11. Collect and Interpret quantitative and qualitative data 5. 12. This effort includes collecting quantitative and qualitative data about the possibility, probability, and desirability of change. 13. For qualitative data , redaction can be used to hide data elements that cannot be made public. 14. To analyse qualitative data , the researcher seeks meaning from all of the data that is available. 15. Qualitative data is beneficial because it can give a voice to the subjects of the study.16. Quantitative and qualitative data is generally captured through two forms of assessments : formative and summative. 17. Quantitative analysis of these codes is typically the capstone analytical step for this type of qualitative data . 18. Nominal scales were often called qualitative scales, and measurements made on qualitative scales were called qualitative data . 19. The method is used to perform qualitative analysis of the past using both quantitative and qualitative data . 20. Dedoose is an alternative to other qualitative data analysis software, explicitly aimed at facilitating rigorous mixed methods research.