Data analysis for research

Jacob Sierra Díaz
Jacob Sierra DíazList by Jacob Sierra Díaz, last updated 2022-04-13
  1. Popular spreadsheet

    This is the typical software to do basic (or even advance) data analysis. What I really like about these spreadsheets is that I can customize the input and output (such as changing colors). Although I use the following section to perform statistical analysis, I always prepare a preliminar dataset using one of the following software.

  2. Microsoft Excel icon

    (1.1) M.O. Excel is the main spreadsheet that I use to prepare my dataset before using a specific statistical package. What I love most is that I can color the cells, which is very visual for reviewing the dataset.

    • Spreadsheet App
    • Mac
    • Windows
    • Android
    • iPhone
    • Android Tablet
    • Windows Phone
    • iPad
    • ...
    excel 365
  3. Numbers icon

    (1.2) Well, this is a great alternative for Excel. Sometimes I used the iCloud version, specially when I have to use a computer that is not mine.

    • ...
    Numbers screenshot 1
  4. Google Sheets icon

    (1.3) This is also a wonderful alternative for Excel and Numbers.

    • Spreadsheet App
    • FreeProprietary
    • Online
    • Android
    • iPhone
    • Chrome OS
    • Android Tablet
    • iPad
    • ...
    Google Sheets screenshot 1
  5. Data analysis software

    When the spreadsheet is digitally prepared, I use specific software to conduct the analysis.

  6. IBM SPSS Statistics icon

    (2.1) This is the most important statistical software in which I conduct the majority of statistical analysis. I really love the Graphical User Interface and the way IBM enable you to execute simple and complex analysis. It is very intuitive.

    • ...
    IBM SPSS Statistics screenshot 1
  7. PSPP icon

    (2.2) PSPP is the free alternative of SPSS.

    • ...
    PSPP screenshot 1
  8. R (programming language) icon

    (3.1) R is a programming language very useful to perform complex statistical analysis. You can create specific operations or use different functions by the myriad of macros available on the Internet. In addition, there is a powerful and interesting community around R. R only works by syntax (no Graphical User Interface such SPSS)

    • ...
    R (programming language) screenshot 1
  9. RStudio icon

    (3.2) This is the "friendly" version of R. I love this application too, and help me to understand the operations and the syntax behind R.

    • IDE
    • FreeOpen Source
    • Mac
    • Windows
    • Linux
    • Xfce
    • ...
    RStudio on Windows
  10. jamovi icon

    (4.1) A good (and free) alternative to SPSS or R is Jamovi. Here, you can conduct simple and complex data analysis in a user-friendly environment.

    • ...
    jamovi screenshot 1
  11. JASP icon

    (4.2) JASP is an interesting alternative to Jamovi and the aforementioned software.

    • ...
    JASP screenshot 1
  12. Orange icon

    (5.1) Finally, Orange is a creative and relevant way to perform statistical analysis. It is very warm. I am sure that you will not consider Statistics boring anymore.

    • FreeOpen Source
    • Mac
    • Windows
    • Linux
    • ...
    A data mining workflow.
  13. SR and MA

    When it comes to Systematic Reviews (SR) and Meta-analyses (MA), I prefer using specific software (although the previous ones have good macros to conduct meta-analysis).

  14. Mendeley icon

    (1) This is where I administrate my personal library of articles and handbooks when I conduct a systematic review. I recommend this application to everyone who is in the field of scientific research. Mendeley is also very useful to create citations and references.

    • ...
    Generate Bibliographies in Word and OpenOffice
  15. Cadima icon

    (2) CADIMA help me to follow the necessary steps to conduct a Systematic Review (SR) and Meta-analysis. Here is when my colleagues and I perform the consistency check of the eligibility criteria of the candidates studies.

    • FreeProprietary
    • Online
    • ...
    Consistency check preview
  16. Comprehensive Meta-Analysis (CMA) icon

    (3) This is an intuitive software to perform meta-analyses. However, it is only available in Windows. You can use it on Mac with Virtual Machines.

    • Windows
    • ...
    Example of analysis with CMA
  17. ProMeta 3 icon

    (4) ProMeta 3 is an interesting free alternative to CMA.

    • FreeProprietary
    • Mac
    • Windows
    • Linux
    • ...
    ProMeta 3 screenshot 1
  18. RevMan - Review Manager icon

    (5) If you are going to do a Cochrane Systematic Review and/or Meta-analysis, I strongly recommend you RevMan.

    • Free PersonalProprietary
    • Mac
    • Windows
    • Online
    • ...
    RevMan main interface

What is your favorite data analysis software?


This list was created by Jacob Sierra Díaz Apr 2, 2022 and was last updated Apr 13, 2022. The list has 15 apps.

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