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6-1
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Action Research
Geoffrey E. Mills
Fifth Edition
© 2014, 2011, 2007, 2003, 2000
Pearson Education, Inc. All rights reserved.
A Guide for the Teacher Researcher
6-2
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Chapter 6
Data Analysis and Interpretation
6-3
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Ongoing Analysis & Reflection
 Is your research question still
answerable and worth answering?
 Are your data collection techniques
catching the kind of data you want
and filtering out unwanted data?
 Conduct interim analysis
 Avoid premature action
6-4
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Analysis & Interpretation
 Data analysis
 summary of data
 technique determined by type of
data
 Data interpretation
 finding meaning in the data
6-5
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Organizing Qualitative Data
 Reading/Memoing
 record initial thoughts
 Describing
 include context, actions,
interactions
 Classifying
 develop themes
6-6
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Data Analysis Techniques
 Identify themes
 work inductively
 Code surveys, interviews,
questionnaires
 try to find patterns, meaning
 Analyze interviews
 annotate and identify themes
 Ask key questions
6-7
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Data Analysis Techniques
 Organizational review
 vision & mission, goals & objectives,
structure of organization, operation,
problems, issues, & concerns
 Develop a concept map
 Analyze antecedents, consequences
 identify causal relations
6-8
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Data Analysis Techniques
 Concept map
6-9
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Data Analysis Techniques
 Display findings
 matrixes, charts, concept maps,
graphs, figures, audiovisual media
 State what’s missing
 avoid making unwarranted assertions
6-10
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Choosing Analysis Software
 Are you analyzing large amounts of
data?
 Are you adequately trained?
 Do you have resources to purchase
a program?
 Do you plan to capture specific
quotes from a large database?
6-11
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Computer Software for Data
Analysis
 Handy, extremely fast labeling &
retrieval tools
 NVivo 9.0
complex data
 The Ethnograph v6
text files
 HyperRESEARCH 3.0
text, graphics, audio, video
6-12
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Preparing Quantitative Data
for Analysis
 Scoring procedures
 Tabulation and Coding Procedures
6-13
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Analyzing & Interpreting
Quantitative Data
 Descriptive statistics
 shorthand way of giving lots of
information about a range of
numbers
 count what counts!
 be careful not to over interpret
6-14
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Analyzing & Interpreting
Quantitative Data
 Descriptive statistics
 central tendency
mean (average)
median (middle)
mode (most frequent)
 variability
standard deviation (spread)
6-15
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Analysis in Mixed Methods
Designs
6-16
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Qualitative Data
Interpretation
 Extend the analysis
 raise questions
 note implications that might be
drawn, without actually drawing them
 Connect findings with personal
experience
 Seek advice of “critical” friends
 take time to build relationships
6-17
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Qualitative Data
Interpretation
 Contextualize findings in literature
 Turn to theory
 link to broader issues
 search for abstraction
 provide rationale, sense of meaning
 Know when to say “when”
 if you don’t feel comfortable offering
an interpretation, don’t!
6-18
Mills
Action Research: A Guide for the Teacher Researcher, 5e
© 2014 Pearson Education, Inc. All rights reserved.
Sharing Interpretations Wisely
 Connect interpretations closely to
data and analysis
 Avoid being evangelical

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Mills Chapter 06

  • 1. 6-1 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Action Research Geoffrey E. Mills Fifth Edition © 2014, 2011, 2007, 2003, 2000 Pearson Education, Inc. All rights reserved. A Guide for the Teacher Researcher
  • 2. 6-2 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Chapter 6 Data Analysis and Interpretation
  • 3. 6-3 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Ongoing Analysis & Reflection  Is your research question still answerable and worth answering?  Are your data collection techniques catching the kind of data you want and filtering out unwanted data?  Conduct interim analysis  Avoid premature action
  • 4. 6-4 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Analysis & Interpretation  Data analysis  summary of data  technique determined by type of data  Data interpretation  finding meaning in the data
  • 5. 6-5 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Organizing Qualitative Data  Reading/Memoing  record initial thoughts  Describing  include context, actions, interactions  Classifying  develop themes
  • 6. 6-6 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Data Analysis Techniques  Identify themes  work inductively  Code surveys, interviews, questionnaires  try to find patterns, meaning  Analyze interviews  annotate and identify themes  Ask key questions
  • 7. 6-7 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Data Analysis Techniques  Organizational review  vision & mission, goals & objectives, structure of organization, operation, problems, issues, & concerns  Develop a concept map  Analyze antecedents, consequences  identify causal relations
  • 8. 6-8 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Data Analysis Techniques  Concept map
  • 9. 6-9 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Data Analysis Techniques  Display findings  matrixes, charts, concept maps, graphs, figures, audiovisual media  State what’s missing  avoid making unwarranted assertions
  • 10. 6-10 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Choosing Analysis Software  Are you analyzing large amounts of data?  Are you adequately trained?  Do you have resources to purchase a program?  Do you plan to capture specific quotes from a large database?
  • 11. 6-11 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Computer Software for Data Analysis  Handy, extremely fast labeling & retrieval tools  NVivo 9.0 complex data  The Ethnograph v6 text files  HyperRESEARCH 3.0 text, graphics, audio, video
  • 12. 6-12 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Preparing Quantitative Data for Analysis  Scoring procedures  Tabulation and Coding Procedures
  • 13. 6-13 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Analyzing & Interpreting Quantitative Data  Descriptive statistics  shorthand way of giving lots of information about a range of numbers  count what counts!  be careful not to over interpret
  • 14. 6-14 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Analyzing & Interpreting Quantitative Data  Descriptive statistics  central tendency mean (average) median (middle) mode (most frequent)  variability standard deviation (spread)
  • 15. 6-15 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Analysis in Mixed Methods Designs
  • 16. 6-16 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Qualitative Data Interpretation  Extend the analysis  raise questions  note implications that might be drawn, without actually drawing them  Connect findings with personal experience  Seek advice of “critical” friends  take time to build relationships
  • 17. 6-17 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Qualitative Data Interpretation  Contextualize findings in literature  Turn to theory  link to broader issues  search for abstraction  provide rationale, sense of meaning  Know when to say “when”  if you don’t feel comfortable offering an interpretation, don’t!
  • 18. 6-18 Mills Action Research: A Guide for the Teacher Researcher, 5e © 2014 Pearson Education, Inc. All rights reserved. Sharing Interpretations Wisely  Connect interpretations closely to data and analysis  Avoid being evangelical