JMP (statistical software)

File:Version 1.0 of JMP 1989.png

JMP was developed in the mid- to late-1980s by John Sall and a team of developers to make use of the graphical user interface introduced by the Apple Macintosh.{{cite book|last1=Cox |first1=Ian |last2=Gaudard |first2=Marie A. |last3=Ramsey |first3=Philip J. |last4=Stephens |first4=Mia L. |last5=Wright |first5=Leo |title=Visual Six Sigma: Making Data Analysis Lean|url=https://books.google.com/books?id=xdg9nkBFh1UC&pg=PA23|access-date=16 November 2012|date=21 December 2009|publisher=John Wiley & Sons|isbn=978-0-470-50691-2|page=23}}{{Cite web |last=Lai |first=Eric |date=18 September 2009 |title=Billionaire SAS co-founder keeps on coding |url=https://www.computerworld.com/article/2527824/billionaire-sas-co-founder-keeps-on-coding.html |access-date=29 November 2022 |website=Computerworld |language=en |archive-date=16 September 2017 |archive-url=https://web.archive.org/web/20170916141714/https://www.computerworld.com/article/2527824/business-intelligence/billionaire-sas-co-founder-keeps-on-coding.html |url-status=dead }} It originally stood for "John's Macintosh Project"{{cite news |last1=Lai |first1=Eric |title=Billionaire SAS co-founder keeps on coding |work=Computerworld |url=http://www.computerworld.com/article/2527824/business-intelligence/billionaire-sas-co-founder-keeps-on-coding.html |archive-url=https://web.archive.org/web/20160203174959/http://www.computerworld.com/article/2527824/business-intelligence/billionaire-sas-co-founder-keeps-on-coding.html |archive-date=3 February 2016 |date=18 September 2009}}{{cite news|title=Proficiency in JMP®Visualization|first=Charles|last=Shipp|year=2012|access-date=November 27, 2013|url=http://support.sas.com/resources/papers/proceedings12/277-2012.pdf}} and was first released in October 1989. It was used mostly by scientists and engineers for design of experiments (DOE), quality and productivity support (Six Sigma), and reliability modeling.{{citation|first=Barbara|last=Okerson|title=JMPing In: A SAS Programmer's Look at JMP|url=http://analytics.ncsu.edu/sesug/2011/JP03.Okerson.pdf|access-date=30 December 2012}} Semiconductor manufacturers were also among JMP's early adopters.

Interactive graphics and other features were added in 1991{{cite book|title=APICS, the Performance Advantage|url=https://books.google.com/books?id=k1QgAQAAMAAJ|access-date=30 December 2012|year=1991|publisher=American Production and Inventory Control Society}}{{cite journal |last=Goodman |first=Arnold |title=JCGS@20, Visual@40, Interface@45 & !!Challenges!! |journal =Journal of Computational and Graphical Statistics |volume=20 |issue =4 |pages=818–829 |date=24 January 2012 | doi=10.1198/jcgs.2011.204c |s2cid=121161909 }} with version 2.0, which was introduced at the 1991 Macworld Expo.{{Cite book |last=Mace |first=Scott |url=https://books.google.com/books?id=nFAEAAAAMBAJ&dq=JMP+developed+by+john+sail&pg=PA16 |title=Stat visualization package adds business graphs |date=5 August 1991 |publisher=InfoWorld Media Group, Inc. |pages=16 |language=en}} Version 2 was twice the size as the original, though it was still delivered on a floppy disk. It required 2 MB of memory and came with 700 pages of documentation.{{cite journal|last1=Kim|first1=Ki|title=JMP, Version 2. Software for Statistical Visualization on the Apple Macintosh|journal=Journal of Chemical Information and Modeling|volume=32|issue=2|year=1992|pages=174–175|issn=1549-9596|doi=10.1021/ci00006a600}} Support for Microsoft Windows was added with version 3.1 in 1994.{{citation|title=John P. Sall|publisher=Northern Illinois University|access-date=November 16, 2012|url=http://www.niu.edu/clas/awards/awards_2010/honorees/sall.shtml|url-status=dead|archive-url=https://web.archive.org/web/20121205173316/http://www.niu.edu/clas/awards/awards_2010/honorees/sall.shtml|archive-date=December 5, 2012}} Rewritten with Version 4 and released in 2002, JMP could import data from a wider variety of data sources{{cite journal|author-link1=Micah Altman|last1=Altman|first1=Micah|title=A Review of JMP 4.03 With Special Attention to its Numerical Accuracy|journal=The American Statistician|volume=56|issue=1|year=2002|pages=72–75|issn=0003-1305|doi=10.1198/000313002753631402|s2cid=123511478 }} and added support for surface plots. Version 4 also added time series forecasting and new smoothing models, such as the seasonal smoothing method, called Winter's Method, and ARIMA (Autoregressive Integrated Moving Average). It was also the first version to support JSL, JMP Scripting Language.{{citation|title=Using JMP Version 4 for Time Series Analysis |first=Bill |last=Gjertsen |url=http://analytics.ncsu.edu/sesug/2000/s-61.pdf |publisher=North Carolina State University |access-date=December 30, 2012}}

In 2005, data mining tools like a decision tree and neural net were added with version 5{{cite news |last1=Edelstein |first1=Herb |title=What Is A Data Mining Product? |date=1 June 2003 |url=http://www.information-management.com/issues/20030601/6798-1.html |newspaper=Information Management |archive-url=https://web.archive.org/web/20140531203951/https://www.information-management.com/issues/20030601/6798-1.html |archive-date=31 May 2014}} as well as Linux support, which was later withdrawn in JMP 9. Later in 2005, JMP 6 was introduced.{{cite news |first=John |last=Collins |newspaper=The Irish Times |title=Software Innovator helps companies get the facts straight |url=https://www.irishtimes.com/business/software-innovator-helps-companies-get-the-facts-straight-1.496205 |pages=8 |date=23 September 2005}}{{citation|title=JMP Version 6 Featuring Split Plots|first=John|last=Sall|url=http://www2.sas.com/proceedings/sugi30/210-30.pdf|access-date=December 30, 2012}} JMP began integrating with SAS in version 7.0 in 2007 and has strengthened this integration ever since. Users can write SAS code in JMP, connect to SAS servers, and retrieve and use data from SAS. Support for bubble plots was added in version 7.{{citation |last=Huisden |first=Robert |title=JMP Clinical for the Exploration of Legacy Studies |year=2011 |url=http://www.phusewiki.org/docs/2011%20Papers/PP06%20paper.pdf |access-date=December 30, 2012 |archive-url=https://web.archive.org/web/20151217101223/http://www.phusewiki.org/docs/2011%20Papers/PP06%20paper.pdf |archive-date=December 17, 2015 |url-status=dead}} JMP 7 also improved data visualization and diagnostics.{{cite news|first=John|last=Wass|publisher=Scientific Computing|title=JMP7: One of the best just got better|url=http://www.scientificcomputing.com/jmp-7-one-of-the-best-just-got.aspx|access-date=May 9, 2012|archive-date=November 16, 2011|archive-url=https://web.archive.org/web/20111116180633/http://scientificcomputing.com/jmp-7-one-of-the-best-just-got.aspx|url-status=dead}}

JMP 8 was released in 2009 with new drag-and-drop features and a 64-bit version to take advantage of advances in the Mac operating system.{{cite web |title=JMP 8: Continuous Improvement |url=https://www.rdworldonline.com/jmp-8-continuous-improvement/ |website=Research & Development World |date=15 May 2009}} It also added a new user interface for building graphs, tools for choice experiments and support for Life Distributions.{{citation|work=A Technical Publication for JMP Users|publisher=JMPer Cable|title=Introducing JMP Version 8|date=Winter 2009|issue=25|access-date=December 30, 2012|url=http://www.jmp.com/about/newsletters/jmpercable/pdf/25_winter_2009.pdf|archive-date=April 8, 2018|archive-url=https://web.archive.org/web/20180408080859/http://www.jmp.com/about/newsletters/jmpercable/pdf/25_winter_2009.pdf|url-status=dead}} According to Scientific Computing, the software had improvements in "graphics, QA, ease-of-use, SAS integration and data management areas."{{cite news|first=John|last=Wass|publisher=Scientific Computing|title=JMP 8: Continuous Improvement|url=http://www.scientificcomputing.com/article-da-JMP8-Continuous-Improvement-051509.aspx|access-date=November 16, 2012|archive-date=November 28, 2011|archive-url=https://web.archive.org/web/20111128173300/http://www.scientificcomputing.com/article-da-JMP8-Continuous-Improvement-051509.aspx|url-status=dead}} JMP 9 in 2010 added a new interface for using the R programming language from JMP and an add-in for Excel.{{citation|title=New Features in JMP 9|url=http://www.jmp.com/support/downloads/pdf/jmp9/jmp9_new_features.pdf|publisher=JMP|access-date=December 30, 2012}}{{cite news|first=Adrian|url=http://www.drdobbs.com/tools/228200027?queryText=SAS%2BJMP|last=Bridgewater|newspaper=Dr. Dobb's Journal|title=JMP Genomics 5: Data Visualization & Exploration|date=November 3, 2010|access-date=May 31, 2012}} The main screen was rebuilt and enhancements were made to simulations, graphics and a new Degradation platform.{{cite news|first=John|last=Wass|publisher=Scientific Computing|title=JMP 9: A really new version|access-date=May 9, 2012|url=http://scientificcomputing.com/articles-DA-JMP-9-A-Really-New-Version-051211.aspx|archive-url=https://web.archive.org/web/20110914100649/http://www.scientificcomputing.com/articles-DA-JMP-9-A-Really-New-Version-051211.aspx|archive-date=September 14, 2011|url-status=dead}} In March 2012, version 10 made improvements in data mining, predictive analytics, and automated model building.{{citation|url=http://www.pharmasug.org/proceedings/2012/DG/PharmaSUG-2012-DG01.pdf|work=PharmaSUG 2012|title=Proficiency in JMP Visualization|first1=Charles|last1=Shipp|first2=Kirk Paul|last2=Lafler|access-date=December 30, 2012}}{{cite news|first=James|last=Taylor|publisher=JTonEDM|title=First Look – JMP Pro|date=August 10, 2011|access-date=May 31, 2012|url=http://jtonedm.com/2011/08/10/first-look-jmp-pro/}}

Version 11 was released in late 2014. It included new ease-of-use features, an Excel import wizard, and advanced features for design of experiments.{{cite web | last=Wass| first=John | title=JMP 11: Remarkable Statistics, Graphics and Integration | website=Scientific Computing | date=November 7, 2014 | url=http://www.scientificcomputing.com/articles/2014/11/jmp-11-remarkable-statistics-graphics-and-integration | access-date=May 11, 2016}} Two years later, version 12.0 was introduced. According to Scientific Computing, it added a new "Modeling Utilities" submenu of tools, performance improvements and new technical features for statistical analysis.{{cite web | last=Wass| first=John | title=JMP Pro 12: The Best Keeps Getting Better! | website=Scientific Computing | date=January 27, 2016 | url=http://www.scientificcomputing.com/articles/2016/01/jmp-pro-12-best-keeps-getting-better | access-date=May 11, 2016}} Version 13.0 was released in September 2016 and introduced various improvements to reporting, ease-of-use and its handling of large data sets in memory.{{cite web | author=on | title=First Look: SAS JMP 13 and JMP Pro 13 | website=JT on EDM — James Taylor on Everything Decision Management | date=November 10, 2016 | url=http://jtonedm.com/2016/11/10/first-look-sas-jmp-13-and-jmp-pro-13/ | access-date=November 28, 2016}}{{cite web |last1=Roy |first1=Krishna |title=SAS JMP gets self-service data and text prep and analysis makeover |website=451 Research |url=https://451research.com/report-short?entityId=90656 |date=2 November 2016|access-date=28 November 2016 |archive-url=https://web.archive.org/web/20161129145204/https://451research.com/report-short?entityId=90656 |archive-date=29 November 2016}} Version 14.0 was released in March 2018; new functionality included a Projects file management tool alongside the ability to use your own images as markers on your graph.{{Cite web |title=Top 5 Features in JMP 14 {{!}} Prism |url=https://prismtc.co.uk/resources/blogs-and-articles/top-5-features-in-jmp-14 |access-date=2023-03-06 |website=prismtc.co.uk}}

JMP was originally developed by a business unit of SAS Institute. As of 2011, it had 180 employees and 250,000 users. In January 2021, JMP Statistical Discovery, LLC became a wholly owned subsidiary of SAS.{{Cite web |title=About Us |url=https://www.jmp.com/en_us/company/about-us.html |url-status=live |archive-url=https://web.archive.org/web/20221216205905/https://www.jmp.com/en_us/company/about-us.html |archive-date=2022-12-16 |access-date=2024-05-02 |website=www.jmp.com |language=en}}

JMP released new structural equation modeling software in the 2020s in version 15.2.{{cite journal | last=Gonzales | first=Joseph E. | title=Structural Equation Modeling with JMP® Pro | journal=Measurement: Interdisciplinary Research and Perspectives | publisher=Informa UK Limited | volume=19 | issue=1 | date=January 2, 2021 | issn=1536-6367 | doi=10.1080/15366367.2020.1809231 | pages=80–92| s2cid=232059504 }} In March 2021, JMP introduced version 16 of JMP software, which improved structural equation modeling and added features to help determine the best model to use for the data being analyzed.{{cite web | title=New version of JMP and JMP Pro delivers more efficient analytics | website=PR Newswire | date=March 23, 2021 | url=https://www.prnewswire.com/news-releases/new-version-of-jmp-and-jmp-pro-delivers-more-efficient-analytics-301253194.html | access-date=March 31, 2021|author=JMP}}{{cite journal | last1=Castro-Schilo | first1=Laura | last2=Russo | first2=Eric | title=Fitting Structural Equations Models with Interactive and Dynamic Tools in JMP® Pro | journal=Structural Equation Modeling | publisher=Informa UK Limited | date=March 16, 2021 | volume=28 | issue=5 | issn=1070-5511 | doi=10.1080/10705511.2020.1854764 | pages=794–806| s2cid=233695928 }} JMP/JMP Pro 17 were released in October 2022.

JMP 18 and JMP Pro 18 are scheduled for release in early 2024.{{Cite web |date=April 17, 2023 |title=New in JMP 18 and JMP Pro 18 for Academics |url=https://www.jmp.com/en_us/events/live-webinars/academic/new-in-18-academics-17apr2024.html |website=JMP.com}}

File:JMP data displays.png

JMP consists of JMP, JMP Pro, JMP Clinical and JMP Live.{{citation |title=JMP Website |url=https://www.jmp.com/en_us/software.html |quote=}} It formerly included the Graph Builder iPad App.{{citation|url=http://www.jmp.com/software/jmp10/jmp-graph-builder-for-ipad.shtml|publisher=SAS Institute|title=JMP Graph Builder for iPad|access-date=December 30, 2012}} It also formerly provided JMP Genomics, a combined JMP and SAS product, but that product was discontinued, and much of the functionality for genomic data analysis is available in JMP Pro. JMP Clinical was also formerly a combined JMP/SAS software package, but currently is solely a JMP package.

The software has a simple menu design, with information organized across either multiple windows or under multiple tabs within a single window.{{Cite journal |last1=Castro-Schilo |first1=Laura |last2=Russo |first2=Eric |date=March 16, 2021 |title=Fitting Structural Equations Models with Interactive and Dynamic Tools in JMP Pro |url=https://www.tandfonline.com/doi/abs/10.1080/10705511.2020.1854764 |journal=Structural Equation Modeling |volume=28 |issue=5 |pages=794–806 |doi=10.1080/10705511.2020.1854764 |via=Taylor & Francis|url-access=subscription }} Additional contextual menus are generated with new output. The software's primary applications are for designed experiments and analyzing statistical data from industrial processes. JMP can be used in conjunction with the R and Python open source programming languages to access features not available in JMP itself.{{cite journal |last1=Abousalh-Neto |first1=Nascif |last2=Guan |first2=Meijian |last3=Hummel |first3=Ruth |date=March 3, 2021 |title=Better together: Extending JMP® with open-source software |journal=Stat |publisher=Wiley |volume=10 |issue=1 |page= |doi=10.1002/sta4.336 |issn=2049-1573 |doi-access=free}}

JMP software is partly focused on exploratory data analysis and visualization. It is designed for users to investigate data to learn something unexpected, as opposed to confirming a hypothesis.{{cite news|title=SAS JMP 8 for the Macintosh review|url=http://www.macstats.org/reviews/jmp.html|publisher=Macstats|access-date=November 19, 2012}} JMP links statistical data to graphics representing them, so users can drill down or up to explore the data and various visual representations of it.{{Cite journal | last1 = Jones | first1 = B. | last2 = Sall | first2 = J. | doi = 10.1002/wics.162 | title = JMP statistical discovery software | journal = Wiley Interdisciplinary Reviews: Computational Statistics | volume = 3 | issue = 3 | pages = 188–194| year = 2011 | s2cid = 60622844 }}{{cite book|author=Robert H. Carver|title=Practical Data Analysis with Jmp|url=https://books.google.com/books?id=iCTlfWYOmzcC&pg=PA61|access-date=16 November 2012|date=30 July 2010|publisher=SAS Institute|isbn=978-1-60764-475-0|pages=61–}} When users interact with graphical objects, corresponding points in other tables will be updated accordingly.{{Cite book |last=Alex Yu |first=Chong Ho |url=https://books.google.com/books?id=kJh8EAAAQBAJ&dq=jmp+sas+software+environmental&pg=PA54 |title=Data Mining and Exploration: From Traditional Statistics to Modern Data Science |publisher=CRC Press |year=2022 |pages=54–55 |isbn=978-1-000-77779-6 |language=en}} For example, a user can select points on a graph and compare it to corresponding points on the data table, to facilitate the discovery of hidden structures within the data set.{{Cite book |last1=Sacerdoti |first1=Francesco M. |url=https://books.google.com/books?id=tpLlDAAAQBAJ&dq=jmp+sas+software+environmental&pg=PA35 |title=Advanced Imaging Techniques in Clinical Pathology |last2=Giordano |first2=Antonio |last3=Cavaliere |first3=Carlo |date=2016-08-23 |publisher=Humana Press |isbn=978-1-4939-3469-0 |pages=35–36 |language=en}}

JMP has a range of capabilities related to artificial intelligence and intuitive machine learning, including support for the creation of models that incorporate predictive modelling techniques such as neural networks, advanced regression, and decision tree learning.{{Cite journal |last1=Li |first1=Jie |last2=Mocko |first2=Megan |date=2020-12-01 |title=Machine learning for a citizen data scientist: an experience with JMP |url=https://doi.org/10.1057/s41270-020-00092-6 |journal=Journal of Marketing Analytics |language=en |volume=8 |issue=4 |pages=267–279 |doi=10.1057/s41270-020-00092-6 |issn=2050-3326|url-access=subscription }}

It is a desktop application with a wizard-based user interface, while SAS can be installed on servers. According to a review in Pharmaceutical Statistics, JMP is often used as a graphical front-end for a SAS system, which performs the statistical analysis and tabulations.{{cite journal |last1=Lovell |first1=David P. |year=2011 |title=Review of JMP genomics |journal=Pharmaceutical Statistics |volume=10 |issue=4 |pages=384–392 |doi=10.1002/pst.460 |issn=1539-1604 |s2cid=122346429}} JMP Pro is intended for data scientists, and has an emphasis on advanced predictive modelling and model selection. JMP Genomics, used for analyzing and visualizing genomics data,{{cite news |last=Zhang |first=Qingyu |author2=Richard S. Segall |year=2009 |title=Commercial Data Mining Software |newspaper=Computational Statistics |pages=1245–1268 |doi=10.1007/978-0-387-09823-4_65 |isbn=978-0-387-09822-7}} requires a SAS component to operate and can access SAS/Genetics and SAS/STAT procedures or invoke SAS macros. JMP Clinical, used for analyzing clinical trial data, can package SAS code within the JSL scripting language and convert SAS code to JMP.

The JMP Scripting Language (JSL) is an interpreted language for recreating analytic results and for automating or extending the functionality of JMP software.{{cite book|author=SAS Publishing|title=Jmp 10 Scripting Guide|url=https://books.google.com/books?id=oOb3ejkFiIUC|access-date=13 December 2012|date=1 March 2012|publisher=SAS Institute|isbn=978-1-61290-195-4}}{{rp|29}} JSL was first introduced in JMP version 4 in 2000.{{cite book|author1=Wendy Murphrey|author2=Rosemary Lucas|title=Jump Into Jmp Scripting|url=https://books.google.com/books?id=Wd6p3YrbDi8C|access-date=14 December 2012|date=26 August 2009|publisher=SAS Institute|isbn=978-1-59994-658-0}}{{rp|1}} JSL has a LISP-like syntax, structured as a series of expressions. All programming elements, including if-then statements and loops, are implemented as JSL functions. Data tables, display elements and analyses are represented by objects in JSL that are manipulated with named messages. Users may write JSL scripts to perform analyses and visualizations not available in the point-and-click interface or to automate a series of commands, such as weekly reports. SAS, Python, R, and Matlab code can also be executed using JSL.{{cite book|author1=Publishing SAS Publishing|author2=SAS Institute|title=JMP Release 8 User Guide|url=https://books.google.com/books?id=T_mJXz7xzo8C&pg=PA392|access-date=13 December 2012|date=December 11, 2009|publisher=SAS Institute|isbn=978-1-60764-301-2|pages=392–}}

JMP is used for analytics, predictive modelling, machine learning, and data mining in various industries.{{Cite book |last=Fortino |first=Andres |url=https://books.google.com/books?id=TiSrEAAAQBAJ&dq=jmp+sas+software+environmental&pg=SA14-PA14 |title=Data Mining and Predictive Analytics for Business Decisions: A Case Study Approach |date=2023-01-30 |publisher=Mercury Learning and Information |pages=14|isbn=978-1-68392-673-3 }}{{Cite book |url=https://books.google.com/books?id=8f-8EAAAQBAJ |title=Machine Learning for Business Analytics: Concepts, Techniques and Applications with JMP Pro |date=2023 |publisher=John Wiley & Sons |pages=39|isbn=978-1-119-90385-7 }}

JMP is used in the chemical industry for applications such as chemometrics,{{Cite book |last=Hanrahan |first=Grady |url=https://books.google.com/books?id=cSjNBQAAQBAJ&dq=jmp+sas+software+environmental&pg=PR13 |title=Environmental Chemometrics: Principles and Modern Applications |date=2008-11-21 |publisher=CRC Press |isbn=978-1-4200-6797-2 |pages=58–59 |language=en}}{{Cite book |last1=Brown |first1=Steven |url=https://books.google.com/books?id=heXEDwAAQBAJ&q=jmp&pg=PA462 |title=Comprehensive Chemometrics: Chemical and Biochemical Data Analysis |last2=Tauler |first2=Roma |last3=Walczak |first3=Beata |date=2020-05-26 |publisher=Elsevier |isbn=978-0-444-64166-3 |pages=458 |language=en}} and design of experiments, including response surface methodology.{{Cite book |last=Pardo |first=Scott A. |url=https://books.google.com/books?id=wG6zDAAAQBAJ |title=Empirical Modeling and Data Analysis for Engineers and Applied Scientists |date=2016-07-19 |publisher=Springer |isbn=978-3-319-32768-6 |pages=236 |language=en}}{{Cite book |last1=Gupta |first1=Bhisham C. |url=https://books.google.com/books?id=zy8KAwAAQBAJ |title=Statistics and Probability with Applications for Engineers and Scientists |last2=Guttman |first2=Irwin |date=2014-03-06 |publisher=John Wiley & Sons |isbn=978-1-118-52220-2 |pages=766 |language=en}} It is commonly used by chemical engineers as it contains multiple linear regression algorithms that work in tandem with its experimental design software.{{Cite book |last=Albright |first=Lyle |url=https://books.google.com/books?id=HYB3Udjx_FYC&dq=jmp+chemical+engineering+sas+software&pg=PA252 |title=Albright's Chemical Engineering Handbook |date=2008-11-20 |publisher=CRC Press |isbn=978-0-8247-5362-7 |language=en}}

JMP is used in electronics manufacturing, especially in areas such as semiconductor device modeling.{{Cite journal |last1=Seo |first1=Seongmin |last2=Song |first2=Yong-Won |date=June 30, 2021 |title=A Study on the Safe Hydrogen Exhaust Method in the Semiconductor Industry |url=http://fucos.or.kr/journal/APJCRI/Articles/v7n6/1.pdf |journal=Asia-Pacific Journal of Convergent Research Interchange |volume=7 |issue=6 |pages=1–10 |doi=10.47116/apjcri.2021.06.01 |access-date=May 2, 2024 |archive-date=July 16, 2021 |archive-url=https://web.archive.org/web/20210716123941/http://fucos.or.kr/journal/APJCRI/Articles/v7n6/1.pdf |url-status=bot: unknown }}{{Cite journal |last1=Wei |first1=TK |last2=Mahmud |first2=MN |date=2019 |title=Optimization of Semiconductor Device Packaging Singulation Process |journal=IOP Conference Series: Materials Science and Engineering |volume=530 |issue=1 |page=012020 |doi=10.1088/1757-899X/530/1/012020 |doi-access=free |bibcode=2019MS&E..530a2020W }}

File:Wildtrack FIT JMP.png

In 2007, a wildlife monitoring organization, WildTrack, started using JMP with the Footprint Identification Technology (FIT) system to identify individual endangered animals by their footprints.{{cite news|first=Mary|last=Hayes Weier|newspaper=InformationWeek|url=http://www.informationweek.com/news/200000512|archive-url=https://archive.today/20130126070615/http://www.informationweek.com/news/200000512|url-status=dead|archive-date=January 26, 2013|title=Scientists use BI Software and Intuit Trackers to Gauge Polar Bear Populations|date=June 25, 2007|access-date=May 25, 2012}}{{cite web | author=Duke University | title=Using footprints to identify and monitor giant pandas in the wild | website=Phys.org | date=December 21, 2017 | url=https://phys.org/news/2017-12-footprints-giant-pandas-wild.html | access-date=March 31, 2021}} In 2009, the Chicago Botanic Garden used JMP to analyze DNA data from tropical breadfruit. Researchers determined that the seedless, starchy fruit was created by the deliberate hybridization of two fruits, the breadnut and the dugdug.{{cite web | last=Lai | first=Eric | title=Billionaire SAS co-founder keeps on coding | website=Computerworld | date=September 18, 2009 | url=http://www.computerworld.com/article/2527824/business-intelligence/billionaire-sas-co-founder-keeps-on-coding.html | access-date=May 13, 2016}}

JMP has wide applications for the pharmaceutical industry in areas like molecular modelling,{{Cite book |last1=Lipkowitz |first1=Kenny B. |url=https://books.google.com/books?id=EPS-nsT3wyUC&dq=jmp+sas+software+environmental&pg=PA333 |title=Reviews in Computational Chemistry, Volume 7 |last2=Boyd |first2=Donald B. |date=2009-09-22 |publisher=John Wiley & Sons |isbn=978-0-470-12611-0 |pages=333 |language=en}} quality by design,{{Cite book |last1=Beg |first1=Sarwar |url=https://books.google.com/books?id=6RuPDwAAQBAJ&q=sas&pg=PP1 |title=Pharmaceutical Quality by Design: Principles and Applications |last2=Hasnain |first2=Md Saquib |date=2019-03-27 |publisher=Academic Press |isbn=978-0-12-816372-6 |language=en}} statistical process control,{{Cite book |last1=Kenett |first1=Ron S. |url=https://books.google.com/books?id=s-4rEAAAQBAJ&pg=PR12 |title=Modern Industrial Statistics: With Applications in R, MINITAB, and JMP |last2=Zacks |first2=Shelemyahu |date=2021-04-28 |publisher=John Wiley & Sons |isbn=978-1-119-71492-7 |pages=349–360 |language=en}}{{Cite book |last1=Burdick |first1=Richard K. |url=https://books.google.com/books?id=u3klDgAAQBAJ&q=jmp&pg=PR5 |title=Statistical Applications for Chemistry, Manufacturing and Controls (CMC) in the Pharmaceutical Industry |last2=LeBlond |first2=David J. |last3=Pfahler |first3=Lori B. |last4=Quiroz |first4=Jorge |last5=Sidor |first5=Leslie |last6=Vukovinsky |first6=Kimberly |last7=Zhang |first7=Lanju |date=2017-02-14 |publisher=Springer |isbn=978-3-319-50186-4 |pages=6 |language=en}} and design of experiments.{{Cite book |last=Hinkelmann |first=Klaus |url=https://books.google.com/books?id=8Y71m9yoK6UC&q=jmp&pg=PA394 |title=Design and Analysis of Experiments, Volume 3: Special Designs and Applications |date=2012-02-14 |publisher=John Wiley & Sons |isbn=978-0-470-53068-9 |pages=394 |language=en}} The software is used in pharmaceutical development by companies such as Eli Lilly{{Cite web |title=Advocating for Analytics: An interview with Chao Richard Li of Eli Lilly |url=https://www.jmp.com/en_us/customer-stories/interviews/chao-richard-li.html |access-date=2024-02-26 |website=www.jmp.com |language=en}} and Regeneron Pharmaceuticals.{{Cite web |title=SAS Announces Latest Versions of JMP Statistical Products |url=https://www.datanami.com/this-just-in/sas-announces-latest-versions-of-jmp-statistical-products/ |access-date=2024-02-24 |website=Datanami}}

JMP Clinical is used widely by the pharmaceutical industry and regulatory agencies for clinical study safety review and risk-based monitoring. [https://www.jmp.com/support/downloads/GenomicAnalysisWithJMPPRO/Content/JMPGenomicAnalysis/IntroductionToWideData.htm JMP Pro has several features focused on genomics and genetics], including QC and normalization of genomic data output, genetics marker analysis, genomic data pattern discovery, and predictive analytics.

• Comparison of statistical packages
• Data mining
• Data processing
• Online analytical processing (OLAP)
• SAS (software)
• SQL

{{Reflist}}

• {{citation|title=JMP 6.0.3: interactive exploratory data and statistical analysis tool meets the statistical needs of virtually any user.|publisher=Operations Research Management Science Today|url=http://www.orms-today.org/orms-2-07/frswr.html|date=February 1, 2007|first=Wayne|last=Holland}}

• [http://www.jmp.com/ JMP website]
• [https://community.jmp.com/ JMP Users Community]
• [https://community.jmp.com/t5/Blogs/ct-p/Blogs JMP Blogs]

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