JMP

4,5 (51)
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Note globale

4,5 /5
(51)
Rapport qualité-prix
4,3/5
Fonctionnalités
4,4/5
Simplicité d'utilisation
4,1/5
Support client
4,5/5

92%
des utilisateurs recommandent cette application
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51 avis

Prathamesh
Prathamesh
Note globale
  • Secteur d'activité : Vente au détail
  • Taille de l'entreprise : 1 001–5 000 employés
  • Logiciel utilisé tous les jours pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 8.0 /10

A statistical tool for everybody.

Publié le 01/12/2019

Overall JMP is a very good statistical tool in it features and functionalities. For statisticians...

Overall JMP is a very good statistical tool in it features and functionalities. For statisticians who are involved in industrial applications, JMP is a option for them. JMP gives full control and flexibility over data manipulation and analysis. Easy to operate method mechanism and drag and drop function through dashboard is a plus. Reports are very interactive and easy to export. Overall, recommended for statisticians.

Avantages

JMP comes with lots of feature and functionality. It is very easy to use and requires no prior experience. It is is one of the statistical package software which doesn't require coding skills. Anybody with no experience and training can use JMP with ease. It has a dashboard which is easy to navigate and feature enabled. Data mining, data cleaning, and descriptives statistics can be very easily performed on JMP. The tool accepts data in different formats csv, xlsx, and dat format . For multivariate statistics JMP is a good tool when it comes to analyzing data using linear regression, ANOVA, MANOVA, and logistic regression. The dashboard application makes it very easy for the user to carry out the complex operations for the advance multivariate methods. Drag and drop functionality is very useful when it comes to handling lots of data. The results displayed are very good graphic display, easy to save and copy graphs other documents. The profiler component of the JMP is very useful to share analysis and reports using web interface. New methods like segmentation and conjoint analysis are also available in JMP. Overall JMP is must use tool for statisticians.

Inconvénients

JMP doesn't provide any tools to analyze data using high level simulations. The available simulations are basic simluations which are capable to produce certain amount of data predictions. Variable value designation is a big problem in JMP, the software fails to recognize the type of data when it comes to numeric value. For example, JMP sometimes fails to recognize the difference between number and a string. It is easy to upload an excel sheet in JMP, but the excel add-in takes more time to work, sometimes it even fails to operate. Error and bug fixing requires exhaustive customer support and it is very time consuming. Loading large amount of data is very tedious as it takes lot of time and it crashes very frequently. Other software integrations for JMP are quiet challenging. JMP's parent company SAS follows different set of integration codes because of which the intergration with most large scale software for data access becomes a challenge. Also, JMP is quite expensive for small business, the pricing is suitable for midsize and large companies. Overall, high level simulations, excel add-in, and pricing are the drawbacks of JMP.

Alternatives envisagées 

Minitab et Microsoft Excel

Pourquoi passer à JMP

JMP brings more functionality on the analysis level. Many different format of files can be uploaded to JMP and the data can be cleaned and structured well for its use. These functionalities are not available on other software packages. Also, operations on JMP are easy compared to other softwares.Overall, JMP was a better fit with respect to the needs at hand.
Utilisateur vérifié
Note globale
  • Secteur d'activité : Services et technologies de l'information
  • Taille de l'entreprise : 10 000+ employés
  • Logiciel utilisé toutes les semaines pendant 6 à 12 mois
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 9.0 /10

All-in-one No-code Platform for Data Analysis!

Publié le 10/09/2022

JMP have helped me in quickly performing exploratory data analysis in my local system on the data...

JMP have helped me in quickly performing exploratory data analysis in my local system on the data to gain insights on customer data and also have allowed me to apply predictive analysis as per the use cases .It have enabled me to quickly deliver presentations from visualizations generated from dashboards.

Avantages

1.Easy to use and user friendly UI
2.Allows you easily load your data from database or csv files,etc
3.Support for algorithms for data analysis and modeling
4.Comes with good data manipulation and visualization features
5.The application is installed in your local system, allowing it to be accessed anytime.
6.Good Documentation support

Inconvénients

1.Lesser Features available in free trail had to upgrade to pro version for complete experience
2.Cost is a bit high as compared to other similar tools
3.More data sources support can be added

Nanditha
Note globale
  • Secteur d'activité : Hôpitaux et soins de santé
  • Taille de l'entreprise : 11–50 employés
  • Logiciel utilisé tous les jours pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 10.0 /10

JMP is a useful software

Publié le 08/12/2019

I have used JMP for design of experiments and statistical analysis during my masters and PhD and...

I have used JMP for design of experiments and statistical analysis during my masters and PhD and the software has been very accurate in my analyses.

Avantages

JMP is easy to use for experienced users, and is relatively easy to learn. it is a very comprehensive statistical software.

Inconvénients

although it is easy to use for experienced users, it is slightly challenging to learn (not difficult to learnt though).

Pawel
Note globale
  • Secteur d'activité : Hôpitaux et soins de santé
  • Taille de l'entreprise : 51–200 employés
  • Logiciel utilisé Autre pendant Essai gratuit
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 8.0 /10

JMP trial evaluation

Publié le 10/08/2021

Avantages

I liked a lot of comprehensive tutorials to help start learning by doing

Inconvénients

Switch from Minitab or Excel require some time to learn

Manon
Note globale
  • Secteur d'activité : Logiciels
  • Taille de l'entreprise : 5 001–10 000 employés
  • Logiciel utilisé tous les jours pendant 6 à 12 mois
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 9.0 /10

Powerful Statistical Analysis

Publié le 03/08/2024

Avantages

I used it to analyze complex data sets quickly and get clear visualizations.

Inconvénients

I spent a lot of time figuring out how to use some advanced features when I first started.

Réponse de SAS Institute

We are so glad to hear that you're using JMP as part of your analytics journey. Be sure to stay in touch with us and take part in discussions with other users over on the JMP Community!

Shahna
Note globale
  • Secteur d'activité : Recherche
  • Taille de l'entreprise : 10 000+ employés
  • Logiciel utilisé toutes les semaines pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Simplicité d'utilisation
  • Probabilité de recommander le produit 10.0 /10

Easiest data analysis application

Publié le 30/10/2023

Avantages

It's easy to use for data analysis and obtaining publishable visualization

Inconvénients

For students, you don't understand what's happening behind the scenes

Siew Kheong
Siew Kheong
Note globale
  • Secteur d'activité : Télécommunications
  • Taille de l'entreprise : 5 001–10 000 employés
  • Logiciel utilisé toutes les semaines pendant plus d'un an
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Probabilité de recommander le produit 6.0 /10

One of the most common statistical analysis software that I used frequently.

Publié le 24/07/2021

Overall, I am quite satisfy with JMP but if there is an option to choose which feature to be...

Overall, I am quite satisfy with JMP but if there is an option to choose which feature to be included in it which can help to reduce the price, the software will become more attractive and competitive compare with similar products.

Avantages

It is user friendly and able to integrate to our company database which is quite convenience especially when I want to extract real time data to perform some statistical analysis.

Inconvénients

The layout is sometimes a bit confusing to use if I compare with Minitab. Relatively speaking Minitab has layout and feature which is easier to access compare to JMP.

Ryan
Ryan
Note globale
  • Secteur d'activité : E-learning
  • Taille de l'entreprise : 1 001–5 000 employés
  • Logiciel utilisé tous les mois pendant 6 à 12 mois
  • Provenance de l'avis

Note globale

  • Simplicité d'utilisation
  • Probabilité de recommander le produit 6.0 /10

JMP is a great way to become familiar with machine learning

Publié le 18/07/2022

Avantages

I liked that there were powerful algorithms available at the click of a button. The menus were intuitive, as long as you are familiar with the vocabulary of machine learning

Inconvénients

JMP is great when you are running an analysis that is straightforward. There are some data cleaning features available but it is not as extensive as Python or R. I really didn't like the printed syntax of it. Great for beginners but as a professional, you should plan to use JMP as a learning tool to prepare you for R or Python.

Réponse de SAS Institute

Hi Ryan-

We love open source too! So much that we include interfaces to R, Python, MATLAB etc. So if you have a favorite data cleaning or machine learning algorithm, you can integrate it into JMP!

SHRUTI
SHRUTI
Note globale
  • Secteur d'activité : Gestion de l'enseignement
  • Taille de l'entreprise : 1 001–5 000 employés
  • Logiciel utilisé toutes les semaines pendant plus d'un an
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 8.0 /10

JMP software for academic purposes

Publié le 06/02/2019

JMP has been a commendable companion for statistical problems whether in class or with research...

JMP has been a commendable companion for statistical problems whether in class or with research problems. Initially it does take some to learn the stuff with JMP but later that it is worth it!

Avantages

It has a huge array of statistical functions that you can perform in minutes and obtain very catchy curves and graphs. It is an excellent tool for academic teaching and research. It has great tutorial links on learning how to use the software for one's specific purposes.

Inconvénients

There is no option for Overlaying Gaussian/Normal plots while it is quite a useful feature. Also, even though you can copy the graphs staright up, you cannot copy the tables as they appear in the software.

Jordan
Jordan
Note globale
  • Logiciel utilisé toutes les semaines pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client

JMP is a great option for doing advanced statistical analysis if you're not trying to write...

Publié le 13/07/2018

Avantages

I like the ease of the point and click user interface, as this allows people without coding experience to do statistical analysis.

Inconvénients

I dislike the limited options they have in terms of statistical models or analysis tools, and when new ones pop up in the field it takes them forever to update the software and add them.

Josue
Josue
Note globale
  • Secteur d'activité : Système judiciaire
  • Taille de l'entreprise : 1 001–5 000 employés
  • Logiciel utilisé tous les mois pendant 1 à 5 mois
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 8.0 /10

Mi experiencia en JMP

Publié le 26/08/2023

JMP es un gran aliado a la hora de consultar, analizar datos y gráficos de una manera bastante...

JMP es un gran aliado a la hora de consultar, analizar datos y gráficos de una manera bastante efectiva.

Avantages

Buenas herramientas de consulta, análisis de datos y gráficos.

Inconvénients

Sería bueno que hubiera más opciones de ayuda para el usuario.

Utilisateur vérifié
Note globale
  • Secteur d'activité : Biotechnologie
  • Taille de l'entreprise : Auto-entrepreneur
  • Logiciel utilisé tous les jours pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 10.0 /10

Great product for statisticians and non-statisiticians

Publié le 03/02/2023

It's a great software to use for new and experienced professionals in the manufacturing and...

It's a great software to use for new and experienced professionals in the manufacturing and biologics industry.

Avantages

I like the functionality and ease of use for both statisticians and non-statisticians. There's point and click and scripting that you can use to make data visualizations, models, and more (such as simulations). I like that you can make your own templates with the use of the scripting language and modal windows for yourself and your clients to use.

Inconvénients

The scripting language is not flexible as R; it is a lot like SAS with not much syntax overlap.

Utilisateur vérifié
Note globale
  • Secteur d'activité : Recherche
  • Taille de l'entreprise : Auto-entrepreneur
  • Logiciel utilisé Autre pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Simplicité d'utilisation
  • Probabilité de recommander le produit 7.0 /10

Menu driven statistical software from the prestigous company of SAS

Publié le 28/07/2021

I like this software and have good experience in using it for statistical analysis. As I mentioned...

I like this software and have good experience in using it for statistical analysis. As I mentioned before I could recommend this software for industrial use but for academia, there are alternative options that are free or less expensive.

Avantages

JMP provides the power of SAS-Stat in an easy menu-driven manner. It has four versions: JMP® Live, JMP® Pro, JMP® Clinical, and JMP® Genomics. The first two versions are for statistical modeling, the third is for pharmaceutical industries (facilitate hard works that previously need coding using SAS-Stat) and the last is for Genomics analysis. JMP live lets to collaborate using a web interface. JMP Pro is an advanced and easy-to-use statistical modeling software that supports novel high-dimensional statistical methods for example Functional Data Analysis which is not provided in other common menu-driven statistical software. Last but not least the JMP provides the advanced adaptive design of experiments which is needed in the optimization of products in industry.

Inconvénients

JMP is expensive so I do not recommend it for academia but I highly recommend it for industrial use where getting fast and accurate result paly a role in the benefit of companies.

Riazuddin Nawaz
Note globale
  • Secteur d'activité : Biotechnologie
  • Taille de l'entreprise : 10 000+ employés
  • Logiciel utilisé tous les jours pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 10.0 /10

JMP review

Publié le 12/03/2022

Overall experience is good

Overall experience is good

Avantages

Jmp software is very easy to learn and very Intuitive. Some of the best features which I use and play around mostly are Graph builder, various statistical analysis support, SPC tools, PCA and PLS MVDA

Inconvénients

Would have been good if they introduce more advance functionalities like Batch evolution models control chart in MVDA similar to the one's provided in SIMCA tool

Hannah
Note globale
  • Secteur d'activité : Gestion de l'enseignement
  • Taille de l'entreprise : 10 000+ employés
  • Logiciel utilisé toutes les semaines pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Simplicité d'utilisation
  • Probabilité de recommander le produit 7.0 /10

Graph Builder function is amazing

Publié le 15/10/2021

My overall user experience in JMP is good because it provides an interactive Graph Builder...

My overall user experience in JMP is good because it provides an interactive Graph Builder function, and the graphs from JMP look better than Minitab.

Avantages

The "Graph Builder" function in the "Graph" tab is one of my favorite functions in JMP. The user interface of Graph Builder is very intuitive. You can visually choose your Y-axis and X-axis, and you can also group X and Y data directly by dragging your data to the plot. Also, there are Map Shape, Frequency, and Wrap functions on the edges of the interface. At the same time, on the top of the user interface, you can easily switch plot types. This can help me find a proper visualization approach. Currently, I see 15 types of plots available in this Graph Builder, which are very useful in my daily work.

Inconvénients

Comparing to Minitab, I feel it is a little more difficult to learn JMP. I hope JMP could prepare more training materials online. For example, in Minitab, in every functional interface, there is a "help button" that can connect me to Minitab's official website to learn this specific function by going through the examples provided by Minitab. I hope in the future, JMP could also consider this "Help" function.

Irfan
Note globale
  • Secteur d'activité : Biotechnologie
  • Taille de l'entreprise : 10 000+ employés
  • Logiciel utilisé tous les jours pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 9.0 /10

Highly recommended

Publié le 17/03/2022

I have been using jmp for design and analysis of experiments. I have been using it for statistical...

I have been using jmp for design and analysis of experiments. I have been using it for statistical process control. It's a very good and simpler statistical tool.

Avantages

Custom design for DoE
Predictive data analytics
Generalized regression
Functional data explorer

Inconvénients

Data visualization could be improved. Batch evolution model could be brought into jmp for process control

Utilisateur vérifié
Note globale
  • Secteur d'activité : Hôpitaux et soins de santé
  • Taille de l'entreprise : 5 001–10 000 employés
  • Logiciel utilisé tous les jours pendant plus d'un an
  • Provenance de l'avis

Note globale

  • Simplicité d'utilisation
  • Probabilité de recommander le produit 5.0 /10

Need to improve many functions within the tool

Publié le 05/08/2022

Avantages

The tool has options for data visualization and reporting which is good

Inconvénients

The tool is very slow it gets stuck a lot when coding and the visualisation part can be improved and can be made more easy to use adding drag and drop options

Réponse de SAS Institute

Thanks for the feedback, we are always looking to improve! If you have specific feedback or examples where you've run into performance issues, or where you think we can add more drag and drop functionality, please share on our JMP Community Wish List at https://community.jmp.com/t5/JMP-Wish-List/idb-p/jmp-wish-list.

Utilisateur vérifié
Note globale
  • Secteur d'activité : Recherche
  • Taille de l'entreprise : 1 001–5 000 employés
  • Logiciel utilisé tous les jours pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 9.0 /10

Best data analysis tool

Publié le 13/01/2019

Good software for novice learners to be excellent in analyzing data. Overall easy to use software

Good software for novice learners to be excellent in analyzing data. Overall easy to use software

Avantages

Can create quick addins to plot graphs in different formats. Scriptable to automate tasks. Options for analyzing the data using different algorithms and properly documented help files to understand the functionality of the algorithms.

Inconvénients

Little expensive for individual user license. So having a data analyst career with only JMP software knowledge will not outside our Work organization

Yuan
Note globale
  • Secteur d'activité : Semi-conducteurs
  • Taille de l'entreprise : 10 000+ employés
  • Logiciel utilisé tous les jours pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 8.0 /10

JMP user experience

Publié le 07/07/2021

Avantages

JMP Live is a powerful tool when I need to share data and graphs with my colleagues. The graphs plotted by JMP look good compared to other similar software.

Inconvénients

The user interface can be more friendly. Hope there will be free trail for beginners.

Utilisateur vérifié
Note globale
  • Secteur d'activité : Biotechnologie
  • Taille de l'entreprise : Auto-entrepreneur
  • Logiciel utilisé toutes les semaines pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 10.0 /10

Saving time, saving money

Publié le 13/02/2019

I have solved a lot of business problems with JMP, from reliability studies of new instruments...

I have solved a lot of business problems with JMP, from reliability studies of new instruments considered for business acquisition or partnership, for optimization of processes in bio-detection technologies, and chemical formulations for bio-assays. I can no longer imagine carrying out scientific investigation without the use of JMP Statistical Software. It has been a blessing to use it.

Avantages

I have used JMP for all types of inquiry from popular statistical analysis such as T-Test, analysis of variance to more exciting and very informative design of experiments. The custom design is one of my favorites, the first "go-to". It has saved me a lot time, provided valuable information for the optimization of processes and chemical formulations.

Inconvénients

Discrimination between the ordinary package and the Pro version, and the cost associated with the Pro version.

Utilisateur vérifié
Note globale
  • Secteur d'activité : Emballage et conteneurs
  • Taille de l'entreprise : 1 001–5 000 employés
  • Logiciel utilisé tous les jours pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 10.0 /10

Perfect for sharing technical results with any audience

Publié le 21/08/2018

Avantages

The ability to quickly analyze multiple variables, create models and generate lovely graphics that tell a story for non-technical audiences is so valuable!

Inconvénients

Some statistical techniques are so easy to use and then misinterpret, but that is an issue with most statistical software!

Adi
Note globale
  • Secteur d'activité : Semi-conducteurs
  • Taille de l'entreprise : 10 000+ employés
  • Logiciel utilisé tous les jours pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Simplicité d'utilisation
  • Probabilité de recommander le produit 9.0 /10

Recommended for data analytics and statistics

Publié le 03/12/2021

Avantages

UI
Functions
Ease of use
great for data analysis

Inconvénients

As an excel fan, I needed to learn and get use to use this software, but when you do you can not replace it.

Gary
Note globale
  • Secteur d'activité : Génie mécanique ou industriel
  • Taille de l'entreprise : 11–50 employés
  • Logiciel utilisé toutes les semaines pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 8.0 /10

Very powerful but not intuitive

Publié le 10/07/2018

Very capable statistical analysis

Very capable statistical analysis

Avantages

JMP is an extremely powerful statistical subscription based software package. Every analysis that I have wanted to do is there, nothing is missing. They really listen to customer feedback and continuously improving be releasing new versions. You can install and run multiple versions if you like. The graphics looks professional, the calculations are fast, and the statistics are top notch. The makers of JMP (SAS) hold regular seminars all over the USA to teach you how to get more out of it. These seminars are "free" in that the price of admission is included in the annual subscription fee. When we first signed up, a local representative came on site and helped us set it up and showed us everything we needed to know. They are very responsive to emails and phone calls if you cannot figure out how to do something.

Inconvénients

It may be a little too powerful for some users. The menu structure is somewhat complex and the scripting language can be quite intimidating at first, but you can get around fine without scripting anything if you don't want to. It does take time to learn how to use it properly but once you get the hang of it, you'll accept no substitute.

Peter
Note globale
  • Secteur d'activité : Hôpitaux et soins de santé
  • Taille de l'entreprise : 51–200 employés
  • Logiciel utilisé Autre pendant plus d'un an
  • Provenance de l'avis

Note globale

  • Simplicité d'utilisation
  • Probabilité de recommander le produit 8.0 /10

JMP did all that I needed it to do

Publié le 14/04/2019

For the statistical calculations that I was running JMP was more than adequate.

For the statistical calculations that I was running JMP was more than adequate.

Avantages

This was my go to software in university during my Biology degree. This software was relatively easy to learn as a total beginner and was able to easily handle all basic statistical operation that I required (t-tests, ANOVA, Chi-Square etc. etc.). The video training that is available on the JMP website was very useful to mastering the software. Also it is available for Apple and PC to I was able to use the same software on my personal laptop as in the Lab.

Inconvénients

The software license is quite expensive. I was able to use it while I was working in the university lab setting, but since that point I could not afford to continue with JMP. JMP can also be a bit of a resource hog depending on the operation that you are asking it to complete. You will need to ensure that you have adequate RAM if you are working with larger data sets. If you are doing very advanced statistical work something like R might be a better bet.

John
Note globale
  • Secteur d'activité : Biotechnologie
  • Taille de l'entreprise : 1 001–5 000 employés
  • Logiciel utilisé toutes les semaines pendant plus de deux ans
  • Provenance de l'avis

Note globale

  • Rapport qualité-prix
  • Simplicité d'utilisation
  • Support client
  • Probabilité de recommander le produit 10.0 /10

Fantastic statistical analysis tool

Publié le 22/02/2020

Highly recommend to taking the time to master JMP Statistical Software if there is a real interest...

Highly recommend to taking the time to master JMP Statistical Software if there is a real interest in having the best statistical software for your personal or company use.

Avantages

The capability to script and automate so many statistical approaches is a powerful tool that allows for users to really delve into repeated datasets. JMP can handle any size of a data set and does a great job in keeping all of your work organized. There are many functionalities that allow users to reorganize the data, customize the analysis of the data, and build really neat graphs to display the data.

Inconvénients

The learning curve to using this software can be large. While scripting requires a different subset of knowledge, using the program takes a lot of practice and understanding of statistical approaches.