JMP Library

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• Fast Flexible Space-Filling Designs for Nonrectangular Regions

  Authors Ryan Lekivetz (1) and Bradley Jones (1,2) Affiliations (1) JMP Statistical Discovery LLC (2) Universiteit Antwerpen, Antwerpen, Belgium Journal Quality and Reliability Engineering International Date Published 2015 Abstract Space‐filling designs allow for exploration of responses with many different settings for each input factor. While much research has been done using rectangular design s...

  Ryan_Lekivetz

  Jan 31, 2026 5:43 PM

  165 views | 0 replies

• Combinatorial Testing of Engineered Systems With Hard-to-Change Factors

  Authors William Fisher (1), Ryan Lekivetz (1), and Joseph Morgan (1). Affiliations (1) JMP Statistical Discovery LLC Journal Quality and Reliability Engineering International Date Published 2025 Abstract The testing of engineered systems is a complex task, which often requires a test engineer to construct a suite of test cases in order to investigate system behavior, with the primary purpose of th...

  Ryan_Lekivetz

  Jan 31, 2026 5:39 PM

  203 views | 0 replies

• On Algorithms for Obtaining Orthogonal and Near-Orthogonal Arrays for Main-Effects Screening

  Authors R. Lekivetz (1), R. Sitter (2), D. Bingham (2), M. S. Hamada (3), L. M. Moore (3) & J. R. Wendelberger (3) Affiliations (1) JMP Statistical Discovery LLC (2) Simon Fraser University, Burnaby, BC (3) Los Alamos National Laboratory, Los Alamos, NM Journal Journal of quality technology Date Published 2015 Abstract Screening designs for identifying active main effects among a group of factors ...

  Ryan_Lekivetz

  Jan 31, 2026 5:38 PM

  132 views | 0 replies

• Design Fractals: A New Visual Aid for Assessing Design Coverage and Augmentation

  Authors Caleb King (1), Ryan Lekivetz (1), William Fisher (1), and Joseph Morgan (1). Affiliations (1) JMP Statistical Discovery LLC Journal Quality and Reliability Engineering International Date Published 2026 Abstract Experimental designs are powerful combinatorial objects that allow users to investigate challenging problems with limited resources. Assessing an experimental design often involves...

  Ryan_Lekivetz

  Jan 31, 2026 5:35 PM

  177 views | 0 replies

• Interactive tool for design and analysis of experiments with different usage modes

  Inventors Jones, B.A., Morgan, J.A., Bailey, M.W., Rhyne, J.D., Lekivetz, R.A. and King, C.B. Patent Number U.S. Patent 12,475,270 Date Granted 11/18/2025 Description A computing device receives user input for a design of an experiment. The user input indicates respective factor identities for factors in the design of the experiment, respective response identities for responses to options for the ...

  Ryan_Lekivetz

  Jan 31, 2026 6:01 AM

  139 views | 0 replies

• Systems, methods, and graphical user interfaces for adaptive design exploration and model management

  Inventors King, C.B., Liu, P., Lekivetz, R.A., Rhyne, J.D. and Rajneesh, R. Patent Number U.S. Patent 12,361,188 Date Granted 07/15/2025 Description A computer-implemented system, computer-implemented method, and computer-program product includes receiving, via a graphical user interface, a request to generate an initial design of experiment plan based on one or more experiment factors; generating...

  Ryan_Lekivetz

  Jan 31, 2026 5:48 AM

  91 views | 0 replies

• Systems, methods, and graphical user interfaces for adaptive design exploration and model management

  Inventors King, C.B., Liu, P., Lekivetz, R.A., Rhyne, J.D. and Rajneesh, R. Patent Number U.S. Patent 12,346,544 Date Granted 07/01/2025 Description A computer-implemented system, computer-implemented method, and computer-program product includes receiving, via a graphical user interface, a request to generate an initial design of experiment plan based on one or more experiment factors; generating...

  Ryan_Lekivetz

  Jan 31, 2026 5:40 AM

  104 views | 0 replies

• Systems, methods, and graphical user interfaces for generating a computer-executable usability study application

  Inventors Rhyne, J.D., Bailey, M.W., Lekivetz, R.A., Liu, P., Morgan, J.A. and Castro-Schilo, L. Patent Number US20250004932A1 Date Granted 12/23/2025 Description A system, method, and computer-program product includes obtaining application configuration data; computing, via an execution of a designed experiment, a plurality of application usability tests based on the application configuration dat...

  Ryan_Lekivetz

  Jan 31, 2026 5:35 AM

  142 views | 0 replies

• Systems, methods, and graphical user interfaces for adaptive design exploration and model management

  Inventors Peng Liu, Rajneesh Rajneesh, Caleb Bridges King, Ryan Adam Lekivetz, Jacob Davis Rhyne Patent Number US12346541B2 Date Granted 07/01/2025 Description A computer-implemented system, computer-implemented method, and computer-program product includes receiving, via a graphical user interface, a request to generate an initial design of experiment plan based on one or more experiment factors;...

  Ryan_Lekivetz

  Jan 29, 2026 3:37 PM

  99 views | 0 replies

• Learning User Interface Preferences via Contextual Discrete Choice Experimentation

  Authors Fisher, William (1), Jacob Rhyne (2), Mark Bailey (2), Joseph Morgan (2), and Ryan Lekivetz (2). Affiliations (1) Clemson University, Clemson, SC (2) JMP Statistical Discovery LLC Journal Proceedings of the 33rd ACM Conference on User Modeling, Adaptation and Personalization Date Published 2025 Abstract Designing effective user interfaces (UIs) is a complex decision-making process that oft...

  Ryan_Lekivetz

  Jan 29, 2026 3:19 PM

  152 views | 0 replies

• Screening designs for continuous and categorical factors

  Authors Bradley Jones (1), Ryan Lekivetz (2), Dibyen Majumdar (3) & Christopher Nachtsheim (4) Affiliations (1) Adsurgo LLC, Cary, NC (2) JMP Statistical Discovery LLC (3) Department of Mathematics, Statistics, and Computer Science, University of Illinois, Chicago, Chicago, IL (4) Carlson School of Management, University of Minnesota, Minneapolis, MN Journal Technometrics, VOL. 67, NO. 1, 1–10 Dat...

  Ryan_Lekivetz

  Jan 29, 2026 3:01 PM

  165 views | 0 replies

• Interactive Tools for Teaching and Learning

  A variety of interactive tools for teaching and learning statistical concepts are available within JMP. These tools allow you to explore fundamental concepts covered in introductory statistics courses, including sampling distributions, confidence intervals, hypothesis testing, ANOVA, regression, and more. Other teaching and learning tools are available such as Quick Guides, How-To Videos, Case St...

  gail_massari

  Jan 9, 2026 11:34 AM

  586 views | 0 replies

• Opening JMP and Getting Started

  This guide provides instructions on creating a new data table, opening data tables, and finding help within JMP. Opening JMP 1. When you first open JMP, you’ll see the Tip of the Day and the JMP Home windows. On Mac you’ll also see the JMP Starter window. Tip of the Day gives helpful hints on using JMP.The JMP Home Window displays recently used files and open data tables and windows. See the page...

  gail_massari

  Jan 9, 2026 7:42 AM

  1141 views | 0 replies

• Design of Experiments Introduction Kit

  ryandewitt

  Dec 15, 2025 10:50 AM

  29774 views | 0 replies

• A Deeper Dive Into Multicollinearity

  High correlation in predictor variables can harm your linear regression model. This problem is called collinearity or multi-collinearity.  The first video is an overview of collinearity, how to understand it, how to detect it, how it is related to the VIF (Variance Inflation Factor) shown in JMP reports and how to interpret VIF.  The second video shows how to use Principal Components Analysis to b...

  Di_Michelson

  Oct 30, 2025 7:10 AM

  7551 views | 3 replies

• A Deeper Dive into Reliability Analysis for Repairable Systems

  This series of videos covers reliability analysis of repairable systems. You'll learn about descriptive and inferential statistics for reliability using both the Recurrence and Reliability Growth platforms in JMP. Knowledge of measuring lifetime of components (non-repairable system reliability) is a prerequisite.   Follow along with the demonstration videos using the data in the attached JMP journ...

  Di_Michelson

  Oct 30, 2025 6:45 AM

  4806 views | 1 replies

• A Deeper Dive into Determining Components of Variation in a Process

  This workshop was presented at Discovery Summit Americas 2023 and Discovery Summit Europe 2024. There are nine videos in this deeper dive, both lecture and JMP demonstrations. You can view these in order or pick and choose which videos to watch. The attached journal contains the data tables needed for you to follow along with the demonstrations. Basic modeling (06:32)Demonstration: Oneway ANOVA wi...

  Di_Michelson

  Oct 29, 2025 11:38 AM

  3448 views | 0 replies

• A Deeper Dive into Wavelet Models for Functional Data Analysis

  A Wavelet model is a type of basis function model that is useful for data that contain a lot of peaks. This option requires data to be on an evenly spaced grid. If data is not evenly spaced, a grid is automatically created before the wavelet routine.  JMP Pro Functional Data Explorer handles and creates reports for Wavelet models.   See how Wavelet models work, and why they work so well for modeli...

  Di_Michelson

  Oct 29, 2025 10:02 AM

  4871 views | 4 replies

• A Deeper Dive into Basis Function Expansion Models for Functional Data Analysis

  All of the model fits in the JMP Pro Functional Data Explorer platform rely on basis function expansion, a method for capturing non-linear relationships using a set of independent functions. See how basis function models work for modeling functional data.  The videos cover: B-Splines - Fits a basis spline (B-Spline) model to the data. Use the B-Spline model for non-periodic data.P-Splines - Fits a...

  Di_Michelson

  Oct 29, 2025 9:55 AM

  3403 views | 0 replies

• A Deeper Dive into Likelihood

  Likelihood is seen in many places in JMP reports. But, what does it mean? These videos introduce the likelihood function, and then show how JMP uses the likelihood function for estimation, inference and model comparison. The Likelihood Function (8:33)Maximum Likelihood Estimation (8:44) Likelihood Ratio Tests (9:56) Model Comparison (8:08)

  Di_Michelson

  Oct 29, 2025 9:53 AM

  3153 views | 1 replies

• A Deeper Dive into Stability Analysis and Shelf Life Estimation

  Stability analysis and shelf life estimation are common tasks in the pharmaceutical and biotechnology industries. It is a form of degradation analysis. This series illustrates how JMP can be used to set or check shelf life for a number of common situations.   ICH Q1E Stability analysis using the Degradation platform (3:05)ICH Q1E Stability analysis using the Fit Model platform (4:05)Multifactor st...

  DonMcCormack

  Oct 29, 2025 9:50 AM

  6405 views | 0 replies

• Modeling Data over Time and Space

  (view in My Videos)   Additional resources: Understanding and Modeling Response CurvesA Deeper Dive into Basis Function Expansion Models for Functional Data AnalysisA Deeper Dive into Wavelet Models for Functional Data Analysis  

  DonMcCormack

  Sep 23, 2025 12:11 PM

  697 views | 0 replies

• Which Model When

  (view in My Videos)    

  DonMcCormack

  Aug 26, 2025 1:00 PM

  1574 views | 0 replies

• Introduction to Quality Methods

  (view in My Videos)

  DonMcCormack

  Jul 29, 2025 12:34 PM

  666 views | 0 replies

• Python Integration in JMP 18

  Unlock the Power of Python Integration in JMP® 18 Welcome to the world of JMP 18, where one of the standout features is the enhanced Python integration capabilities. This article is designed to help you understand the value of this powerful tool, along with offering best practices for maximizing its benefits in your data analysis workflows.   What Does Python Integration Mean in JMP? (view in My ...

  Brad_Norris

  Jul 22, 2025 12:50 PM

  5194 views | 0 replies