Even though they may appear to be crucial for any experiment’s initial phase, planning and execution are only half the battle. The way the data is handled is just as important. Good data can be looked at in the right way and lead to new insights and findings.

Because software is used in statistics, data analysis does not have to be the most terrifying part of conducting research. The only things you need to know are what to do with the data and how to read the results. This procedure may be made as simple as possible by the statistical analysis software.

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The statistical analysis of data can be done with a variety of tools. The seven best packages for studying human behavior are listed below.

**The statistical software package known as SPSS (Statistical Package for the Social Sciences),**developed by IBM, is perhaps the most widely used in research on human behavior. Through its graphical user interface (GUI), it makes it simple to create descriptive statistics, parametric and non-parametric analyses, and graphical representations of results. Additionally, you can create scripts to perform more complex statistical processing.- 2
**. R**is a free statistical software package developed by the R Foundation for Statistical Computing. It is utilized extensively in a variety of fields, including research on human behavior. Toolboxes, or essential plugins, are available for a wide range of applications and can make data processing easier in many ways. R is a powerful piece of software, but it also has a steep learning curve and requires some coding. However, it comes with an active community that is working to build and improve R and the plugins that go with it, so you can always get help. - Engineers and scientists frequently use
**MATLAB (The Mathworks),**an analytical platform and programming language. The learning curve is steep, as it is with R, and you will have to write code at some point. Even though MatLab can be difficult to learn for newcomers, it gives you a lot of freedom to do what you want, as long as you can code it or at least use the toolbox you need. - Although
**Microsoft Excel**is not a cutting-edge tool for statistical analysis, it does provide numerous tools for data visualization and straightforward statistics. It is a useful tool for many who want to see the fundamentals of their data because it is simple to generate summary metrics and customizable graphics and figures. Excel is an accessible option for people who want to get started with statistics because so many businesses and individuals own it and know how to use it. **SAS (Statistical Analysis Software)**is a statistical analysis platform that lets users create scripts for more advanced analyses or use the Graphical User Interface. It is a premium solution that is frequently used in research on human behavior, healthcare, and business. Although coding can also be a challenging adjustment for those who are not accustomed to this method, advanced analyses can be carried out and graphs and charts that are worthy of publication can be produced.

6.**GraphPad Prism **is software that is mostly used in biology-related statistics, but it has a lot of skills that can be used in many different fields. The majority of the work can be completed through the GUI, but scripting options are also available to automate analyses or perform more complex statistical calculations, just like in SPSS.

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**. Minitab**The statistical analysis software Minitab uses a variety of both basic and fairly advanced statistical tools. Both the graphical user interface (GUI) and scripted commands can be used to perform commands, making them accessible to novices and more advanced users alike.

There are a variety of software tools available, and each one offers something slightly different to the user. Your decision will be based on several factors, such as your research question, statistics knowledge, and coding experience.

These aspects may indicate that you are at the forefront of data analysis; however, as with any research, the quality of the study execution determines the quality of the data obtained. As a result, it’s critical to keep in mind that even if you have access to cutting-edge statistical software and the knowledge to use it, the results won’t mean much if they aren’t collected correctly.

8.**AcaStat** is the only online statistical tool that is very easy to use. When compared to other tools, its operation is extremely quick. Formatting the data and setting the missing value are the two primary uses of this tool.

**XL Stat**has a lot of features, which is why it’s most popular among users. It can be used on either a Mac or a PC. Most of the time, it is combined to improve its statistical tools and provide the user with the best possible output.

10.**WizardMac **The data processing here does not require any coding, programming, or laborious labor. WizardMac makes it possible for professionals to carry on with their programming. It has a straightforward graphical user interface that makes it easy to comprehend the code’s structure.

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