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Pedagogical and Assessment
Designs for Online Learning



                             Barbara Means
                             Center for Technology in Learning
                             SRI International

 Keynote presentation for the CITE Research Symposium
 E-Learning Designs & Designs for Learning
 March 6, 2010
 Hong Kong
  © 2007 SRI International
Outline of Talk

 Emergence                   of online learning at secondary level in
 U.S.

 Variations                 in online learning designs

 Research                   synthesis on the effectiveness of online
 learning

 Role of formative assessment in enhancing
 learning outcomes for blended instruction




  © 2007 SRI International
                                                                    2
Growing Importance of Online Learning

    Long a part of corporate and military training

    Online learning has become a big part of higher
     education and of self-directed adult learning

    Now it is becoming part of K-12 education (mostly
     at the secondary level)




     © 2007 SRI International
K-12 adoption of online learning rising in U.S.
  Enrollments up from 45,000 in 2000 to 1,000,000 in 2007




                           Online Learning Enrollment
            0.08
            0.07
            0.06
            0.05
            0.04                                                   Online Learning
            0.03                                                   Enrollment
            0.02
            0.01
                0
                 1998        2000      2002   2004   2006   2008



                         Source: Estimates of secondary school online enrollments from Picciano & Seaman, 2009




    Copyright Clayton M. Christensen
K-12 adoption of online learning rising in U.S.
  Enrollments up from 45,000 in 2000 to 1,000,000 in 2007

            0.10

             0.09

            0.08

            0.07

            0.06

            0.05

            0.04

            0.03

            0.02

            0.01
                                                                          Online Learning
                                                                          Enrollment
                0
                 1998       2000       2002   2004   2006   2008   2010    2012 2014



                         Source: Estimates of secondary school online enrollments from Picciano & Seaman, 2009




    Copyright Clayton M. Christensen
K-12 adoption of online learning rising in U.S.


           0.10

            0.09

           0.08

           0.07

           0.06

           0.05

           0.04

           0.03

           0.02

           0.01
                                                                         Online Learning
                                                                         Enrollment
               0
                1998       2000       2002   2004   2006   2008   2010    2012 2014


           Clayton Christensen predicts that by 2019 half of all
           high school courses will be taken online.

   Copyright Clayton M. Christensen
U.S. districts and states are starting to
encourage online learning
   Most school districts (75% in 2007) provide online
    learning options for at least some of their students
   Several state-funded programs offer online high school
    courses (Florida, Illinois, Michigan, Kentucky)
   24 of 50 states now have statewide full-time online
    schools (“cyberschools”)
   Two states (Michigan and Alabama) require students to
    take an online course in order to earn a high school
    diploma
   One state (Florida) requires all of its districts to make
    online learning options available to their students

    © 2007 SRI International
                                                           7
Typical Reasons for Offering Online Course
Options

   Provide a course not otherwise available
   Provide more college-level (Advanced Placement)
    course options
   Give students a second chance through “credit
    recovery” programs




    © 2007 SRI International
                                                    8
Different Forms of Online Learning

   Fully online v. hybrid or “blended”
   Module within a course, supplemental formal course,
    degree program
   Scheduled course (“class-linked”) v. self-paced
   Instructor-developed v. professionally developed




     © 2007 SRI International
Instructional Design Elements in Online
Learning

          Communication type
            -     Synchronous
            -     Asynchronous

          Learner control
          Instructional approach
            -     Expository
            -     Active
            -     Interactive



  © 2007 SRI International
Expository Learning Environments



                              Present content to the learner




   © 2007 SRI International
                                                         11
Active Learning Designs



                                         Support the practice of
                                         skills and elicit student
                                         responses




   Carnegie Learning’s Algebra I Tutor




   © 2007 SRI International
                                                              12
Interactive Learning Designs



                                                                      Involve collaboration with
                                                                      other learners or an
                                                                      instructor with the focus
                                                                      of engagement emerging
                                                                      over time




 Political Science 105 from University of North Carolina Greensboro




      © 2007 SRI International
                                                                                         13
SRI’s Meta-Analysis of Online Learning
Research
 Systematic search for studies
from 1996 through July 2008 on the
effectiveness of online learning
 Limited to studies that
    - compared an e-learning or blended
    condition to face-to-face instruction
    -measured learning objectively with the
    same measure for treatment and control
    groups
    -used an experimental or quasi-
    experimental design with control for any
    pre-existing differences between groups
    -provided the statistical information
    needed to compute an effect size

 Out of 1,132 articles reviewed, 51
study effects met the requirements
for meta-analysis

        © 2007 SRI International
Meta-Analysis Findings

 Average effect size of +0.24
favoring the online condition
 Advantage over face-to-face
instruction was larger for studies
using blended approaches (E.S. =
+0.35) than for studies using pure
e-learning (E.S. = +0.14)
 Advantage over face-to-face
instruction was larger for studies
where
     - online students spent more time
     learning than did those in the face-to-
     face class
     - the online and face-to-face conditions
     varied in terms of content and
     instructional approach

  Taken as a whole, the findings suggest that the observed advantage of online learning is a
  product of redesigning the learning experience, not of the medium per se.
        © 2007 SRI International
SRI’s Review of Studies Comparing Different
Online Learning Designs
 Online learning usually more
effective when
    - it stimulates more active engagement
    with the content

    - it includes prompts for learner
    reflection
    -learners have an element of control
    over their interactions with the software

 Some common practices usually
had no effect
    -adding additional media not related to
    the content to be learned
    -   adding multiple-choice quizzes

Results were inconclusive with
respect to different instructional
approaches
                                     www2.ed.gov/rschstat/eval/tech/evidence-based-practices/finalreport.pdf

          © 2007 SRI International
Conjectures on the Blended Advantage

   More learning time
   More interactivity
   Selective re-teaching of difficult concepts and
    skills




    © 2007 SRI International
The Concept of Formative Assessment

   Assessment for learning rather than
    assessment of learning
   Occurs during the course of learning while there
    is still time to improve outcomes
   A quality of the way in which assessment
    information is used, not inherent in the test itself
   One of the most powerful levers for improving
    learning outcomes (Black & Wiliam, 1998)



     © 2007 SRI International
e-Learning Offers New Options for Formative
Assessment

   We can do much more than just interspersing sets of
    multiple-choice questions into instructional materials
   Technology enables automated capture of complex
    learner behaviors
   Assessment can be embedded in the learning in ways
    that feel natural rather than forced




       © 2007 SRI International
                                                        19
Learning in a Multi-User Virtual Environment
  Chris Dede’s River City MUVE      (Science, 2009)




                              Enlargement of Microscope




   © 2007 SRI International
                                                          20
River City

   Teaches concepts from biology, ecology and
    epidemiology
   Students work in teams of three, moving through the
    city to run tests in response to the mayors’ challenge
   Teams keep online journals, analyze data, form
    hypotheses, and write up their research in a report for
    the mayor
   Researchers developed measures of science concept
    knowledge, science inquiry skills, and sense of
    efficacy as a scientist based on student actions within
    the River City environment

     © 2007 SRI International
                                                      21
Such online learning environments can be
designed to capture . . .

 Where a student went
 With whom the student communicated and what was said
 The artifacts the student activated
 Databases the student used
 Data that the student gathered using virtual scientific
  instruments
 Screenshots and notations the student entered in a virtual
  notebook
 Hints that the learner requested


    All of this information can be used for assessment.
       © 2007 SRI International
                                                     22
Examples from Carnegie-Mellon’s Online
Learning Initiative (OLI)




  12 web-based colleges courses that can be taken
                   entirely online
Examples from Carnegie-Mellon’s Online
Learning Initiative (OLI)

   Some of the systems contain virtual laboratories




       © 2007 SRI International
                                                       24
Examples from Carnegie-Mellon’s Online
Learning Initiative (OLI)

   Some of the systems contain virtual laboratories




       © 2007 SRI International
                                                       25
Examples from Carnegie-Mellon’s Online
Learning Initiative (OLI)

   Others incorporate intelligent tutoring and carefully
    designed exercises




       © 2007 SRI International
                                                            26
Examples from Carnegie-Mellon’s Online
Learning Initiative (OLI)

   Others incorporate intelligent tutoring and carefully
    designed exercises




       © 2007 SRI International
                                                            27
The Boxplot

 The boxplot graphically represents the distribution of a quantitative variable by visually displaying
 The five number summary and any observation that was classified as a suspected outlier using the
 15(IQR) criterion.

 Here is how a boxplot is constructed (this is for the “Best Actress” dataset – to see the dataset click here.)




  To see a static version of this movie, click here.                        Use the pull-down menu to label the various points on the boxplot.




                                                                                                      X That is not quite right. I think you might be
Source: Carnegie-Mellon University, OLI                                                                    confusing Q1 and Q3.
                                                                                                           Recall that Q1, the first quartile of the distribution,
Course in Statistics                                                                                       is represented
                                                                                                           By the bottom edge of the box. Q3, the third
                                                                                                           quartile of the                              28
                © 2007 SRI International
Multiple Feedback Loops




Source: Thille, 2009

       © 2007 SRI International
                                  29
Formative Assessment Is Woven into the
Online Learning
   Interactive simulations that students can manipulate are
    woven into the courseware. Students interact with the
    simulation and then respond to probes that get at their
    understanding of how the simulation works.

   “Did I Get This?” quizzes follow the presentation of new
    material so that students can check their understanding
    without fear of hurting their course grade.

   Short essay questions that call on students to make
    connections between different concepts are embedded
    throughout the online course material.

   “Muddiest Point” requests ask students what they thought
    was confusing.

       © 2007 SRI International
                                                               30
In Blended OLI Courses Instructors Take
Advantage of eLearning Assessments




                              Each student works with the
                              online course materials
                              outside of class.




   © 2007 SRI International
                                                  31
In Blended OLI Courses Instructors Take
Advantage of eLearning Assessments




                      Source: Heffernan & Thille, Carnegie Mellon Online Learning Initiative web presentation



The e-learning system aggregates information from all the students who used it.


      © 2007 SRI International
                                                                                                                32
In Blended OLI Courses Instructors Take
Advantage of eLearning Assessments



                              The instructor sees what concepts
                              students had trouble with.




   © 2007 SRI International
                                                        33
In Blended OLI Courses Instructors Take
Advantage of eLearning Assessments




                              In class, the instructor focuses on concepts that students
                                struggled with when they worked on line.


   © 2007 SRI International
                                                                                   34
The OLI Statistics Course Study
    Students were assigned at random to take college statistics
     on line or in a conventional class.
    Students in the online version of the class finished the
     material in half a semester or half the time taken by
     students in the conventional class.
    The two classes took the same final examination, and the
     online students’ scores were significantly better than those
     of the students in the conventional class.
    No difference between the two groups on a long-term
     retention test.
    Study has been replicated in a community college and a
     large public university.

Source: Lovett, Meyer, & Thille, 2008
        © 2007 SRI International
                                                                35
Principles for e-Learning Design
   Incorporate a range of online activities that engage learners
    with content.
   Give learners options for different ways to learn content and
    with options for review and support (scaffolding).
   Embed assessment within the learning activities and use
    multiple assessment approaches.
   Make assessment feedback available to the student as well
    as to the instructor.
   Use information from students’ online activity to shape the
    content of face-to-face instruction.



       © 2007 SRI International
                                                             36
Thank you!




NIH Media and Children
                                      May 15,

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Pedagogical and Assessment Design for Online Learning

  • 1. Pedagogical and Assessment Designs for Online Learning Barbara Means Center for Technology in Learning SRI International Keynote presentation for the CITE Research Symposium E-Learning Designs & Designs for Learning March 6, 2010 Hong Kong © 2007 SRI International
  • 2. Outline of Talk  Emergence of online learning at secondary level in U.S.  Variations in online learning designs  Research synthesis on the effectiveness of online learning  Role of formative assessment in enhancing learning outcomes for blended instruction © 2007 SRI International 2
  • 3. Growing Importance of Online Learning  Long a part of corporate and military training  Online learning has become a big part of higher education and of self-directed adult learning  Now it is becoming part of K-12 education (mostly at the secondary level) © 2007 SRI International
  • 4. K-12 adoption of online learning rising in U.S. Enrollments up from 45,000 in 2000 to 1,000,000 in 2007 Online Learning Enrollment 0.08 0.07 0.06 0.05 0.04 Online Learning 0.03 Enrollment 0.02 0.01 0 1998 2000 2002 2004 2006 2008 Source: Estimates of secondary school online enrollments from Picciano & Seaman, 2009 Copyright Clayton M. Christensen
  • 5. K-12 adoption of online learning rising in U.S. Enrollments up from 45,000 in 2000 to 1,000,000 in 2007 0.10 0.09 0.08 0.07 0.06 0.05 0.04 0.03 0.02 0.01 Online Learning Enrollment 0 1998 2000 2002 2004 2006 2008 2010 2012 2014 Source: Estimates of secondary school online enrollments from Picciano & Seaman, 2009 Copyright Clayton M. Christensen
  • 6. K-12 adoption of online learning rising in U.S. 0.10 0.09 0.08 0.07 0.06 0.05 0.04 0.03 0.02 0.01 Online Learning Enrollment 0 1998 2000 2002 2004 2006 2008 2010 2012 2014 Clayton Christensen predicts that by 2019 half of all high school courses will be taken online. Copyright Clayton M. Christensen
  • 7. U.S. districts and states are starting to encourage online learning  Most school districts (75% in 2007) provide online learning options for at least some of their students  Several state-funded programs offer online high school courses (Florida, Illinois, Michigan, Kentucky)  24 of 50 states now have statewide full-time online schools (“cyberschools”)  Two states (Michigan and Alabama) require students to take an online course in order to earn a high school diploma  One state (Florida) requires all of its districts to make online learning options available to their students © 2007 SRI International 7
  • 8. Typical Reasons for Offering Online Course Options  Provide a course not otherwise available  Provide more college-level (Advanced Placement) course options  Give students a second chance through “credit recovery” programs © 2007 SRI International 8
  • 9. Different Forms of Online Learning  Fully online v. hybrid or “blended”  Module within a course, supplemental formal course, degree program  Scheduled course (“class-linked”) v. self-paced  Instructor-developed v. professionally developed © 2007 SRI International
  • 10. Instructional Design Elements in Online Learning  Communication type - Synchronous - Asynchronous  Learner control  Instructional approach - Expository - Active - Interactive © 2007 SRI International
  • 11. Expository Learning Environments Present content to the learner © 2007 SRI International 11
  • 12. Active Learning Designs Support the practice of skills and elicit student responses Carnegie Learning’s Algebra I Tutor © 2007 SRI International 12
  • 13. Interactive Learning Designs Involve collaboration with other learners or an instructor with the focus of engagement emerging over time Political Science 105 from University of North Carolina Greensboro © 2007 SRI International 13
  • 14. SRI’s Meta-Analysis of Online Learning Research  Systematic search for studies from 1996 through July 2008 on the effectiveness of online learning  Limited to studies that - compared an e-learning or blended condition to face-to-face instruction -measured learning objectively with the same measure for treatment and control groups -used an experimental or quasi- experimental design with control for any pre-existing differences between groups -provided the statistical information needed to compute an effect size  Out of 1,132 articles reviewed, 51 study effects met the requirements for meta-analysis © 2007 SRI International
  • 15. Meta-Analysis Findings  Average effect size of +0.24 favoring the online condition  Advantage over face-to-face instruction was larger for studies using blended approaches (E.S. = +0.35) than for studies using pure e-learning (E.S. = +0.14)  Advantage over face-to-face instruction was larger for studies where - online students spent more time learning than did those in the face-to- face class - the online and face-to-face conditions varied in terms of content and instructional approach Taken as a whole, the findings suggest that the observed advantage of online learning is a product of redesigning the learning experience, not of the medium per se. © 2007 SRI International
  • 16. SRI’s Review of Studies Comparing Different Online Learning Designs  Online learning usually more effective when - it stimulates more active engagement with the content - it includes prompts for learner reflection -learners have an element of control over their interactions with the software  Some common practices usually had no effect -adding additional media not related to the content to be learned - adding multiple-choice quizzes Results were inconclusive with respect to different instructional approaches www2.ed.gov/rschstat/eval/tech/evidence-based-practices/finalreport.pdf © 2007 SRI International
  • 17. Conjectures on the Blended Advantage  More learning time  More interactivity  Selective re-teaching of difficult concepts and skills © 2007 SRI International
  • 18. The Concept of Formative Assessment  Assessment for learning rather than assessment of learning  Occurs during the course of learning while there is still time to improve outcomes  A quality of the way in which assessment information is used, not inherent in the test itself  One of the most powerful levers for improving learning outcomes (Black & Wiliam, 1998) © 2007 SRI International
  • 19. e-Learning Offers New Options for Formative Assessment  We can do much more than just interspersing sets of multiple-choice questions into instructional materials  Technology enables automated capture of complex learner behaviors  Assessment can be embedded in the learning in ways that feel natural rather than forced © 2007 SRI International 19
  • 20. Learning in a Multi-User Virtual Environment Chris Dede’s River City MUVE (Science, 2009) Enlargement of Microscope © 2007 SRI International 20
  • 21. River City  Teaches concepts from biology, ecology and epidemiology  Students work in teams of three, moving through the city to run tests in response to the mayors’ challenge  Teams keep online journals, analyze data, form hypotheses, and write up their research in a report for the mayor  Researchers developed measures of science concept knowledge, science inquiry skills, and sense of efficacy as a scientist based on student actions within the River City environment © 2007 SRI International 21
  • 22. Such online learning environments can be designed to capture . . .  Where a student went  With whom the student communicated and what was said  The artifacts the student activated  Databases the student used  Data that the student gathered using virtual scientific instruments  Screenshots and notations the student entered in a virtual notebook  Hints that the learner requested All of this information can be used for assessment. © 2007 SRI International 22
  • 23. Examples from Carnegie-Mellon’s Online Learning Initiative (OLI) 12 web-based colleges courses that can be taken entirely online
  • 24. Examples from Carnegie-Mellon’s Online Learning Initiative (OLI)  Some of the systems contain virtual laboratories © 2007 SRI International 24
  • 25. Examples from Carnegie-Mellon’s Online Learning Initiative (OLI)  Some of the systems contain virtual laboratories © 2007 SRI International 25
  • 26. Examples from Carnegie-Mellon’s Online Learning Initiative (OLI)  Others incorporate intelligent tutoring and carefully designed exercises © 2007 SRI International 26
  • 27. Examples from Carnegie-Mellon’s Online Learning Initiative (OLI)  Others incorporate intelligent tutoring and carefully designed exercises © 2007 SRI International 27
  • 28. The Boxplot The boxplot graphically represents the distribution of a quantitative variable by visually displaying The five number summary and any observation that was classified as a suspected outlier using the 15(IQR) criterion. Here is how a boxplot is constructed (this is for the “Best Actress” dataset – to see the dataset click here.) To see a static version of this movie, click here. Use the pull-down menu to label the various points on the boxplot. X That is not quite right. I think you might be Source: Carnegie-Mellon University, OLI confusing Q1 and Q3. Recall that Q1, the first quartile of the distribution, Course in Statistics is represented By the bottom edge of the box. Q3, the third quartile of the 28 © 2007 SRI International
  • 29. Multiple Feedback Loops Source: Thille, 2009 © 2007 SRI International 29
  • 30. Formative Assessment Is Woven into the Online Learning  Interactive simulations that students can manipulate are woven into the courseware. Students interact with the simulation and then respond to probes that get at their understanding of how the simulation works.  “Did I Get This?” quizzes follow the presentation of new material so that students can check their understanding without fear of hurting their course grade.  Short essay questions that call on students to make connections between different concepts are embedded throughout the online course material.  “Muddiest Point” requests ask students what they thought was confusing. © 2007 SRI International 30
  • 31. In Blended OLI Courses Instructors Take Advantage of eLearning Assessments Each student works with the online course materials outside of class. © 2007 SRI International 31
  • 32. In Blended OLI Courses Instructors Take Advantage of eLearning Assessments Source: Heffernan & Thille, Carnegie Mellon Online Learning Initiative web presentation The e-learning system aggregates information from all the students who used it. © 2007 SRI International 32
  • 33. In Blended OLI Courses Instructors Take Advantage of eLearning Assessments The instructor sees what concepts students had trouble with. © 2007 SRI International 33
  • 34. In Blended OLI Courses Instructors Take Advantage of eLearning Assessments In class, the instructor focuses on concepts that students struggled with when they worked on line. © 2007 SRI International 34
  • 35. The OLI Statistics Course Study  Students were assigned at random to take college statistics on line or in a conventional class.  Students in the online version of the class finished the material in half a semester or half the time taken by students in the conventional class.  The two classes took the same final examination, and the online students’ scores were significantly better than those of the students in the conventional class.  No difference between the two groups on a long-term retention test.  Study has been replicated in a community college and a large public university. Source: Lovett, Meyer, & Thille, 2008 © 2007 SRI International 35
  • 36. Principles for e-Learning Design  Incorporate a range of online activities that engage learners with content.  Give learners options for different ways to learn content and with options for review and support (scaffolding).  Embed assessment within the learning activities and use multiple assessment approaches.  Make assessment feedback available to the student as well as to the instructor.  Use information from students’ online activity to shape the content of face-to-face instruction. © 2007 SRI International 36
  • 37. Thank you! NIH Media and Children May 15,

Editor's Notes

  1. The Open Learning Initiative is a project started at Carnegie Mellon University with funding from the William and Flora Hewlett Foundation.