
      • One Sample Mean Calculator
        • One Sample Mean Calculator Fields
      • Two Sample Means Calculator
        • Two Sample Means Calculator Fields
      • k Sample Means Calculator
        • k Sample Means Calculator Fields
      • One Sample Standard Deviation Calculator
        • One Sample Standard Deviation Calculator Fields
      • One Sample Proportion Calculator
        • One Sample Proportion Calculator Fields
      • Two Sample Proportions Calculator
        • Two Sample Proportions Calculator Fields
      • Counts per Unit Calculator
      • Sigma Quality Level Calculator
        • Sigma Quality Level Calculator Fields
      • Reliability Test Plan Calculator
        • Reliability Test Plan Calculator Fields
      • Reliability Demonstration Calculator
        • Reliability Demonstration Calculator Fields
    • Choice Designs
      • Overview of Choice Designs
        • Choice Design Terminology
        • Bayesian D-Optimality
      • Example of a Choice Design
      • Example of a Choice Design with Analysis
        • Create a Choice Design for a Pilot Study
        • Analyze the Pilot Study Data
        • Design the Final Choice Experiment Using Prior Information
        • Run the Choice Design and Analyze the Results
      • Build a Choice Design
        • Attributes
        • Model
        • Design Generation
        • Design
        • Make Table
      • Choice Design Options
      • Statistical Details for Choice Designs
        • Bayesian D-Optimality and Design Construction
        • Utility-Neutral and Local D-Optimal Designs
    • MaxDiff Design
      • Overview of the MaxDiff Design Platform
      • Example of a MaxDiff Design
      • MaxDiff Design Launch Window
      • Build a MaxDiff Design
        • Design Options
        • Design
        • Pairwise Incidence Matrix
        • Make Table
      • MaxDiff Options
    • Covering Arrays
      • Overview of Covering Arrays
      • Example of a Covering Array with No Factor Level Restrictions
      • Example of a Covering Array with Factor Level Restrictions
      • Build a Covering Array Design
        • Factors
        • Restrict Factor Level Combinations
        • Design
        • Metrics
        • Output Options
        • The Covering Array Data Table
      • Covering Array Options
      • Statistical Details for Covering Arrays
        • Algorithm for Optimize
        • Formulas for Metrics
    • Space-Filling Designs
      • Overview of Space-Filling Designs
      • Example of a Space-Filling Design
      • Build a Space-Filling Design
        • Responses
        • Factors
        • Define Factor Constraints
        • Space-Filling Design Methods
        • Design
        • Design Diagnostics
        • Design Table
      • Space Filling Design Options
      • Additional Examples of Space Filling Designs
        • Example of Creating a Latin Hypercube Design
        • Example of Creating a Uniform Design
        • Example Comparison of Sphere-Packing, Latin Hypercube, and Uniform Methods
        • Example of a Minimum Potential Design
        • Example of a Constrained Fast Flexible Filling Design
        • Example of a Space-Filling Design for a Map Shape
        • Example of a Sphere-Packing Design
      • Statistical Details for Space Filling Designs
        • Minimum Potential
        • Maximum Entropy
        • Gaussian Process IMSE
        • Fast Flexible Filling Design Details
    • Accelerated Life Test Designs
      • Overview of Accelerated Life Test Designs
      • Example of an Accelerated Life Test DesignAdditional Examples of Accelerated Life Test Designs
      • Build an Accelerated Life Test Design
        • Specify the ALT Acceleration Factors
        • Specify ALT Priors
        • Review and Update Specifications for ALT Plans
        • Create and Assess the ALT Design
        • Create ALT Design Tables
      • Accelerated Life Test Options
      • Example of an Accelerated Life Test DesignAdditional Examples of Accelerated Life Test Designs
        • Example of Estimating Priors for an Accelerated Life Test Design
        • Example of Augmenting an Accelerated Life Test Design
      • Statistical Details for the ALT Design Platform
        • Failure Distributions for ALT Designs
        • R Precision Factor (for a 95% CI)
        • Optimality Criterion for Accelerated Life Tests
    • Nonlinear Designs
      • Overview of Nonlinear Designs
      • Examples of Nonlinear Designs
        • Example of a Nonlinear Design with No Prior Data
        • Example of Augmenting a Nonlinear Design
        • Example of a Nonlinear Design for a Binomial Response
      • Build a Nonlinear Design
        • Factors
        • Parameters
        • Design Generation
        • Design
        • Make Table or Augment Table
      • Nonlinear Design Options
      • Statistical Details for Nonlinear Designs
        • Statistical Details for Nonlinear Models
        • Statistical Details of Radial-Spherical Integration of the Optimality Criterion
        • Statistical Details for Finding the Optimal Design
    • Balanced Incomplete Block Designs
      • Example of a Balanced Incomplete Block Design
      • Build a Balanced Incomplete Block Design
        • Specify Treatments, Blocks, and Make Design
        • Verify Design and Make Table
      • Balanced Incomplete Block Design Options
      • Statistical Details for Balanced Incomplete Block Designs
    • MSA Designs
      • Overview of MSA Designs
      • Example of MSA Design
      • Build an MSA Design
        • Responses
        • Factors
        • MSA Design Structure
        • MSA Design Diagnostics
        • MSA Design Table
      • MSA Design Options
      • Statistical Details for the MSA Design Platform
    • Group Orthogonal Supersaturated Designs
      • Overview of Group Orthogonal Supersaturated Designs
      • Example of Group Orthogonal Supersaturated Designs
      • Build a Group Orthogonal Supersaturated Design
        • Specify Factors, Structure, and Make Design
        • Verify Design and Make Table
      • Group Orthogonal Supersaturated Design Options
      • Statistical Details for Group Orthogonal Supersaturated Designs
    • The Fit Group Orthogonal Supersaturated Platform
      • Overview of the Fit Group Orthogonal Supersaturated Platform
      • Example of the Fit Group Orthogonal Supersaturated Platform
      • Launch the Fit Group Orthogonal Supersaturated Platform
      • The Fit Group Orthogonal Supersaturated Report
      • Fit Group Orthogonal Supersaturated Platform Options
      • Statistical Details for the Fit Group Orthogonal Supersaturated Platform
    • Sample Size Explorers
      • Overview of the Sample Size Explorers Platform
      • Example of Sample Size Explorers
      • Launch Sample Size Explorers
      • Power Explorers for Hypothesis Tests
        • Power for One Sample Mean
        • Power for One Sample Proportion
        • Power for One Sample Variance
        • Power for One Sample Equivalence of Means
        • Power for One Sample Counts Per Unit
        • Power for Two Independent Sample Means
        • Power for Two Independent Sample Proportions
        • Power for Two Independent Sample Variances
        • Power for Two Independent Sample Equivalence of Means
        • Power for Two Independent Sample Counts Per Unit
        • Power for ANOVA
      • Confidence Interval Explorers
        • Margin of Error for One Sample Mean
        • Margin of Error for One Sample Proportion
        • Margin of Error for One Sample Variance
        • Margin of Error for One Sample Counts per Unit
        • Margin of Error for Two Independent Sample Means
        • Margin of Error for Two Independent Sample Proportions
        • Margin of Error for Two Independent Sample Variances
        • Margin of Error for Two Independent Counts per Unit
      • Reliability Explorers
        • Parametric Reliability Demonstration
        • Nonparametric Reliability Demonstration
        • Reliability Life Testing
      • Quality Explorers
        • Sigma Quality Level
      • Saved Settings in the Sample Size Explorers
    • Column Properties
      • Add and View DOE Column Properties
      • Response Limits
        • Example of the Response Limits Column Property
        • Example of Editing DOE Response Limits
      • Detection Limits
      • Units
      • Functional Response
      • Design Role
        • Example of the Design Role Column Property
      • Coding
        • Low and High Coded Values
        • Coding Column Property and Center Polynomials
        • Example of Coded DOE Factors
        • Example of Assigning Coding
      • Mixture
        • Example of the Mixture Column Property
      • Factor Changes
        • Example of the Factor Changes Column Property
      • Value Order
        • Example of the Value Order Column Property
        • Example of Assigning Value Orders
      • Value Labels
        • Example of the Value Labels Column Property
      • RunsPerBlock
        • Example of the RunsPerBlock Column Property
      • ConstraintState
        • Example of the ConstraintState Column Property
    • Technical Details
      • The Alias Matrix
        • Designs with Hard or Very Hard Factor Changes
        • Designs with If Possible Effects
      • Power Calculations
        • Power for a Single Parameter
        • Power for a Categorical Effect
      • Relative Prediction Variance
    • References
  • Fitting Linear Models
    • Model Specification
      • Overview of the Fit Model Platform
      • Example of a Regression Analysis Using Fit Model
      • Launch the Fit Model Platform
        • Elements in the Fit Model Launch Window
        • Construct Model Effects
        • Fitting Personalities
      • Model Specification Options
        • Informative Missing
      • Validity Checks
      • Model Specification Templates
        • Simple Linear Regression
        • Polynomial in X to Degree k
        • Polynomial in X and Z to Degree k
        • Multiple Linear Regression
        • One-Way Analysis of Variance
        • Two-Way Analysis of Variance
        • Two-Way Analysis of Variance with Interaction
        • Three-Way Full Factorial
        • Analysis of Covariance, Equal Slopes
        • Analysis of Covariance, Unequal Slopes
        • Two-Factor Nested Random Effects Model
        • Three-Factor Fully Nested Random Effects Model
        • Simple Split Plot or Repeated Measures Model
        • Two-Factor Response Surface Model
        • Knotted Spline Effect
    • Standard Least Squares Models
      • Example Using Standard Least Squares
      • Launch the Standard Least Squares Personality
        • Fit Model Launch Window
        • Standard Least Squares Options in the Fit Model Launch Window
        • Validation in Standard Least Squares
        • Missing Values
      • Fit Least Squares Report
        • Single versus Multiple Responses
        • Report Structure Related to Emphasis
        • Special Reports
        • Least Squares Fit Options
        • Fit Group Options
      • Response Options
      • Regression Reports
        • Summary of Fit
        • Analysis of Variance
        • Parameter Estimates
        • Effect Tests
        • Effect Details
        • Lack of Fit
      • Estimates
        • Show Prediction Expression
        • Sorted Estimates
        • Expanded Estimates
        • Indicator Parameterization Estimates
        • Sequential Tests
        • Custom Test
        • Compare Slopes
        • Joint Factor Tests
        • Inverse Prediction
        • Cox Mixtures
        • Parameter Power
        • Correlation of Estimates
      • Effect Screening
        • Scaled Estimates and the Coding of Continuous Terms
        • Effect Screening Plot Options
        • Normal Plot Report
        • Bayes Plot Report
        • Pareto Plot Report
      • Factor Profiling
        • Profiler
        • Interaction Plots
        • Contour Profiler
        • Mixture Profiler
        • Cube Plots
        • Box Cox Y Transformation
        • Surface Profiler
      • Row Diagnostics
        • Effect Leverage Plots
        • Press
      • Save Columns
        • Prediction Formula
      • Multiple Comparisons
        • Launch the Multiple Comparisons Option
        • Comparisons with Overall Average
        • Comparisons with Control
        • All Pairwise Comparisons
        • Equivalence Tests
      • Effect Summary Report
      • Mixed and Random Effect Model Reports and Options
        • Mixed Models and Random Effect Models
        • Restricted Maximum Likelihood (REML) Method
        • EMS (Traditional) Model Fit Reports
      • Models with Linear Dependencies among Model Terms
        • Singularity Details
        • Parameter Estimates Report
        • Effect Tests Report
        • Examples of Models with Linear Dependencies
      • Statistical Details for the Standard Least Squares Personality
        • Statistical Details for Emphasis Rules
        • Statistical Details for the Custom Test Example
        • Statistical Details for Correlation of Estimates
        • Statistical Details for Nominal Effects Coding
        • Statistical Details for Leverage Plots
        • Statistical Details for the Kackar-Harville Correction
        • Statistical Details for Power Analysis
    • Standard Least Squares Examples
      • Example of Simple Linear Regression
      • Example of a Polynomial Effects Model
      • Example of One-Way Analysis of Variance
      • Example of Two-Way Analysis of Variance
      • Example of Two-Way Analysis of Variance with an Interaction
      • Example of a Three-Way Full Factorial Model
      • Example of Analysis of Covariance with Equal Slopes
      • Example of Analysis of Covariance with Unequal Slopes
      • Example of a Response Surface Model
      • Example of a Two-Factor Nested Random Effects Model
      • Example of a Split Plot Design Analysis
      • Example of a Simple Repeated Measures Model
      • Example of Estimating Random Effect Parameters
      • Example of a Knotted Spline Effect
      • Example of a Bayes Plot for Active Factors
    • Stepwise Regression Models
      • Overview of Stepwise Regression
      • Example Using Stepwise Regression
      • The Stepwise Report
        • Stepwise Platform Options
        • Stepwise Regression Control Panel
        • Current Estimates Report
        • Step History Report
      • Models with Crossed, Interaction, or Polynomial Terms
      • Models with Nominal and Ordinal Effects
        • Construction of Hierarchical Terms
      • Perform Binary and Ordinal Logistic Stepwise Regression
      • The All Possible Models Option
      • The Model Averaging Option
      • Validation Options in Stepwise Regression
        • Validation Set with Two or Three Values in Stepwise Regression
        • K-Fold Cross Validation in Stepwise Regression
      • Additional Examples of the Stepwise Personality
        • Example of the Combine Rule
        • Example of a Model with a Nominal Term
        • Example of the Restrict Rule for Hierarchical Terms
        • Example of Logistic Stepwise Regression
        • Example of the All Possible Models Option
        • Example of the Model Averaging Option
    • Generalized Regression Models
      • Overview of the Generalized Regression Personality
      • Example of Generalized Regression
      • Launch the Generalized Regression Personality
        • Specify a Distribution
      • Generalized Regression Report Window
        • Generalized Regression Report Options
      • Model Launch Control Panel
        • Response Distribution
        • Estimation Method Options
        • Advanced Controls
        • Validation Method Options
        • Early Stopping
        • Go
      • Model Fit Reports
        • Regression Plot
        • Model Summary
        • Estimation Details
        • Solution Path
        • Parameter Estimates for Centered and Scaled Predictors
        • Parameter Estimates for Original Predictors
        • Active Parameter Estimates
        • Effect Tests
      • Model Fit Options
      • Self-Validated Ensemble Models
        • Overview of Self-Validated Ensemble Models
        • Reports for Self-Validated Ensemble Models
        • Model Fit Options for Self-Validated Ensemble Models
      • Statistical Details for the Generalized Regression Personality
        • Statistical Details for Estimation Methods
        • Statistical Details for Advanced Controls
        • Statistical Details for Distributions
    • Generalized Regression Examples
      • Example of Poisson Generalized Regression
      • Example of Binomial Generalized Regression
      • Example of Zero-Inflated Poisson Regression
      • Example of the Model Comparison Table in Generalized Regression
      • Example of Generalized Regression for Wide Data
    • Mixed Models
      • Overview of the Mixed Model Personality
      • Example Using the Mixed Model Personality
      • Launch the Mixed Model Personality
        • Fit Model Launch Window
        • Data Format
      • Mixed Model Report and Options
        • Random Effects Covariance Parameter Estimates
        • Fixed Effects Parameter Estimates
        • Repeated Effects Covariance Parameter Estimates
        • Random Coefficients
        • Random Effects Predictions
        • Fixed Effects Tests
        • Sequential Tests
      • Multiple Comparisons
      • Compare Slopes
      • Marginal Model Inference
        • Actual by Predicted Plot
        • Residual Plots
        • Marginal Model Profiler
        • Variogram
      • Conditional Model Inference
        • Actual by Conditional Predicted Plot
        • Conditional Residual Plots
        • Conditional Profilers
      • Additional Examples of the Mixed Model Personality
        • Example of Repeated Measures
        • Example of a Split Plot Experiment
        • Example of a Uniformity Trial
        • Example of a Correlated Response
      • Statistical Details for the Mixed Model Personality
        • Statistical Details for the Convergence Score Test
        • Statistical Details for the Random Coefficient Model
        • Statistical Details for Repeated Measures
        • Statistical Details for Repeated Covariance Structures
        • Statistical Details for Spatial and Temporal Variability
        • Statistical Details for the Kackar-Harville Correction
    • Generalized Linear Mixed Models
      • Overview of the Generalized Linear Mixed Models Personality
      • Example of a Generalized Linear Mixed Model
      • Launch the Generalized Linear Mixed Model Personality
        • Fit Model Launch Window
        • Data Format
      • Generalized Linear Mixed Model Options
      • Model Fit Reports
        • Fit Statistics and Model Summary
        • Random Effects Covariance Parameter Estimates
        • Fixed Effects Parameter Estimates
        • Random Coefficients
        • Fixed Effects Tests
      • Model Fit Options
      • Additional Example of the Generalized Linear Mixed Model Personality
    • Multivariate Response Models
      • Example of a Multivariate Response Model
      • Launch the Manova Personality
      • The Manova Fit Report
      • The Manova Fit Options
      • Response Specification Panel
      • Multivariate Response Reports
      • Multivariate Tests in Multivariate Response Models
        • The Extended Multivariate Report
        • Comparison of Multivariate Tests
        • Univariate Tests and the Test for Sphericity
      • Multivariate Response Models with Repeated Measures
      • Discriminant Analysis in Multivariate Response Models
      • Additional Examples of the Manova Personality
        • Example of a Compound Multivariate Model
        • Example of a Repeated Measures Multivariate Model
        • Example of the Save Discrim Option
        • Example of Univariate and Sphericity Test
        • Example of Test Details
        • Example of Canonical Correlation Analysis
      • Statistical Details for the Manova Personality
        • Statistical Details for Multivariate Tests
        • Statistical Details for Approximate F-Tests
        • Statistical Details for Canonical Calculations
    • Loglinear Variance Models
      • Overview of the Loglinear Variance Model
      • Example Using Loglinear Variance
      • Launch the Loglinear Variance Personality
      • The Loglinear Variance Fit Report
      • Loglinear Variance Fit Report Options
      • Additional Examples of Loglinear Variance Models
        • Example of Examining the Residuals in a Loglinear Variance Model
        • Example of Profiling a Fitted Loglinear Variance Model
    • Logistic Regression Models
      • Overview of the Nominal and Ordinal Logistic Personalities
        • About Nominal Logistic Regression
        • About Ordinal Logistic Regression
        • Other JMP Platforms That Fit Logistic Regression Models
      • Examples of Logistic Regression
        • Example of Nominal Logistic Regression
        • Example of Ordinal Logistic Regression
      • Launch the Nominal and Ordinal Logistic Personalities
        • Validation in Logistic Regression Models
      • The Logistic Fit Report
        • Whole Model Test
        • Fit Details
        • Lack of Fit Test
      • Logistic Fit Platform Options
        • Options for Nominal and Ordinal Fits
        • Options for Nominal Fits
        • Options for Ordinal Fits
      • Additional Examples of Logistic Regression
        • Example of Inverse Prediction in Fit Model
        • Example of Using Effect Summary for a Nominal Logistic Model
        • Example of a Quadratic Ordinal Logistic Model
        • Example of Stacking Counts in Multiple Columns
      • Statistical Details for the Nominal and Ordinal Logistic Personalities
        • Statistical Details for the Logistic Regression Model
        • Statistical Details for Odds Ratios
        • Statistical Details for Logistic Regression Statistical Tests
    • Generalized Linear Models
      • Overview of the Generalized Linear Model Personality
      • Example of a Generalized Linear Model
      • Launch the Generalized Linear Model Personality
      • Generalized Linear Model Fit Report
        • Whole Model Test
      • Generalized Linear Model Fit Report Options
      • Additional Examples of the Generalized Linear Models Personality
        • Example of Using Contrasts in a Generalized Linear Model
        • Example of Poisson Regression with an Offset
        • Example of Normal Regression with a Log Link
      • Statistical Details for the Generalized Linear Model Personality
        • Statistical Details for Generalized Linear Model Construction
        • Statistical Details for Model Selection and Deviance
    • Statistical Details
      • The Response Models
        • Continuous Responses
        • Nominal Responses
        • Ordinal Responses
      • The Factor Models
        • Continuous Factors
        • Nominal Factors
        • Ordinal Factors
      • Frequencies
      • The Usual Assumptions
        • Assumed Model
        • Relative Significance
        • Multiple Inferences
        • Validity Assessment
        • Alternative Methods
      • Key Statistical Concepts
        • Uncertainty, a Unifying Concept
        • The Two Basic Fitting Machines
      • Likelihood, AICc, and BIC
      • Power Calculations
        • Computations for the LSN
        • Computations for the LSV
        • Computations for the Power
        • Computations for the Adjusted Power
      • Inverse Prediction with Confidence Limits
    • References
  • Predictive and Specialized Modeling
    • Introduction to Predictive and Specialized Modeling
    • Neural Networks
      • Overview of the Neural Platform
      • Example of a Neural Network
      • Launch the Neural Platform
        • The Neural Launch Window
        • The Model Launch Control Panel
        • Validation Methods for Neural
        • Hidden Layer Structure
        • Boosting
        • Neural Fitting Options
      • Model Reports
        • Training and Validation Measures of Fit
        • Confusion Statistics
      • Neural Platform Options
        • Neural Model Options
    • Partition Models
      • Overview of the Partition Platform
      • Example of the Partition Platform
      • Launch the Partition Platform
        • Informative Missing
      • The Partition Report
        • Partition Plot
        • Partition Buttons
        • Summary of Fit Statistics
        • Node Reports
      • Partition Platform Options
        • Show Fit Details
        • Specify Profit Matrix
        • ROC Curve
        • Lift Curve
      • Validation in Partition
      • Additional Examples of the Partition Platform
        • Example of a Continuous Response
        • Example of Informative Missing
        • Example of Profit Matrix and Decision Matrix Report
      • Statistical Details for the Partition Platform
        • Statistical Details for Responses and Factors
        • Statistical Details for the Splitting Criterion
    • Bootstrap Forest
      • Overview of the Bootstrap Forest Platform
      • Example of Bootstrap Forest with a Categorical Response
      • Example of Bootstrap Forest with a Continuous Response
      • Launch the Bootstrap Forest Platform
        • Specification Window
      • The Bootstrap Forest Report
        • Model Validation Set Summaries
        • Specifications
        • Overall Statistics
        • Cumulative Validation
        • Per Tree Summaries
      • Bootstrap Forest Platform Options
    • Boosted Tree
      • Overview of the Boosted Tree Platform
      • Example of Boosted Tree with a Categorical Response
      • Example of Boosted Tree with a Continuous Response
      • Launch the Boosted Tree Platform
        • Specification Window
      • The Boosted Tree Report
        • Model Validation Set Summaries
        • Specifications
        • Overall Statistics
        • Cumulative Validation
      • Boosted Tree Platform Options
      • Statistical Details for the Boosted Tree Platform
        • Statistical Details for the Overfit Penalty
    • K Nearest Neighbors
      • Overview of the K Nearest Neighbors Platform
      • Example of K Nearest Neighbors with a Categorical Response
      • Example of K Nearest Neighbors with a Continuous Response
      • Launch the K Nearest Neighbors Platform
      • The K Nearest Neighbors Report
        • Continuous Responses
        • Categorical Responses
      • K Nearest Neighbors Platform Options
        • Model Fit Options
    • Naive Bayes
      • Overview of the Naive Bayes Platform
      • Example of Naive Bayes
      • Launch the Naive Bayes Platform
      • The Naive Bayes Report
        • Fit Details Report
        • Response Column Report
        • Confusion Matrix Report
        • ROC Curves
      • Naive Bayes Platform Options
      • Additional Example of Naive Bayes
      • Statistical Details for the Naive Bayes Platform
        • Statistical Details for the Naive Bayes Algorithm
        • Statistical Details for Saved Probability Formulas
    • Support Vector Machines
      • Overview of Support Vector Machines
      • Example of Support Vector Machines
      • Launch the Support Vector Machines Platform
        • Model Launch Control Panel
      • The Support Vector Machine Report
        • Model Comparison Report
        • Support Vector Machine Model Report
      • Support Vector Machines Platform Options
        • Support Vector Machine Model Report Options
      • Additional Example of Support Vector Machines
    • Model Screening
      • Example of Model Screening
      • Launch the Model Screening Platform
      • The Model Screening Report
        • Summary Across the Folds Report
        • Training, Validation, and Test Measures of Fit
      • Model Screening Platform Options
      • Decision Thresholds Report
    • Model Comparison
      • Example of Model Comparison
      • Launch the Model Comparison Platform
      • The Model Comparison Report
      • Model Comparison Platform Options
        • Continuous Responses
        • Categorical Responses
      • Additional Example of Model Comparison
    • Make Validation Column
      • Overview of the Make Validation Column Platform
      • Example of the Make Validation Column Platform
      • Launch the Make Validation Column Platform
      • Make Validation Column Report
        • Specify Rates or Relative Rates
        • Set Cutpoints
        • Set Number of Folds
        • Options
        • Go
      • Make Validation Column Platform Options
      • Additional Example of the Make Validation Column Platform
    • Formula Depot
      • Overview of the Formula Depot Platform
      • Example of the Formula Depot
      • Launch the Formula Depot Platform
        • Platforms That Publish Prediction Formulas to the Formula Depot
      • Formula Depot Platform Options
        • Formula Depot Model Options
      • Generate Scoring Code from the Formula Depot Platform
    • Fit Curve
      • Overview of the Fit Curve Platform
      • Example of the Fit Curve Platform
      • Launch the Fit Curve Platform
      • The Fit Curve Report
        • Model Comparison Report
        • Model Fit Report
      • Fit Curve Options
        • Model-Free Comparisons Reports
      • Model Fit Options
        • Test Parallelism
        • Compare Parameter Estimates
        • Equivalence Test
      • Additional Example of the Fit Curve Platform
      • Statistical Details for the Fit Curve Platform
        • Statistical Details for Fit Curve Models
        • Statistical Details for Dissolution Curve Analysis
    • Nonlinear Regression
      • Example of the Nonlinear Platform
      • Launch the Nonlinear Platform
      • The Nonlinear Fit Report
      • Nonlinear Platform Options
      • Create a Formula Using the Model Library
        • Customize the Nonlinear Model Library
      • Additional Examples of the Nonlinear Platform
        • Example of Maximum Likelihood
        • Example of a Probit Model with Binomial Errors
        • Example of a Poisson Loss Function
        • Example of Setting Parameter Limits
        • Example of Analyzing Left-Censored Data
        • Example of Fitting a Weibull Loss Function
        • Example of Fitting Simple Survival Distributions
      • Statistical Details for the Nonlinear Platform
        • Statistical Details for Profile Likelihood Confidence Limits
        • Statistical Details for Custom Loss Functions
        • Statistical Details on Derivatives
        • Statistical Details on Effective Nonlinear Modeling
    • Functional Data Explorer
      • Overview of the Functional Data Explorer Platform
      • Example of Functional Data Explorer
      • Launch the Functional Data Explorer Platform
      • The Functional Data Explorer Report
        • Model Reports
      • Functional Data Explorer Platform Options
        • Functional Data Explorer Group Options
        • Data Processing Options
        • Model Report Options
      • Additional Examples of the Functional Data Explorer Platform
        • Example for Multiple Functional Processes
        • Example of Functional DOE Analysis
      • Statistical Details for the Functional Data Explorer Platform
        • Statistical Details for Functional Model Fits
        • Statistical Details for the Function Summaries Report
    • Gaussian Process
      • Example of the Gaussian Process Platform
      • Launch the Gaussian Process Platform
      • The Gaussian Process Report
        • Actual by Predicted Plot
        • Model Report
        • Marginal Model Plots
      • Gaussian Process Platform Options
      • Additional Examples of the Gaussian Process Platform
        • Example of a Gaussian Process Model
        • Example of a Gaussian Process Model with Categorical Predictors
      • Statistical Details for the Gaussian Process Platform
        • Statistical Details for Models with Continuous Predictors
        • Statistical Details for Models with Categorical Predictors
        • Statistical Details for Variance Formula Parameterization
        • Statistical Details for the Model Fit
    • Time Series Analysis
      • Overview of the Time Series Platform
      • Example of the Time Series Platform
      • Launch the Time Series Platform
      • The Time Series Report
        • Time Series Graph
        • Time Series Basic Diagnostics Chart
      • Time Series Platform Options
        • Time Series Diagnostics
        • Differencing and Decomposition
        • Time Series Models
        • Additional Options
      • Additional Time Series Reports
        • Difference Report
        • Decomposition Reports
        • Model Comparison Report
        • Model Report
        • State Space Smoothing Report
        • Transfer Function Model Report
        • Spectral Density Report
      • Additional Examples of the Time Series Platform
        • Example of Creating a Time ID Column
        • Example of a Box-Cox Transformation
        • Example Using a Holdback Set
        • Example of a Transfer Function Model
      • Statistical Details for the Time Series Platform
        • Statistical Details for Spectral Density
        • Statistical Details for X-11 Decomposition
        • Statistical Details for Exponential Smoothing Models
        • Statistical Details for ARIMA Models
        • Statistical Details for Transfer Functions
    • Time Series Forecast
      • Example of Time Series Forecast
      • Launch the Time Series Forecast Platform
        • Data Format
      • The Time Series Forecast Report
        • Analysis of Time Pattern
        • Group Summary of Time
        • Group Summary of Y
        • Modeling Specifications
      • Time Series Forecast Platform Options
      • Time Series Forecast Model Reports
    • Matched Pairs Analysis
      • Overview of the Matched Pairs Platform
      • Example of Comparing Matched Pairs
      • Launch the Matched Pairs Platform
        • Multiple Y Columns
      • The Matched Pairs Report
        • Difference Plot and Report
        • Across Groups
      • Matched Pairs Platform Options
      • Example Comparing Matched Pairs across Groups
      • Statistical Details for the Matched Pairs Platform
        • Statistical Details for Graphics of Matched Pairs
        • Statistical Details for the Correlation of Responses
    • Explore Outliers
      • Overview of Explore Outliers
        • Quantile Range Outliers
        • Robust Fit Outliers
        • Robust PCA Outliers
        • K Nearest Neighbor Outliers
      • Example of Explore Outliers
      • Launch the Explore Outliers Platform
      • The Explore Outliers Report
        • Quantile Range Outliers Report
        • Robust Fit Outliers Report
        • Robust PCA Outliers Report
        • K Nearest Neighbors Report
      • Explore Outliers Platform Options
      • Additional Example of the Explore Outliers Platform
    • Explore Missing Values
      • Overview of the Explore Missing Values Platform
        • Multivariate Normal Imputation
        • Multivariate SVD Imputation
        • Multivariate RPCA Imputation
        • Automated Data Imputation
      • Example of the Explore Missing Values Platform
      • Launch the Explore Missing Values Platform
      • The Explore Missing Values Report
        • Commands
        • Imputation Report
      • Explore Missing Values Platform Options
    • Explore Patterns
      • Overview of the Explore Patterns Platform
      • Example of the Explore Patterns Platform
      • Launch the Explore Patterns Platform
      • The Explore Patterns Report
        • Control Panel
        • Univariate Summary
        • Univariate Patterns
      • Explore Patterns Options
        • Univariate Patterns Report Options
      • Additional Example of the Explore Patterns Platform
      • Statistical Details for the Explore Patterns Platform
    • Response Screening
      • Overview of the Response Screening Platform
      • Example of Response Screening
      • Launch the Response Screening Platform
      • The Response Screening Report
        • Response Screening Plots
        • Response Screening Report Tables
      • Response Screening Platform Options
        • Means Data Table
        • Means Differences Data Table
        • The PValues Data Table
      • The Response Screening Personality in Fit Model
        • Launch Response Screening in Fit Model
        • The Fit Response Screening Report
        • Fit Response Screening Options
      • Additional Examples of Response Screening
        • Example of Tests of Practical Significance and Equivalence
        • Example of the Max Logworth Option
        • Example of Robust Fit
        • Example of the Response Screening Personality
        • Example of a Volcano Plot
      • Statistical Details for the Response Screening Platform
    • Predictor Screening
      • Overview of the Predictor Screening Platform
      • Example of Predictor Screening
      • Launch the Predictor Screening Platform
      • The Predictor Screening Report
      • Predictor Screening Platform Options
    • Association Analysis
      • Overview of the Association Analysis Platform
      • Example of the Association Analysis Platform
      • Launch the Association Analysis Platform
        • Data Format
      • The Association Analysis Report
        • Frequent Item Sets
        • Rules
      • Association Analysis Platform Options
      • Overview of Singular Value Decomposition
        • SVD Report
        • SVD Report Options
      • Overview of Topic Analysis
        • Topic Analysis Report
        • Topic Analysis Report Options
      • Additional Example of the Association Analysis Platform
      • Statistical Details for the Association Analysis Platform
        • Statistical Details for Frequent Item Set Generation
        • Statistical Details for Performance Measures
    • Process History Explorer
      • Example of Process History Explorer
      • Launch the Process History Explorer Platform
        • Data Format
      • The Process History Explorer Report
      • Process History Explorer Platform Options
    • Statistical Details
      • Entropy RSquare
      • Validation in JMP Modeling
        • Validation Column Role
        • K-Fold and Holdback Validation
      • Predicted Probabilities in Tree Methods
    • References
  • Multivariate Methods
    • Introduction to Multivariate Analysis
    • Correlations and Multivariate Techniques
      • Example of the Multivariate Platform
      • Launch the Multivariate Platform
      • The Multivariate Report
      • Multivariate Platform Options
        • Scatterplot Matrix
        • Outlier Analysis
        • Item Reliability
        • Partial Correlation Diagram
      • Additional Examples of the Multivariate Platform
        • Example of Item Reliability
        • Example of Partial Correlations
      • Statistical Details for the Multivariate Platform
        • Statistical Details for Variance Estimation Methods
        • Statistical Details for the Pearson Product-Moment Correlation
        • Statistical Details for Nonparametric Measures of Association
        • Statistical Details for the Inverse Correlation Matrix
        • Statistical Details for Distance Measures
        • Statistical Details for Cronbach’s α
    • Principal Components
      • Overview of the Principal Components Platform
      • Example of Principal Component Analysis
      • Launch the Principal Components Platform
        • Missing Data
      • Principal Components Report
      • Principal Components Report Options
        • Outlier Analysis
      • Statistical Details for the Principal Components Platform
        • Statistical Details for Variance Estimation Methods
        • Statistical Details for Wide Methods
        • Statistical Details for Outlier Analysis Calculations
    • Discriminant Analysis
      • Overview of the Discriminant Platform
      • Example of Discriminant Analysis
      • Launch the Discriminant Platform
        • Stepwise Variable Selection
        • Discriminant Method
        • Shrink Covariances
      • Discriminant Analysis Report
        • Principal Components
        • Canonical Plot and Canonical Structure
        • Discriminant Scores
        • Score Summaries
      • Discriminant Analysis Options
        • Show Canonical Details
        • Show Canonical Structure
        • Consider New Levels
        • Save Discrim Matrices
      • Validation in JMP and JMP Pro
      • Additional Examples of Discriminant Analysis
        • Example of a Canonical 3D Plot
        • Example of Stepwise Variable Selection
      • Statistical Details for the Discriminant Platform
        • Statistical Details for the Wide Linear Algorithm
        • Statistical Details for Saved Formulas
        • Statistical Details for Multivariate Tests
        • Statistical Details for Approximate F-Tests
        • Statistical Details for the Between Groups Covariance Matrix
    • Partial Least Squares Models
      • Overview of the Partial Least Squares Platform
      • Example of Partial Least Squares
      • Launch the Partial Least Squares Platform
        • Centering and Scaling
        • Standardize X
      • Model Launch Control Panel
        • Partial Least Squares Options
      • Partial Least Squares Report
        • Model Comparison Summary
        • Cross Validation Report
        • Model Fit Report
      • Model Fit Options
        • Variable Importance Plot
        • VIP vs Coefficients Plots
      • Additional Example of Partial Least Squares
      • Statistical Details for the Partial Least Squares Platform
        • Statistical Details for Partial Least Squares
        • Statistical Details for the van der Voet T2 Test
        • Statistical Details for the T2 Plot
        • Statistical Details for Confidence Ellipses for X Score Scatterplot Matrix
        • Statistical Details for Prediction and Confidence Limits
        • Statistical Details for Standardized Scores and Loadings
        • Statistical Details for PLS Discriminant Analysis
    • Multiple Correspondence Analysis
      • Example of Multiple Correspondence Analysis
      • Launch the Multiple Correspondence Analysis Platform
      • The Multiple Correspondence Analysis Report
      • Multiple Correspondence Analysis Platform Options
        • Show Plot
        • Show Detail
        • Show Adjusted Inertia
        • Show Coordinates
        • Show Summary Statistics
        • Show Partial Contributions to Inertia
        • Show Squared Cosines
        • Cochran’s Q Test
        • Cross Table
      • Additional Examples of Multiple Correspondence Analysis
        • Example Using a Supplementary Variable
        • Example Using a Supplementary ID
        • Example of Cochran’s Q Test
      • Statistical Details for the Multiple Correspondence Analysis Platform
        • Statistical Details for the Details Report
        • Statistical Details for Adjusted Inertia
        • Statistical Details for Summary Statistics
        • Statistical Details for Cochran’s Q Statistic
    • Structural Equation Models
      • Overview of Structural Equation Models
      • Example of a Structural Equation Model
      • Launch the Structural Equation Models Platform
      • The Structural Equation Models Report
        • Model Specification Report
        • Model Comparison Report
        • Chi-Square Difference Test Report
        • Structural Equation Model Fit Report
      • Structural Equation Models Platform Options
        • Model Options
      • Customize the Path Diagram
        • Path Diagram Pop-Up Menu Options
        • Options to Customize the Path Diagram
      • Additional Examples of Structural Equation Models
        • Example of a Latent Path Variable Model
        • Example of a Latent Growth Curve Model
        • Example of the Assess Measurement Model Report
        • Example of Multiple Group Analysis
      • Statistical Details for the Structural Equation Models Platform
        • Estimation Methods
        • Summary of Fit Measures
    • Factor Analysis
      • Overview of the Factor Analysis Platform
      • Example of the Factor Analysis Platform
      • Launch the Factor Analysis Platform
      • The Factor Analysis Report
        • Model Launch
        • Rotation Methods
      • Factor Analysis Platform Options
      • Factor Analysis Model Fit Options
    • Multidimensional Scaling
      • Overview of the Multidimensional Scaling Platform
      • Example of Multidimensional Scaling
      • Launch the Multidimensional Scaling Platform
      • The Multidimensional Scaling Report
        • Multidimensional Scaling Plot
        • Shepard Diagram
        • Fit Details
      • Multidimensional Scaling Platform Options
        • Waern Links
      • Additional Example of Multidimensional Scaling
      • Statistical Details for the Multidimensional Scaling Platform
        • Statistical Details for the Stress Function
        • Statistical Details for Transformations
        • Statistical Details for Attributes List Format
    • Multivariate Embedding
      • Overview of the Multivariate Embedding Platform
      • Example of Multivariate Embedding
      • Launch the Multivariate Embedding Platform
      • The Multivariate Embedding Report
      • Multivariate Embedding Platform Options
      • Additional Example of Multivariate Embedding
      • Statistical Details for the Multivariate Embedding Platform
        • Statistical Details for the t-SNE Method
        • Statistical Details for the Gradient Descent Algorithm
    • Item Analysis
      • Example of Item Analysis
      • Launch the Item Analysis Platform
        • Logistic 3PL Model Details
        • Data Format
      • The Item Analysis Report
        • Characteristic Curves
        • Information Plot
        • Dual Plot
        • Parameter Estimates
      • Item Analysis Platform Options
      • Statistical Details for the Item Analysis Platform
        • Statistical Details for Item Response Curves
        • Statistical Details for Item Response Curve Models
        • Statistical Details for IRT Model Assumptions
        • Statistical Details for Fitting the IRT Model
        • Statistical Details for the Ability Formula
    • Hierarchical Cluster
      • Overview of the Hierarchical Clustering Platform
        • Overview of Platforms for Clustering Observations
      • Example of Hierarchical Clustering
      • Launch the Hierarchical Cluster Platform
      • The Hierarchical Clustering Report
        • Dendrogram
        • Clustering History
      • Hierarchical Cluster Platform Options
      • Additional Examples of Hierarchical Clustering
        • Example of a Distance Matrix
        • Example of Wafer Defect Classification Using Spatial Measures
      • Statistical Details for the Hierarchical Cluster Platform
        • Statistical Details for Spatial Measures
        • Statistical Details for Distance Methods
        • Statistical Details for Near-Neighbor Joining Cycles
    • K Means Cluster
      • Overview of the K Means Cluster Platform
        • Overview of Platforms for Clustering Observations
      • Example of K Means Clustering
      • Launch the K Means Cluster Platform
      • Iterative Clustering Report
        • Iterative Clustering Options
      • K Means Report
        • Cluster Comparison Report
        • K Means NCluster Reports
      • Self Organizing Map
        • Self Organizing Map Control Panel
        • Self Organizing Map Report
        • Description of SOM Algorithm
      • Additional Example of K Means Clustering
    • Normal Mixtures
      • Overview of the Normal Mixtures Platform
        • Overview of Platforms for Clustering Observations
      • Example of Normal Mixtures Clustering
      • Launch the Normal Mixtures Platform
      • Normal Mixtures Report
        • Normal Mixtures Options
      • Individual Normal Mixtures Report
        • Cluster Comparison Report
        • Normal Mixtures NCluster Reports
      • Statistical Details for the Normal Mixtures Platform
    • Latent Class Analysis
      • Overview of the Latent Class Analysis Platform
        • Overview of Platforms for Clustering Observations
      • Example of Latent Class Analysis
      • Launch the Latent Class Analysis Platform
      • The Latent Class Analysis Report
        • Cluster Comparison Report
        • Latent Class Model Report
      • Latent Class Analysis Platform Options
        • Latent Class Model Options
      • Additional Example of the Latent Class Analysis Platform
      • Statistical Details for the Latent Class Analysis Platform
        • Statistical Details for Latent Class Model Fit
        • Statistical Details for the Maximum Number of Clusters
    • Cluster Variables
      • Overview of the Cluster Variables Platform
      • Example of the Cluster Variables Platform
      • Launch the Cluster Variables Platform
      • The Variable Clustering Report
        • Color Map on Correlations
        • Cluster Summary
        • Cluster Members
        • Standardized Components
      • Cluster Variables Platform Options
      • Additional Examples of the Cluster Variables Platform
        • Example of Color Map on Correlations
        • Example of Cluster Variables Platform for Dimension Reduction
      • Statistical Details for the Cluster Variables Platform
    • Statistical Details
      • Wide Linear Methods and the Singular Value Decomposition
        • The Singular Value Decomposition
    • References
  • Quality and Process Methods
    • Introduction to Quality and Process Methods
    • Control Chart Builder
      • Overview of Control Chart Builder
      • Example of Control Chart Builder
      • Control Chart Types
        • Shewhart Control Charts for Variables
        • Shewhart Control Charts for Attributes
        • Rare Event Control Charts
        • Summary of Control Chart Types
      • Launch Control Chart Builder
        • Control Chart Builder Interactive Workspace
        • Launch Windows for Specific Control Charts
      • Control Chart Builder Window
      • Control Chart Builder Options
        • Control Chart Builder Red Triangle Menu Options
        • Options Panel and Right-Click Chart Options
        • Control Chart Builder Right-Click Axis Options
      • Control Limits in Control Chart Builder
      • Excluded and Hidden Samples in Control Chart Builder
      • Additional Examples of Control Chart Builder
        • Example of Control Limits
        • Example of Individual Measurement and Moving Range Charts
        • Example of an XBar and R Chart
        • Example of XBar and R Charts with Varying Subgroup Sizes
        • Example of a Run Chart
        • Example of a P Chart
        • Example of a Laney P′ Chart
        • Example of an NP Chart
        • Example of a C Chart
        • Example of a U Chart
        • Example of a G Chart
        • Example of a T Chart
        • Example of a Three Way Control Chart
        • Example of Multiple Control Charts
      • Statistical Details for Control Chart Builder
        • Statistical Details for XBar and R Charts
        • Statistical Details for XBar and S Charts
        • Statistical Details for Individual Measurement and Moving Range Charts
        • Statistical Details for P, NP, and Laney P′ Charts
        • Statistical Details for U, C, and Laney U′ Charts
        • Statistical Details for Levey-Jennings Charts
        • Statistical Details for G Charts
        • Statistical Details for T Charts
        • Statistical Details for Three Way Control Charts
    • Measurement Systems Analysis
      • Overview of Measurement Systems Analysis
      • Example of Measurement Systems Analysis
      • Launch the Measurement Systems Analysis Platform
        • Data Format
      • Measurement Systems Analysis Report
        • Average Chart
        • Dispersion Chart
      • Measurement Systems Analysis Platform Options
      • Measurement Systems Analysis Report Options
        • EMP Results Report
        • Shift Detection Profiler
        • Bias Comparison Report
        • Linearity and Bias Results Report
      • Additional Examples of Measurement Systems Analysis
        • Example of a Nested Measurement Systems Analysis
        • Example of a Detailed Measurement Systems Analysis
      • Statistical Details for Measurement Systems Analysis
        • Statistical Details for Intraclass Correlation and Probable Error
    • Type 1 Gauge Analysis
      • Example of Type 1 Gauge Analysis
      • Launch the Type 1 Gauge Platform
        • Data Format
      • The Type 1 Gauge Study Report
        • Run Chart
        • Summary and Capability Statistics Table
      • Type 1 Gauge Study Options
        • Type 1 Gauge Analysis Report Options
    • Variability Gauge Charts
      • Overview of Variability Charts
      • Example of a Variability Chart
      • Launch the Variability Gauge Chart Platform
        • Data Format
      • The Variability Gauge Report
      • Variability Gauge Platform Options
      • Variability Gauge Analysis Report Options
        • Heterogeneity of Variance Tests
        • Variance Components
        • About the Gauge R&R Method
        • Gauge R&R Report
        • Misclassification Probabilities
        • Bias Report
        • Linearity Study
      • Additional Examples of Variability Charts
        • Example of the Heterogeneity of Variance Test
        • Example of the Bias Report and Linearity Study
      • Statistical Details for Variability Charts
        • Statistical Details for Variance Components
        • Statistical Details for the Discrimination Ratio
        • Statistical Details for the Misclassification Probabilities
    • Attribute Gauge Charts
      • Overview of Attribute Gauge Charts
      • Example of an Attribute Gauge Chart
      • Launch the Attribute Gauge Chart Platform
      • The Attribute Gauge Report
        • Gauge Attribute Chart
        • Agreement Reports
        • Effectiveness Report
      • Attribute Gauge Platform Options
      • Statistical Details for Attribute Gauge Charts
        • Statistical Details for the Gauge Attribute Chart
        • Statistical Details for the Agreement Report
    • Process Screening
      • Overview of the Process Screening Platform
      • Example of Process Screening
      • Launch the Process Screening Platform
        • Limits Table
      • The Process Screening Report
      • Process Screening Platform Options
        • Process Performance Graph
      • Additional Example of Process Screening
      • Statistical Details for the Process Screening Platform
    • Process Capability
      • Overview of the Process Capability Platform
      • Example of the Process Capability Platform with Normal Variables
      • Example of the Process Capability Platform with Nonnormal Variables
      • Launch the Process Capability Platform
        • Process Selection
        • Process Subgrouping
        • Moving Range Options
        • Historical Information
        • Distribution Options
        • Other Specifications
      • Enter Specification Limits for a Process
        • Spec Limits Window
        • Spec Limits Column Property
      • The Process Capability Report
        • Goal Plot
        • Capability Box Plots
        • Capability Index Plot
      • Process Capability Platform Options
        • Individual Detail Reports
        • Normalized Box Plots
        • Process Performance Plot
        • Summary Reports
        • Make Goal Plot Summary Table
      • Additional Examples of the Process Capability Platform
        • Example of Process Capability for a Stable Process
        • Example of Process Capability for an Unstable Process
        • Example of the Simulation of Confidence Limits for a Nonnormal Process Ppk
      • Statistical Details for the Process Capability Platform
        • Statistical Details for Variation Statistics
        • Statistical Details on Notation
        • Statistical Details for the Goal Plot
        • Statistical Details for Capability Box Plots
        • Statistical Details for Capability Indices for Normal Distributions
        • Statistical Details for Capability Indices for Nonnormal Distributions
        • Statistical Details for the Parameterizations of Distributions
    • CUSUM Control Charts
      • Overview of the CUSUM Control Chart Platform
      • Example of a CUSUM Control Chart
      • Launch the CUSUM Control Chart Platform
      • The CUSUM Control Chart Platform Report
        • Control Panel for CUSUM Control Chart
        • CUSUM Chart Report
      • CUSUM Control Chart Platform Options
        • Average Run Length (ARL) Report
      • Additional Examples of CUSUM Control Charts
        • Example of the Data Units Option in a CUSUM Control Chart
        • Example of a CUSUM Chart with Subgroups
      • Statistical Details for the CUSUM Control Chart Platform
        • Statistical Details for CUSUM Control Chart Construction
        • Statistical Details for Shift Detection
        • Statistical Details for Average Run Length
    • EWMA Control Charts
      • Overview of the EWMA Control Chart Platform
      • Example of the EWMA Control Chart Platform
      • Launch the EWMA Control Chart Platform
      • The EWMA Control Chart Platform Report
        • Control Panel for EWMA Control Chart
        • EWMA Chart Report
      • The EWMA Control Chart Platform Options
        • Average Run Length (ARL) Report
      • Additional Example of the EWMA Control Chart Platform
      • Statistical Details for the EWMA Control Chart Platform
    • Multivariate Control Charts
      • Overview of Multivariate Control Charts
      • Launch the Multivariate Control Chart Platform
      • The Multivariate Control Chart Report
      • Multivariate Control Chart Platform Options
        • T Square Partitioned
        • Change Point Detection
        • Principal Components
      • Statistical Details for Multivariate Control Charts
        • Statistical Details for Individual Observations
        • Statistical Details for Observations in Rational Subgroups
        • Statistical Details for Change Point Detection
    • Model Driven Multivariate Control Charts
      • Overview of Model Driven Multivariate Control Charts
      • Example of Model Driven Multivariate Control Charts
      • Launch the Model Driven Multivariate Control Chart Platform
        • Data Format
      • The Model Driven Multivariate Control Chart Report
      • Model Driven Multivariate Control Chart Platform Options
        • Plot Options
        • Score Plot
      • Additional Examples of the Model Driven Multivariate Control Chart Platform
        • Example of a Model Driven Multivariate Control Chart with Historical Data
        • Example of a Model Driven Multivariate Control Chart with a PLS Model
      • Statistical Details for the Model Driven Multivariate Control Chart Platform
        • Statistical Details for Monitoring Statistics
        • Statistical Details for Limits
        • Statistical Details for Contributions
        • Statistical Details for Score Plot Group Comparisons
        • Statistical Details for Score Plot Loadings
    • Legacy Control Charts
      • Overview of Legacy Control Charts
        • Legacy Control Charts for Variables
        • Legacy Control Charts for Attributes
      • Example of a Legacy Control Chart
      • Launch a Legacy Control Chart Platform
        • Process Information
        • Limits Specifications
        • Specified Statistics
      • Legacy Control Chart Reports
      • V-Mask CUSUM Chart Reports
        • Interpret a Two-Sided V-Mask CUSUM Chart
        • Interpret a Legacy One-Sided CUSUM Chart
      • Legacy Control Chart Platform Options
        • Window Options for Legacy Control Charts
        • Chart Options for Legacy Control Charts
        • Chart Options for V-Mask CUSUM Control Charts
      • Saving and Retrieving Limits
      • Excluded, Hidden, and Deleted Samples
      • Additional Examples of Legacy Control Charts
        • Example of Presummarized Charts
        • Example of a V-Mask CUSUM Chart
        • Example of a One-Sided CUSUM Chart
        • Example of a UWMA Chart
      • Statistical Details for Legacy Control Charts
        • Statistical Details for Median Moving Range Charts
        • Statistical Details for Capability Analysis
        • Statistical Details for V-Mask CUSUM Control Charts
        • Statistical Details for Weighted Moving Average Charts
    • Pareto Plots
      • Overview of the Pareto Plot Platform
      • Example of the Pareto Plot Platform
      • Launch the Pareto Plot Platform
      • The Pareto Plot Report
      • Pareto Plot Platform Options
        • Plots Options
      • Additional Examples of the Pareto Plot Platform
        • Example of a Threshold for Combined Causes
        • Example of a Constant Sample Size across Groups
        • Example of a Non-Constant Sample Size across Groups
        • Example of a One-Way Comparative Pareto Plot
        • Example of a Two-Way Comparative Pareto Plot
        • Example of Subcategories
      • Statistical Details for the Pareto Plot Platform
    • Cause-and-Effect Diagrams
      • Example of a Cause-and-Effect Diagram
      • Prepare the Data
      • Launch the Diagram Platform
      • The Cause-and-Effect Diagram Report
        • Right-Click Menus
        • Cause and Effect Diagram Menu Options
      • How to Save the Diagram
        • Save the Diagram as a Data Table
        • Save the Diagram as a Journal
        • Save the Diagram as a Script
    • Manage Limits
      • Example of Manage Limits
      • Launch the Manage Limits Platform
      • The Manage Limits Report
        • Spec Limits
        • Process Screening
        • MSA
        • Detection Limits
        • Buttons
      • Manage Limits Options
    • Operating Characteristic Curves
      • Example of Operating Characteristic Curves
      • Launch the Operating Characteristic Curves Platform
      • The Operating Characteristic Curve Report
        • OC Curves for Control Charts Report
        • OC Curves for Acceptance Sampling Options
    • References
  • Reliability and Survival Methods
    • Introduction to Reliability and Survival
    • Life Distribution
      • Overview of the Life Distribution Platform
      • Example of the Life Distribution Platform
      • Launch the Life Distribution Platform
      • Life Distribution Report
        • Event Plot
        • Compare Distributions in Life Distribution
        • Statistics for Life Distribution
      • Life Distribution Report Options
        • Fit Mixture
        • Fit Competing Risk Mixture
      • Weibayes Report
      • Competing Cause Report
        • Competing Cause Workflow
        • Competing Cause Model
        • Cause Combination
        • Statistics for Competing Cause
        • Individual Causes
        • Competing Cause Report Options
      • Life Distribution - Compare Groups Report
        • Statistics for Compare Groups
        • Individual Group
        • Life Distribution - Compare Groups Report Options
      • Additional Examples of the Life Distribution Platform
        • Example of Omitting Competing Causes
        • Example of Axis Scale Changes in the Compare Distributions Plot
        • Example of Comparing the Same Distribution across Groups
        • Example of Weibayes Analysis
        • Example of Fitting Mixture Distributions
        • Example of Fitting a Competing Risk Mixture
      • Statistical Details for the Life Distribution Platform
        • Statistical Details for Distributions
        • Statistical Details for Competing Causes
        • Statistical Details for Median Rank Regression
    • Fit Life by X
      • Overview of the Fit Life by X Platform
      • Example of the Fit Life by X Platform
      • Launch the Fit Life by X Platform
      • The Fit Life by X Report
        • Summary of Data
        • Scatterplot
        • Nonparametric Overlay
        • Comparisons
        • Results
        • Custom Relationship
      • Fit Life by X Platform Options
      • Additional Example of the Fit Life by X Platform
    • Cumulative Damage
      • Overview of the Cumulative Damage Platform
      • Example of the Cumulative Damage Platform
      • Launch the Cumulative Damage Platform
        • Time to Event
        • Stress Pattern
      • The Cumulative Damage Report
        • Event Plot
        • Stress Patterns Report
        • Model List
        • Model Results
      • Cumulative Damage Platform Options
        • Stress Patterns Option
      • Additional Example of the Cumulative Damage Platform
    • Recurrence Analysis
      • Example of the Recurrence Analysis Platform
      • Launch the Recurrence Analysis Platform
        • Data Format
      • Recurrence Analysis Platform Options
        • Fit Model
      • Additional Examples of the Recurrence Analysis Platform
        • Example of Recurrence Analysis with a Cost Column
        • Example of Recurrence Analysis with Start and End Timestamps
    • Degradation
      • Overview of the Degradation Platform
      • Example of the Degradation Platform
      • Launch the Degradation Platform
      • The Degradation Platform Reports
      • Model Specification
        • Simple Linear Path
        • Nonlinear Path
      • Inverse Prediction
      • Prediction Graph
      • Degradation Platform Options
      • Degradation Model Summary Reports
        • Model List
        • Reports
      • Custom Destructive Degradation Models
      • Stability Analysis in the Degradation Platform
        • Statistical Details for Stability Analysis in the Degradation Platform
    • Repeated Measures Degradation
      • Example of Repeated Measures Degradation
      • Launch the Repeated Measures Degradation Platform
        • Specify Two Y Columns
      • The Repeated Measures Degradation Report
        • Data and Initial Model Plot Options
        • Repeated Measures Degradation Report Options
        • Models
      • Repeated Measures Degradation Response Report
        • Response Report Options
      • Repeated Measures Degradation Bayesian Estimates Report
        • Priors Report
        • Posterior Estimates Report
        • Diagnostics Report
        • Life Distribution Profilers Report
        • Bayesian Estimates Report Options
      • Additional Example of the Repeated Measures Degradation Platform
      • Statistical Details for the Repeated Measures Degradation Platform
    • Destructive Degradation
      • Example of the Destructive Degradation Platform
      • Launch the Destructive Degradation Platform
        • Specify Two Y Columns
      • The Destructive Degradation Plot Options and Models
        • Plot Options
        • Models
      • The Destructive Degradation Report
        • Model List
        • Model Outlines
      • Destructive Degradation Platform Options
      • Statistical Details for the Destructive Degradation Platform
    • Reliability Forecast
      • Overview of the Reliability Forecast Platform
      • Example of the Reliability Forecast Platform
      • Launch the Reliability Forecast Platform
      • The Reliability Forecast Report
        • Observed Data Report
        • Life Distribution Report
        • Forecast Report
      • Reliability Forecast Platform Options
      • Additional Example of the Reliability Forecast Platform
    • Reliability Growth
      • Overview of the Reliability Growth Platform
      • Example of the Reliability Growth Platform
      • Launch the Reliability Growth Platform
        • Launch Window Roles
        • Data Table Structure
      • The Reliability Growth Report
        • Model Descriptions and Feasibilities
        • Observed Data Report
      • Reliability Growth Platform Options
      • Model Reports
        • Crow AMSAA
        • Crow AMSAA with Modified MLE
        • Fixed Parameter Crow AMSAA
        • Piecewise Weibull NHPP
        • Reinitialized Weibull NHPP
        • Piecewise Weibull NHPP Change Point Detection
      • Additional Examples of the Reliability Growth Platform
        • Example of a Reliability Growth Model with Interval-Censored Data
        • Example of Piecewise Weibull NHPP Change Point Detection
      • Statistical Details for the Reliability Growth Platform
        • Statistical Details for the Crow-AMSAA Report
        • Statistical Details for the Piecewise Weibull NHPP Change Point Detection Report
    • Reliability Block Diagram
      • Overview of the Reliability Block Diagram Platform
      • Example Using the Reliability Block Diagram Platform
      • The Reliability Block Diagram Window
        • Preview Window
        • Reliability Block Diagram Platform Options
        • Workspace Options
      • Configuration Settings
        • Distribution Configurations
        • Specify a Nonparametric Distribution
      • Options for Design and Library Items
        • Profilers
        • Component Importance and Time to Failure
        • Component Plots
        • Print Algebraic Reliability Formula
        • Generate Algebraic Expression Data Table
        • Clone and Delete
    • Repairable Systems Simulation
      • Overview of the Repairable Systems Simulation Platform
      • Example Using the Repairable Systems Simulation Platform
      • The Repairable Systems Simulation Window
        • System Diagram
        • Shapes Toolbar
        • Configuration Panel
        • Add Event Panel
        • Add Action Panel
        • Repairable Systems Simulation Platform Options
      • Options for Block Items
        • Distribution Options
        • Specify a Nonparametric or Estimated Distribution
        • Event Settings
        • Action Settings
      • Simulation Results Table
      • Simulation Results
        • Repairable Systems Simulation Results Options
    • Survival Analysis
      • Overview of the Survival Analysis Platform
      • Example of Survival Analysis
      • Launch the Survival Platform
      • The Survival Plot
      • Survival Platform Options
        • Exponential, Weibull, and Lognormal Plots and Fits
        • Fitted Distribution Plots
        • Competing Causes
      • Additional Examples of the Survival Platform
        • Example of Plotting Failures instead of Survivals
        • Example of Competing Causes
        • Example of Interval Censoring
      • Statistical Details for Survival Analysis
    • Fit Parametric Survival
      • Overview of the Fit Parametric Survival Platform
      • Example of the Fit Parametric Survival Platform
      • Launch the Fit Parametric Survival Platform
      • The Parametric Survival Fit Report
      • The Parametric Survival - All Distributions Report
      • Parametric Competing Cause Report
      • Fit Parametric Survival Options
      • Nonlinear Parametric Survival Models
      • Additional Examples of Fitting Parametric Survival
        • Example of an Arrhenius Accelerated Failure Lognormal Model
        • Example of an Interval-Censored Accelerated Failure Time Model
        • Example of Analyzing Left-Censored Data
      • Statistical Details for the Fit Parametric Survival Platform
    • Fit Proportional Hazards
      • Overview of the Fit Proportional Hazards Platform
      • Example of the Fit Proportional Hazards Platform
      • Launch the Fit Proportional Hazards Platform
      • The Fit Proportional Hazards Report
      • Fit Proportional Hazards Platform Options
      • Additional Example of the Fit Proportional Hazards Platform
    • References
  • Consumer Research
    • Introduction to Consumer Research
    • Categorical Response Analysis
      • Example of the Categorical Platform
      • Launch the Categorical Platform
        • Response Roles
        • Column Roles
        • Other Launch Window Options
      • The Categorical Report
      • Categorical Platform Options
        • Report Options
        • Statistical Testing Options
        • Additional Categorical Platform Options
        • Crosstab Table Options
      • Categorical Comparison Letters
      • Supercategories
        • Supercategories Options
      • Additional Examples of the Categorical Platform
        • Example of the Test for Response Homogeneity
        • Example of the Multiple Response Test
        • Example of Supercategories
        • Example of the Cell Chisq Test
        • Example of Compare Each Sample with Comparison Letters
        • Example of Compare Each Cell with Comparison Letters
        • Example of User-Specified Comparison with Comparison Letters
        • Example of Aligned Responses
        • Example of Conditional Association and Relative Risk
        • Example of Rater Agreement
        • Example of Repeated Measures
        • Example of Multiple Responses
        • Example of Mean Score with Comparison Letters
        • Example of a Structured Report
        • Example of a Multiple Response with Nonresponse
      • Set Preferences
      • Statistical Details for the Categorical Platform
        • Rao-Scott Correction
    • Choice Models
      • Overview of the Choice Platform
      • Examples of the Choice Platform
        • Example of a One Table Format with a No Choice Option
        • Example of a Multiple Table Format
      • Launch the Choice Platform
        • Launch Window for One Table, Stacked
        • Launch Window for Multiple Tables, Cross-Referenced
      • Choice Model Report
        • Effect Summary
        • Parameter Estimates
        • Likelihood Ratio Tests
        • Bayesian Parameter Estimates
      • Choice Platform Options
        • Willingness to Pay
      • Additional Examples of the Choice Platform
        • Example of Making Design Decisions
        • Example of Segmentation
        • Example of Logistic Regression Using the Choice Platform
        • Example of Logistic Regression for Matched Case-Control Studies
        • Example of Transforming Data to Two Analysis Tables
        • Example of Transforming Data to One Analysis Table
      • Statistical Details for the Choice Platform
        • Special Data Table Rules
        • Utility and Probabilities
        • Gradients
    • MaxDiff
      • Overview of the MaxDiff Platform
      • Examples of the MaxDiff Platform
        • Example of a One Table Format
        • Example of a Multiple Table Format
      • Launch the MaxDiff Platform
        • Launch Window for One Table, Stacked
        • Launch Window for Multiple Tables, Cross-Referenced
      • MaxDiff Model Report
        • MaxDiff Effect Summary