Minitab statistical software is available as a desktop application on a UFV lab computer or as web application from an Internet web browser.
Note: Only authorized students and instructors will have access to UFV's Minitab software.
- Search Minitab in the Start Menu and click to open.
- Sign in with your student or employee email address when prompted.
![Sign into Minitab](data:image/png;base64,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)
-
Go to an internet browser.
Note: Firefox is not recommended for the Minitab Web Application.
-
Go to the Minitab link: https://app.minitab.com
-
Sign in:
Students use your UFV student email address e.g. john.doe@student.ufv.ca
Employees use your UFV employee email address e.g. john.doe@ufv.ca
![Click to View Full Image Uploaded Image (Thumbnail)](https://itservicedesk.ufv.ca/TDPortal/Images/Viewer?fileName=bb6830e9-2308-432e-b196-55a05ecd8836-thumb.jpg&beidInt=5)
Forgot Password?
Note: If you need to reset email your password - do not use the Minitab Forgot Password link
UFV students must use the Student password reset
UFV employees must follow the Password reset KB article
- After your sign on, you will see the Minitab web app.
![Minitab software update dialog box](data:image/png;base64,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)
- Read and be familiar with the Minitab Technical Support Policy.