Title: A Thesis in Instructional Systems by Judith Keegan Yoho
1TECHNOLOGY LEADERSHIP, TECHNOLOGY INTEGRATION,
AND STUDENT ACHIEVEMENT A CORRELATION STUDY IN
K-12 PUBLIC SCHOOLS
- A Thesis inInstructional SystemsbyJudith
Keegan Yoho - March 22, 2006
2Navigation
- INTRODUCTION
- Problem
- Purpose
- Significance
- Definitions
- Research Questions
- Hypotheses
- REVIEW OF THE LITERATURE
- Technology and Leadership
- Styles
- Traits
- NETS-A Standards
- Technology and Integration
- Technology Skills
- Technology Use
- Constructivist Pedagogies
- Technology and Student Achievement
- Computer Use and Pedagogy
- METHOD
- Design
- Instruments
- NETS-A Survey
- TAGLIT Survey
- PSSA
- Data Description
- Data Analysis
- RESULTS
- Correlation
- Multiple Regression
- DISCUSSION
- NETS-A and Skills
- Technology Use and PSSA
- Constructivist Pedagogy and PSSA
- Limitations
- Future Research
- Conclusion
3INTRODUCTION
- ISTE (1) adopted the National Educational
Technology Standards for Administrators (NETS-A)
in 2002. - The NETS-A provide
- Guidelines for administrators to assist in school
reform, particularly as it relates to technology
use. - Agreement on the things P-12 school
administrators need to know and do to effectively
support technology integration in schools. - A national consensus among educational
stakeholders of what best indicates effective
school leadership for comprehensive and
appropriate use of technology in schools.
(1) ISTE (2002)
4The Problem
- Two major phenomena characterized public
education in the 1990s (1) - Intense criticism of schools
- Proliferation of computer technology
- Many stakeholders came to believe that computer
technology could transform education by making
teaching and learning more effective and
efficient, thereby increasing student
achievement. - The success or failure of technology in schools
resided with teachers (2). - Technology-rich classrooms were established for
teachers to practice and emerge laden with
technology expertise for their classrooms. - The anticipated effect on teachers' instructional
methods and increased student achievement failed
to materialize (3).
(1) Brockmeier (2005) (2) Brooks (1997) (3)
Whitehead, Jensen, Boschee (2003).
5The Problem
- Overlooked in the process of technology
integration was that attaining the promise
depended on school leadership. - When principals are comfortable with technology,
they foster technology use in their schools (1). - The principal, more than any other educator, is
the key to teachers' adoption and use of
technology (2). - The people who make decisions about policies and
finances in schools have little or no training in
educational technology and few resources to make
informed decisions (3).
There Is No Strong Link Between School Leadership
And Educational Technology!
(1) The Office of Technology Assessment
(1995) (2) Cooley and Reitz (1997) (3) Thomas
(2001)
6The Purpose
- This correlation study attempts to understand
the nature and complexity of technology
integration factors, and whether there is a
corresponding correlation among these variables
and student achievement that can possibly be
explained, in part, by leadership. - The present study examines the relationship
among three main constructs - K-12 leaders perceived adherence to the National
Educational Technology Standards for
Administrators (NETS-A) - K-12 teachers technology integration as defined
by their technology skills, use, and
constructivist pedagogies (TAGLIT) - K-12 student achievement on reading and math
Pennsylvania System of School Assessment (PSSA)
7The Significance
- The essential point in this study is that school
leadership, as it concerns technology, is
currently under profound renegotiation. - There is no best leadership style for all
situations (1). The context and situation
specificity influence and so determine the
leadership approach adopted. - This study provides insight into the ways that
the NETS-A can facilitate leadership for
effective school reform and technology
integration for improved student achievement.
(1) Manasse (1984)
8Definitions
- Campus-Level Leaders Principals and Assistant
Principals (1) - NETS-A The National Educational Technology
Standards for Administrators identify knowledge
and skills every P-12 administrator needs to know
about and be able to do with technology
regardless of specific job roles. - TAGLIT Taking a Good Look at Instructional
Technology (2). The TAGLIT survey is used by
schools nationally (over a million users thus
far) as part of the work on technology leadership
by Bill and Melinda Gates Foundation. - Technology Integration Factors From the TAGLIT
survey, technology integration factors include
the average technology skills, use, and
constructivist pedagogies. - PSSA The Pennsylvania System of School
Assessment (3) is a standards-based,
criterion-referenced assessment in reading and
math at grades 5, 8, and 11 used to measure
student's attainment of academic standards.
Schools are currently expected to score 45
proficient and above in reading and 35
proficient and above in math.
(1) Brooks-Young (2002) (2) Cory (2001) (3)
PDE (2001)
9Research Questions 1-4 10(Technology
Leadership and Technology Integration)
RQ1. Is there a significant relationship between
the campus-level leaders perceived adherence to
NETS-A technology leadership standards and
teachers average technology integration
factors? RQ2. Is there a significant
relationship between the campus-level leaders
perceived adherence to NETS-A technology
leadership standards and teachers technology
skills? RQ3. Is there a significant
relationship between the campus-level leaders
perceived adherence to NETS-A technology
leadership standards and teachers technology
use? RQ4. Is there a significant relationship
between the campus-level leaders perceived
adherence to NETS-A technology leadership
standards and teachers constructivist
pedagogies? RQ10. To what extent is teachers
technology integration influenced or explained by
NETS-A predictor variables?
10Hypotheses 1-4 10
Hypothesis 1. There is no significant
relationship between the campus-level leaders
perceived adherence to NETS-A technology
leadership standards and teachers technology
integration factors. Hypothesis 2. There is no
significant relationship between the campus-level
leaders perceived adherence to NETS-A technology
leadership standards and teachers technology
skills. Hypothesis 3. There is no significant
relationship between the campus-level leaders
perceived adherence to NETS-A technology
leadership standards and teachers technology
use. Hypothesis 4. There is no significant
relationship between the campus-level leaders
perceived adherence to NETS-A technology
leadership standards and teachers constructivist
pedagogies. Hypothesis 10. To what extent is
teachers technology integration influenced or
explained by NETS-A predictor variables?
11Research Questions 5-8 11 (Technology
Integration and Student Achievement)
RQ5. Is there a significant relationship between
teachers technology integration factors and
student achievement on the PSSA in reading and
math? RQ6. Is there a significant relationship
between teachers technology skills and student
achievement on the PSSA in reading and
math? RQ7. Is there a significant relationship
between teachers technology use and student
achievement on the PSSA in reading and
math? RQ8. Is there a significant relationship
between teachers constructivist pedagogies and
student achievement on the PSSA in reading and
math? RQ11. To what extent is student
achievement on the PSSA in reading and math
influenced or explained by teachers technology
integration predictor variables?
12Hypotheses 5-8 11
Hypothesis 5. There is no significant
relationship between teachers technology
integration factors and student achievement on
the PSSA in reading and math. Hypothesis 6.
There is no significant relationship between
teachers technology skills and student
achievement on the PSSA in reading and
math. Hypothesis 7. There is no significant
relationship between teachers technology use and
student achievement on the PSSA in reading and
math. Hypothesis 8. There is no significant
relationship between teachers constructivist
pedagogies and student achievement on the PSSA in
reading and math. Hypothesis 11. To what extent
is student achievement on the PSSA in reading and
math influenced or explained by teachers
technology integration predictor variables?
13Research Questions 9 12(Technology Leadership
and Student Achievement)
RQ9. Is there a significant relationship between
the campus-level leaders perceived adherence to
NETS-A technology leadership standards and
student achievement on the PSSA in reading and
math? RQ12. To what extent is student
achievement on the PSSA in reading and math
influenced or explained by NETS-A predictor
variables?
14Hypotheses 9 12
Hypothesis 9. There is no significant
relationship between campus-level leaders
perceived adherence to NETS-A technology
leadership standards and student achievement on
the PSSA in reading and math. Hypothesis 12.
To what extent is student achievement on the PSSA
in reading and math influenced or explained by
NETS-A predictor variables?
15Technology Leadership Technology
Integration Student Achievement
TAGLIT Survey
NETS?A Survey
SKILLS (Learning to Use)
PSSA
Basic Tools Multimedia Tools Communication
Tools Research and Problem Solving Tools
TECHNOLOGY LEADERSHIP
STUDENT ACHIEVEMENT
Standard 1. Leadership and Vision Standard 2.
Learning and Teaching Standard 3. Productivity
and Professional Practice Standard 4. Support,
Management, and Operations Standard 5.
Assessment and Evaluation Standard 6. Social,
Legal, Ethical Issues
USE (Enhancing Teaching and Learning by Using)
Reading Math
RQ5-8 11
Basic Tools Multimedia Tools Communication
Tools Research and Problem Solving Tools
RQ 1-4 10
CONSTRUCTIVIST PEDAGOGIES(Technology and the Way
the Classroom Works)
Involve students in cooperative, not competitive,
learning Involve students in activities that
require higher level thinking skills Involve
students in interactions with the world outside
of school Involve students in interdisciplinary
activities Involve students in activities that
they find engaging Find the time to work with
students who need extra help Serve as coach, not
lecturer or whole-group discussion leader Assess
student achievement based on products, progress
and effort
RQ 9 12
16REVIEW OF THE LITERATURE
- As the critical issue of school computer
utilization shifts from mere access to the more
fundamental issue of how to effectively integrate
technology into the curriculum, there is
increasing discussion of what role administrators
should play (1). - The present study examines how campus level
leaders perceptions of their technology role,
based on the National Educational Technology
Standards for Administrators (NETS-A), relates to
their teachers technology skills, use, and
constructivist pedagogy (TAGLIT) and how this
relates to student achievement on the
Pennsylvania System of School Assessment (PSSA)
in reading and math. - There are three lines of research in the
literature that are fundamental to this study - Technology and Leadership
- Technology and Integration
- Technology and Student Achievement
(1) Slowinski (2000)
17TECHNOLOGY and LEADERSHIP
Anytime we try to INFLUENCE the behavior of
another human being, we are engaging in an act
of leadership (1).
- This study examines
- To what extent is teachers technology
integration influenced or explained by NETS-A? - To what extent is student achievement on the PSSA
in reading and math influenced or explained by
teachers technology integration? - To what extent is student achievement on the PSSA
in reading and math influenced or explained by
NETS-A?
(1) Blanchard, Zigarmi, Zigarmi (1987 p. 13)
18Leadership Styles
- Transactional leaders depend on contingent
reinforcement, either positive or negative (1). - The transactional leader places an emphasis on
exchanging one thing for another jobs for votes,
or subsidies for campaign funds (2). - The focus is on rewards, the taking of corrective
actions, and other forms of reinforcement in
exchange for satisfactorily carrying out the
assignment (3). - Transformational leadership is built on four main
factors idealized influence, inspirational
motivation, intellectual stimulation, and
individual consideration (4). - The transformational leader is a role model who
inspires and motivates followers through his or
her demonstration of commitment and through
effective communication of expectations.
Inspirational motivation fosters a shared vision
that promotes team spirit, enthusiasm and
optimism for the future (5).
(1) Bass (1985) and Burns (1978) (2) Burns
(1978) (3) Bass Avolio (1994) (4) Bass and
Avolio (1994) (5) Bass (1985)
19Leadership Traits
- Early systematic efforts at understanding
leadership focused on answering questions about
the universal traits of great leaders. - The findings were so inconsistent and the list of
identified traits so long as to serve no
practical purpose (1). - New interest in the identification of leadership
traits emanates from an exploration of the
relationship between traits and leadership
effectiveness of administrators (2). - The emphasis of present trait studies is not
based on a comparison of leaders vs. non-leaders,
but on the relation of leader traits to leader
effectiveness. - Identifying these traits provides a standard by
which individuals can measure the degree to which
they possess these traits. - It also establishes a framework for the creation
of leadership profiles in organizations. - The technology standards for school
administrators (3) exemplify technology
leadership traits that have been developed in
relation to leader effectiveness.
(1) Moorhead Griffin (1998) (2) Hoy Miskel
(1991, p. 254) , Yukl (1994) (3) TSSA (2001)
20NETS-A Standards
- Leadership and Vision - Educational leaders
inspire a shared vision for comprehensive
integration of technology and foster an
environment and culture conducive to the
realization of that vision. - Learning and Teaching - Educational leaders
ensure that curricular design, instructional
strategies, and learning environments integrate
appropriate technologies to maximize learning and
teaching. - Productivity and Professional Practice -
Educational leaders apply technology to enhance
their professional practice and to increase their
own productivity and that of others. - Support, Management, and Operations - Educational
leaders ensure the integration of technology to
support productive systems for learning and
administration. - Assessment and Evaluation - Educational leaders
use technology to plan and implement
comprehensive systems of effective assessment and
evaluation. - Social, Legal, and Ethical Issues - Educational
leaders understand the social, legal, and ethical
issues related to technology and model
responsible decision-making related to these
issues.
21NETS-A 1Leadership and Vision
- The NETS-A standards in Section 1 on Leadership
and Vision outline how technology leaders need
to develop a schoolwide shared vision for
technology and ensure that the resources,
coordination, and climate are in place to realize
it (1). - Widespread involvement by stakeholders during the
development of the technology vision and plan to
foster commitment and ongoing support among all
stakeholders is also important (2).
(1) ISTE (2002) (2) Costello (1997), Jewell
(1998-1999), Thomas Knezek (1991). Thorman
Anderson (1991)
22NETS-A 2Learning and Teaching
- Technology leaders are also expected to
understand how educational technology can be used
effectively in classrooms and work to see that
technology supports the needs of students
learning and teachers instruction (1). - NETS-A makes this explicit in Section 2 on
Learning and Teaching where the creation of
learning environments that support collaboration,
higher level thinking, and other learner-centered
methods is emphasized.
(1) Bailey (1997), Bozeman and Spuck (1991), and
Thomas and Knezek (1991)
23NETS-A 3Productivity and Professional Practice
- The NETS-A standards in Section 3 on
Productivity and Professional Practice promote
technology leaders use of technology to increase
productivity and model for others how to
effectively use technology (1). - The literature providing recommendations for
technology leaders skill sets usually asserts
that principals should learn how to operate
technology and use it whenever possible for
carrying out their own duties, especially to
communicate with others (2). - Several authors also state that it is the
responsibility of the principal to ensure that
faculty and staff receive learning opportunities
by providing either release time (3) or
professional development opportunities (4).
(1) ISTE (2002) (2) Dempsey (1999), Hall (1999),
Jewell (1998-1999), Thomas Knezek (1991),
Thorman Anderson (1991) (3) Kearsley Lynch
(1992) (4) Bailey (1997), Dempsey (1999), Hall
(1999), Thorman Anderson (1991)
24NETS-A 4Support, Management, and Operations
- The NETS-A Section 4 on Support, Management, and
Operations ensures that the systems in place
support technology use in the school and that
technology also supports the management of such
systems, including coordinating and allocating
decisions and spending for equipment, networks,
software, staff, and support services of all
types (1). - Several authors identified providing access to
equipment for staff as a major responsibility of
the principal (2) seeking funding to provide
this equipment and establish this and an ongoing
budget for technology (3).
(1) ISTE (2002) (2) Bailey (1997), Dempsey
(1999), Hall (1999) (3) Costello (1997),
Kearsley Lynch (1992), Thomas Anderson (1991)
25NETS-A 5Assessment and Evaluation
- Section 5 of NETS-A on Assessment and
Evaluation covers various types of monitoring
functions but emphasizes technology-based
techniques for evaluation and accountability. - Where other authors mentioned data collection for
technology decision making, it was recommended
that technology leaders work from a needs
assessment when planning staff development (1) or
to support a more general goal of seeing what is
working (2).
(1) Dempsey (1999) (2) Thorman Anderson (1991)
26NETS-A 6Social, Legal, and Ethical Issues
- Social, legal, and ethical issues associated with
educational technology are addressed in Section 6
which states that educational leaders should work
to ensure equity of access, the safety of users,
and compliance with social, legal, and ethical
practices related to technology use. - Principals should work to ensure equitable access
and opportunity to technology resources (1). - School leaders should ensure the teaching of
students about new ethical dilemmas that might
arise because of technology use and its
capabilities (2). - School leaders should consider legal, ethical,
and security issues as risks in the management of
technology (3).
(1) Kearsley and Lynch (1992) (2) Bailey
(1997) (3) Pereus (2001)
27Leadership and Student Achievement
- Research supports that teachers have the
greatest affect on student - achievement. The link between principal
leadership and student outcomes is indirect (1). - Some studies found no statistically significant
relationship between the principals role in
instructional management and student achievement
(2). - Many researchers have concluded that principals,
being one step removed from the direct
instructional process (3) had an indirect effect
on student outcomes (4).
- Hallinger and Heck (1996)
- Leitner (1994)
- Brandt (1987)
- Bossert (1988), Heck, Larsen, Marcoulides
(1990)
28TECHNOLOGY and INTEGRATION
- Although there is much variation in the body of
research, many studies do show a relationship
between the use of technology in classrooms and
improved student achievement. For the purpose of
this research, studies in technology use are
classified in two ways - Learning From Computers
- When students are learning from computers (1)
the computers are essentially tutors. In this
capacity, the technology primarily serves the
goal of increasing students basic skills and
knowledge. - Learning With Computers
- By contrast, in learning with computers,
students use technology in constructivist ways to
develop higher order thinking, creativity,
research skills, etc., rather than serving simply
as an instructional delivery system.
(1) Reeves (1998)
29Technology Integration Definition
- Everybody is talking about technology
integration, but few practicing teachers profess
to know exactly how to proceed (1).Teachers are
often expected to integrate technology without
having a working definition of the concept. - Real technology integration requires change (1)
- To adopt new teaching tools such as the computer
and the Internet. - To change the way they teach their students,
which may include changing the role they play in
the classroom and the way their classrooms are
physically arranged. - Technology integration is a system of TECHNOLOGY
USAGE and TEACHING PRACTICES that, when aligned
properly, will likely promote increased student
learning and engagement (1). - Technology is truly integrated when it is used in
a seamless manner to support and extend
curriculum objectives, and to engage students in
meaningful learning.
(1) Johnson Liu (2000)
30EffectiveTechnology Integration
Figure 2.1 Piersons model of technology
integration showing the relationship among
content, pedagogical, and technological
knowledge. Section C represents
technological-pedagogical-content knowledge. Used
with permission.
- A teacher who effectively integrates technology
is one who would be able to draw on extensive
content knowledge and pedagogical knowledge, in
combination with technological knowledge. -
- The intersection of the three knowledge areas, or
technological-pedagogical-content knowledge,
would define effective technology integration (1).
(1) Pierson (2001)
31Constructivist Pedagogies
- The use of new technologies in an educational
setting has caused the theory of learning,
constructivism, to receive new attention (1).
Students in these settings become empowered by
gaining access to real data and work on authentic
problems. - Comparing teachers who were computer users and
those who were not, teachers who made the
greatest use of computers uniformly exhibited
constructivist practices, including
collaboration, project-based work, and hands-on
activities with their students, and that
computers facilitated their teaching in these
ways (2). - The role of technology in education is so
important, that it will force the issue of
didactic versus constructivist teaching. - Computers undermine the didactic, lecture
methodology, and, instead promote the student as
a self-directed learner. Teachers will no longer
have a choice but will be compelled to use a
constructivist approach in a technology-rich
environment (3). - Using computers entails active learning, and this
change in practice will eventually foster a shift
in society's beliefs toward a more constructivist
view of education (3).
(1) Mann (1994) (2) Honey and Moeller (1990) (3)
Collins (1991)
32Technology, Constructivist Pedagogy and New
Learning Environments
Figure 2.3 Characteristics representing
traditional approaches to learning and
corresponding strategies often associated with
new learning environments for P12 students.
- Characteristics that represent traditional
approaches to learning are contrasted with new
learning environments representative of
constructivist pedagogy in Figure 2.3 (1).
(1) ISTE NETS-T (2000)
33Technology and Pedagogical Practice
(Constructivism)
Figure 2.2 Piersons model of technology
integration (modified). Note. From Pierson
(1999). Diagram modifications have been made to
include student construction of knowledge. Model
serves to explain interwoven patterns of
knowledge which emphasize constructive teaching
strategies. Used with permission.
- "The key to success lies in finding the
appropriate points for integrating technology
into a new pedagogical practice, so that it
supports the deeper, more reflective
self-directed activity children must use if they
are to be competent adults in the future" (1)
(1) Strommen and Lincoln (1992, p. 473)
34METHOD
- This section describes the methodology used to
guide the research. - Included are a description and explanation of how
the population sample were selected, a
description of the instruments used, an
explanation of the development of the survey
instrument, a review of the procedures used for
the data collection, and a discussion of how the
data were analyzed.
35Research Design
- The NETS-A survey was developed to collect
information from campus-level leaders about P-12
technology leadership. - Data from the NETS-A survey was correlated with
TAGLIT (1) secondary survey data about technology
integration collected from teachers at the
corresponding P-12 schools. - Similarly, TAGLIT survey data was correlated with
student achievement in reading and math on the
PSSA. - Multiple regression analysis identified the
extent to which technology integration and
student achievement were influenced or explained
by technology leadership and technology
integration.
(1) Cory (2001)
36NETS-A Survey Development
- Survey items were reviewed by a group of
knowledgeable scholars including two Pennsylvania
State University Professors, one elementary
principal, one high school principal, and nine
university students in a quantitative research
class. - The 36 items were then administered to 25
principals in a course at PSU. Their task was to
align each item with one of the six NETS-A
standards to demonstrate that the content of the
item matched the appropriate standard. - Results of this process averaged 43 alignment
with the standards. - Several items were revised and the same process
was repeated with another group of principals.
Alignment of items with appropriate NETS-A
standards increased to 70 (see Survey Items Page
1 and Page 2).
37NETS-A Survey Development
- The final survey was piloted with 24 principals
at the Principals Technology Leadership Academy
opening workshop in Philadelphia on 11/5/02.
Results were coded and entered into SPSS (see
codebook). - As presented in Table 3.1, the internal
consistency estimate of reliability (Cronbachs
Coefficient Alpha, 1985) for the pilot survey was
high (.9709), therefore it was administered at
future kick-off events in a similar manner.
Cronbachs Coefficient Alpha for the total NETS-A
public school surveys (n 233) was .9465, and
for the schools participating in the TAGLIT
survey (n 30) it was .9378.
38NETS-A Survey Instructions
IRB Flyer for Login/Password
39Final NETS-A Survey Page 1
40Final NETS-A Survey Page 2
41NETS-A Survey Administration
Total Campus-Level Leaders 233
42NETS-A Descriptive StatsCampus-Level Leaders
Perceived Adherence to NETS-A
- For the population n 30, campus-level leaders
see themselves most closely aligned with NETS-A
standard 6 Social, Legal, and Ethical Issues
(Mean 3.6, between Fairly Well and Well), and
least closely aligned with NETS-A standard 5
Assessment and Evaluation (Mean 2.8, between
Need Improvement and Fairly Well). - Means for the population n 203 follow a similar
pattern (see Figure 3.2).
43Comparison of Average NETS-A Means
- T-tests for the two data sets (n 30 and n
203) showed no statistically significant
difference between the average NETS-A standards
responses for five of the six standards. - Analyses of these five revealed effect sizes that
met the minimum value for a small effect size (d
.20) according to Cohens (1988) standards for
interpreting effect sizes. This indicates a
non-overlap of 14.7 in the two distributions. - For NETS-A standard 3 (S3APPP), Cohens d 0.4
which is between a small and medium effect size.
An effect size of 0.4 indicates a non-overlap of
27.4 in the two distributions.
- It was concluded that no differences existed in
average NETS-A standard responses and the data
were representative of the entire population of
NETS-a surveys collected (n 233).
44TAGLIT Survey Development
- TAGLIT was originally designed for use by North
Carolina educators participating in the
Principals Executive Program and has been
web-enabled with support from Bill and Melinda
Gates Foundation. - With 66 items, it was designed specifically to
give principals a current-status report of
technology for teaching and learning at their
school. -
- The TAGLIT lead developer, Dr. Sheila Cory, said
there has not been a formal reliability/validity
study done on the survey, however there have been
over 1,000,000 users. - The Bill and Melinda Gates Foundation required
the use of this survey for schools in the PTLA
Program. - Responses on 35 Items regarding Teacher
Technology Skills, Use, and Constructivist
Pedagogies were used in this study (see Skills,
Use, Constructivist Pedagogy) and coded (skills,
use, pedagogy) for data entry.
45TAGLIT Survey Descriptives Teachers Technology
Skills
- Means for average teachers technology skills
were all mid-way between 2 (I can do this but
sometimes I need help) and 3 (I can do this by
myself). The lowest mean was AMTS Average
Multimedia Tools Skills, and the highest mean
was ARPTS Average Research and Problem-Solving
Tools Skills.
46TAGLIT Survey Descriptives Teachers Technology
Use
- Means for average teachers technology use ranged
from a low of 1.85 for AMTS - Average Multimedia
Tools Use - which is between 1 (I do not use it
in teaching and learning) and 2 (I am beginning
to understand its relevance in teaching and
learning and to experiment using it with
students) to a high for ARPTS - Average Research
and Problem-Solving Tools Use - of 3 (I make a
conscious effort to include it in teaching and
learning and to integrate it effectively into my
lessons
47TAGLIT Survey Descriptives Teachers
Constructivist Pedagogies
- Teachers responded to the question As a result
of your use of technology in teaching and
learning, are you more inclined to... - Means for average constructivist pedagogies are
all between 2 (Yes, Somewhat) and 3 (Yes, Quite a
Bit).
48PSSA Development
- The Pennsylvania Systems of School Assessment
(PSSA) in reading and math were developed as part
of the Chapter 4 Regulations in 1996.
49PSSA Descriptives
50Data Analysis Continuous Variables
- The survey data and student achievement scores
collected in this research study were treated as
continuous variables. - There continues to be ongoing debate regarding
the treatment of ordinal data from a Likert scale
as interval data. Some argue that Rasch models
(Rasch, 1961) should be used to make that
conversion. - In a February 16, 2006 (338 pm) e-mail posting
to Evaltalk_at_Bama.UA.EDU (the discussion list
serve for the American Evaluation Association),
Dennis Roberts, Professor Emeritus at Penn State
University noted "For me, if one sums together
scores on a set of items ... let's say a 30 item
attitude scale where Likert response categories
are used, the issue of whether the data are
ordinal or interval is not worth the time to
figure it out. Do your regular analysis and be
done with it. - This investigator examined the data from two
perspectives - treated as interval or treated as
ordinal. The mean values when treating the data
as interval were literally the same as the
medians when treating the data as ordinal (see
Comparison). Thus the investigator for this study
treated the data as interval.
51Data AnalysisPart 1 - Correlation
- Assumptions for Pearsons r include (1)
- There has to be a relationship between the
variable and the dependent variable. This
relationship must be linear. - There should not be a relationship between any of
the independent variables (multicollinearity) - Successive observations of the dependent variable
must not be correlated (autocorrelation) - The variance of Y is the same for any fixed
combination of independent variables
(homoscedasticity) - The dependent variable must be continuous and at
least interval-scale.
(1) Mason, R. D., Lind, D. A., Marchal, W. G.
(1988)
52Data AnalysisPart 1 - Interpretation
(1) Levin Fox (2000)
53Data AnalysisPart 1 - Correlation
- An important point to consider in interpreting
the magnitude of correlation coefficients in
educational research is that many factors
influence the behavior patterns and personal
characteristics of primary interest to educators
(1). - Therefore, the influence of any one factor is not
likely to be large. - Correlations in the range of .20 to .40 might be
all that one should expect to find for many of
the relationships between variables studied by
educational researchers. - Correlation analysis indicates the strength and
direction of the relationship between two
variables, while regression analysis identifies
the form of that relationship (2).
(1) Gall and Borg (1996) (2) Cadwallader (1985
43)
54Data AnalysisPart 2 - Multiple Regression
- Multiple correlation and regression is used in
those situations where one is investigating the
interrelationship between more than two variables
(1) . - For the purpose of this study multiple regression
will be the most relevant method as there are
various factors or variables that play a role in
technology integration and in student
achievement. - Backward elimination is the method that starts
with all variables in the equation then
eliminates independents one at a time, based on
removal criteria, until such an elimination makes
a significant difference in R-squared. If
suppression is suspected, backward elimination
should be chosen as the stepwise option. - In some cases, it's very important to include all
variables, even if they are not individually all
that important.
(1) Cadwallader (1985 55)
55Data Analysis Backward Elimination Procedure
- For this research study, a variable was removed
if it no longer met the criterion of .05 to
enter, .10 to remove. - These values can be changed, but it always must
be harder to get in than to get out. - The variable selection process terminates when
all variables in the model meet the criterion to
stay (see Figure 3.3). - Often the backward method results in an equation
with the strongest explanatory power (1).
(1) Mason (1988)
56Checking Regression Assumptions
See Example
- Normal Probability Plot
- In the Normal Probability Plot, you are hoping
that your points will lie in a reasonably
straight diagonal line from bottom left to top
right. This would suggest no major deviations
from normality. - Scatterplot
- In the Scatterplot of the standardized residuals
you are hoping that the residuals will be roughly
rectangularly distributed, with most of the
scores concentrated in the center (along the 0
point). What you dont want to see is a clear or
systematic pattern to your residuals (e.g.,
curvilinear, or higher on one side than the
other). - Residuals can also be detected from the
Scatterplot. Outliers are cases that have a
standardized residual of gt 3.3 or lt -3.3 (1) - The plot should show a random pattern, with no
nonlinearity or heteroscedasticity. In jargon,
this will show the error vector is orthogonal to
the estimate vector. Non-linearity is, of course,
shown when points form a curve. Non-normality is
shown when points are not equally above and below
the Y axis 0 line. Non-homoscedasticity is shown
when points form a funnel or other shape showing
variance differs as one moves along the Y axis. - Equal variance with mean zero
(1) Tabachnick and Fidell (1996)
57RESULTS
- Findings for Correlations RQ 1-4 and Regression
RQ 10 - (slides 58 62)
- Findings for Correlations RQ 5-8 and Regression
RQ 11 - (slides 64 71)
- Findings for Correlations RQ 9 and Regression 12
- (slides 73 74)
58NETS-A and Teachers Technology Skills
Correlation RQ2
59NETS-A and Teachers Multimedia Skills
Correlation RQ2
60NETS-A and Teachers Technology Use Correlation
RQ3
- No statistically significant correlations
61NETS-A and Teachers Constructivist Pedagogies
Correlation RQ4
- No statistically significant correlations
62NETS-A and Teachers Average Multimedia Skills
Regression RQ10
63Summary RQ 1-4 10 Correlations and Regressions
r .516r .644r .454r .533r
.391r .393
Y .856(S2ALT)
64Teachers Technology Skills and PSSA
Correlation RQ6
- No statistically significant correlations
65Teachers Technology Use and PSSA Correlation
RQ7
66Teachers Constructivist Pedagogies and PSSA
Correlation RQ8
67Technology Skills and PSSA Reading and Math
Regression RQ11
PAREAD
PAMATH
- No statistically significant regression models
68Technology Use and PSSA Reading Regression RQ11
69Technology Use and PSSA Math Regression RQ11
70Constructivist Pedagogies and Reading PSSA
Regression RQ11
71Constructivist Pedagogies and PSSA Math
Regression RQ11
72Summary RQ 5-8 11 Correlations and Regressions
Y -.788(ACTU) .524(ARPTU) Y -.490(ACTU)
.649(ARPTU)
r -.447 (PAREAD)
Y .970(CP29HLT) -.524(CPTEH)
-.726(CP35PPE) Y .747(CP29HLT) .710(CP33EA)
-.743(CPTEH)
r -.466 (PAREAD)
73NETS-A and PSSA Reading and Math Correlations
RQ9
- No statistically significant correlations
74NETS-A and PSSA Reading and Math Regression RQ12
PAREAD
PAMATH
- No statistically significant regression models
75Summary RQ 9 12 Correlation and Regression
76DISCUSSION
- This study was designed to add to the general
body of knowledge about the relationship between
technology leadership aligned with NETS-A and
technology integration as defined by teachers
technology skills, use, and constructivist
pedagogy. Additionally, the association of NETS-A
and technology integration with student
achievement in reading and math were investigated.
77Leadership/Technology Integration/ Student
Achievement Correlation/Regression Results Model
TAGLIT Survey
NETS?A Survey
SKILLS
PSSA
TECHNOLOGY LEADERSHIP
r .516r .644r .454r .533r
.391r .393
STUDENT ACHIEVEMENT
USE
Y .856(S2ALT)
- S1ALV
- S2ALT
- S3APPP
- S4ASMO
- S5AAE
- S6ASLE
Y -.788(ACTU) .524(ARPTU) Y -.490(ACTU)
.649(ARPTU)
r -.447 (PAREAD)
CONSTRUCTIVIST PEDAGOGIES
- CP28CL
- CP29HLT
- CP30RW
- CP31IA
- CP32EA
- CP33TEH
- CP34CO
- CP35PPE
Y .970(CP29HLT) -.524(CPTEH)
-.726(CP35PPE) Y .747(CP29HLT) .710(CP33EA)
-.743(CPTEH)
r -.466 (PAREAD)
Pearson r Regression
78DiscussionNETS-A AMTS Correlation
- NETS-A and Teachers Technology Skills
- All six average NETS-A standards correlated
significantly with teachers average multimedia
tools skills (AMTS). Four areas make up the
multimedia tools skills category - use drawing or painting software to create
pictures - use a digital camera and/or scanner to get
pictures into the computer - use presentation software to create a
presentation - use multimedia software to create a product
- The two multimedia categories that showed
significant correlations with NETS-A were (a) use
drawing or painting software to create pictures
and (b) use a digital camera and/or scanner to
get pictures into the computer (see Table 4.3).
79DiscussionNETS-A AMTS
- Some explanation for these findings may come from
the fact that technology staff development has
been so focused on the computer, and not on
technology's role in learning and teaching. - The President's Commission on Web-Based Learning
found that teacher training was "usually too
little, too basic, and too generic to help them
develop real facility in teaching with
technology (1). - 96 reported that the most common training they
received was on basic computer skills (1). - With the rise in multimedia computers and
peripherals, the emphasis on teachers multimedia
skills, especially learning to use digital
cameras and scanners, and handle digital images
is predictable (see QED Chart). - The lack of correlation between NETS-A and
teachers multimedia skills with multimedia and
presentation software may be explained by
findings that most of the computers in schools do
not have the capability to run a large variety of
multimedia software and are also limited in how
they can access graphical information on the
Internet (2).
(1) Web-Based Commission (2001) (2) Anderson and
Ronnkvist (1999)
80Discussion NETS-A and AMTS Regression
ALT has a positive influence on AMTS Y
.856(S2ALT) R2 .486 Adjusted R2 .426
- For the criterion variable teachers average
multimedia tools skills (AMTS), regression
results indicated that teachers average
multimedia skills (AMTS) were specifically
influenced by one NETS-A standard Average
Learning and Teaching (S2ALT) which accounted for
49 of the variance in AMTS. - NETS-A standard 2 on Learning and Teaching
states that technology leaders are expected to
understand how educational technology can be used
effectively in classrooms and work to see that
technology supports the needs of students
learning and teachers instruction (1).The
creation of learning environments that support
collaboration, higher-level thinking, and other
learner-centered methods is emphasized.
(1) Bailey (1997), Bozeman and Spuck (1991), and
Thomas and Knezek (1991)
81ConclusionNETS-A and Teachers Technology Skills
- With regard to the integration of computers into
the classroom, the results in this study indicate
that the NETS-A for campus-level leaders
correlate with one main aspect of teacher
technology integration teachers skills with
multimedia tools and the main influence on these
skills is NETS-A standard 2 Learning and
Teaching. - Importantly, there were no significant
correlations between NETS-A for campus-level
leaders and teachers technology use or
constructivist pedagogies. - Although research has shown that technology
training for teachers promotes the use of
technology as an instructional tool (1)
administrators have often failed to schedule and
fund technology training for teachers (2). - Effective use of technology requires more than
the basic knowledge of how to operate a computer,
digital camera or scanner. Because the
appropriate amount of attention has not been
given to individual teacher concerns and
readiness to change, technology has not been
fully integrated into the fabric of teaching and
learning.
(1) Atkins, 2000 Casey Rakes (2002), Martin
Lundstrom (1988), Smith (1998) (2) Eastwood et
al. (1998), Fitzgerald, Krueger, Kaczka (1999),
Zehr (1999)
82DiscussionTechnology Use/Constructivist Pedagogy
and PAREAD - Correlation
ACTU has a negative correlation with PAREAD
- The negative association of teacher technology
use and student achievement in reading finds some
explanation in general reviews of observational
studies tending towards a negative assessment of
the potential of using computers for
instructional purposes in classrooms to improve
students educational achievement (1).
CP33TEH has a negative correlation with PAREAD
- According to a report of the National Education
Commission on Time and Learning (2), the whole
question of teachers and time needs to be
rethought in a serious and systematic way.
Technology integration induces reallocations,
substituting alternative, possibly more effective
forms of instruction. Given a constant overall
instruction time, this may decrease student
achievement.
(1) Cuban (1993), Oppenheimer (1997) and
Kirkpatrick and Cuban (1998) (2) NECT (1994)
83DiscussionTechnology Use and PSSA - Regression
ACTU has a negative influence on PAREAD and PAMATH
- Wenglniski (1) found that using computers to
teach low order thinking skills was negatively
related to academic achievement.
ARPTU has a positive influence on PAREAD and
PAMATH
- Wenglniski (1) found that teachers who had
students use computers to solve simulations saw
their students math scores increase
significantly.
Wenglinski (1) found that teachers who had
training and skills used technology in ways that
focused students on simulations and applications
that encouraged students to develop problem
solving skills. Those teachers who hadnt had
training used skill and drill software.
(1) Wenglniski (1998)
84ConclusionTeachers Technology Use and Student
Achievement
- Teachers use of average communications tools
correlated negatively with student achievement in
reading and math. - Communications Tools (teacher use of e-mail and
web authoring) is not embedded in curriculum
application? - Teachers use of average research and
problem-solving tools correlated positively with
student achievement in reading and math. - Similar results were presented in a report from
Canadas Learning Policy Directorate, Strategic
Policy and Planning Branch (2004) on the impact
of computer use on reading achievement of
15-year-olds. - This concurs with Wenglinskys findings (1998) in
the importance of teachers computer skills where
he concluded that the proper thinking fostered by
the computer application along with the teachers
skill in using that technology will provide
increased scores in student testing.
85DiscussionConstructivist Pedagogies and PAREAD -
Regression
Y .970(CP29HLT) -.524(CP33TEH) -.726(CP35PPE)
- Three constructivist pedagogies explain 45 of
the student achievement in reading. -
- HLT has a positive influence on PAREAD
- TEH has a negative influence on PAREAD
- PPE has a negative influence on PAREAD
- The one exerting the most influence on the
dependent variable (PAREAD) is higher level
thinking (.970 CP29HLT), which has 1 ¾ times
more influence than assessment based on
progress, product, and effort (-.726 CP35PPE),
and 2 times more influence than time for extra
help (-.524 CP33TEH).
86DiscussionConstructivist Pedagogies and PAMATH -
Regression
Y .747(CP29HLT) .710(CP32EA) -.743(CP33TEH)
- Three constructivist pedagogies explain 51 of
the student achievement in math. - HLT has a positive influence on PAMATH
- EA has a positive influence on PAMATH
- TEH has a negative influence on PAMATH
- They all exert approximately the same influence
on the dependent variable (PAMATH), higher level
thinking (.747 CP29HLT), engaging activities
(.710 CP32EA), and time for extra help (-.743
CP33TEH).
87ConclusionTeachers Constructivist Pedagogies
and Student Achievement
- Research indicates that computer technology can
help support learning and is especially useful in
developing the higher-order skills of critical
thinking, analysis, and scientific inquiry by
engaging students in authentic, complex tasks
within collaborative learning contexts (1). - Results from other studies (2) also suggest that
students can benefit from technology-enhanced
collaborative learning methods and the
interactive learning process. - Four fundamental characteristics of how
technology can enhance both what and how children
learn in the classroom (3) - (1) active engagement,
- (2) participation in groups,
- (3) frequent interaction and feedback, and
- (4) connections to real-world contexts.
(1) Roschelle, Pea, Hoadley, Gordin Means
(2000), Means (1994) (2) Perez-Prado and
Thirunarayanan (2002), Smith, Ferguson and Caris
(2001) (3) Roschelle, Pea, Hoadley, Gordin,
Means (2000)
88Discussion Campus-Level Leaders
- On average, campus-level leaders perceive
themselves as being only fairly well aligned
with the NETS-A (see Table 3.4). - Peoples judgments of how well they will be able
to perform largely determine what outcomes they
expect their actions to produce (1). - The less control and direct impact that
individuals perceive to have over accelerating
changes determines their level of anxiety and
focus on perceived deficiencies. - In contrast, those individuals with a positive
sense of efficacy help mobilize effort and
resources to overcome challenges in the change
process (1) - Perceiving themselves only fairly well aligned
with NETS-A may help explain why the lack of
correlation between NETS-A and teachers
technology use and constructivist pedagogies.
(1) Bandura (1998 p. 53)
89Conclusion Campus-Level Leaders
- Clearly, this study shows that through their
perceived adherence to NETS-A standard 2
Learning and Teaching, campus-level leaders can
influence teachers technology multimedia skills.
BUT they need to influence teachers technology
use and constructivist pedagogies in order to
indirectly influence student achievement. - Leadership that promotes change is the missing
factor when it comes to merging technology and
instruction (1). No matter how much training
teachers receive to prepare them for technology
integration, most will not successfully employ
that training without the leadership of the
principal. Other studies have supported this
claim (2). - Constructivist reforms contain elements that
focus leaders on the essential intellectual work
of schools.
(1) Merkley, Bosik, and Oakland (1997) (2) Await
Jolly (1999), Maxwell (1997), National Center
for Education Statistics (2000), Sandholtz,
Ringstaff, Dwyer (1997)
90Conclusion Campus-Level Leaders
- Leadership that seeks the purposeful integration
of technology into the culture of schools can
improve student achievement. - Principals should identify key NETS-A behaviors
that are important to them in promoting and
supporting technology integration in their
schools, and develop and sharpen these technology
leadership skills through participation in NETS-A
aligned professional development. - Principals should tie their learning about NETS-A
to their leadership behaviors. Transformational
leaders style inspire and motivate followers
through their demonstration of commitment and
through effective communication of expectations.
Inspirational motivation fosters a shared vision
that promotes team spirit, and enthusiasm and
optimism about the future. - Vehicles such as project-based learning (1) and
other forms of pedagogy rooted in constructivism
(2) may give leaders a way to infuse technology
into buildings that more easily fits the
education paradigm.
(1) Blumenfeld et al., (1991) (2) Duffy
Jonassen (1992)
91ConclusionTechnology Leadership, Technology
Integration, and Student Achievement
- As principals become more adept at guiding
technology integration, more efficient and
effective technology use should become prevalent
in schools. - The principals' increased knowledge of the
benefits and uses of technology should lead to
more support of teachers' attempts to infuse
technology into the teaching and learning model. - The principals' improved technology skills should
lead to increased use of technology tools,
thereby producing principals who are models of
technology use. - So, who will be the catalyst to initiate this
shift? An educational culture supportive of
change is necessary if a general transformation
in instructional methods is to occur (1). Like it
or not, principals are the protagonists when it
comes to creating a positive school culture (2).
Simply put, a principal is responsible for
fostering a supportive climate. Without
administrative support, integrating technology
into the classroom is dead before it even begins.
(1) Becker and Ravitz (1999) (2) Peterson Deal
(1998)
92Limitations
- The study included not just principals but also
assistant principals. - The survey results are based on self-reported
data. - Generalizing findings from technology research is
difficult because it is a rapidly moving target
due to changes in technology and educational
vision. - The small sample size (30 schools) in this
research makes generalizing to the population
less reliable. - The fact that TAGLIT technology skills and use
questions were very general and did not focus on
content-specific software applications means this
data element was not reported. - The use of standardized tests might miss-measure
the impact of computers on student learning. - Regression analysis and the use of beta
coefficients can inform us only of the relative
importance of the various predictor variables,
not the absolute contributions, since there is
still the joint contributions of two or more
variables taken together that cannot be
disentangled.
93Future Research
- NETS-A and technology integration in schools
where principals attended PTLA training - this
investigation can serve as the baseline. - NETS-A and technology integration in schools that
have identified effective instructional leaders -
significantly greater achievement in reading and
math has been exhibited (1). - NETS-A and gender differences in administrators -
women are more likely to possess characteristics
associated with effective leadership and
effective schooling (2). - NETS-A and grade-level specific technology
integration - science teachers are three times as
likely as English teac