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Effects of Advance Organizers on Learning and Retention from a Fully Web-based Class Baiyun Chen, Ph.D. Candidate/M.A. College of Education University of Central Florida March 5, 2007
INTRODUCTION
Introduction Online learning has entered the mainstream of higher education in the United States (Allen & Seaman, 2004, 2005, 2006) (+18%) (+24%) (+35%)
Introduction Online courses have become one of the major learning modalities at UCF (Center for Distributed Learning, 2006).
Problem Statement  Online learning challenges (Dias & Sousa, 1997) Cognitive overload Learner disorientation An increasing need to exploit research-based pedagogical strategies in online learning (Bonk & Dennen, 2003)
Problem Statement  Use of advance organizers (AOs) as an effective learning strategy in traditional and computer-assisted face-to-face classroom/lab Dearth of studies on AOs in fully web-based classes.
Purpose of the Study To investigate both short-term and long-term effects of AOs on students’ academic achievements in a fully web-based class
Hypotheses Null hypothesis I:   There is no difference in the short-term knowledge-based and performance-based learning achievements among students in the graphic AO (concept map), text AO (outline) and control groups.  Null hypothesis II:  There is no difference in the long-term knowledge-based and performance-based learning achievements among students in the graphic AO (concept map), text AO (outline) and control groups.
Literature Review: Definition Advance organizers (AOs)– relatively brief introductions Abstract, inclusive, and general Relatable to existing relevant ideas  —  D.P. Ausubel, 1968, 1978, & 2000
Literature Review: AO Examples Step-By-Step Chart Series of Events Chain Sequence Organizer Cause and Effect Chain Minute Paper Timeline —  Calandra, 2002; Minchin Jr., 2004
Literature Review: AO Framework Students with AOs perform better than students without AOs AO effect is at least as great in longer studies as in shorter ones Graphic AOs are at least as effective as text AOs Students having low learning-ability are helped more by AOs than other students —  Ausubel, 1968, 2000; Kenny, 1993, Mayer, 1976b; Stone, 1983
Literature Review: Research Evidence  Advance organizers (AOs) Positive effects in traditional f2f classroom  —  Ausubel, 1960, 1961, 1962, 1963; Luiten et al., 1980; Mayer, 1979b; Stone, 1983 Positive effects in computer-assisted f2f classroom/lab  —  Calandra, 2002; Kenny, 1993; Lang & Barron, 2002; Hale, 2003; Minchin Jr., 2004; Tseng et al., 2002; Yeh & Lehman, 2001 Positive effects of concept mapping in Web-based class —  Zittle, 2001
METHODS
Methods: Population Participants 166 undergraduate students enrolled in a fully Web-based class in Fall 2006 at UCF Sample Participants who complete all instruments of the study (112)
Methodology: Research Design R  E 1 X 1  ( Graphic Advance Organizer ) O 1   O 2 R  E 2 X 2  ( Text Advance Organizer ) O 3   O 4   R  C  (No Advance Organizer) O 5   O 6 Note : R – Random Assign; E 1  – Experimental Group 1 E 2  – Experimental Group 2; C – Control Group Posttest I: O 1 , O 3 , O 5 ; Posttest II: O 2 , O 4 , O 6
Methodology: Intervention– AO  Concept Map
Methodology: Intervention– AO  Outline
Methodology: Instruments Posttest I Quiz 1 (9 questions) Scenario 1 (3 questions) Posttest 2 Quiz 2 (9 questions) Scenario 2 (3 questions) Additional analysis:  Student survey (19 questions)
Methodology: Procedures Week 1 Week 2 Week 6
ANALYSES AND FINDINGS
Data Analyses Descriptive  Means, Standard Deviations, Effect Sizes ANOVA Post test I (All learners; differentiated learners) Post test II (All learners; differentiated learners) Repeated-Measure Regression (RMR) Prior knowledge Previous online learning experience Computer abilities Study time GPA
Descriptive Data Population 166 student participants  112 completed all instruments Instruments Posttest I Quiz 1 (144 responses) Scenario 1 (131 responses) Posttest II Quiz 2 (128 responses) Scenario 2 (128 responses) Student Survey (144 responses)
Descriptive Data  Demographic Information (144 responses) Age (126 students older than 21-year-old) Class standing (103 senior students) Major (83 Health Service Administration) Gender (111 female; 33 male) Ethnicity (83 white/Caucasian)
Results: Descriptive Statistics (Post I) Mean & Std Deviation of Tests Note : Group 1—Experimental group with concept map Group 2—Comparison group with outline Group 3—Control group 25 22.76 22.46 22.60 22.89 Mean Scenario 1 (Posttest I-Part B) 0.19 0.25 ES 2.08 17.75 59.38 Total 90 Note: Full Score 0.06 0.19 ES 2.14 2.24 2.28 Std Deviation 18.67 16.33 18.19 Std Deviation 56.59 60.00 61.11 Mean Quiz 1 (Posttest I-Part A) 3 2 1 Group
Results :  Hypothesis I Tests of Between-Subject Effects Dependent Variable: Quiz 1 & Senario 1   0.66 0.422 2.087 2 4.175 SENARIO1 0.44 0.826 260.89 2 521.78 QUIZ1 p Value F Mean Square df Sum of Squares Source
Conclusion I There is no difference in the short-term knowledge-based and performance-based learning achievements among students in the concept map, outline and control groups.
Results: Descriptive Statistics (Post II) Means & Std Deviations of Tests Note : Group 1—Experimental group with concept map Group 2—Comparison group with outline Group 3—Control group 25 21.56 21.69 21.36 21.67 Mean Scenario 2 (Posttest II-Part B) -0.22 -0.09 ES 3.05 16.55 58.91 Total 90 Note: Full Score -0.11 -0.01 ES 2.74 3.45 2.91 Std Deviation 16.17 17.82 14.06 Std Deviation 61.11 57.39 59.78 Mean Quiz 2 (Posttest II-Part A) 3 2 1 Group
Results:  Hypothesis II  Tests of Between-Subject Effects Dependent Variable: Quiz 2 & Scenario 2  0.85 0.16 1.496 2 2.99 Scenario 2 0.57 0.57 148.19 2 296.38 Quiz 2 p Value F Mean Square df Sum of Squares Source
Conclusion II There is no difference in the long-term knowledge-based and performance-based learning achievements among students in the concept map, outline and control groups.
Results:  AO Time Effects on Quizzes (High-Scorers) Descriptive Analysis of Quiz Scores (High-Scorers) ANOVA Summary Table: Quiz 1 & Quiz 2 (High-Scorers) 90 62.99 67.14 60.71 62.14 Mean Quiz 2 (Posttest II-Part A) 71.30 Total 90 Note: Full Score 71.43 70.36 72.14 Mean Quiz 1 (Posttest I-Part A) 3 2 1 Group 0.000* p Value 0.18 15.88 2404.82 1 2404.82 Time PES F Mean Square df Sum of Squares Source
Results:  AO Time Effects on Scenarios (High-Scorers) Descriptive Analysis of Scenario Scores (High-Scorers) ANOVA Summary Table: Scenario   1 & Scenario   2 (High-Scorers) 25 22.51 22.43 22.54 22.55 Mean Scenario 2 (Posttest II-Part B) 23.88 Total 25 Note: Full Score 23.86 24.04 23.74 Mean Scenario 1 (Posttest I-Part B) 3 2 1 Group 0.000* p Value 0.19 18.16 73.44 1 73.44 Time PES F Mean Square df Sum of Squares Source
Results:  AO Time Effects on Quizzes (Low-Scorers) Descriptive Analysis of Quiz Scores (Low-Scorers) ANOVA Summary Table: Quiz 1 & Quiz 2 (Low-Scorers) 90 53.88 52.67 53.53 55.29 Mean Quiz 2 (Posttest II-Part A) 41.84 Total 90 Note: Full Score 39.33 42.94 42.94 Mean Quiz 1 (Posttest I-Part A) 3 2 1 Group 0.0008* p Value 0.40 31.18 3569.56 1 3569.57 Time PES F Mean Square df Sum of Squares Source
Results:  AO Time Effects on Scenarios (Low-Scorers) Descriptive Analysis of Scenario Scores (Low-Scorers) ANOVA Summary Table: Scenario   1 & Scenario   2 (Low-Scorers) 25 20.36 21.09 20.21 19.75 Mean Scenario 2 (Posttest II-Part B) 19.93 Total 25 Note: Full Score 19.91 20.18 19.60 Mean Scenario 1 (Posttest I-Part B) 3 2 1 Group 0.347 p Value 0.03 0.91 3.564 1 3.564 Time PES F Mean Square df Sum of Squares Source
Results: Survey Survey: Experience with AO Note :  Students’ responses to their uses of AO. 48 52 Total 40 83.3% Agree 35 67.3% Agree Usefulness 20 41.7% Before textbook 26 50.0% Before textbook When read 25 41.9% Once 23 44.2% Once How many times read AO 23 47.9% 1-5 min 24 46.2% 6-10 min Time spent on AO N % Mean N % Mean Outline Concept Map
DISCUSSIONS
Discussions: Short-term Learning Achievements No statistically significant difference in scores Short duration of the AO intervention Little differentiation in scenario-question scores  Problem w/ Web-based experiment implementation  Graphic AO might have a positively measurable effect on immediate learning
Discussions: Long-term Learning Achievements No statistically significant difference in scores Students of high-learning abilities  Utilization of teacher-constructed organizers
Discussions: High-Scorers AOs did not assist high-scorers for knowledge acquisition or retention. Teacher-constructed AOs might have restrained students’ long-term knowledge retention.
Discussions: Low-Scorers Considerable AO effect on low-scorers for knowledge acquisition and retention. Small to medium effect sizes  Quiz 1: d concept   map =0.33; d text outline =0.31 Quiz 2: d concept   map =0.22; d text outline =0.05
Implications for AO Theory Not Supported Students with AOs perform better than students without AOs; AO effect is as great in longer studies than in shorter ones; Supported Graphic AOs more effective than text AOs AOs help students with low learning abilities
Implications for Research Methods Use of posttest-only control group design Use of ANOVA analysis
Implications for Practice Expand the AO framework to a fully Web-based environment Integrate AOs for online remedial programs Use AOs for new online learners
Recommendations Student population in other disciplines and geographical locations Use of Solomon four-group design Extend intervention duration Improve validity and reliability of instruments Study the participatory (student-constructed) organizers
THANK YOU!

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Effects of Advance Organizers on Learning and Retention from a Fully Web-based Class

  • 1. Effects of Advance Organizers on Learning and Retention from a Fully Web-based Class Baiyun Chen, Ph.D. Candidate/M.A. College of Education University of Central Florida March 5, 2007
  • 3. Introduction Online learning has entered the mainstream of higher education in the United States (Allen & Seaman, 2004, 2005, 2006) (+18%) (+24%) (+35%)
  • 4. Introduction Online courses have become one of the major learning modalities at UCF (Center for Distributed Learning, 2006).
  • 5. Problem Statement Online learning challenges (Dias & Sousa, 1997) Cognitive overload Learner disorientation An increasing need to exploit research-based pedagogical strategies in online learning (Bonk & Dennen, 2003)
  • 6. Problem Statement Use of advance organizers (AOs) as an effective learning strategy in traditional and computer-assisted face-to-face classroom/lab Dearth of studies on AOs in fully web-based classes.
  • 7. Purpose of the Study To investigate both short-term and long-term effects of AOs on students’ academic achievements in a fully web-based class
  • 8. Hypotheses Null hypothesis I: There is no difference in the short-term knowledge-based and performance-based learning achievements among students in the graphic AO (concept map), text AO (outline) and control groups. Null hypothesis II: There is no difference in the long-term knowledge-based and performance-based learning achievements among students in the graphic AO (concept map), text AO (outline) and control groups.
  • 9. Literature Review: Definition Advance organizers (AOs)– relatively brief introductions Abstract, inclusive, and general Relatable to existing relevant ideas — D.P. Ausubel, 1968, 1978, & 2000
  • 10. Literature Review: AO Examples Step-By-Step Chart Series of Events Chain Sequence Organizer Cause and Effect Chain Minute Paper Timeline — Calandra, 2002; Minchin Jr., 2004
  • 11. Literature Review: AO Framework Students with AOs perform better than students without AOs AO effect is at least as great in longer studies as in shorter ones Graphic AOs are at least as effective as text AOs Students having low learning-ability are helped more by AOs than other students — Ausubel, 1968, 2000; Kenny, 1993, Mayer, 1976b; Stone, 1983
  • 12. Literature Review: Research Evidence Advance organizers (AOs) Positive effects in traditional f2f classroom — Ausubel, 1960, 1961, 1962, 1963; Luiten et al., 1980; Mayer, 1979b; Stone, 1983 Positive effects in computer-assisted f2f classroom/lab — Calandra, 2002; Kenny, 1993; Lang & Barron, 2002; Hale, 2003; Minchin Jr., 2004; Tseng et al., 2002; Yeh & Lehman, 2001 Positive effects of concept mapping in Web-based class — Zittle, 2001
  • 14. Methods: Population Participants 166 undergraduate students enrolled in a fully Web-based class in Fall 2006 at UCF Sample Participants who complete all instruments of the study (112)
  • 15. Methodology: Research Design R E 1 X 1 ( Graphic Advance Organizer ) O 1 O 2 R E 2 X 2 ( Text Advance Organizer ) O 3 O 4 R C (No Advance Organizer) O 5 O 6 Note : R – Random Assign; E 1 – Experimental Group 1 E 2 – Experimental Group 2; C – Control Group Posttest I: O 1 , O 3 , O 5 ; Posttest II: O 2 , O 4 , O 6
  • 18. Methodology: Instruments Posttest I Quiz 1 (9 questions) Scenario 1 (3 questions) Posttest 2 Quiz 2 (9 questions) Scenario 2 (3 questions) Additional analysis: Student survey (19 questions)
  • 19. Methodology: Procedures Week 1 Week 2 Week 6
  • 21. Data Analyses Descriptive Means, Standard Deviations, Effect Sizes ANOVA Post test I (All learners; differentiated learners) Post test II (All learners; differentiated learners) Repeated-Measure Regression (RMR) Prior knowledge Previous online learning experience Computer abilities Study time GPA
  • 22. Descriptive Data Population 166 student participants 112 completed all instruments Instruments Posttest I Quiz 1 (144 responses) Scenario 1 (131 responses) Posttest II Quiz 2 (128 responses) Scenario 2 (128 responses) Student Survey (144 responses)
  • 23. Descriptive Data Demographic Information (144 responses) Age (126 students older than 21-year-old) Class standing (103 senior students) Major (83 Health Service Administration) Gender (111 female; 33 male) Ethnicity (83 white/Caucasian)
  • 24. Results: Descriptive Statistics (Post I) Mean & Std Deviation of Tests Note : Group 1—Experimental group with concept map Group 2—Comparison group with outline Group 3—Control group 25 22.76 22.46 22.60 22.89 Mean Scenario 1 (Posttest I-Part B) 0.19 0.25 ES 2.08 17.75 59.38 Total 90 Note: Full Score 0.06 0.19 ES 2.14 2.24 2.28 Std Deviation 18.67 16.33 18.19 Std Deviation 56.59 60.00 61.11 Mean Quiz 1 (Posttest I-Part A) 3 2 1 Group
  • 25. Results : Hypothesis I Tests of Between-Subject Effects Dependent Variable: Quiz 1 & Senario 1 0.66 0.422 2.087 2 4.175 SENARIO1 0.44 0.826 260.89 2 521.78 QUIZ1 p Value F Mean Square df Sum of Squares Source
  • 26. Conclusion I There is no difference in the short-term knowledge-based and performance-based learning achievements among students in the concept map, outline and control groups.
  • 27. Results: Descriptive Statistics (Post II) Means & Std Deviations of Tests Note : Group 1—Experimental group with concept map Group 2—Comparison group with outline Group 3—Control group 25 21.56 21.69 21.36 21.67 Mean Scenario 2 (Posttest II-Part B) -0.22 -0.09 ES 3.05 16.55 58.91 Total 90 Note: Full Score -0.11 -0.01 ES 2.74 3.45 2.91 Std Deviation 16.17 17.82 14.06 Std Deviation 61.11 57.39 59.78 Mean Quiz 2 (Posttest II-Part A) 3 2 1 Group
  • 28. Results: Hypothesis II Tests of Between-Subject Effects Dependent Variable: Quiz 2 & Scenario 2 0.85 0.16 1.496 2 2.99 Scenario 2 0.57 0.57 148.19 2 296.38 Quiz 2 p Value F Mean Square df Sum of Squares Source
  • 29. Conclusion II There is no difference in the long-term knowledge-based and performance-based learning achievements among students in the concept map, outline and control groups.
  • 30. Results: AO Time Effects on Quizzes (High-Scorers) Descriptive Analysis of Quiz Scores (High-Scorers) ANOVA Summary Table: Quiz 1 & Quiz 2 (High-Scorers) 90 62.99 67.14 60.71 62.14 Mean Quiz 2 (Posttest II-Part A) 71.30 Total 90 Note: Full Score 71.43 70.36 72.14 Mean Quiz 1 (Posttest I-Part A) 3 2 1 Group 0.000* p Value 0.18 15.88 2404.82 1 2404.82 Time PES F Mean Square df Sum of Squares Source
  • 31. Results: AO Time Effects on Scenarios (High-Scorers) Descriptive Analysis of Scenario Scores (High-Scorers) ANOVA Summary Table: Scenario 1 & Scenario 2 (High-Scorers) 25 22.51 22.43 22.54 22.55 Mean Scenario 2 (Posttest II-Part B) 23.88 Total 25 Note: Full Score 23.86 24.04 23.74 Mean Scenario 1 (Posttest I-Part B) 3 2 1 Group 0.000* p Value 0.19 18.16 73.44 1 73.44 Time PES F Mean Square df Sum of Squares Source
  • 32. Results: AO Time Effects on Quizzes (Low-Scorers) Descriptive Analysis of Quiz Scores (Low-Scorers) ANOVA Summary Table: Quiz 1 & Quiz 2 (Low-Scorers) 90 53.88 52.67 53.53 55.29 Mean Quiz 2 (Posttest II-Part A) 41.84 Total 90 Note: Full Score 39.33 42.94 42.94 Mean Quiz 1 (Posttest I-Part A) 3 2 1 Group 0.0008* p Value 0.40 31.18 3569.56 1 3569.57 Time PES F Mean Square df Sum of Squares Source
  • 33. Results: AO Time Effects on Scenarios (Low-Scorers) Descriptive Analysis of Scenario Scores (Low-Scorers) ANOVA Summary Table: Scenario 1 & Scenario 2 (Low-Scorers) 25 20.36 21.09 20.21 19.75 Mean Scenario 2 (Posttest II-Part B) 19.93 Total 25 Note: Full Score 19.91 20.18 19.60 Mean Scenario 1 (Posttest I-Part B) 3 2 1 Group 0.347 p Value 0.03 0.91 3.564 1 3.564 Time PES F Mean Square df Sum of Squares Source
  • 34. Results: Survey Survey: Experience with AO Note : Students’ responses to their uses of AO. 48 52 Total 40 83.3% Agree 35 67.3% Agree Usefulness 20 41.7% Before textbook 26 50.0% Before textbook When read 25 41.9% Once 23 44.2% Once How many times read AO 23 47.9% 1-5 min 24 46.2% 6-10 min Time spent on AO N % Mean N % Mean Outline Concept Map
  • 36. Discussions: Short-term Learning Achievements No statistically significant difference in scores Short duration of the AO intervention Little differentiation in scenario-question scores Problem w/ Web-based experiment implementation Graphic AO might have a positively measurable effect on immediate learning
  • 37. Discussions: Long-term Learning Achievements No statistically significant difference in scores Students of high-learning abilities Utilization of teacher-constructed organizers
  • 38. Discussions: High-Scorers AOs did not assist high-scorers for knowledge acquisition or retention. Teacher-constructed AOs might have restrained students’ long-term knowledge retention.
  • 39. Discussions: Low-Scorers Considerable AO effect on low-scorers for knowledge acquisition and retention. Small to medium effect sizes Quiz 1: d concept map =0.33; d text outline =0.31 Quiz 2: d concept map =0.22; d text outline =0.05
  • 40. Implications for AO Theory Not Supported Students with AOs perform better than students without AOs; AO effect is as great in longer studies than in shorter ones; Supported Graphic AOs more effective than text AOs AOs help students with low learning abilities
  • 41. Implications for Research Methods Use of posttest-only control group design Use of ANOVA analysis
  • 42. Implications for Practice Expand the AO framework to a fully Web-based environment Integrate AOs for online remedial programs Use AOs for new online learners
  • 43. Recommendations Student population in other disciplines and geographical locations Use of Solomon four-group design Extend intervention duration Improve validity and reliability of instruments Study the participatory (student-constructed) organizers