Just wanted to share a cool tool that has helped me recently.
Most folks likely don’t have a choice in statistical analysis software or just use R/Python, but in the event that JMP is available, there’s some neat community features that can help with analyzing and presenting data.
The above link is a really simple and easy to use plate format to “map” well values with their respective locations on a 96-well plate. It can also be expanded to process control by utilizing dashboards such as the example here:
This can very easily be transformed into visual quality control after equipment steps like plate readers and qPCR to make the data and interpretation more accessible and repeatable for your lab team.