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What’s Data Got to Do With It?
Technology, Innovation,
and Education
George Washington University
Mar 5, 2014
Technology, Innovation, and Education
Technology, Innovation, and Education
Technology, Innovation, and Education
Technology, Innovation, and Education
Technology, Innovation, and Education
“New” Education Technology
“New” Education Industry
http://siia.net/eis/2014/
“New” Education Creativity
http://vimeo.com/71053336/
Outline: What’s Data Got to Do With IT?
• The Educational Data Movement
• My book
Assessing The Educational Data Movement
• Comparing education and other
fields, including business
• Quantitative and Qualitative shifts in the
field
• Modeling education as a sector
THE EDUCATIONAL DATA
MOVEMENT
The Educational Data Movement
Understanding how the organizational model of
education is similar to/different from other fields is key
to understanding the educational data movement.
1980 – 1990 - 2000 - 2010
Finance
Manufacturing
Retail
Health Care
Education
Data Across Educational Levels
Education Level Technologies
Data Across Educational Levels
Education Level
• National
Technologies
No federal data system, national
organizations/standards
Data Across Educational Levels
Education Level
• National
• State
Technologies
No federal data system, national
organizations/standards
State Longitudinal Data Systems (SLDS)
Data Across Educational Levels
Education Level
• National
• State
• Districts
Technologies
No federal data system, national
organizations/standards
State Longitudinal Data Systems (SLDS)
District data warehouses, teacher and
principal evaluation systems
Data Across Educational Levels
Education Level
• National
• State
• Districts
• Schools
Technologies
No federal data system, national
organizations/standards
State Longitudinal Data Systems (SLDS)
District data warehouses, teacher and
principal evaluation systems
Dashboards, special education &
behavior/discipline tracking systems
Data Across Educational Levels
Education Level
• National
• State
• Districts
• Schools
• Classrooms
Technologies
No federal data system, national
organizations/standards
State Longitudinal Data Systems (SLDS)
District data warehouses, teacher and
principal evaluation systems
Dashboards, special education &
behavior/discipline tracking systems
Interactive content, dashboards and
reports, open educational resources
“ASSESSING THE
EDUCATIONAL DATA
MOVEMENT”
The Educational Data Movement
• Compares education to
business
• Explains why using data for
education is both
necessary and difficult
• Synthesizes different
strands of education and
organizational research
The Business/Education Dichotomy
Journals
Conferences
Academic Programs
Journals
Conferences
Academic Programs
Balancing Business/Education Views
Business/Education Family View
Large
Small
Size
Business/Education Family View
Large
Small
Size
Local
Distributed
Business/Education Family View
Large
Small
Size
Local
Distributed
Brick &
Mortar
Virtual
For/Non
Profit
Education is Unique
• Culture and Human Capital (This is Changing)
Historical problem
• Legislative Context(The US Constitution)
Each state can decide what it wants to do and there
are over 17,000 school districts
• Learning is Extremely Variable and Context-specific
Much less understood than medicine
• In The K-12 Space Education is Universal
Everyone goes to school and schools must accept
everyone
Education Data Has Issues
• Human/social creation. Much of educational data is
human generated with possibility for error/manipulation.
• Measurement imprecision. Educational data can be
imprecise, especially assessments of learning.
• Comparability challenges. Comparisons across different
areas of education is often impacted by context variation.
• Fragmentation. The world of educational data is
fragmented. There are incomplete/partially adopted
technical standards.
QUANTITATIVE AND QUALITATIVE
SHIFTS IN THE FIELD
Dramatic Growth in Artifacts
Assessment
Technology
Computing
Technology
Central “Mainframe“
ComputingTabulating Technology
Cloud
Technology
Services
Traditional fixed response, short
task assessments
Analog Paper-based (Textbooks, worksheets, and manual classroom tools)
Classroom
Technology
Distributed
Integrated Assessment
Systems
Digital
Classroom
Technology
1850s 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 20101850s 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
Quantitative Shifts in Data
• Test scores
• Interim assessments
• In class, formative assessments
• Growth models
• Student collaboration
• Conversation records from classroom
talk and online tools
• Student work, including rich and
multimodal demonstrations of
knowledge and competency
(essays, presentations, etc.)
• Records of after-school experiences
• Records of informal learning
• Activity traces from digital media (in
school, out of school, etc.)
• Demographics
• Student-teacher relationships (TSDL)
• School improvement plans/goals
• Classifications (ex: proficiency groups)
• Video records of teaching
• Annotated/evaluated records of
teaching
• Teacher evaluations
• Individual Education Plans (IEPs) and
personalized learning maps
• Geospatial information
(mapping and trends)
• Attendance and rosters (more
important than you think!)
• FERPA/privacy blocks
Qualitative Shifts in Education
1. Reorientation of
center of control
2. Broader focus on
competencies
3. Blended/
personalized
learning
Social
Networks
&Teams
Mobile
Technology
Evidence and
Transparency
Institution Focus
Teacher Control
Institutional Reorientation
Institutions and Teachers
Social
Networks
&Teams
Mobile
Technology
Evidence and
Transparency
Institution Focus
Teacher Control
Networks and Students
Institutional Reorientation
Social
NetworksLearning
Networks
Learning
Communi
ties.
Expert
Sources
Open Ed.
Resources
Families
Institutions and Teachers
Related to the Education Data Movement
Emphasis on Broader Competencies
Cognitive
• Cognitive processes
and strategies
• Knowledge
• Creativity
Intrapersonal
• Intellectual openness
• Work ethic and
conscientiousness
• Positive core self-
evaluation
Interpersonal
• Teamwork and
collaboration
• Leadership
• Critical thinking
• Information literacy
• Reasoning
• Innovation
• Flexibility
• Initiative
• Appreciation for
diversity
• Metacognition
• Communication
• Collaboration
• Responsibility
• Conflict resolution
Emphasis on Broader Competencies
Cognitive
• Cognitive processes
and strategies
• Knowledge
• Creativity
Intrapersonal
• Intellectual openness
• Work ethic and
conscientiousness
• Positive core self-
evaluation
Interpersonal
• Teamwork and
collaboration
• Leadership
DigitalMediation
• Critical thinking
• Information literacy
• Reasoning
• Innovation
• Flexibility
• Initiative
• Appreciation for
diversity
• Metacognition
• Communication
• Collaboration
• Responsibility
• Conflict resolution
Artifacts
Blended/Personalized Learning
• Blend the best of face-to-
face/online.
• Incorporate interaction and
dynamic material coupled with
metadata and paradata to enable
feedback.
• Leverage embedded diagnostic
assessments & interactive data
visualization tools.
• “Learning algorithms” match
content/activities/ teaching
approaches with learner’s needs.
• Connect the in/out of school
learning for complete picture of
student’s development.
VIEWING EDUCATION AS A SECTOR
Viewing Education as a Sector
K-12 Education
Post Secondary
Professional/Career
Jobs
Early
Childhood
Mapping Innovations to Level/Scale
Early
Childhood
K-12
Post
Secondary
Continuing/
Career
Individuals Cohorts Organizations Systems
Scale of Educational Context
EducationalLevel(Age)
Mapping Innovations to Level/Scale
Early
Childhood
K-12
Post
Secondary
Continuing/
Career
Individuals Cohorts Organizations Systems
Scale of Educational Context
EducationalLevel(Age)
What’s Data Got to Do With It?
Technology, Innovation,
and Education
George Washington University
Mar 5, 2014

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Technology, Innovation, and Education Presentation to Emerging Technologies Class at George Washington School of Business

  • 1. What’s Data Got to Do With It? Technology, Innovation, and Education George Washington University Mar 5, 2014
  • 10. Outline: What’s Data Got to Do With IT? • The Educational Data Movement • My book Assessing The Educational Data Movement • Comparing education and other fields, including business • Quantitative and Qualitative shifts in the field • Modeling education as a sector
  • 12. The Educational Data Movement Understanding how the organizational model of education is similar to/different from other fields is key to understanding the educational data movement. 1980 – 1990 - 2000 - 2010 Finance Manufacturing Retail Health Care Education
  • 13. Data Across Educational Levels Education Level Technologies
  • 14. Data Across Educational Levels Education Level • National Technologies No federal data system, national organizations/standards
  • 15. Data Across Educational Levels Education Level • National • State Technologies No federal data system, national organizations/standards State Longitudinal Data Systems (SLDS)
  • 16. Data Across Educational Levels Education Level • National • State • Districts Technologies No federal data system, national organizations/standards State Longitudinal Data Systems (SLDS) District data warehouses, teacher and principal evaluation systems
  • 17. Data Across Educational Levels Education Level • National • State • Districts • Schools Technologies No federal data system, national organizations/standards State Longitudinal Data Systems (SLDS) District data warehouses, teacher and principal evaluation systems Dashboards, special education & behavior/discipline tracking systems
  • 18. Data Across Educational Levels Education Level • National • State • Districts • Schools • Classrooms Technologies No federal data system, national organizations/standards State Longitudinal Data Systems (SLDS) District data warehouses, teacher and principal evaluation systems Dashboards, special education & behavior/discipline tracking systems Interactive content, dashboards and reports, open educational resources
  • 20. The Educational Data Movement • Compares education to business • Explains why using data for education is both necessary and difficult • Synthesizes different strands of education and organizational research
  • 21. The Business/Education Dichotomy Journals Conferences Academic Programs Journals Conferences Academic Programs
  • 26. Education is Unique • Culture and Human Capital (This is Changing) Historical problem • Legislative Context(The US Constitution) Each state can decide what it wants to do and there are over 17,000 school districts • Learning is Extremely Variable and Context-specific Much less understood than medicine • In The K-12 Space Education is Universal Everyone goes to school and schools must accept everyone
  • 27. Education Data Has Issues • Human/social creation. Much of educational data is human generated with possibility for error/manipulation. • Measurement imprecision. Educational data can be imprecise, especially assessments of learning. • Comparability challenges. Comparisons across different areas of education is often impacted by context variation. • Fragmentation. The world of educational data is fragmented. There are incomplete/partially adopted technical standards.
  • 29. Dramatic Growth in Artifacts Assessment Technology Computing Technology Central “Mainframe“ ComputingTabulating Technology Cloud Technology Services Traditional fixed response, short task assessments Analog Paper-based (Textbooks, worksheets, and manual classroom tools) Classroom Technology Distributed Integrated Assessment Systems Digital Classroom Technology 1850s 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 20101850s 1900 1910 1920 1930 1940 1950 1960 1970 1980 1990 2000 2010
  • 30. Quantitative Shifts in Data • Test scores • Interim assessments • In class, formative assessments • Growth models • Student collaboration • Conversation records from classroom talk and online tools • Student work, including rich and multimodal demonstrations of knowledge and competency (essays, presentations, etc.) • Records of after-school experiences • Records of informal learning • Activity traces from digital media (in school, out of school, etc.) • Demographics • Student-teacher relationships (TSDL) • School improvement plans/goals • Classifications (ex: proficiency groups) • Video records of teaching • Annotated/evaluated records of teaching • Teacher evaluations • Individual Education Plans (IEPs) and personalized learning maps • Geospatial information (mapping and trends) • Attendance and rosters (more important than you think!) • FERPA/privacy blocks
  • 31. Qualitative Shifts in Education 1. Reorientation of center of control 2. Broader focus on competencies 3. Blended/ personalized learning
  • 32. Social Networks &Teams Mobile Technology Evidence and Transparency Institution Focus Teacher Control Institutional Reorientation Institutions and Teachers
  • 33. Social Networks &Teams Mobile Technology Evidence and Transparency Institution Focus Teacher Control Networks and Students Institutional Reorientation Social NetworksLearning Networks Learning Communi ties. Expert Sources Open Ed. Resources Families Institutions and Teachers Related to the Education Data Movement
  • 34. Emphasis on Broader Competencies Cognitive • Cognitive processes and strategies • Knowledge • Creativity Intrapersonal • Intellectual openness • Work ethic and conscientiousness • Positive core self- evaluation Interpersonal • Teamwork and collaboration • Leadership • Critical thinking • Information literacy • Reasoning • Innovation • Flexibility • Initiative • Appreciation for diversity • Metacognition • Communication • Collaboration • Responsibility • Conflict resolution
  • 35. Emphasis on Broader Competencies Cognitive • Cognitive processes and strategies • Knowledge • Creativity Intrapersonal • Intellectual openness • Work ethic and conscientiousness • Positive core self- evaluation Interpersonal • Teamwork and collaboration • Leadership DigitalMediation • Critical thinking • Information literacy • Reasoning • Innovation • Flexibility • Initiative • Appreciation for diversity • Metacognition • Communication • Collaboration • Responsibility • Conflict resolution Artifacts
  • 36. Blended/Personalized Learning • Blend the best of face-to- face/online. • Incorporate interaction and dynamic material coupled with metadata and paradata to enable feedback. • Leverage embedded diagnostic assessments & interactive data visualization tools. • “Learning algorithms” match content/activities/ teaching approaches with learner’s needs. • Connect the in/out of school learning for complete picture of student’s development.
  • 38. Viewing Education as a Sector K-12 Education Post Secondary Professional/Career Jobs Early Childhood
  • 39. Mapping Innovations to Level/Scale Early Childhood K-12 Post Secondary Continuing/ Career Individuals Cohorts Organizations Systems Scale of Educational Context EducationalLevel(Age)
  • 40. Mapping Innovations to Level/Scale Early Childhood K-12 Post Secondary Continuing/ Career Individuals Cohorts Organizations Systems Scale of Educational Context EducationalLevel(Age)
  • 41. What’s Data Got to Do With It? Technology, Innovation, and Education George Washington University Mar 5, 2014