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GEDU 6170 Research Literacy
Quantitative and Qualitative
Research
Saad Chahine, PhD
May 6, 2014
Quantitative Research
“technical literacy”
- Focus on the specific analytical procedures and how & when to
use them
“intuitive literacy”
- Focus on a general understanding of the kinds of intuitions
needed to understand the statistics
(Shank & Brown, 2007, p. 38)
Statistical Worldview
• Newton example…
• By conducting several experiments, developed
an underlying model that can explain gravity
• The model can then be used to predict any
falling object
• Very deterministic – educational research likes
to be deterministic…but it is difficult to find
such absolutes – life is much more about
probability
Data is Pervasive
• All observations in life can be thought of a
data
• Each observation is a datum
• When combined these become distributions
• Based on the kinds of data collected, different
distributions can form
Distributions
• Constant Distribution (AKA Uniform Distributions)
• “Blob” Distribution (AKA Correlation r=0)
• Normal Distribution (AKA Bell Curve)
• Systematic Distributions (e.g. t distribution)
• Skewed Distributions*
• Many more…
(Shank & Brown, 2007)
Uniform Distribution
http://en.wikipedia.org/wiki/File:Uniform_Distribution_PDF_SVG.svg
Correlation
http://en.wikipedia.org/wiki/File:Correlation_examples2.svg
Normal Distribution
http://en.wikipedia.org/wiki/File:Standard_deviation_diagram.svg
t distribution
http://en.wikipedia.org/wiki/File:T_distribution_1df_enhanced.svg
Skewed Distribution
http://en.wikipedia.org/wiki/File:Negative_and_positive_skew_diagrams_(English).svg
Levels of Measurement
• Categorical Data
– Non-ordered data
– Often represents different categories: sex, eye
colour, SES, and group type (experimental or
control)
– An average would be meaningless
– More meaningful to talk about different
categories
Levels of Measurement
• Ordinal Data
– Distance between data points will vary
– Examples: placement in a race, survey response,
teacher grades
– Averages are not meaningful; middle number
(median) is most representative of data set
Levels of Measurement
• Interval Data
– Very similar to ordinal data, however, distances
between points are equal
– E.g., temperature and well designed rating scales
– Important: ‘0’ is not meaningful
– Averages (mean) is meaningful way to describe a
data set
Levels of Measurement
• Ratio Data
– Same as interval except the “0” is meaningful
– We can say “twice as much”
– E.g., Temperature in Kelvin, height, and weight
– Average is the most meaning full way to describe
the data set
Central Tendency
• If you want to describe a population or a
group of people using one or two numbers
you could say:
– On average, students in Nova Scotia scored 570 on
an international test of reading (mean)
– In Novo Scotia, the most frequent eye colour is
brown (mode)
– In a small sub-sample of 10 students, the weekly
time spent on homework was 5 hours (median)
Descriptive vs. Inferential Statistics
• Descriptive statistics describe the sample or
population usually by providing values of range,
maximum, minimum, central tendency, variance
(sum of individual differences from the mean)
• Inferential statistics are often used when you do
not have access to the entire population and
want to make an inference about this population
Sampling
• Convenience Sample
• Purposive Sample
• Representative Sample
• Random Sample
• Can be more complex… e.g., Proportional
Random Sample
(Shank & Brown, 2007, p. 46)
Analytic Procedures
• Correlation
• t-test
• ANOVA
• Chi-Squares
• Regression based
(Shank & Brown, 2007, p. 54)
Qualitative Research
• Has varied views and perspectives
• More focused on meaning than a quantitative
method
• Some basic perspectives that cut across most
qualitative methods
Holistic vs. Experimental
• More focused on examining phenomena in a
naturalistic setting
• Less focused on individual components of a
complex system
• More focused on interactions with the system
as a whole
• Less focused on isolating relationships
(Shank & Brown, 2007, p. 60)
Looking for Meaning
• At the most basic level, qualitative research
looks for “themes” that describe patterns in a
data set
• Researcher can take two different stances:
“outsider looking in” vs. “Insider looking out”
• Some researchers can examine self as insider
and outsider in autobiography studies
(Shank & Brown, 2007, p. 62)
Strategies for Data Collection
• Observations
• Interviews
• Focus groups
• Martials analysis
• Archival and historical record analysis
• Interpretive analysis (e.g. phenomenology)
• Participant observations
(Shank & Brown, 2007, p.63)
Methods
• Ethnography
• Grounded Theory
• Case Study
• Narrative and Oral Historical Analysis
• Critical Theoretical Analysis
• Action Research
• Qualitative Educational Evaluation
(Shank & Brown, 2007, p.65)
Activity
• In groups, review the article you are provided
• As a group identify:
– Purpose
– Methodology
– Importance
– Relevance to Education

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Quantitative & Qualitative GEDU 6170

  • 1. GEDU 6170 Research Literacy Quantitative and Qualitative Research Saad Chahine, PhD May 6, 2014
  • 2. Quantitative Research “technical literacy” - Focus on the specific analytical procedures and how & when to use them “intuitive literacy” - Focus on a general understanding of the kinds of intuitions needed to understand the statistics (Shank & Brown, 2007, p. 38)
  • 3. Statistical Worldview • Newton example… • By conducting several experiments, developed an underlying model that can explain gravity • The model can then be used to predict any falling object • Very deterministic – educational research likes to be deterministic…but it is difficult to find such absolutes – life is much more about probability
  • 4. Data is Pervasive • All observations in life can be thought of a data • Each observation is a datum • When combined these become distributions • Based on the kinds of data collected, different distributions can form
  • 5. Distributions • Constant Distribution (AKA Uniform Distributions) • “Blob” Distribution (AKA Correlation r=0) • Normal Distribution (AKA Bell Curve) • Systematic Distributions (e.g. t distribution) • Skewed Distributions* • Many more… (Shank & Brown, 2007)
  • 11. Levels of Measurement • Categorical Data – Non-ordered data – Often represents different categories: sex, eye colour, SES, and group type (experimental or control) – An average would be meaningless – More meaningful to talk about different categories
  • 12. Levels of Measurement • Ordinal Data – Distance between data points will vary – Examples: placement in a race, survey response, teacher grades – Averages are not meaningful; middle number (median) is most representative of data set
  • 13. Levels of Measurement • Interval Data – Very similar to ordinal data, however, distances between points are equal – E.g., temperature and well designed rating scales – Important: ‘0’ is not meaningful – Averages (mean) is meaningful way to describe a data set
  • 14. Levels of Measurement • Ratio Data – Same as interval except the “0” is meaningful – We can say “twice as much” – E.g., Temperature in Kelvin, height, and weight – Average is the most meaning full way to describe the data set
  • 15. Central Tendency • If you want to describe a population or a group of people using one or two numbers you could say: – On average, students in Nova Scotia scored 570 on an international test of reading (mean) – In Novo Scotia, the most frequent eye colour is brown (mode) – In a small sub-sample of 10 students, the weekly time spent on homework was 5 hours (median)
  • 16. Descriptive vs. Inferential Statistics • Descriptive statistics describe the sample or population usually by providing values of range, maximum, minimum, central tendency, variance (sum of individual differences from the mean) • Inferential statistics are often used when you do not have access to the entire population and want to make an inference about this population
  • 17. Sampling • Convenience Sample • Purposive Sample • Representative Sample • Random Sample • Can be more complex… e.g., Proportional Random Sample (Shank & Brown, 2007, p. 46)
  • 18. Analytic Procedures • Correlation • t-test • ANOVA • Chi-Squares • Regression based (Shank & Brown, 2007, p. 54)
  • 19. Qualitative Research • Has varied views and perspectives • More focused on meaning than a quantitative method • Some basic perspectives that cut across most qualitative methods
  • 20. Holistic vs. Experimental • More focused on examining phenomena in a naturalistic setting • Less focused on individual components of a complex system • More focused on interactions with the system as a whole • Less focused on isolating relationships (Shank & Brown, 2007, p. 60)
  • 21. Looking for Meaning • At the most basic level, qualitative research looks for “themes” that describe patterns in a data set • Researcher can take two different stances: “outsider looking in” vs. “Insider looking out” • Some researchers can examine self as insider and outsider in autobiography studies (Shank & Brown, 2007, p. 62)
  • 22. Strategies for Data Collection • Observations • Interviews • Focus groups • Martials analysis • Archival and historical record analysis • Interpretive analysis (e.g. phenomenology) • Participant observations (Shank & Brown, 2007, p.63)
  • 23. Methods • Ethnography • Grounded Theory • Case Study • Narrative and Oral Historical Analysis • Critical Theoretical Analysis • Action Research • Qualitative Educational Evaluation (Shank & Brown, 2007, p.65)
  • 24. Activity • In groups, review the article you are provided • As a group identify: – Purpose – Methodology – Importance – Relevance to Education