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Data Analysis &
          Data Visualization

Spring 2013| Nahl | LIS 665 Teaching Information Technology Literacy
                University of Hawaii | LIS Program
Assessment Cycle
                                            Gather Data



                         Implement                                      Analyze &
                          the Plan                                       Interpret




                            Share Data                         Plan for
                              & Plan                         Improvement
Radcliff et al. p. 171



  Nahl 2013                  LIS 665 Teaching Information Technology Literacy        2
Tables & Figures: Naming, Explaining,
       and Interpreting Results




Nahl 2013   LIS 665 Teaching Information Technology Literacy   3
Figure 1. Demographics:
               Types of Libraries




Nahl 2013      LIS 665 Teaching Information Technology Literacy   4
Figure 2. Demographics:
              Library Departments




Nahl 2013      LIS 665 Teaching Information Technology Literacy   5
Data Presentation Exercise:
  Write a Complete Title for the Figure and
    Labels for the each pre-post bar set




Nahl 2013    LIS 665 Teaching Information Technology Literacy   6
Data Presentation Exercise:
       Write a Complete Title for the Table and a
       Sentence about what these results mean




Nahl 2013         LIS 665 Teaching Information Technology Literacy   7
IV & DV Defined
    Independent Variable(s)
         Treatment or Intervention or Condition
             Random Selection & Random Assignment

    Dependent Variable(s) or Dependent
        Measure(s)
         Measuring instrument (worksheet, clicker
            questions, pre-post test, single test, open-ended
            instrument, e.g., Muddiest point, Minute
            paper, session evaluation comments, etc.)
         Outcome, results, data (their ratings or scores or
            frequencies or other result types)
Nahl 2013         LIS 665 Teaching Information Technology Literacy   8
Exercise: Identifying Independent and
         Dependent Variables
       in Research Article Titles

             Evaluation of the Effectiveness of
            Two Library Instructional Videotapes

 IV: Library videotape 1, Library videotape 2

DV: Effectiveness [evaluated or measured in some way]




Nahl 2013       LIS 665 Teaching Information Technology Literacy   9
What is being measured?
             Library Jargon: Student Comprehension of
               Technical Language Used by Librarians

       IV:

      DV:




Nahl 2013         LIS 665 Teaching Information Technology Literacy   10
What is being done?
             What is being measured?
             Information Literacy Skills: An Exploratory
             Focus Group Study of Student Perceptions

       IV:

      DV:




Nahl 2013          LIS 665 Teaching Information Technology Literacy   11
What is being changed?
            What is being measured?
             A Comparison of Presentation Formats for
             Instruction: Teaching First-Year Students

       IV:

      DV:




Nahl 2013         LIS 665 Teaching Information Technology Literacy   12
What is being altered?
            What is being measured?
            A Longitudinal Study of the Effects of OPAC
              Screen Changes on Searching Behavior
                      and Searcher Success

       IV:

      DV:




Nahl 2013         LIS 665 Teaching Information Technology Literacy   13
What is being varied?
            What is being measured?
       Programmatic Assessment: Turning Process Into
              Practice by Teaching for Learning

       IV:

      DV:




Nahl 2013      LIS 665 Teaching Information Technology Literacy   14
Statistical Significance Defined
    Only relevant in Experimental Designs (IV DV)

    Statistical Significance: p value <.05
         In 100 different samples, 95% will have the same
            mean or average, and only 5% of the samples will
            have different means
         Systematic or consistent results, confidence levels
         Significant results vs. Important results (size of the
            difference, or size of the correlation)
         Size of the sample (n = 30 minimum, more depending
            on type of study and population size)
         Allows generalizing results to a population (as defined
            in the study)

Nahl 2013          LIS 665 Teaching Information Technology Literacy   15
Correlation Defined
 Relationship between two variables
           Not causal (X does not cause Y) but
            related, multivariate, multifactorial, co-occurrence, identify
            trends
             Intervening or confounding variables
           Direction [+ positive (up) or - negative (down)]
           Square the correlation (r2) to get its size in Percent (%)
           Magnitude (size of the correlation)
             r = .4 to .6 moderate [16% - 36% due to the X/Y
               variables, 84% - 64% due to other unidentified variables]
             r = .6 to .8 strong
             r = .9 near perfect & 1.0 perfect
           Significance (p value <.05) permits applying results from one
            sample to the entire population (as defined in the study)
Nahl 2013             LIS 665 Teaching Information Technology Literacy       16
Positive Correlation




        Figure 1. Correlation for Computer Literacy and Search Success



Nahl 2013               LIS 665 Teaching Information Technology Literacy   17
Negative Correlation




        Figure 2. Correlation for Computer Anxiety and Search Success



Nahl 2013                 LIS 665 Teaching Information Technology Literacy   18
Correlation Matrix
Table 1. Correlations for Computer Literacy, Computer Anxiety, Visual Acuity, and Search Success


                                      Computer     Search      Computer      Visual
                                       Literacy    Success      Anxiety      Acuity
                       Computer          1.0
                        Literacy
                     Search Success      .87         1.0
                       Computer          -.95        -.83        1.0
                        Anxiety
                      Visual Acuity      .08         .20         -.09         1.0




      Nahl 2013                       LIS 665 Teaching Information Technology Literacy   19
Correlation Results
            Table 2. Correlation for Computer Literacy and Search Success


            Literacy and      correlation      count       Z-Test        P-Value
              Success            .807           75         9.491         <.0001


Significant correlations (p = <.05) suggest the results are systematic
and apply to the whole population (as defined in the study)

P < .0001 = 1 sample in 10,000 samples will have a different correlation

P < .001 = 1 sample in 1,000 samples will have a different correlation

P < .01 = 1 sample in 100 samples will have a different correlation


Nahl 2013                  LIS 665 Teaching Information Technology Literacy        20
Next Week




Nahl 2013   LIS 665 Teaching Information Technology Literacy   21

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665 Sessions13-14-stats data vis-s13

  • 1. Data Analysis & Data Visualization Spring 2013| Nahl | LIS 665 Teaching Information Technology Literacy University of Hawaii | LIS Program
  • 2. Assessment Cycle Gather Data Implement Analyze & the Plan Interpret Share Data Plan for & Plan Improvement Radcliff et al. p. 171 Nahl 2013 LIS 665 Teaching Information Technology Literacy 2
  • 3. Tables & Figures: Naming, Explaining, and Interpreting Results Nahl 2013 LIS 665 Teaching Information Technology Literacy 3
  • 4. Figure 1. Demographics: Types of Libraries Nahl 2013 LIS 665 Teaching Information Technology Literacy 4
  • 5. Figure 2. Demographics: Library Departments Nahl 2013 LIS 665 Teaching Information Technology Literacy 5
  • 6. Data Presentation Exercise: Write a Complete Title for the Figure and Labels for the each pre-post bar set Nahl 2013 LIS 665 Teaching Information Technology Literacy 6
  • 7. Data Presentation Exercise: Write a Complete Title for the Table and a Sentence about what these results mean Nahl 2013 LIS 665 Teaching Information Technology Literacy 7
  • 8. IV & DV Defined  Independent Variable(s)  Treatment or Intervention or Condition  Random Selection & Random Assignment  Dependent Variable(s) or Dependent Measure(s)  Measuring instrument (worksheet, clicker questions, pre-post test, single test, open-ended instrument, e.g., Muddiest point, Minute paper, session evaluation comments, etc.)  Outcome, results, data (their ratings or scores or frequencies or other result types) Nahl 2013 LIS 665 Teaching Information Technology Literacy 8
  • 9. Exercise: Identifying Independent and Dependent Variables in Research Article Titles Evaluation of the Effectiveness of Two Library Instructional Videotapes IV: Library videotape 1, Library videotape 2 DV: Effectiveness [evaluated or measured in some way] Nahl 2013 LIS 665 Teaching Information Technology Literacy 9
  • 10. What is being measured? Library Jargon: Student Comprehension of Technical Language Used by Librarians IV: DV: Nahl 2013 LIS 665 Teaching Information Technology Literacy 10
  • 11. What is being done? What is being measured? Information Literacy Skills: An Exploratory Focus Group Study of Student Perceptions IV: DV: Nahl 2013 LIS 665 Teaching Information Technology Literacy 11
  • 12. What is being changed? What is being measured? A Comparison of Presentation Formats for Instruction: Teaching First-Year Students IV: DV: Nahl 2013 LIS 665 Teaching Information Technology Literacy 12
  • 13. What is being altered? What is being measured? A Longitudinal Study of the Effects of OPAC Screen Changes on Searching Behavior and Searcher Success IV: DV: Nahl 2013 LIS 665 Teaching Information Technology Literacy 13
  • 14. What is being varied? What is being measured? Programmatic Assessment: Turning Process Into Practice by Teaching for Learning IV: DV: Nahl 2013 LIS 665 Teaching Information Technology Literacy 14
  • 15. Statistical Significance Defined  Only relevant in Experimental Designs (IV DV)  Statistical Significance: p value <.05  In 100 different samples, 95% will have the same mean or average, and only 5% of the samples will have different means  Systematic or consistent results, confidence levels  Significant results vs. Important results (size of the difference, or size of the correlation)  Size of the sample (n = 30 minimum, more depending on type of study and population size)  Allows generalizing results to a population (as defined in the study) Nahl 2013 LIS 665 Teaching Information Technology Literacy 15
  • 16. Correlation Defined  Relationship between two variables  Not causal (X does not cause Y) but related, multivariate, multifactorial, co-occurrence, identify trends  Intervening or confounding variables  Direction [+ positive (up) or - negative (down)]  Square the correlation (r2) to get its size in Percent (%)  Magnitude (size of the correlation)  r = .4 to .6 moderate [16% - 36% due to the X/Y variables, 84% - 64% due to other unidentified variables]  r = .6 to .8 strong  r = .9 near perfect & 1.0 perfect  Significance (p value <.05) permits applying results from one sample to the entire population (as defined in the study) Nahl 2013 LIS 665 Teaching Information Technology Literacy 16
  • 17. Positive Correlation Figure 1. Correlation for Computer Literacy and Search Success Nahl 2013 LIS 665 Teaching Information Technology Literacy 17
  • 18. Negative Correlation Figure 2. Correlation for Computer Anxiety and Search Success Nahl 2013 LIS 665 Teaching Information Technology Literacy 18
  • 19. Correlation Matrix Table 1. Correlations for Computer Literacy, Computer Anxiety, Visual Acuity, and Search Success Computer Search Computer Visual Literacy Success Anxiety Acuity Computer 1.0 Literacy Search Success .87 1.0 Computer -.95 -.83 1.0 Anxiety Visual Acuity .08 .20 -.09 1.0 Nahl 2013 LIS 665 Teaching Information Technology Literacy 19
  • 20. Correlation Results Table 2. Correlation for Computer Literacy and Search Success Literacy and correlation count Z-Test P-Value Success .807 75 9.491 <.0001 Significant correlations (p = <.05) suggest the results are systematic and apply to the whole population (as defined in the study) P < .0001 = 1 sample in 10,000 samples will have a different correlation P < .001 = 1 sample in 1,000 samples will have a different correlation P < .01 = 1 sample in 100 samples will have a different correlation Nahl 2013 LIS 665 Teaching Information Technology Literacy 20
  • 21. Next Week Nahl 2013 LIS 665 Teaching Information Technology Literacy 21