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SITE 2012 TPACK Symposium
             Developing TPACK around the world:
             Probing the framework even as we apply it




05/03/2012               Title: to modify choose 'View' then   1
                                   'Heater and footer'
This symposium..

 … is a follow-up symposium!
   2010: Strategies for teacher professional development in TPACK & How to
     measure the impact of PD on TPACK
   2011: Teacher’s Assessment of TPACK: Where are we and what is needed?
     What do we assess, why and how? Quality of assessment instruments


 The 2012 symposium aims to present successful strategies to develop
  TPACK as emerged from several studies in different countries around the
  world
 Based on the studies, and a further in-depth analysis of the data we tried
  to further uncover the conceptual understanding and the empirical
  validation of the TPACK framework

                                                                         TPACK?
Today’s presentations

 The studies that will be presented in the first hour of the symposium
   used several instruments to measure TPACK (self-report, lesson plan
    evaluations, observations, interviews, etc.).
   analyzing the data revealed differences between self-report findings
    and actual TPACK learning outcomes as measured in practice
   representing the TPACK framework by a Venn diagram in which three
    knowledge domains overlap from which TPACK emerges is very
    appealing and intuitive, but it might not represent the precise practice
    of teachers’ ICT-integrating knowledge and skills.
 The second part of the symposium therefore aims to go deeper into the
  conceptual understanding and the empirical validation of the TPACK
  framework.
Organization of the symposium

 First hour:
   Introduction to the symposium: 5 minutes
   Contributions: 3*15 minutes
   Discussion with the Audience 10 minutes


 Second hour:
   Contributions: 2*15 minutes
   Discussant – 15 minutes
   Discussion with the Audience – 10 minutes
   Wrapping up: 5 minutes
First hour

1. Pre-service teachers’ competencies for technology integration: Insights
   from a mathematics-specific instructional technology course in Ghana
   Douglas Agyei & Joke Voogt, University of Twente, the Netherlands
2. Transforming Classroom Practices through Teachers’ Learning of
   TPACK: The case of in-service teachers in Kibasila Secondary in
   Tanzania
   Ayoub Kafyulilo, Petra Fisser & Joke Voogt, University of Twente, the
   Netherlands
3. Pre-service Teachers’ Competencies for ICT integration in Kuwait: What
   do Learning Outcomes and Self-reported Data Tell?
   Ghaida Alayyar, Petra Fisser & Joke Voogt, University of Twente, the
   Netherlands
Second hour

1. Using the lens of classroom observation to examine teachers’ TPACK
   Denise Schmidt-Crawford, Wei Wang, Diana Tai, & Ann Thompson,
   Iowa State University, USA, Evrim Baran, University of British Columbia,
   Canada
2. Towards understanding TPACK: An empirical analysis of pre-service
   teacher’s perceptions of their ICT-integrating knowledge and skills
   Joke Voogt & Petra Fisser, University of Twente, The Netherlands,
   David Gibson, simSchool, USA, Gerald Knezek, University of North
   Texas, USA, Jo Tondeur, Ghent University, Belgium
3. Discussion: The Forest or the Trees: TPACK Implementation and Theory
   Development
   Punya Mishra, Michigan State University, USA
Pre-service teachers’ competencies for technology integration:
Insights from a mathematics-specific instructional technology
                           course
                            Douglas Agyei
                                   &
                              Joke Voogt




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Motivation
 Part of a bigger study to integrate technology in teaching mathematics
  (Ghana)
   Two case studies of Professional Development (PD) in 2009 and 2010
   Integration of the PD arrangement into a regular mathematics–specific IT
      course
 Problems with mathematics teaching in Ghana (Agyei & Voogt, 2011)
   Teacher-centred approach ( Hardly any hands-on activities & Whole class
      teaching)
     low cognitive learning of maths ( concept formation at a more abstract level)
 TPACK Framework
   ICT (spreadsheet) to promote in-depth maths concept formation
   Activity-Based Learning (ABL) to make lesson less teacher-centred
TPACK Conceptualization


CKmaths : knowledge about mathematical concepts.
PKABL: knowledge and skills about applying ABL teaching strategies.
              
TKss: knowledge and skills about use of spreadsheet its affordances and constraints.
              
PCKABL: knowledge and skills of how to apply ABL to teach particular mathematics content.
TCKss: knowledge and skills of representing mathematical concepts in a spreadsheet
TPKABL: knowledge and skills of how to use spreadsheets in ABL.
TPCKmaths: knowledge and skills of representing mathematical concepts with spreadsheet
using ABL.
Instructional Technology (IT) Course-Arrangement

 Strategies (Adopted from Tondeur et al, 2011)
   Aligning theory & practice             -   lectures, lab sessions & classroom implementation

   Modelling how to use technology - lab sessions
   Collaborating with peers               - lectures and lab sessions
   Learning technology by design - lab sessions
   Scaffolding authentic technology experience - classroom implementation


 24 teams                       -   (from 104 pre-service teachers)

 Semester’s long project - design & develop own lessons /plan instructional strategy
 Lesson enactment               - 8 teams present lessons    twice: mid & end of course
                                 - Another 8 teams present lesson at the end of course

 Researchers’ role              - mainly facilitative and demonstrative
Lesson enactment (1)
Lesson enactment (2)
'
Challenge & Data Collection

Challege :      Impact IT strategies on teachers’ technology competencies
             ( ie. attitudes, knowledge and skill – TPACK)


  Table 1: Overview of instruments and their stages of administration
  Instrument                             TPACK data                   Stage of
                                                                   Administration
                              Source             Type              B      M E
  Lesson Plan Rubric          Team               Artefact                 ✓ ✓
  TPACK Observation           Team               Observable               ✓ ✓
  Rubric
  Design Team Reports         Team               Artefact                        ✓
  TPACK Survey                Individual         Self-report       ✓             ✓
  TAC Survey                  Individual         Self-report       ✓             ✓
  B= Before, M = Mid, E= End of Instructional technology course.
Analyzing Data

 Quantitative Content Analysis (Berelson, 1952)
  Categorizing and coding data based on TPACK (Koehler et al. 2007)
            (Similar for Lesson Plans & Observed data)



  Points (marks) awarded based on Lesson plan rubric and TPACK
   observation rubric


  Systematic quantitative Analysis (Mainly descriptive)


 Intercoder reliability result using Cohen’s kappa (k)
    0.86 (for Lesson plans)
    0.84 (for observational data)
Categorizing and Coding data

     Example of coding lesson document


Codes: [PCKABL]
 In this activity, ask students to indicate (by tick (√)) the features of the equations as shown
on the Worksheet ... Ask the students to keep their results for discussion later in the lesson.

Codes: [PKABL]
Prepare students for the following activities (Activities: 1.0 - 3.0) by organizing them in
small groups ... Assign specific roles to members….
Codes: [TKss]
Set the cursor over cell D1 ... You should see: =m*x+k. (NB: The * symbol is used for
multiplication)… and then click on Scatter with Smooth Lines and Markers.
Linear functions in the slope intercept form




                           TPCKmaths




                        TKss
Results (1)
Comparing teachers with mid-peer teaching (PT) and without mid- peer teaching
(NPT) experiences.


 End-TPACK score lesson plan (n=8) artefact (min=7, max=21).
 PT (M= 16.38, SD=0.807)     NPT (M= 15.03, SD=0.845)
 Mann-Whitney U-test: (p=0.008, d=1.58)


 End-TPACK score of lesson (n=8) observation (min=20, max= 60).
 PT (M= 42.39)       NPT (M= 40.54)    (p < 0.0001, d=2.53)

 large gains in:   TKss (gain = 2.31),    TPKABL (gain = 2.31),
                    TCKABL (gain = 2.44) &    TPCKmaths (gain = 2.80)


   Score on attitudes based on TAC (n=32)

 Sig. for only two subscales :

    lack of anxiety: PT (M= 4.22, SD=0.583) & NPT (M= 4.05, SD=0.588) ; (p=0.041,d=0.29)
    Instr. productivity: PT (M= 4.44, SD=0.414) & NPT (M= 4.35, SD=0.511);(p=0.049, d=0.19).
Results (2)

Table 2: Perceived TPACK knowledge and skill for NPT and PT
 Factor               PT (n=32)        NPT (n=32)               P      Effect size
                      Mean (SD)        Mean (SD)
 TKss                4.13 (0.301)      4.41(0.399)            0.005*      0.79
  CKmaths             4.44 (0.577)     4.52 (0.400)           0.049*      0.15
  PKABL               4.33 (0.322)     4.50(0.430)            0.027*      0.45
  PCKABL               4.36(0.459)     4.48(0.552)            0.031*      0.24
  TCKABL              4.10 (0.309)     4.34(0.410)            0.008*      0.67
  TPKABL              4.21 (0.291)     4.45(0.309)            0.001*      0.80
  TPCKmaths            4.15(0.277)     4.43(0.340)            0.001*      0.90
*
  Significant at the 0.05 level
Results (3)



Table 3: Usefulness of the strategies in IT course (N=26 teams)
Strategy                                          NPT (N=18) (100%) PT(N=8) (100%)
Collaborative Design Team                             17(94.4%)        8 (100%)
 Learning technology by doing approach                15 (83.3%)       7 (87.5%)
mixture lectures and practical sessions               16 (88.8%)       7 (87.5%)
Teaching try-out usefulness                           8 (44.4%)        8 (100%)
Feedback from peers and instructors                   13 (72.2%)       8 (100%)
Usefulness of exemplary materials                     18 (100%)        8 (100%)
Use of demonstration by the lecturer                  16 (88.8%)       7 (87.5%)
Summary of Results & Conclusions

 Teachers developed & improved their competencies after the IT course
   Attitudes, knowledge and skill (TPACK) improved significantly for both category
     of teachers.
   Teachers with mid-term teaching try-out developed their competencies better
   The mathematic-specific strategies (all) were central in developing pre-service
     teachers competencies.
   More importantly, scaffolding authentic technology experiences (including
     feedback from peers and instructor) made a significant contribution
   The strategies provide useful guidelines in designing a subject-specific program
     to prepare teachers in Ghana (and similar context) to teach with technology
Transforming Classroom Practices through
      Teachers’ Learning of TPACK

The case of in-service teachers in Tanzania


                  Ayoub Kafyulilo, Petra Fisser and Joke Voogt
                                           University of Twente
                   Curriculum Design & Educational Innovation
                                                 5th March 2012
Introduction

 Education reforms around the world emphasizes the use of learner-
  centered teaching approaches
 Our social and institutional contexts limit the effective use of learner-
  centered approaches
 Schools (e.g. in Tanzania) have;
     fixed study schedules,
   a time bound syllabus, and
   examination oriented learning
 Thus, teachers worry more about the time to finish the syllabus, than the
  competencies that students need to develop
 Technology can help teachers to use time effectively and enable students
  to understand the lesson
How can technology enhance students learning

 There is evidence from literature (Keong et al, 2005; Voogt et al, 2009;
  Knezek & Christensen, 2008) that;
 Constructivist pedagogical approaches are easily supported through the
  use of technology.
 With technology;
   Students’ learning is improved through increased collaboration
   Students maintain a high level of communication and sharing of
    knowledge.
   Students visualize difficult and/or dangerous concepts and processes
    that cannot be visualized by eyes (e.g. cell division)
Technology Integration in Education in Tanzania

 Despite the potentials of technology on students’ learning, the majority of
  teachers in Tanzania are not embracing the use of technology in teaching
 Factors contributing to low level of technology uptake in teaching:
   lack of technological tools,
   limited supply of electricity in most schools,
   limited teachers’ technological knowledge and
   Limited teachers’ technology integration competencies.
 Most of the teachers in Tanzania have the basic ICT knowledge but they
  don’t know how ICT can support teaching and learning
 An understanding of TPACK was considered important in the
  development of teachers’ ability to integrate technology in teaching
TPACK Development among In-service Teachers

 A professional development program to develop teachers’ TPACK was
  organized as follows;
   Two days training and hands on activities on TPACK
   Four weeks collaboration in teacher design teams to design
    technology integrated lessons (scheme of work, lesson plan and
    lesson notes)
   A practical teaching of a technology integrated lesson in a classroom
   One day workshop to reflect on the training, collaboration in design
    teams, lesson design, classroom teaching and students feedback.
   Redesign of the lesson in teacher design team and
   Re-teach the lesson in the classroom
Some of the activities during the workshop




Lesson design in teacher design teams Rehearsing teaching with technology
Methodology

 12 teachers participated in the project
 Data were collected for pre-intervention and post-intervention results
 The following data collection instrument were used for both pre and post
  intervention results
  i. Teachers’ questionnaire
  ii. Teachers’ observation checklist
  iii. Teachers’ interview guide
  iv. Students’ observation checklist
 Data were also collected by using student questionnaire for post
  intervention
Data Analysis

 Descriptive statistics involving the calculation of mean and standard
  deviations were conducted for the students’ experience with the use of
  technology in learning
 Wilcoxon signed ranks test for two related samples was used to analyze
  the level of significance in the difference between pre and post
  intervention results for teachers’ perceived ability of using technology in
  Teaching
 Effect sizes were calculated for each item to determine the magnitude of
  the change between pre and post intervention results.
Teachers’ perceived effect of technology in teaching (N=12)
                                                                                                   P   Effect
                                                                         Pre
                                                                                     Post               size
                                                               No of Interventio
                                                                                 Intervention
                                                               items      n
                                                                                    M(SD)
                                                                       M (SD)
   Use of technology improves teaching
   productivity      (enhance    students’
   interactions, assessment and classroom                                     2.85          4.23
   managment)                                                     5                               .002 1.97
                                                                             (0.73)        (0.67)

   Use of technology supports learning
   activities that facilitate students’ higher                                3.48          4.21
                                                                  4                               .012 1.15
   order thinking                                                            (0.73)        (0.52)
Scale: 1 = Strongly disagree, 2 = Disagree, 3 = Undecided, 4 = Agree, 5 = Strongly agree
Observed classroom practices with technology (1)

 Prior to the participation in the professional development program to
  develop TPACK, teachers were using teacher centered teaching
  approaches.
 Interaction with students in the classroom was limited
 In all subjects teachers were lecturing; students were listening and
  copying notes
 Some teachers were talking while writing notice on the chalkboard.
 After the training; the teaching approach changed,
 The technology required a teacher to interact with the students by asking
  questions regarding what is presented through technology.
Observed classroom practices with technology (2)
 The use of an animation or video to depict scientific processes, enhanced
  interaction between teacher and students, amongst students, students
  and technology as well as students and subject matter.




        Students


                                                         Subject
                              Technology
                                                         matter


         Teacher
Observed classroom practices with technology

 An example of interactive lesson was demonstrated by the biology team
  through the video they made about first aid provision to a fainting
  person
 During this lesson, a teacher was seating behind the classroom with
  students and acted like a fellow learner but a leader to the discussion
 He made groups of five and assigned tasks to each group,
 Each group made a presentation of their task to the colleagues in the
  classroom
 There was a great debate between students from different groups which
  was reflecting on the video
Students’ Experience with Technology in
Science Learning (N = 40)

                                                                      No of
                                                                                   Mean    SD
                                                                      items

Student’s knowledge of computer (have seen it
                                                                          4        3.59    1,04
before, used it)
Students’ attitude towards learning science with
                                                                         11        4.45    0.52
technology
Use of technology enhances learning of difficult
                                                                          5        4.24    0.64
concepts
Technology helps students to be more involved
in the learning process than the traditional                              6        4.35    0.57
classes
Scale: 1 = strongly disagree, 2 = disagree, 3 = undecided, 4 = agree, 5 = strongly agree
Teachers’ opinions regarding students learning in a
  technology integrated class

Question         Responses (number of respondents in brackets)
To what extent   - To a great extent (all teachers) reasons:
do you think     - Students attention to the lesson was increased (4)
students’        - Students were very active during the technology integrated
learning in        lesson (4)
science          - They did well in the assignment they were given (5)
improved         - They told us that they enjoyed and understood the lesson (3)
through the      - Students asked for other lesson that use technology (3)
integration of   - They were able to observe process which are difficult to
technology in      observe in the regular classes (1)
teaching?        - Students were excited by our lesson; they told us (3)
The Impact of TPACK on Teachers’ Classroom Practices

 Teachers’ understanding of TPACK had an impact on:
   Teachers’ choice of the pedagogical approaches in relation to the
    content and the technology in use
   Teachers’ design of the students activities in relation to the technology
    in use and the content to be covered
 By considering TPACK, Kibasila secondary school teachers were able to
  focus their lessons design around technology, pedagogy and content in
  an integrated manner
 TPACK was used as a guide and a reflection model for ensuring a clear
  interplay between content, pedagogy and technology
The Impact of TPACK on Teachers’ Classroom Practices (2)

 An understanding of TPACK had an impact not only on how teachers
  teach but also to the students;
 Hayes (2007) uphold that, use of technology in teaching doesn’t only
  change the way a teacher teaches, but also the way students learn
 For example students at Kibasila secondary school reported to enjoy and
  understand the technology integrated lessons better than traditional
  lessons;
 Students also reported to understand some scientific concepts and
  processes (e.g. mitosis) more easily, and developed interests and
  motivation to the lesson than it used to be in other lessons
The impact of teachers’ TPACK on classroom practices (3)

 Learning with technology offered an opportunity for students to learn
  through collaboration to solve a task given by their teachers.
 The collaboration approach had two advantages to students;
   the opportunity to share ideas and concepts, thus, being able to
    respond to questions more appropriately; and
   the social gain, where new friendships were established
 From our findings we consider that the changes that teachers made in
  their teaching, were a result of their learning and understanding of
  TPACK.
Thank you for your attention
Pre-service Teachers’ Competencies for ICT Integration in Kuwait:
       What Do Learning Outcomes & Self-reported Data Tell ?




                                      Ghaida M Alayyar – PAAET – Kuwait
                                      Petra Fisser - UT – the Netherlands
                                      Joke Voogt – UT – the Netherlands
Teacher preparation program in Kuwait



•Kuwait University
 Faculty of Education


•Public Authority of Applied Education and Training (PAAET)
 College of Basic Education
Teacher preparation program at PAAET

•       Four-year program, 130 credits to graduate
    •    122 credits for general, specialized and practical studies 8
         credits for in-school field training
    •    The students spend three and a half years (i.e. seven
         semesters) in the college learning theoretical knowledge and
         the last semester is devoted to the field training in schools

• The program is mainly dependent on the teacher-centred
  approach / lecture-based instruction
• Gender separation, male and female students are in different
  buildings
• Totally taught in Arabic language
 Context of the study
 Science teacher preparation program at PAAET
(four-year program for primary science teachers, totally taught in Arabic language)

Note: All public primary school in Kuwait are taught by female staff
The integration of ICT in education at
              the teacher preparation program at PAAET


• Traditional teaching methods with a teacher-centered approach
• Limited or no ICT integration
• Stand alone technology courses
Assumption: providing pre-service teachers with technological skills will
automatically lead to effective integration of technology in their future classrooms
Changing the PAAET context

Pre-service science teachers work in Design Teams (DTs) to design
technology-based activities and integrate these activities in their
lesson plan


  Research Question


  What TPACK learning outcomes do pre-service teachers
  demonstrate after working in DTs on ICT integration &
  how are these TPACK learning outcomes related to their
  self-reported TPACK?
The Participants
•   78 female pre-service science teachers worked in Design Teams (DTs)
•   Spring semester of 2009/2010
•   The participants were supported with by experts with technology, pedagogical
    and content knowledge
•   The participants were registered in the “Educational seminar” course,
    accompanied with in- school training.


Intervention: (12 weeks, 2 hours per week)

•   Week 1-4: a workshop on DT’s & TPACK was organized, participants
    were asked to do pre-measures
•   Week 5: DTs were asked to present their problem and possible ICT
    solution(s) to experts and peers (expert and peer reflection)
•   Week 6-10: DTs designed an ICT-enhanced solution
•   Week 11: DTs presented their solution to peer and experts and submit
    a CD-ROM containing their product, lesson plan and the role of the
    instructor and student
•   Week 12: participants completed different measures on TPACK
Instruments for measuring TPACK



                                                                          TPACK data
                                             Confidence/
Instrument     Purpose                                      Type                         Observable /
                                             Knowledge                    Source
                                                                                         self-reported

               Assess the ability to
Presentation   present the idea behind       Confidence /
                                                            Observation     Individual         O
Rubric         the final product for         Schematic
               experts and peers
               Assess the ability to argue
Explanation    and explain the rational
                                             Schematic      Observation     Individual         O
Checklist      behind the chosen design,
               ICT, pedagogy & content

TPACK
               Assess the ability to                        Open ended
 Definition                                  Declarative                    Individual         O
               define TPACK concept                         question
 Rubric


TPACK                                                       Open ended
               Assess the ability to apply
Reflection                                   Strategic      question        Individual         O
               TPACK in real practice
Rubric
TPACK data
                                      Confidence/
Instrument    Purpose                               Type
                                       Knowledge
                                                                               Observable /
                                                                  Source
                                                                               Self-reported


              Assess the quality of
Lesson Plan                                         Performance
              ICT integration         Strategic                   Team               O
Rubric                                              assessment
              lesson plan


              Assess the quality of                 Performance
Product
              ICT integration in      Strategic     assessment    Team               O
Rubric
              the product


                                                    Performance
ICT Skill     Assess the ICT
                                      Procedural    assessment    Individual         O
 Test         skills




TPACK         Assess self-reported
                                      Confidence    Survey        Individual         S
Survey        TPACK
Results: Learning outcomes after working in DTs

Measure              Type               Confidence /        Min -           Mean       SD
(total points)                          Knowledge           Max
Presentation (6)     Observation        Confidence /        0-6             4.88       .892
                                        Schematic
Explanation (4)      Observation        Schematic           0-4             3.44       .519

TPACK definition     Open ended         Declarative         0-3             1.90       .657
(3)                  questions
TPACK reflection     Open ended         Strategic           0-15            10.47      2.849
(15)                 questions
Lesson plan          Performance        Strategic           1-16            12.74      3.206
Score (16)           assessment
Product Score (60)   Performance        Strategic           0-60            50.99      5.928
                     assessment



Measure            Type            Confidence /        Pre        Post        P             Effect
(total points)                     Knowledge           Mean       Mean        Level of sig. Size
                                                       (SD)       (SD)
ICT skill test     Performance     Procedural          7.72       13.96       0.0001           2.04
(20)               assessment                          (3.037)    (3.081)
Results: Pearson Correlation Matrix among observable learning outcomes




                       Explanation           Presentation           TPACK            TPACK               Product   Lesson   ICT
                                                                    definition       reflection          score     plan     skill
                                                                                                                   score    test
Explanation
                            1.000
Presentation                .361**                 1.000

TPACK                       .361**                                     1.000
definition
TPACK                       .492**                 .434**              .842**           1.000
reflection
Product score               .485**                 .345**                               .331**            1.000

Lesson plan                 .494**                 .277*                                 .282*            .873**   1.000
score
ICT skill test              .406**                 .285*               .543**           .554**            .254*     .301*   1.000


Note: **. Correlation is significant at 0.01 level (2-tailed), *. Significant at 0.05 level (2-tailed)
Results: Comparison of the pre-service teachers’ perception of their TPACK



 Factor             Pre                    Post                    P                    Effect Size
                    Mean (SD)              Mean (SD)               Level of sig.
 TK                 3.15 (.548)            3.80 (.506)             0.0001               1.23
 CK                 3.55 (.735)            4.13 (.404)             0.0001               0.98
 PK                 3.65 (.499)            4.28 (.379)             0.0001               1.41
 PCK                3.58 (.699)            4.22 (.457)             0.0001               1.09
 TCK                3.20 (.664)            4.22 (.494)             0.0001               1.74
 TPK                3.10 (.481)            4.21 (.438)             0.0001               2.42
 TPACK              2.99 (.475)            4.12 (.419)             0.0001               2.53

  Note: 1= Strongly Disagree, 2= Disagree, 3= Undecided, 4= Agree & 5= Strongly Agree
Pearson correlation matrix between TPACK different domains (pre-measure)




                       TK                CK                 PK                 PCK               TCK         TPK     TPACK

TK                        1.000
CK                         .293*             1.000
PK                         .267*             .481**            1.000
PCK                                          .312**            .681**             1.000
TCK                       .371**                               .384**             .332**            1.000

TPK                       .414**                               .314**                               .425**   1.000
TPACK                     .507**             .383**                                                 .296*    .273*    1.000

Note: **. Correlation is significant at 0.01 level (2-tailed), *. Significant at 0.05 level (2-tailed)
Pearson correlation matrix between TPACK different domains (post-measure)




                       TK                CK                 PK                 PCK               TCK         TPK      TPACK

TK                         1.000
CK                         .437**            1.000
PK                         .477**            .378*              1.000
PCK                        .334**            .339**             .693**             1.000
TCK                        .442**            .444**             .476**            .455**            1.000

TPK                        .575**            .469**             .542**            .344**            .566**   1.000
TPACK                      .662**            .468**             .538**            .438**            .578**   .704**    1.000

Note: **. Correlation is significant at 0.01 level (2-tailed), *. Significant at 0.05 level (2-tailed)
Pearson correlation matrix between TPACK domains & learning outcomes




               Explanation          Presentation          TPACK        TPACK        Product   Lesson   ICT skill
                                                          definition   reflection             plan     test
TK                                                                                                       .261*
CK

PK

PCK

TCK                                                           .245*                                      .261*

TPK                                                                                   .253*    .243*     .239*
TPACK

Note: * Correlation is significant at 0.05 level (2-tailed)
Conclusions




The pre-service teachers were able to:
•   Develop an ICT-enhanced product (Strategic level) & integrate this
    product into a lesson plan (Strategic level)
•   Define TPACK (Declarative level) & reflect on TPACK framework
    (Strategic level)
•   Present their product to peers and instructors & defend their choice of
    ICT tool, design-related issues (e.g. consistency, contrast, balance,
    colour scheme), and pedagogy. Furthermore, they were able to build
    their argument using the different domains of TPACK.
&
•   The pre-service teachers’ ICT skills (Procedural level) significantly
    increased
•   Self-reported TPACK (Confidence level) increased significantly after
    working in DTs.
However, correlations between observable TPACK learning outcomes &
         self-reported TPACK outcomes were small or not significant



  Possible reason: the TPACK survey addressed TPACK in a general
  and abstract way while the instruments assessing TPACK learning
  outcomes are assessing TPACK in more concrete way



  So.....

  To be able to measure TPACK development in a valid & reliable way
  we need to agree upon the definition of TPACK as a construct before
  measuring TPACK with different instruments of which we are not
  sure whether they measure TPACK as intended
More information?



 •   About the instruments?
 •   About the results?
 •   About TPACK in Kuwait?
 •   About…


 Please contact us!
               Ghaida Alayyar: g_alayyar@yahoo.com
               Petra Fisser: p.h.g.fisser@utwente.nl
               Joke Voogt: j.m.voogt@utwente.nl
Applying the Framework:
  Assessing Preservice
Teachers’ Development of
         TPACK
             Denise Schmidt-Crawford
                     Wei Wang
                 Shu Ju Diana Tai
  Center for Technology in Learning and Teaching
            Iowa State University, U.S.A
                    Evrim Baran
      University of British Columbia, Canada
         Developing TPACK around the World (Symposium)
                     SITE 2012 – Austin, TX
Designed a Longitudinal TPACK Study for our Program
Stage 1 Stage 2 Stage 3 Stage 4 Stage 5

                                                     Classroom
              TPACK          Classroom
                                           TPACK observation
  Data        Survey         observation                           TPACK
                                         Survey (#3) & interview
Collected   Pre-test (#1)    & interview                         Survey (#4)
                                                      (Student
            Post-test (#2)   (Practicum)
                                                     Teaching)

Teacher
Educatio             Enrollment
                                 Completion Enrollment Completion
   n     Required IT in Methods
                                  Methods in Student     Student
Program:  Course       Courses
                                  courses    Teaching   Teaching
                       (4 total)
 Check
 Points

         Are we preparing TPACK teachers?
Stage 1 Research: Instructional Technology Course




Schmidt, D. A., Baran, E., Thompson, A. D., Mishra, P., Koehler, M. J., &
Shin, T.S. (2009-10). Technological Pedagogical Content Knowledge
(TPACK): The Development and Validation of an Assessment Instrument
for Preservice Teachers. Journal of Research on Technology in Education,
42(2), 123-149.
Stage 1 Research: Instructional Technology Course
                      •    3-credit introduction to technology
                           course (15 weeks)
                      •    Required for elementary education
                           and early childhood education majors
                      •    Attend two, 1-hour lectures and one,
                           2-hour lab per week


                            88 % Female             89 %
             N=534                              22 years old
                             12 % Male           or younger

          El. Ed. = 82 %    Freshmen &          No practicum
           ECE = 16 %       Sophomore            experience
           Other = 2 %         64 %                72 %
Stage 1 Research: Instructional Technology Course




     Reported knowledge on each TPACK subscale.
Stage 1 Research: Instructional Technology Course




       Reported knowledge on content specific area
Stage 1 Research: Instructional Technology Course




 ‣ Significant differences in pre- and post-test means with all seven
   TPACK components (Baseline data for program)
 ‣ Highest correlations were between the “T” components (e.g.,
   TPACK & TPK, TPK & TCK, TK & TPK)
 ‣ Smallest pre- and post-test mean differences are in the Content
   Knowledge areas.
 ‣ Self-report data - interpret with caution! (it appears students
   enter with high perception of technology knowledge).... Leads to
   the need for Stage 2
Stage 1 Stage 2 Stage 3 Stage 4 Stage 5

                                                     Classroom
              TPACK          Classroom
                                           TPACK observation
  Data        Survey         observation                           TPACK
                                         Survey (#3) & interview
Collected   Pre-test (#1)    & interview                         Survey (#4)
                                                      (Student
            Post-test (#2)   (Practicum)
                                                     Teaching)

Teacher
Educatio             Enrollment
                                 Completion Enrollment Completion
   n     Required IT in Methods
                                  Methods in Student     Student
Program:  Course       Courses
                                  courses    Teaching   Teaching
                       (4 total)
 Check
 Points

         Are we preparing TPACK teachers?
Stage 2 Research: Observations in Classrooms
Stage 2 Research: Observations in Classrooms
TPACK Observation Instrument
•    Purpose:
    •   What does TPACK look like in classrooms?
    •   Are preservice teachers exhibiting the TPACK
        knowledge that they are reporting they have?
•    Participants:
    •   3 exemplary teachers (Goal: 6 teachers)
    •   5 observations and interviews
•    Total Number of Codes
    (based on 2 observations and 1 interview)

     TK       PK       CK       TPK      TCK      PCK   TPACK

    • 16    • 3       • 5      • 11     • 2     • 5     • 10
Stage 2 Research: Observations in Classrooms


     103. TK_Select


     104. TK_Affordance


     117. TK_Transfer
Stage 2 Research: Observations in Classrooms

   100. TK_Emerge

   • 101. TK_Emerge_Collaborate
   • 102. TK-Emerge_Interactive

   106. TK_Troubleshoot

   • 107. TK_Troubleshoot_Self
   • 108. TK_Troubleshoot_Others
   • 109. TK_Troubleshoot_Anticipate
Stage 2 Research: Observations in Classrooms


              Full Code:                       Definition:
 Identifying the affordances of the    Overall knowledge of what
             technology                   technology can do



                                 104.
                             TK_Affordance


             Example:
    “We’re also working on a …
                                              Key Words:
 global project… we’re working on
                                       Skype (specific technology
     with people from different
                                              mentioned)
 countries, different states. So we
 skyped through that.” (Interview)
Stage 2 Research: Observations in Classrooms


     601. TPK_Selection-
     Pedagogy

     602. TPK_Coordinating-
     Tech

     604. TPK_Troubleshooting-
     Managing
Stage 2 Research: Observations in Classrooms

   606. TPK_Extend-CR

   • 607. TPK_Extend-CR_Parents

   608. TPK_Demo-Tech

   • 609. TPK_Demo-
     Tech_Instructions
   • 610. TPK_Demo-Tech_Model
Stage 2 Research: Observations in Classrooms

                                               Definition:
                                       Teachers use technology to
           Full Code:
                                          prepare for instruction
     Preparing instructional
                                      beforehand, e.g. setting up the
    materials with technology
                                         accounts and getting the
                                          passwords for access

                                 600.
                             TPK_Prepare-
                               Materials


            Example:
  Made tutorials for instructions -
                                               Key Words:
   posted video tutorials on her
                                                Prepare
   class website for students to
   access. (Observation notes)
Stage 2 Research: Observations in Classrooms
Stage 2 Research: Observations in Classrooms

                                                          Definition:
                Full Code:
                                              Teachers integrate technology with
  Identifying students’ learning needs
                                             content and pedagogy in mind based
    (e.g. content area, technology)
                                                      on learners’ needs




                                     701.
                              TPACK_Learning_Needs




                  Example:
 “It is a lot of work but yet I think they
                                             Key Words:                   Need
   need to be exposed to [emerging
         technology].” (Interview)
What will the
  TPACK Observation
Instrument look like?
Stage 2 Research: Observations in Classrooms




    Part 1:                    Part 2:          Part 3:
Information on               Checklist on     Questions for
Background &                   TPACK          a Follow-up
    Context                 Characteristics    Interview
  e.g., brief lesson plan
Stage 1 Stage 2 Stage 3 Stage 4 Stage 5

                                                     Classroom
              TPACK          Classroom
                                           TPACK observation
  Data        Survey         observation                           TPACK
                                         Survey (#3) & interview
Collected   Pre-test (#1)    & interview                         Survey (#4)
                                                      (Student
            Post-test (#2)   (Practicum)
                                                     Teaching)

Teacher
Educatio             Enrollment
                                 Completion Enrollment Completion
   n     Required IT in Methods
                                  Methods in Student     Student
Program:  Course       Courses
                                  courses    Teaching   Teaching
                       (4 total)
 Check
 Points

         Are we preparing TPACK teachers?
Stage 3 Research: Methods Courses




‣ Complete the development of TPACK observation instrument

‣ Collect TPACK survey Responses after preservice teachers
 completed their method courses.

‣ Pilot study conducted in Fall 2011
Thank You!
          Denise Schmidt-Crawford
           dschmidt@iastate.edu
                 Wei Wang
            weiyui72@iastate.edu
              Shu Ju Diana Tai
              sjtai@iastate.edu

Center for Technology in Learning and Teaching
             Iowa State University

                 Evrim Baran
            evrimb@gmail.com
        University of British Columbia
Towards understanding TPACK: An empirical
analysis of pre-service teacher’s perceptions of their
ICT-integrating knowledge and skills


                                      Joke Voogt, Petra Fisser
                                               University of Twente
                                                   David Gibson
                                                    CurveShift.Inc.
                                                 Gerald Knezek
                                     University of North Texas, USA
                                                     Jo Tondeur
                                         Ghent University, Belgium


                                      SITE, Austin, 5 March 2012
In this presentation..

 Aim of the study
 Context of the study
 Study design
 Exploration of the constructs of the TPACK model
 Exploration of relationships between the constructs
 Conclusions
Aim of the study: Empirical exploration of the TPACK model
                             Can we reproduce the distinguished
                              constructs of the TPACK conceptual
                              framework as represented in the Venn
                              diagram in the data?


                             How are the constructs derived from the
                              data related?


                            Aim:
                              to explore the empirical basis of the TPACK
                              model;
                              to explore the potential of datamining
                              techniques to further understand
                              relationships in the data
The context of the study

 The Netherlands
 Pre-service teacher education (prospective elementary school
  teachers)
 Use of technology in the science domain
 Sample:
   287 students
   age 16-24
   24% male, 76% female
   distributed over 4 years of study
Study Design

 One-group post-test only design
 Instrument: TPACK Survey (Schmidt et al., 2009)
   self-assessment of Technological Pedagogical Content Knowledge
   Focus on science only: we added science questions
   Translated in Dutch


   RQ1: Hierarchical Cluster analysis, multidimensional scaling,
    Factor analysis
   RQ2: Eureqa (data mining) and regression analysis
Factor analysis

     Items                               Cronbach’s   Construct
                                             

F1   TK2, TK5, TK4, TK1, TK3, TK6, TK7      0.90      Technology knowledge (TK)
F2   TCK4, TCK3, TPK1, TCK5, TPK2,          0.80      Technological Content Knowledge
     TCK2, TCK6, TPCK4, (TCK1)                        (TCK)


F3   TPK4, TPK5, TPK3, TPCK1,               0.79      Technological Pedagogical
     TPCK5,(TPCK2, TPCK3, TPCK6)                      Knowledge (TPK)


F4   TPCK9, TPCK10, TPCK8, TPCK7            0.89      Technology leadership (lead)
F5   PK4, PK3, PK2, PK5, PK7, PK1, PK6      0.76      Pedagogical Knowledge (PK)
F6   CK2, CK1, CK3, PCK2, PCK1              0.80      Pedagogical Content Knowledge
                                                      (pCK)
To further explore the model

 Instead of factor analysis:
   Cluster analysis
    (exploratory technique, to better understand what patterns exist in a
    given data set)
   Multidimensional scaling
    (data analysis technique that provides a visual representation of the
    pattern of proximities (similarities or distances) among a set of
    objects)
Cluster analyses
Multidimensional scaling
Intermittant conclusion

 TK, PK and TCK stand out as separate constructs
 CK & PCK - TPK & TPCK are mixed up
 Is it
    because of the subject domain (science)?
    because they are student teachers?
    because the questions in the instrument are not good enough?
 Technological leadership seems important (see also Riel & Becker,
  2008)
    But what does this mean in the case of student teachers?
 The Venn diagram is an attractive conceptual model, but it is hard to
  empirically reproduce the constructs
Exploring relationships between factors: Regression analysis
       TK             TCK             TPK            Lead          PK          pCK
       / p           / p            / p           / p          / p        / p
TK     Dependent      0.310/0.0001    -0.048/ns      0.061/ns      -0.037/ns   0.214/0.003


TCK    0.451/0.0001   Dependent       0.522/0.0001   0.283/0.004   0.000/ns    0.154/ns


TPK    -0.055/ns      0.417/ 0.0001   Dependent      0/117/ns      0.134/ns    0.172/0.031


Lead   0.051/ns       0.162/ 0.004    0.084/ns       Dependent     -0.098/ns   0.050/ns


PK     -0.029/ns      0.000/ns        0.091/ns       -0.093/ns     Dependent   0.255/0.0001


pCK    0.216/0.003    0.106/ns        0.149/0.031    0.061/ns      0.323/0.0001 Dependent


R2     0.314          0.516           0.410          0.178         0.135       0.318
Graphical presentation of findings (Regression)

 Adjacency matrix                                                 Directed graph
                                                                   
       TK       TCK       TPK       lead       PK       pCK

TK                    1                                       1

TCK         1                   1          1

TPK                   1                                       1

lead                  1

PK                                                            1

pCK         1                   1                   1
Exploring relationships between the factors: Eureqa (Cornell)
 Data mining
      Each factor was explored as a function of the other factors
         E.g F1-TK= f (F2-PK, F3-TPK, F4-lead, F5-PK, F6, pCK)
         Generates a set of equations that fit the data
         We picked the equations that balanced accuracy and simplicity

                  fit           R           R2     Equation

F1        TK            0,779       0,535    0,307 0.920 + 0.587*F2_TCK + 0.164*F6_pCK

F2        TCK           0,707       0,682    0,451 0.293*F1_TK + 0.644*F3_TPK

F3        TPK           0,736       0,567    0,314 1.642 + 0.491*F2_TCK + 0.067*F4_lead

F4        lead          0,887       0,366    0,107 0.718 + 0.641*F2_TCK

F5        PK            0,946       0,321    0,100 2.91 + 0.236*F6_pCK

F6        pCK           0,836       0,562    0,314 0.232*F1_TK + 0.232*F2_TCK + 0.464*F5_PK
Graphical representation of findings (Eureqa)

       Adjacency matrix                              Directed graph
                                                 
        TK       TCK TPK lead PK       pCK

TK                 1                         1

TCK          1          1

TPK                1        1

Lead               1

PK                                           1

pCK          1     1               1
Comparison

Regression analysis   Eureqa analysis
Conclusions

 The integration of the domains as described by Koehler & Mishra
  seem to go beyond the integration of the 3 circles as TPK and TPCK
  seem to be intertwined
 TK seems conditional for TCK and TPK


 To further explore relationships between teacher knowledge about
  technology, pedagogy and subject domains:
   More data are needed (also in other domains than science)
   Eureqa is a nice tool to explore relations between data, but we
    need to explore its potential further on larger data sets and also in
    different settings
What else are we working on….
 Review of the literature on TPACK: To be published in the Journal of
  Computer Assisted Learning
 Together with our colleagues from the University of Ghent, Belgium:
   Research on collaborative design of technology enhanced learning
     environments in teacher teams as a means for teacher learning and
     sustainable curriculum innovation
   In this research we use TPACK as a conceptual model
 With our PhD students: Exploring the potential of TPACK and
  collaborative design in (student-)teacher teams (Ghana, Tanzania,
  Kuwait)
 With our colleagues from CurveShift & UNT
   Further explorations of the potential of Eureqa for exploring relations
     between variables in (large) data sets
More information?

 Please contact us!
 Joke Voogt: j.m.voogt@utwente.nl
 Petra Fisser: p.h.g.fisser@utwente.nl




                       And for the Dutch people  htpp://www.tpack.nl 
Discussion

The Forest or the Trees:
TPACK Implementation and Theory Development

Punya Mishra, Michigan State University, USA

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2012-03-05 SITE TPACK Symposium

  • 1. SITE 2012 TPACK Symposium Developing TPACK around the world: Probing the framework even as we apply it 05/03/2012 Title: to modify choose 'View' then 1 'Heater and footer'
  • 2. This symposium..  … is a follow-up symposium!  2010: Strategies for teacher professional development in TPACK & How to measure the impact of PD on TPACK  2011: Teacher’s Assessment of TPACK: Where are we and what is needed? What do we assess, why and how? Quality of assessment instruments  The 2012 symposium aims to present successful strategies to develop TPACK as emerged from several studies in different countries around the world  Based on the studies, and a further in-depth analysis of the data we tried to further uncover the conceptual understanding and the empirical validation of the TPACK framework TPACK?
  • 3. Today’s presentations  The studies that will be presented in the first hour of the symposium  used several instruments to measure TPACK (self-report, lesson plan evaluations, observations, interviews, etc.).  analyzing the data revealed differences between self-report findings and actual TPACK learning outcomes as measured in practice  representing the TPACK framework by a Venn diagram in which three knowledge domains overlap from which TPACK emerges is very appealing and intuitive, but it might not represent the precise practice of teachers’ ICT-integrating knowledge and skills.  The second part of the symposium therefore aims to go deeper into the conceptual understanding and the empirical validation of the TPACK framework.
  • 4. Organization of the symposium  First hour:  Introduction to the symposium: 5 minutes  Contributions: 3*15 minutes  Discussion with the Audience 10 minutes  Second hour:  Contributions: 2*15 minutes  Discussant – 15 minutes  Discussion with the Audience – 10 minutes  Wrapping up: 5 minutes
  • 5. First hour 1. Pre-service teachers’ competencies for technology integration: Insights from a mathematics-specific instructional technology course in Ghana Douglas Agyei & Joke Voogt, University of Twente, the Netherlands 2. Transforming Classroom Practices through Teachers’ Learning of TPACK: The case of in-service teachers in Kibasila Secondary in Tanzania Ayoub Kafyulilo, Petra Fisser & Joke Voogt, University of Twente, the Netherlands 3. Pre-service Teachers’ Competencies for ICT integration in Kuwait: What do Learning Outcomes and Self-reported Data Tell? Ghaida Alayyar, Petra Fisser & Joke Voogt, University of Twente, the Netherlands
  • 6. Second hour 1. Using the lens of classroom observation to examine teachers’ TPACK Denise Schmidt-Crawford, Wei Wang, Diana Tai, & Ann Thompson, Iowa State University, USA, Evrim Baran, University of British Columbia, Canada 2. Towards understanding TPACK: An empirical analysis of pre-service teacher’s perceptions of their ICT-integrating knowledge and skills Joke Voogt & Petra Fisser, University of Twente, The Netherlands, David Gibson, simSchool, USA, Gerald Knezek, University of North Texas, USA, Jo Tondeur, Ghent University, Belgium 3. Discussion: The Forest or the Trees: TPACK Implementation and Theory Development Punya Mishra, Michigan State University, USA
  • 7. Pre-service teachers’ competencies for technology integration: Insights from a mathematics-specific instructional technology course Douglas Agyei & Joke Voogt 05/03/2012 Title: to modify choose 'View' then 10 'Heater and footer'
  • 8. Motivation  Part of a bigger study to integrate technology in teaching mathematics (Ghana)  Two case studies of Professional Development (PD) in 2009 and 2010  Integration of the PD arrangement into a regular mathematics–specific IT course  Problems with mathematics teaching in Ghana (Agyei & Voogt, 2011)  Teacher-centred approach ( Hardly any hands-on activities & Whole class teaching)  low cognitive learning of maths ( concept formation at a more abstract level)  TPACK Framework  ICT (spreadsheet) to promote in-depth maths concept formation  Activity-Based Learning (ABL) to make lesson less teacher-centred
  • 9. TPACK Conceptualization CKmaths : knowledge about mathematical concepts. PKABL: knowledge and skills about applying ABL teaching strategies.  TKss: knowledge and skills about use of spreadsheet its affordances and constraints.  PCKABL: knowledge and skills of how to apply ABL to teach particular mathematics content. TCKss: knowledge and skills of representing mathematical concepts in a spreadsheet TPKABL: knowledge and skills of how to use spreadsheets in ABL. TPCKmaths: knowledge and skills of representing mathematical concepts with spreadsheet using ABL.
  • 10. Instructional Technology (IT) Course-Arrangement  Strategies (Adopted from Tondeur et al, 2011)  Aligning theory & practice - lectures, lab sessions & classroom implementation  Modelling how to use technology - lab sessions  Collaborating with peers - lectures and lab sessions  Learning technology by design - lab sessions  Scaffolding authentic technology experience - classroom implementation  24 teams - (from 104 pre-service teachers)  Semester’s long project - design & develop own lessons /plan instructional strategy  Lesson enactment - 8 teams present lessons twice: mid & end of course - Another 8 teams present lesson at the end of course  Researchers’ role - mainly facilitative and demonstrative
  • 13. '
  • 14. Challenge & Data Collection Challege : Impact IT strategies on teachers’ technology competencies ( ie. attitudes, knowledge and skill – TPACK) Table 1: Overview of instruments and their stages of administration Instrument TPACK data Stage of Administration Source Type B M E Lesson Plan Rubric Team Artefact ✓ ✓ TPACK Observation Team Observable ✓ ✓ Rubric Design Team Reports Team Artefact ✓ TPACK Survey Individual Self-report ✓ ✓ TAC Survey Individual Self-report ✓ ✓ B= Before, M = Mid, E= End of Instructional technology course.
  • 15. Analyzing Data Quantitative Content Analysis (Berelson, 1952)  Categorizing and coding data based on TPACK (Koehler et al. 2007) (Similar for Lesson Plans & Observed data)  Points (marks) awarded based on Lesson plan rubric and TPACK observation rubric  Systematic quantitative Analysis (Mainly descriptive) Intercoder reliability result using Cohen’s kappa (k)  0.86 (for Lesson plans)  0.84 (for observational data)
  • 16. Categorizing and Coding data  Example of coding lesson document Codes: [PCKABL] In this activity, ask students to indicate (by tick (√)) the features of the equations as shown on the Worksheet ... Ask the students to keep their results for discussion later in the lesson. Codes: [PKABL] Prepare students for the following activities (Activities: 1.0 - 3.0) by organizing them in small groups ... Assign specific roles to members…. Codes: [TKss] Set the cursor over cell D1 ... You should see: =m*x+k. (NB: The * symbol is used for multiplication)… and then click on Scatter with Smooth Lines and Markers.
  • 17. Linear functions in the slope intercept form TPCKmaths TKss
  • 18. Results (1) Comparing teachers with mid-peer teaching (PT) and without mid- peer teaching (NPT) experiences.  End-TPACK score lesson plan (n=8) artefact (min=7, max=21).  PT (M= 16.38, SD=0.807) NPT (M= 15.03, SD=0.845)  Mann-Whitney U-test: (p=0.008, d=1.58)  End-TPACK score of lesson (n=8) observation (min=20, max= 60).  PT (M= 42.39) NPT (M= 40.54) (p < 0.0001, d=2.53)  large gains in: TKss (gain = 2.31), TPKABL (gain = 2.31), TCKABL (gain = 2.44) & TPCKmaths (gain = 2.80)  Score on attitudes based on TAC (n=32)  Sig. for only two subscales : lack of anxiety: PT (M= 4.22, SD=0.583) & NPT (M= 4.05, SD=0.588) ; (p=0.041,d=0.29) Instr. productivity: PT (M= 4.44, SD=0.414) & NPT (M= 4.35, SD=0.511);(p=0.049, d=0.19).
  • 19. Results (2) Table 2: Perceived TPACK knowledge and skill for NPT and PT Factor PT (n=32) NPT (n=32) P Effect size Mean (SD) Mean (SD) TKss 4.13 (0.301) 4.41(0.399) 0.005* 0.79 CKmaths 4.44 (0.577) 4.52 (0.400) 0.049* 0.15 PKABL 4.33 (0.322) 4.50(0.430) 0.027* 0.45 PCKABL 4.36(0.459) 4.48(0.552) 0.031* 0.24 TCKABL 4.10 (0.309) 4.34(0.410) 0.008* 0.67 TPKABL 4.21 (0.291) 4.45(0.309) 0.001* 0.80 TPCKmaths 4.15(0.277) 4.43(0.340) 0.001* 0.90 * Significant at the 0.05 level
  • 20. Results (3) Table 3: Usefulness of the strategies in IT course (N=26 teams) Strategy NPT (N=18) (100%) PT(N=8) (100%) Collaborative Design Team 17(94.4%) 8 (100%) Learning technology by doing approach 15 (83.3%) 7 (87.5%) mixture lectures and practical sessions 16 (88.8%) 7 (87.5%) Teaching try-out usefulness 8 (44.4%) 8 (100%) Feedback from peers and instructors 13 (72.2%) 8 (100%) Usefulness of exemplary materials 18 (100%) 8 (100%) Use of demonstration by the lecturer 16 (88.8%) 7 (87.5%)
  • 21. Summary of Results & Conclusions  Teachers developed & improved their competencies after the IT course  Attitudes, knowledge and skill (TPACK) improved significantly for both category of teachers.  Teachers with mid-term teaching try-out developed their competencies better  The mathematic-specific strategies (all) were central in developing pre-service teachers competencies.  More importantly, scaffolding authentic technology experiences (including feedback from peers and instructor) made a significant contribution  The strategies provide useful guidelines in designing a subject-specific program to prepare teachers in Ghana (and similar context) to teach with technology
  • 22. Transforming Classroom Practices through Teachers’ Learning of TPACK The case of in-service teachers in Tanzania Ayoub Kafyulilo, Petra Fisser and Joke Voogt University of Twente Curriculum Design & Educational Innovation 5th March 2012
  • 23. Introduction  Education reforms around the world emphasizes the use of learner- centered teaching approaches  Our social and institutional contexts limit the effective use of learner- centered approaches  Schools (e.g. in Tanzania) have;  fixed study schedules,  a time bound syllabus, and  examination oriented learning  Thus, teachers worry more about the time to finish the syllabus, than the competencies that students need to develop  Technology can help teachers to use time effectively and enable students to understand the lesson
  • 24. How can technology enhance students learning  There is evidence from literature (Keong et al, 2005; Voogt et al, 2009; Knezek & Christensen, 2008) that;  Constructivist pedagogical approaches are easily supported through the use of technology.  With technology;  Students’ learning is improved through increased collaboration  Students maintain a high level of communication and sharing of knowledge.  Students visualize difficult and/or dangerous concepts and processes that cannot be visualized by eyes (e.g. cell division)
  • 25. Technology Integration in Education in Tanzania  Despite the potentials of technology on students’ learning, the majority of teachers in Tanzania are not embracing the use of technology in teaching  Factors contributing to low level of technology uptake in teaching:  lack of technological tools,  limited supply of electricity in most schools,  limited teachers’ technological knowledge and  Limited teachers’ technology integration competencies.  Most of the teachers in Tanzania have the basic ICT knowledge but they don’t know how ICT can support teaching and learning  An understanding of TPACK was considered important in the development of teachers’ ability to integrate technology in teaching
  • 26. TPACK Development among In-service Teachers  A professional development program to develop teachers’ TPACK was organized as follows;  Two days training and hands on activities on TPACK  Four weeks collaboration in teacher design teams to design technology integrated lessons (scheme of work, lesson plan and lesson notes)  A practical teaching of a technology integrated lesson in a classroom  One day workshop to reflect on the training, collaboration in design teams, lesson design, classroom teaching and students feedback.  Redesign of the lesson in teacher design team and  Re-teach the lesson in the classroom
  • 27. Some of the activities during the workshop Lesson design in teacher design teams Rehearsing teaching with technology
  • 28. Methodology  12 teachers participated in the project  Data were collected for pre-intervention and post-intervention results  The following data collection instrument were used for both pre and post intervention results i. Teachers’ questionnaire ii. Teachers’ observation checklist iii. Teachers’ interview guide iv. Students’ observation checklist  Data were also collected by using student questionnaire for post intervention
  • 29. Data Analysis  Descriptive statistics involving the calculation of mean and standard deviations were conducted for the students’ experience with the use of technology in learning  Wilcoxon signed ranks test for two related samples was used to analyze the level of significance in the difference between pre and post intervention results for teachers’ perceived ability of using technology in Teaching  Effect sizes were calculated for each item to determine the magnitude of the change between pre and post intervention results.
  • 30. Teachers’ perceived effect of technology in teaching (N=12) P Effect Pre Post size No of Interventio Intervention items n M(SD) M (SD) Use of technology improves teaching productivity (enhance students’ interactions, assessment and classroom 2.85 4.23 managment) 5 .002 1.97 (0.73) (0.67) Use of technology supports learning activities that facilitate students’ higher 3.48 4.21 4 .012 1.15 order thinking (0.73) (0.52) Scale: 1 = Strongly disagree, 2 = Disagree, 3 = Undecided, 4 = Agree, 5 = Strongly agree
  • 31. Observed classroom practices with technology (1)  Prior to the participation in the professional development program to develop TPACK, teachers were using teacher centered teaching approaches.  Interaction with students in the classroom was limited  In all subjects teachers were lecturing; students were listening and copying notes  Some teachers were talking while writing notice on the chalkboard.  After the training; the teaching approach changed,  The technology required a teacher to interact with the students by asking questions regarding what is presented through technology.
  • 32. Observed classroom practices with technology (2)  The use of an animation or video to depict scientific processes, enhanced interaction between teacher and students, amongst students, students and technology as well as students and subject matter. Students Subject Technology matter Teacher
  • 33. Observed classroom practices with technology  An example of interactive lesson was demonstrated by the biology team through the video they made about first aid provision to a fainting person  During this lesson, a teacher was seating behind the classroom with students and acted like a fellow learner but a leader to the discussion  He made groups of five and assigned tasks to each group,  Each group made a presentation of their task to the colleagues in the classroom  There was a great debate between students from different groups which was reflecting on the video
  • 34. Students’ Experience with Technology in Science Learning (N = 40) No of Mean SD items Student’s knowledge of computer (have seen it 4 3.59 1,04 before, used it) Students’ attitude towards learning science with 11 4.45 0.52 technology Use of technology enhances learning of difficult 5 4.24 0.64 concepts Technology helps students to be more involved in the learning process than the traditional 6 4.35 0.57 classes Scale: 1 = strongly disagree, 2 = disagree, 3 = undecided, 4 = agree, 5 = strongly agree
  • 35. Teachers’ opinions regarding students learning in a technology integrated class Question Responses (number of respondents in brackets) To what extent - To a great extent (all teachers) reasons: do you think - Students attention to the lesson was increased (4) students’ - Students were very active during the technology integrated learning in lesson (4) science - They did well in the assignment they were given (5) improved - They told us that they enjoyed and understood the lesson (3) through the - Students asked for other lesson that use technology (3) integration of - They were able to observe process which are difficult to technology in observe in the regular classes (1) teaching? - Students were excited by our lesson; they told us (3)
  • 36. The Impact of TPACK on Teachers’ Classroom Practices  Teachers’ understanding of TPACK had an impact on:  Teachers’ choice of the pedagogical approaches in relation to the content and the technology in use  Teachers’ design of the students activities in relation to the technology in use and the content to be covered  By considering TPACK, Kibasila secondary school teachers were able to focus their lessons design around technology, pedagogy and content in an integrated manner  TPACK was used as a guide and a reflection model for ensuring a clear interplay between content, pedagogy and technology
  • 37. The Impact of TPACK on Teachers’ Classroom Practices (2)  An understanding of TPACK had an impact not only on how teachers teach but also to the students;  Hayes (2007) uphold that, use of technology in teaching doesn’t only change the way a teacher teaches, but also the way students learn  For example students at Kibasila secondary school reported to enjoy and understand the technology integrated lessons better than traditional lessons;  Students also reported to understand some scientific concepts and processes (e.g. mitosis) more easily, and developed interests and motivation to the lesson than it used to be in other lessons
  • 38. The impact of teachers’ TPACK on classroom practices (3)  Learning with technology offered an opportunity for students to learn through collaboration to solve a task given by their teachers.  The collaboration approach had two advantages to students;  the opportunity to share ideas and concepts, thus, being able to respond to questions more appropriately; and  the social gain, where new friendships were established  From our findings we consider that the changes that teachers made in their teaching, were a result of their learning and understanding of TPACK.
  • 39. Thank you for your attention
  • 40. Pre-service Teachers’ Competencies for ICT Integration in Kuwait: What Do Learning Outcomes & Self-reported Data Tell ? Ghaida M Alayyar – PAAET – Kuwait Petra Fisser - UT – the Netherlands Joke Voogt – UT – the Netherlands
  • 41.
  • 42. Teacher preparation program in Kuwait •Kuwait University Faculty of Education •Public Authority of Applied Education and Training (PAAET) College of Basic Education
  • 43. Teacher preparation program at PAAET • Four-year program, 130 credits to graduate • 122 credits for general, specialized and practical studies 8 credits for in-school field training • The students spend three and a half years (i.e. seven semesters) in the college learning theoretical knowledge and the last semester is devoted to the field training in schools • The program is mainly dependent on the teacher-centred approach / lecture-based instruction • Gender separation, male and female students are in different buildings • Totally taught in Arabic language Context of the study Science teacher preparation program at PAAET (four-year program for primary science teachers, totally taught in Arabic language) Note: All public primary school in Kuwait are taught by female staff
  • 44. The integration of ICT in education at the teacher preparation program at PAAET • Traditional teaching methods with a teacher-centered approach • Limited or no ICT integration • Stand alone technology courses Assumption: providing pre-service teachers with technological skills will automatically lead to effective integration of technology in their future classrooms
  • 45.
  • 46. Changing the PAAET context Pre-service science teachers work in Design Teams (DTs) to design technology-based activities and integrate these activities in their lesson plan Research Question What TPACK learning outcomes do pre-service teachers demonstrate after working in DTs on ICT integration & how are these TPACK learning outcomes related to their self-reported TPACK?
  • 47. The Participants • 78 female pre-service science teachers worked in Design Teams (DTs) • Spring semester of 2009/2010 • The participants were supported with by experts with technology, pedagogical and content knowledge • The participants were registered in the “Educational seminar” course, accompanied with in- school training. Intervention: (12 weeks, 2 hours per week) • Week 1-4: a workshop on DT’s & TPACK was organized, participants were asked to do pre-measures • Week 5: DTs were asked to present their problem and possible ICT solution(s) to experts and peers (expert and peer reflection) • Week 6-10: DTs designed an ICT-enhanced solution • Week 11: DTs presented their solution to peer and experts and submit a CD-ROM containing their product, lesson plan and the role of the instructor and student • Week 12: participants completed different measures on TPACK
  • 48. Instruments for measuring TPACK TPACK data Confidence/ Instrument Purpose Type Observable / Knowledge Source self-reported Assess the ability to Presentation present the idea behind Confidence / Observation Individual O Rubric the final product for Schematic experts and peers Assess the ability to argue Explanation and explain the rational Schematic Observation Individual O Checklist behind the chosen design, ICT, pedagogy & content TPACK Assess the ability to Open ended Definition Declarative Individual O define TPACK concept question Rubric TPACK Open ended Assess the ability to apply Reflection Strategic question Individual O TPACK in real practice Rubric
  • 49. TPACK data Confidence/ Instrument Purpose Type Knowledge Observable / Source Self-reported Assess the quality of Lesson Plan Performance ICT integration Strategic Team O Rubric assessment lesson plan Assess the quality of Performance Product ICT integration in Strategic assessment Team O Rubric the product Performance ICT Skill Assess the ICT Procedural assessment Individual O Test skills TPACK Assess self-reported Confidence Survey Individual S Survey TPACK
  • 50. Results: Learning outcomes after working in DTs Measure Type Confidence / Min - Mean SD (total points) Knowledge Max Presentation (6) Observation Confidence / 0-6 4.88 .892 Schematic Explanation (4) Observation Schematic 0-4 3.44 .519 TPACK definition Open ended Declarative 0-3 1.90 .657 (3) questions TPACK reflection Open ended Strategic 0-15 10.47 2.849 (15) questions Lesson plan Performance Strategic 1-16 12.74 3.206 Score (16) assessment Product Score (60) Performance Strategic 0-60 50.99 5.928 assessment Measure Type Confidence / Pre Post P Effect (total points) Knowledge Mean Mean Level of sig. Size (SD) (SD) ICT skill test Performance Procedural 7.72 13.96 0.0001 2.04 (20) assessment (3.037) (3.081)
  • 51. Results: Pearson Correlation Matrix among observable learning outcomes Explanation Presentation TPACK TPACK Product Lesson ICT definition reflection score plan skill score test Explanation 1.000 Presentation .361** 1.000 TPACK .361** 1.000 definition TPACK .492** .434** .842** 1.000 reflection Product score .485** .345** .331** 1.000 Lesson plan .494** .277* .282* .873** 1.000 score ICT skill test .406** .285* .543** .554** .254* .301* 1.000 Note: **. Correlation is significant at 0.01 level (2-tailed), *. Significant at 0.05 level (2-tailed)
  • 52. Results: Comparison of the pre-service teachers’ perception of their TPACK Factor Pre Post P Effect Size Mean (SD) Mean (SD) Level of sig. TK 3.15 (.548) 3.80 (.506) 0.0001 1.23 CK 3.55 (.735) 4.13 (.404) 0.0001 0.98 PK 3.65 (.499) 4.28 (.379) 0.0001 1.41 PCK 3.58 (.699) 4.22 (.457) 0.0001 1.09 TCK 3.20 (.664) 4.22 (.494) 0.0001 1.74 TPK 3.10 (.481) 4.21 (.438) 0.0001 2.42 TPACK 2.99 (.475) 4.12 (.419) 0.0001 2.53 Note: 1= Strongly Disagree, 2= Disagree, 3= Undecided, 4= Agree & 5= Strongly Agree
  • 53. Pearson correlation matrix between TPACK different domains (pre-measure) TK CK PK PCK TCK TPK TPACK TK 1.000 CK .293* 1.000 PK .267* .481** 1.000 PCK .312** .681** 1.000 TCK .371** .384** .332** 1.000 TPK .414** .314** .425** 1.000 TPACK .507** .383** .296* .273* 1.000 Note: **. Correlation is significant at 0.01 level (2-tailed), *. Significant at 0.05 level (2-tailed)
  • 54. Pearson correlation matrix between TPACK different domains (post-measure) TK CK PK PCK TCK TPK TPACK TK 1.000 CK .437** 1.000 PK .477** .378* 1.000 PCK .334** .339** .693** 1.000 TCK .442** .444** .476** .455** 1.000 TPK .575** .469** .542** .344** .566** 1.000 TPACK .662** .468** .538** .438** .578** .704** 1.000 Note: **. Correlation is significant at 0.01 level (2-tailed), *. Significant at 0.05 level (2-tailed)
  • 55. Pearson correlation matrix between TPACK domains & learning outcomes Explanation Presentation TPACK TPACK Product Lesson ICT skill definition reflection plan test TK .261* CK PK PCK TCK .245* .261* TPK .253* .243* .239* TPACK Note: * Correlation is significant at 0.05 level (2-tailed)
  • 56. Conclusions The pre-service teachers were able to: • Develop an ICT-enhanced product (Strategic level) & integrate this product into a lesson plan (Strategic level) • Define TPACK (Declarative level) & reflect on TPACK framework (Strategic level) • Present their product to peers and instructors & defend their choice of ICT tool, design-related issues (e.g. consistency, contrast, balance, colour scheme), and pedagogy. Furthermore, they were able to build their argument using the different domains of TPACK. & • The pre-service teachers’ ICT skills (Procedural level) significantly increased • Self-reported TPACK (Confidence level) increased significantly after working in DTs.
  • 57. However, correlations between observable TPACK learning outcomes & self-reported TPACK outcomes were small or not significant Possible reason: the TPACK survey addressed TPACK in a general and abstract way while the instruments assessing TPACK learning outcomes are assessing TPACK in more concrete way So..... To be able to measure TPACK development in a valid & reliable way we need to agree upon the definition of TPACK as a construct before measuring TPACK with different instruments of which we are not sure whether they measure TPACK as intended
  • 58. More information? • About the instruments? • About the results? • About TPACK in Kuwait? • About… Please contact us! Ghaida Alayyar: g_alayyar@yahoo.com Petra Fisser: p.h.g.fisser@utwente.nl Joke Voogt: j.m.voogt@utwente.nl
  • 59. Applying the Framework: Assessing Preservice Teachers’ Development of TPACK Denise Schmidt-Crawford Wei Wang Shu Ju Diana Tai Center for Technology in Learning and Teaching Iowa State University, U.S.A Evrim Baran University of British Columbia, Canada Developing TPACK around the World (Symposium) SITE 2012 – Austin, TX
  • 60. Designed a Longitudinal TPACK Study for our Program
  • 61. Stage 1 Stage 2 Stage 3 Stage 4 Stage 5 Classroom TPACK Classroom TPACK observation Data Survey observation TPACK Survey (#3) & interview Collected Pre-test (#1) & interview Survey (#4) (Student Post-test (#2) (Practicum) Teaching) Teacher Educatio Enrollment Completion Enrollment Completion n Required IT in Methods Methods in Student Student Program: Course Courses courses Teaching Teaching (4 total) Check Points Are we preparing TPACK teachers?
  • 62. Stage 1 Research: Instructional Technology Course Schmidt, D. A., Baran, E., Thompson, A. D., Mishra, P., Koehler, M. J., & Shin, T.S. (2009-10). Technological Pedagogical Content Knowledge (TPACK): The Development and Validation of an Assessment Instrument for Preservice Teachers. Journal of Research on Technology in Education, 42(2), 123-149.
  • 63.
  • 64.
  • 65. Stage 1 Research: Instructional Technology Course • 3-credit introduction to technology course (15 weeks) • Required for elementary education and early childhood education majors • Attend two, 1-hour lectures and one, 2-hour lab per week 88 % Female 89 % N=534 22 years old 12 % Male or younger El. Ed. = 82 % Freshmen & No practicum ECE = 16 % Sophomore experience Other = 2 % 64 % 72 %
  • 66. Stage 1 Research: Instructional Technology Course Reported knowledge on each TPACK subscale.
  • 67. Stage 1 Research: Instructional Technology Course Reported knowledge on content specific area
  • 68. Stage 1 Research: Instructional Technology Course ‣ Significant differences in pre- and post-test means with all seven TPACK components (Baseline data for program) ‣ Highest correlations were between the “T” components (e.g., TPACK & TPK, TPK & TCK, TK & TPK) ‣ Smallest pre- and post-test mean differences are in the Content Knowledge areas. ‣ Self-report data - interpret with caution! (it appears students enter with high perception of technology knowledge).... Leads to the need for Stage 2
  • 69. Stage 1 Stage 2 Stage 3 Stage 4 Stage 5 Classroom TPACK Classroom TPACK observation Data Survey observation TPACK Survey (#3) & interview Collected Pre-test (#1) & interview Survey (#4) (Student Post-test (#2) (Practicum) Teaching) Teacher Educatio Enrollment Completion Enrollment Completion n Required IT in Methods Methods in Student Student Program: Course Courses courses Teaching Teaching (4 total) Check Points Are we preparing TPACK teachers?
  • 70. Stage 2 Research: Observations in Classrooms
  • 71. Stage 2 Research: Observations in Classrooms
  • 72. TPACK Observation Instrument • Purpose: • What does TPACK look like in classrooms? • Are preservice teachers exhibiting the TPACK knowledge that they are reporting they have? • Participants: • 3 exemplary teachers (Goal: 6 teachers) • 5 observations and interviews • Total Number of Codes (based on 2 observations and 1 interview) TK PK CK TPK TCK PCK TPACK • 16 • 3 • 5 • 11 • 2 • 5 • 10
  • 73.
  • 74. Stage 2 Research: Observations in Classrooms 103. TK_Select 104. TK_Affordance 117. TK_Transfer
  • 75. Stage 2 Research: Observations in Classrooms 100. TK_Emerge • 101. TK_Emerge_Collaborate • 102. TK-Emerge_Interactive 106. TK_Troubleshoot • 107. TK_Troubleshoot_Self • 108. TK_Troubleshoot_Others • 109. TK_Troubleshoot_Anticipate
  • 76. Stage 2 Research: Observations in Classrooms Full Code: Definition: Identifying the affordances of the Overall knowledge of what technology technology can do 104. TK_Affordance Example: “We’re also working on a … Key Words: global project… we’re working on Skype (specific technology with people from different mentioned) countries, different states. So we skyped through that.” (Interview)
  • 77.
  • 78. Stage 2 Research: Observations in Classrooms 601. TPK_Selection- Pedagogy 602. TPK_Coordinating- Tech 604. TPK_Troubleshooting- Managing
  • 79. Stage 2 Research: Observations in Classrooms 606. TPK_Extend-CR • 607. TPK_Extend-CR_Parents 608. TPK_Demo-Tech • 609. TPK_Demo- Tech_Instructions • 610. TPK_Demo-Tech_Model
  • 80. Stage 2 Research: Observations in Classrooms Definition: Teachers use technology to Full Code: prepare for instruction Preparing instructional beforehand, e.g. setting up the materials with technology accounts and getting the passwords for access 600. TPK_Prepare- Materials Example: Made tutorials for instructions - Key Words: posted video tutorials on her Prepare class website for students to access. (Observation notes)
  • 81. Stage 2 Research: Observations in Classrooms
  • 82. Stage 2 Research: Observations in Classrooms Definition: Full Code: Teachers integrate technology with Identifying students’ learning needs content and pedagogy in mind based (e.g. content area, technology) on learners’ needs 701. TPACK_Learning_Needs Example: “It is a lot of work but yet I think they Key Words: Need need to be exposed to [emerging technology].” (Interview)
  • 83. What will the TPACK Observation Instrument look like?
  • 84. Stage 2 Research: Observations in Classrooms Part 1: Part 2: Part 3: Information on Checklist on Questions for Background & TPACK a Follow-up Context Characteristics Interview e.g., brief lesson plan
  • 85. Stage 1 Stage 2 Stage 3 Stage 4 Stage 5 Classroom TPACK Classroom TPACK observation Data Survey observation TPACK Survey (#3) & interview Collected Pre-test (#1) & interview Survey (#4) (Student Post-test (#2) (Practicum) Teaching) Teacher Educatio Enrollment Completion Enrollment Completion n Required IT in Methods Methods in Student Student Program: Course Courses courses Teaching Teaching (4 total) Check Points Are we preparing TPACK teachers?
  • 86. Stage 3 Research: Methods Courses ‣ Complete the development of TPACK observation instrument ‣ Collect TPACK survey Responses after preservice teachers completed their method courses. ‣ Pilot study conducted in Fall 2011
  • 87. Thank You! Denise Schmidt-Crawford dschmidt@iastate.edu Wei Wang weiyui72@iastate.edu Shu Ju Diana Tai sjtai@iastate.edu Center for Technology in Learning and Teaching Iowa State University Evrim Baran evrimb@gmail.com University of British Columbia
  • 88. Towards understanding TPACK: An empirical analysis of pre-service teacher’s perceptions of their ICT-integrating knowledge and skills Joke Voogt, Petra Fisser University of Twente David Gibson CurveShift.Inc. Gerald Knezek University of North Texas, USA Jo Tondeur Ghent University, Belgium SITE, Austin, 5 March 2012
  • 89. In this presentation..  Aim of the study  Context of the study  Study design  Exploration of the constructs of the TPACK model  Exploration of relationships between the constructs  Conclusions
  • 90. Aim of the study: Empirical exploration of the TPACK model  Can we reproduce the distinguished constructs of the TPACK conceptual framework as represented in the Venn diagram in the data?  How are the constructs derived from the data related? Aim: to explore the empirical basis of the TPACK model; to explore the potential of datamining techniques to further understand relationships in the data
  • 91. The context of the study  The Netherlands  Pre-service teacher education (prospective elementary school teachers)  Use of technology in the science domain  Sample:  287 students  age 16-24  24% male, 76% female  distributed over 4 years of study
  • 92. Study Design  One-group post-test only design  Instrument: TPACK Survey (Schmidt et al., 2009)  self-assessment of Technological Pedagogical Content Knowledge  Focus on science only: we added science questions  Translated in Dutch  RQ1: Hierarchical Cluster analysis, multidimensional scaling, Factor analysis  RQ2: Eureqa (data mining) and regression analysis
  • 93. Factor analysis Items Cronbach’s Construct  F1 TK2, TK5, TK4, TK1, TK3, TK6, TK7 0.90 Technology knowledge (TK) F2 TCK4, TCK3, TPK1, TCK5, TPK2, 0.80 Technological Content Knowledge TCK2, TCK6, TPCK4, (TCK1) (TCK) F3 TPK4, TPK5, TPK3, TPCK1, 0.79 Technological Pedagogical TPCK5,(TPCK2, TPCK3, TPCK6) Knowledge (TPK) F4 TPCK9, TPCK10, TPCK8, TPCK7 0.89 Technology leadership (lead) F5 PK4, PK3, PK2, PK5, PK7, PK1, PK6 0.76 Pedagogical Knowledge (PK) F6 CK2, CK1, CK3, PCK2, PCK1 0.80 Pedagogical Content Knowledge (pCK)
  • 94. To further explore the model  Instead of factor analysis:  Cluster analysis (exploratory technique, to better understand what patterns exist in a given data set)  Multidimensional scaling (data analysis technique that provides a visual representation of the pattern of proximities (similarities or distances) among a set of objects)
  • 97. Intermittant conclusion  TK, PK and TCK stand out as separate constructs  CK & PCK - TPK & TPCK are mixed up  Is it  because of the subject domain (science)?  because they are student teachers?  because the questions in the instrument are not good enough?  Technological leadership seems important (see also Riel & Becker, 2008)  But what does this mean in the case of student teachers?  The Venn diagram is an attractive conceptual model, but it is hard to empirically reproduce the constructs
  • 98. Exploring relationships between factors: Regression analysis TK TCK TPK Lead PK pCK / p / p / p / p / p / p TK Dependent 0.310/0.0001 -0.048/ns 0.061/ns -0.037/ns 0.214/0.003 TCK 0.451/0.0001 Dependent 0.522/0.0001 0.283/0.004 0.000/ns 0.154/ns TPK -0.055/ns 0.417/ 0.0001 Dependent 0/117/ns 0.134/ns 0.172/0.031 Lead 0.051/ns 0.162/ 0.004 0.084/ns Dependent -0.098/ns 0.050/ns PK -0.029/ns 0.000/ns 0.091/ns -0.093/ns Dependent 0.255/0.0001 pCK 0.216/0.003 0.106/ns 0.149/0.031 0.061/ns 0.323/0.0001 Dependent R2 0.314 0.516 0.410 0.178 0.135 0.318
  • 99. Graphical presentation of findings (Regression) Adjacency matrix Directed graph  TK TCK TPK lead PK pCK TK 1 1 TCK 1 1 1 TPK 1 1 lead 1 PK 1 pCK 1 1 1
  • 100. Exploring relationships between the factors: Eureqa (Cornell)  Data mining  Each factor was explored as a function of the other factors  E.g F1-TK= f (F2-PK, F3-TPK, F4-lead, F5-PK, F6, pCK)  Generates a set of equations that fit the data  We picked the equations that balanced accuracy and simplicity fit R R2 Equation F1 TK 0,779 0,535 0,307 0.920 + 0.587*F2_TCK + 0.164*F6_pCK F2 TCK 0,707 0,682 0,451 0.293*F1_TK + 0.644*F3_TPK F3 TPK 0,736 0,567 0,314 1.642 + 0.491*F2_TCK + 0.067*F4_lead F4 lead 0,887 0,366 0,107 0.718 + 0.641*F2_TCK F5 PK 0,946 0,321 0,100 2.91 + 0.236*F6_pCK F6 pCK 0,836 0,562 0,314 0.232*F1_TK + 0.232*F2_TCK + 0.464*F5_PK
  • 101. Graphical representation of findings (Eureqa) Adjacency matrix Directed graph  TK TCK TPK lead PK pCK TK 1 1 TCK 1 1 TPK 1 1 Lead 1 PK 1 pCK 1 1 1
  • 102. Comparison Regression analysis Eureqa analysis
  • 103. Conclusions  The integration of the domains as described by Koehler & Mishra seem to go beyond the integration of the 3 circles as TPK and TPCK seem to be intertwined  TK seems conditional for TCK and TPK  To further explore relationships between teacher knowledge about technology, pedagogy and subject domains:  More data are needed (also in other domains than science)  Eureqa is a nice tool to explore relations between data, but we need to explore its potential further on larger data sets and also in different settings
  • 104. What else are we working on….  Review of the literature on TPACK: To be published in the Journal of Computer Assisted Learning  Together with our colleagues from the University of Ghent, Belgium:  Research on collaborative design of technology enhanced learning environments in teacher teams as a means for teacher learning and sustainable curriculum innovation  In this research we use TPACK as a conceptual model  With our PhD students: Exploring the potential of TPACK and collaborative design in (student-)teacher teams (Ghana, Tanzania, Kuwait)  With our colleagues from CurveShift & UNT  Further explorations of the potential of Eureqa for exploring relations between variables in (large) data sets
  • 105. More information?  Please contact us!  Joke Voogt: j.m.voogt@utwente.nl  Petra Fisser: p.h.g.fisser@utwente.nl And for the Dutch people  htpp://www.tpack.nl 
  • 106. Discussion The Forest or the Trees: TPACK Implementation and Theory Development Punya Mishra, Michigan State University, USA