threat to internal validity caused by how data is analyzed. it must be analyzed correctly. appropriate statistical techniques must be used.
looking at the data to understand its meaning and how it might support our hypothesis
where the researcher explains which analysis tools were selected and why they were the best fit for the general research questions asked and the specific data collection methods employed