JMP data visualization illustration - bubble plot

JMP® Capabilities

Packed with tools for data preparation, analysis, graphing, and so much more, JMP has everything you need to quickly go from raw data to actionable insight—all within one streamlined, self-service platform.

The JMP Analytic Workflow

Advanced Statistical Modeling

Multivariate analysis

  • Principal components analysis (PCA)
  • Clustering
  • Correlation analysis
  • Factor analysis
  • Multidimensional scaling
  • Structural equation modeling (SEM) PRO
  • Discriminant analysis
  • Multiple correspondence analysis
  • Latent class analysis
  • Partial least squares (PLS)
  • t-SNE

Nonlinear modeling

  • Dissolution
  • Nonlinear regression
  • Gaussian process model PRO
  • Spline fitting
  • Fit curve

Time series

  • ARIMA
  • Seasonality
  • Autocorrelation
  • Moving average
  • Auto regressive (AR)

Advanced regression

  • Generalized regression PRO
  • Mixed models
  • Generalized linear models
  • GLMM PRO
  • Penalized regression PRO
  • Random effects

Variable selection

  • Predictor screening
  • Variable importance
  • Stepwise
  • All possible models
  • Column contributions

Functional data analysis

  • Spectral analysis PRO
  • Wavelet analysis PRO
  • Smoothing PRO
  • Savitzky-Golay smoothing PRO
  • Functional DOE PRO
  • B-Spline PRO
  • P-Spline PRO
  • Fourier basis PRO

Process optimization

  • Profiling
  • Simulation
  • Trade space analysis

Automation and Scripting 

Script and Add-ins

  • Action recording
  • Save table scripts

Integration

  • R
  • Python
  • SAS
  • MATLAB

Automation

  • Workflow builder
  • Action recording
  • Automating routine tasks

Basic Data Analysis and Modeling

Distribution fitting

  • Normal
  • Poisson
  • Weibull
  • Exponential
  • LogNormal
  • Test for normality

Basic hypothesis testing

  • t-Test
  • Paired t-test
  • ANOVA
  • Equivalence testing
  • Superiority
  • Non-inferiority
  • Chi-squared test
  • Nonparametric tests
  • Effect size
  • ANOM
  • Exact test
  • Odds ratio
  • Relative risk
  • MANOVA
  • Robust
  • Unequal variance

Interval estimation

  • Confidence interval
  • Tolerance interval
  • Prediction interval
  • Margin of error
  • Error bars

Power and sample size

  • Statistical power
  • Sample size calculation

Regression

  • Correlation
  • Simple least squares
  • Multiple linear regression
  • Logistic regression
  • Stepwise
  • Poynomial regression
  • Spline fitting
  • Inverse prediction

Resampling

  • Bootstrapping
  • Permutation test
  • Sampling with replacement
  • Simulation

Consumer and Market Research 

Segmentation

  • Clustering
  • Hierarchical clustering
  • K-means clustering
  • Self-organizing maps (SOM)
  • Discriminant analysis
  • Multidimensional scaling

Explanatory Modeling

  • ANOVA 
  • Regression

Survey Analysis

  • Latent Class Analysis PRO
  • Correspondence analysis
  • Odds ratios
  • Relative risk
  • Item analysis
  • Categorical data analysis
  • Text analysis PRO
  • Factor analysis
  • Structural equation modeling (SEM) PRO

Text Analysis

  • Sentiment analysis PRO
  • Topic analysis
  • Latent semantic analysis PRO
  • Text regression
  • Term selection PRO

Market Basket Analysis (Association Rules, Affinity Analysis) PRO

Experimentation

  • A/B testing
  • Choice PRO
  • Conjoint PRO
  • MaxDiff PRO
  • Uplift PRO

Factor Analysis

  • Structural equation modeling (SEM) PRO
  • Exploratory factor analysis
  • Confirmatory factor analysis PRO
  • Path diagram PRO

Content Organization

Dashboards

  • Combine windows
  • Filters

Reporting

  • Save report
  • Save JMP journal
  • Save to PowerPoint

JMP Live (separate product)

  • Hierarchical folders
  • Data refresh
  • Spaces

Applications

Projects

Data Access

Import data

  • Text
  • Excel
  • XML
  • JSON
  • SAS
  • Multiple files
  • PDF
  • CSV
  • R
  • Python
  • MATLAB

Query database

  • Data warehouse
  • Data lake
  • Data historian
  • SQL
  • ODBC

Web data access

  • API
  • Internet open
  • Google Sheets

Data connector

  • Custom data interface
  • OSIsoft PI connector

Data Blending and Cleanup

Shaping tables

  • Subset
  • Sort
  • Stack
  • Split
  • Transpose
  • Deleting columns
  • Deleting rows
  • Grouping columns
  • Rearranging columns
  • Adding rows
  • Adding columns

Merging data

  • Join
  • Concatenate
  • Update

Metadata

  • Data types
  • Modeling types
  • Standardizing attributes

Anomaly detection

  • Unusual observations
  • Outlier detection

Missing data

  • Imputation
  • Informative missing
  • Missing data pattern

Data cleanup

  • Recoding
  • Editing data values
  • Excluding values
  • Hiding values
  • Finding matching cells

Transforming data

  • Derived variables
  • Feature creation
  • Data transformations
  • Binning data
  • Indicator variable
  • Dummy variable

Data workflow

  • Saving scripts
  • Repeatability
  • Workflow builder

Data Exploration and Visualization

Graphing

  • Histogram
  • Box plot
  • Scatterplot
  • Scatterplot matrix
  • Bar chart
  • Heat map
  • Pie chart
  • Tree map
  • Mosaic plot
  • Parallel plot
  • Run chart
  • Line chart
  • Profiler
  • Comparative box plots
  • Variability chart
  • Bubble plot
  • Surface plot
  • Contour plot
  • Ternary plot
  • Pareto plot
  • Overlay

Data summary

  • Mean
  • Standard deviation
  • Median
  • Frequency
  • Variance
  • Quantiles
  • Robust

Tabular summaries

  • Pivot tables
  • Contingency tables
  • Crosstab

Geographic maps

  • X-Y map
  • Shape files

Filtering

  • Subgrouping

Dashboards

  • Applications

Explore text

  • Word cloud
  • Unstructured data

Design of Experiments

Textbook Designs (Classical Designs)

  • Full factorial
  • Fractional factorial
  • Response surface (RSM)
  • Blocking designs (RCBD, CBD, IBD, RIBD)
  • Split-plot design
  • Strip-plot design
  • Mixture design

Optimal Designs 

  • Custom design
  • Optimality criteria
  • Constrained designs

Screening Designs

  • Definitive screening
  • Fractional factorial

Robust Designs 

  • Taguchi array
  • Taguchi design
  • Noise factor

DOE Concepts  (DOE Techniques)

  • Randomization
  • Replication
  • Center points
  • Blocking
  • Sequential experimentation
  • Augment design 

Special Purpose Designs 

  • Space filling
  • Covering array PRO
  • Choice
  • MaxDiff
  • Nonlinear design

Evaluate Design

  • Design comparison
  • Design explorer
  • Design diagnostics
  • Power
  • Aliasing

Mass Customization

Scripts and Add-Ins

Preferences

  • Share preferences
  • Save to preferences
  • Import preferences

Custom Menus

  • Custom Toolbars

Custom Themes (Custom Styles)

  • Colors
  • Fonts

Application Builder

Predictive Modeling and Machine Learning

Regression

  • Multiple linear regression
  • Logistic regression
  • Generalized regression PRO
  • Quantile regression PRO
  • Penalized regression PRO
  • Regularized regression PRO
  • LASSO PRO
  • Elastic net PRO
  • Ridge PRO

Decision Trees

  • Bootstrap forest PRO
  • Boosted tree PRO
  • Random forest PRO
  • Gradient boosting PRO
  • Partition
  • Recursive partitioning

Other Predictive Models 

  • k-NN PRO
  • Naïve Bayes PRO
  • SVM PRO
  • Discriminant 
  • Multiple linear regression
  • Logistic regression
  • Generalized regression PRO
  • Quantile regression PRO
  • Penalized regression PRO
  • Regularized regression PRO
  • LASSO PRO
  • Elastic Net PRO
  • Ridge PRO
  • Bootstrap forest PRO
  • Boosted tree PRO
  • Random forest PRO
  • Gradient boosting PRO
  • Partition
  • Recursive partitioning

Validation (Crossvalidation)

  • K-fold validation PRO
  • Data partitioning PRO
  • Holdout PRO
  • Holdback PRO

Model Selection

  • Model screening PRO
  • Model comparison PRO
  • Confusion matrix
  • Model averaging
  • Ensemble
  • Profit matrix

Model Deployment

  • Scoring
  • Scoring code
  • Model management PRO
  • Formula Depot PRO
  • Prediction formula

Text Mining (Text Analysis)

  • Latent class analysis
  • Latent semantic analysis
  • Sentiment analysis
  • Term selection

Quality and Process Engineering

Statistical Process Control (Shewhart Control Chart)

  • IR
  • Xbar R
  • Xbar S
  • P
  • NP
  • C
  • U
  • CUSUM
  • EWMA
  • UWMS
  • Multivariate control chart
  • Western Electric rules
  • Tests for special causes

Process Capability (Capability Index)

  • Cp
  • Cpk
  • Pp
  • Ppk
  • Specification limits
  • Goal plot
  • Capability
  • Performance 

Quality Assessment (Process Screening)

  • Stability index
  • Quality review
  • Shift detection
  • Process performance

Measurement System Analysis (Gage R&R)

  • Evaluate Measurement Process (EMP)
  • Variability chart
  • Linearity, bias
  • Kappa
  • Agreement
  • Attribute Gage R&R
  • Variance components
  • MSA design

Quality Improvement (Six Sigma)

  • Pareto Chart
  • Cause-and-effect diagram (fishbone, Ishikawa)

Acceptance Sampling

  • OC Curves

Reliability Analysis

Time to Failure Analysis

  • Survival
  • Fit Parametric Survival
  • Fit Proportional Hazards
  • Kaplan-Meier
  • Hazard analysis

Component Reliability

  • Life Distribution
  • Fit Life by X
  • Cumulative damage
  • Degradation
  • Destructive degradation
  • Repeated measures degradation
  • Accelerated testing
  • Bayesian Reliability analysis

System Reliability

  • Reliability growth
  • Reliability block diagram (RBD) PRO
  • Repairable systems simulation (RSS) PRO
  • Recurrence analysis
  • Repairable system
  • Non-repairable system 

Reliability Planning (Reliability Design)

  • RBD PRO
  • RSS PRO
  • Accelerated life test design
  • Reliability test plan
  • Reliability forecast

Sharing and Communicating Results 

Share on Web (Cloud)

  • JMP® Live
  • Publish results
  • Interactive HTML

Dashboard

  • Application

Journal (Notebook)

Workflow

  • Reproducible workflow

Export Results

  • Save to PowerPoint
  • Publication quality graphics
  • GIFs

PRO = Features exclusive to JMP® Pro

Ready to take the next step?