data collection and analysis decision making
GRADING RUBRIC MUST BE FOLLOWED
APA FORMAT
Solution to a problem of your choosing in your educational setting based on a data analysis with a detailed rationale as to why the chosen method is the best method for analyzing data and for yielding accurate and illuminating findings.
Identify something you want to know more about within your classroom. Some examples are listed below:
- Identify and describe what data you could collect to provide illumination to the inquiry.
- Identify the data type (qualitative or quantitative), and explain why it is qualitative or quantitative data.
- Provide a detailed explanation as to how the data you identified would help you to investigate the issue, situation, experience, or phenomena.
- Explain how you will physically collect data (for example, how long will interviews last, how much time will it take to administer the survey, who and how many will take the survey, will you send follow-up reminders to collect survey data, will you administer a test, will you review archival records, et cetera).
- Identify the best method for analyzing the data, and provide a detailed rationale as to why it is the best method for analyzing data and for yielding accurate and illuminating findings.
- Describe how the data might serve to inform future decision making regarding your work as a teacher or your instructional practice.
RESOURCES
Resources: Data Collection
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- The resources below provide helpful information on data collection.
- Westat, J. F. (2002). Section III: An overview of quantitative and qualitative data collection methods [PDF]. In The 2002 user-friendly handbook for project evaluation (NSF 02-057) (pp. 43–62). Retrieved from https://www.nsf.gov/pubs/2002/nsf02057/nsf02057_4….
- This is an overview of both quantitative and qualitative data collection techniques. Information in this resource includes the appropriate applications for collecting data via surveys, interviews, focus groups, observations, tests, document studies, and key informants.
- Hoddinott, S. N., & Bass, M. J. (1986). The Dillman Total Design Survey Method: A sure-fire way to get high survey return rates [PDF]. Canadian Family Physician, 32. Retrieved from http://www.ncbi.nlm.nih.gov/pmc/articles/PMC232802…
- This resource provides best practice strategies for designing and administrating a survey to procure accurate data and high response rates.
- Taylor-Powell, E. (1998). Questionnaire design: Asking questions with a purpose [PDF]. Retrieved from https://learningstore.uwex.edu/Assets/pdfs/G3658-0…
- This article provides information on how to create a survey.
- Westat, J. F. (2002). Section III: An overview of quantitative and qualitative data collection methods [PDF]. In The 2002 user-friendly handbook for project evaluation (NSF 02-057) (pp. 43–62). Retrieved from https://www.nsf.gov/pubs/2002/nsf02057/nsf02057_4….
Resources: Quantitative Analysis
- These resources contain information on the analysis of quantitative or numerical data.
- My Market Research Methods. (n.d.). Descriptive vs. inferential statistics: What’s the difference?Retrieved from http://www.mymarketresearchmethods.com/descriptive…
- Kahn Academy. (n.d.). Statistics intro: Mean, median, and mode [Video]. Retrieved from https://www.khanacademy.org/math/probability/descr…
- Kahn Academy. (n.d.). Correlation and causality [Video]. Retrieved from https://www.khanacademy.org/math/probability/regre…
Resources: Qualitative Data Analysis
- These resources contain information on the analysis of qualitative data.
- Auerbach, C. F., & Silverstein, L. B. (2003). Qualitative data: An introduction to coding and analysis. New York, NY: New York University Press.
- Chapters 5 and 6 of this book provide information on how to analyze qualitative data through coding and categorizing data in order to identify themes or patterns.
- Gallicano, T. (2013, July 22). An example of how to perform open coding, axialcoding, and selective coding [Blog post]. Retrieved from https://prpost.wordpress.com/2013/07/22/an-example…
- Taylor-Powell, E., & Renner, M. (2003). Analyzing qualitative data [PDF]. Retrieved from http://learningstore.uwex.edu/assets/pdfs/g3658-12…
- Auerbach, C. F., & Silverstein, L. B. (2003). Qualitative data: An introduction to coding and analysis. New York, NY: New York University Press.
Resources: Validity and Reliability
- These resources contain information on validity and reliability.
- Sullivan, G. M. (2011). A primer on the validity of assessment instruments. Journal of Graduate Medical Education, 3(2), 119–120.
- This resource offers a quick rundown of how validity and reliability can be measured/determined. Topics such as field testing, pilot study, interrater reliability, determining the Cronbach alpha, et cetera are covered.
- Williamson, G. R. (2005). Illustrating triangulation in mixed-methods nursing research. Nurse Researcher, 12(4), 7–18.
- This resource provides an example of how triangulation is applied in a study to illustrate how to triangulate data and how it can be used to verify the validity of findings, as well as potential weaknesses in the methodology employed.
- Sullivan, G. M. (2011). A primer on the validity of assessment instruments. Journal of Graduate Medical Education, 3(2), 119–120.
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