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Dirk Van Damme
OECD/EDU
Twitter: @VanDammeEDU
THE SCIENCE OF LEARNING:
CAN IT MAKE LEARNING MORE
RESILIENT AGAINST THE RISKS OF
MODERN EDUCATION?
• A career split in half between an academic track and a policy track
– Having lived on both sides
– Having witnessed the continuous misunderstandings and battles
• As Head of the OECD Centre for Educational Research and
Innovation (2008-2018)
– Trying to foster translational research, connecting both worlds
– Reflecting on the state of educational research, where it wins and
why it fails
2
Intro
• Why isn’t education research delivering more and better?
– Quantity and quality of research
– Competing knowledge systems
– Research knowledge competing with politics
– The macro-efficiency of education research
• What are the systemic risks of education today?
– The quality risk
– The productivity risk
– The equity risk
– The innovation risk
• How can the new science of learning help education research to
improve education systems’ support for learning?
Outline
3
WHY ISN’T EDUCATION RESEARCH
DELIVERING MORE AND BETTER?
4
5
Education systems have not yet made the switch to
evidence-informed policy and practice
• Supply of high-quality educational data and research is growing
(slowly)
• Demand among policy-makers, education systems and
stakeholders for policies and practices that are evidence-informed
is also increasing
• Many ministries improve their knowledge-capacity with specific
departments or institutions
• Role for knowledge brokerage institutions
6
Today, educational policy making is more evidence-
informed than, say, ten years ago
• Yet, research knowledge doesn’t seem to find its way easily into
policy development
– Evidence-informed policy is developing at a slower pace than
expected or needed
– Many researchers feel frustrated about the knowledge demands of
policy-makers and the politicised use of research evidence
– Policy makers often feel frustrated about researchers rarely willing
to step out of their comfort zone and to take responsibility
– Research evidence is one of the several, internally competing
rationalities impacting on policy development, not the only one.
7
Today, educational policy making is more evidence-
informed than, say, ten years ago, but…
QUANTITY AND QUALITY OF
EDUCATION RESEARCH
8
0.00
0.50
1.00
1.50
2.00
2.50
3.00
3.50
0
10000
20000
30000
40000
50000
60000
70000
1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013
Education (left axis) Share of education (right axis)
A growing output of educational research
Number education research articles and share of education in all research output (1996-2013)
Source: Vincent-Lancrin and Jacotin (forthcoming) 9
10
But still deficient quantity
Public expenditures in education and
health as % of GDP (2014)
Share (%) of public research budget on
education and health (2014)
1.8
9.3
0
1
2
3
4
5
6
7
8
9
10
Education Health
OECD average
5.5
6.5
0
1
2
3
4
5
6
7
8
9
10
Education Health
OECD average
Source: Vincent-Lancrin and Jacotin (forthcoming)
• Despite massive improvement in research methodologies still
important quality issues which need to be addressed
– Gold standard of experimental design very hard to implement
– Replicability of educational research too low
– Comparability of effect sizes
– The power of dominant paradigms (social constructivism), myths and
fashionable ideas (‘student-centred learning is better’)
– Bias, material or career interests, ideology and political activism, partisan
networks
Quality issues in educational research
11
Quality issues
Educational Researcher, Vol. 43 (2014) No. 6, pp. 304–316 12
Quality issues
https://robertslavinsblog.wordpress.com/2018/06/21/john-hattie-is-wrong/
13
Quality issues
An analysis of 30 years of educational research by scholars at Johns Hopkins University
found that when a maker of an educational intervention conducted its own research or
paid someone to do the research, the results commonly showed greater benefits for
students than when the research was independent. On average, the developer research
showed benefits — usually improvements in test scores — that were 70 percent greater
than what independent studies found.
https://hechingerreport.org/the-dark-side-of-education-research-widespread-bias/ 14
Myths
15
COMPETING KNOWLEDGE SYSTEMS
16
Teachers report important knowledge gaps in their
professional competence
0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 100.0
Content of some or all subject(s) taught
General pedagogy
Pedagogy of some or all subject(s) taught
Classroom practice in some or all subject(s) taught
Student behaviour and classroom management
Monitoring students’ development and learning
Teaching cross-curricular skills
Teaching in a mixed ability setting
Use of ICT for teaching
Teaching in a multicultural or multilingual setting
Percentage of teachers who felt "well" or "very well" prepared for the following elements
Percentage of teachers for whom the following elements were included in their formal education or training
Source: TALIS 2018
17
• Education counts many more knowledge resources and systems
which compete with research evidence:
– The emergence of ‘Mode 2’ research (Gibbons et. al., 1994): more
local, practical research, with limited validity
– Professional knowledge “teachers know best”
– Teachers’ experiential knowledge “we’ve always done it this way”
– ‘Common sense’ and anecdotal knowledge, tacit knowledge
– Lay expertise in interest groups and communities
– “Everyone is an expert in education”
– Traditions, beliefs, norms, values, ideologies, opinions
18
However, research evidence is not seen as the most
important knowledge resource
• EEF/NFER research (2017):
– “research evidence still has only a small influence on teachers’
decision-making relative to other sources
– teachers were most likely to draw on their own expertise, or that of
their colleagues, when making decisions about teaching and learning
or whole-school change.”
However, research evidence is not seen as the most
important knowledge resource
Source:
https://educationendowmentfoundation.org.uk/public/files/Evaluation/Teachers_engagement
_with_research_Research_Brief_JK.pdf
19
“GOOD research is that which confirms what I have always
believed. BAD research is that which disagrees with what I have
always believed.”
(Superintendent in the US, quoted by Robert Slavin)
However, research evidence is not seen as the most
important knowledge resource
Source: https://robertslavinsblog.wordpress.com/2019/08/29/superman-and-statistics/
20
• The power of pedagogical beliefs and value-systems
– Jean-Jacques Rousseau’s romanticism in Emile
– Early 20th C child-centred Reformpädogogik
– John Dewey’s progressive pragmatism
– Paulo Freire’s critical pedagogy
– Etc.
• Handbooks and resources used in teacher training, professional
development for teachers, etc. often rely on dubious knowledge or
decades-old knowledge
Education relies on outdated knowledge
21
The power of conformity and tradition: risk aversion
among teachers
Source: TALIS 2013 22
THE MACRO-EFFICIENCY OF
EDUCATIONAL RESEARCH
23
Macro-impact
http://ncee.org/2019/08/education-research/
Marc Tucker: “After decades and billions of dollars, the education research establishment, by and large, does
not know how to reliably identify the factors that account for success in large-scale education systems.”
24
WHAT ARE THE SYSTEMIC RISKS OF
EDUCATION TODAY?
25
THE QUALITY RISK
26
PISA 2015 science: decline in share of top-performers
in most EU countries
0
5
10
15
20
25
Finland
Estonia
Netherlands
UK
Slovenia
Germany
Switzerland
Belgium
Sweden
France
Norway
OECDaverage
Austria
Portugal
Poland
CzechRepublic
Ireland
Denmark
Luxembourg
Spain
Hungary
Lituania
Italy
Croatia
Latvia
Iceland
SlovakRepublic
Bulgaria
Greece
Romania
Montenegro
Percentage of students at or above Level 5 in 2015
Percentage of students at or above Level 5 in 2006
27
Despite massification, between ’90s and 2010s
levels of foundation skills have slightly decreased…
0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.5
Level 1
and Below
Level 2
Level 3
Level 4-5
PIAAC
IALS
28
THE PRODUCTIVITY RISK
29
The exploding per student cost of education (EU22)
80
90
100
110
120
2005 2011 2015
Schools Change in expenditure per student
Tertiary education Change in expenditure per student
2010=100
30
THE EQUITY RISK
31
Across OECD countries, disadvantaged students are almost 3 times
more likely to not attain the baseline level of proficiency in science
3.8 3.8
3.5
3.4 3.4 3.3 3.2 3.2 3.1
2.9 2.9 2.8 2.8 2.8 2.8 2.8 2.7 2.6 2.6 2.6 2.6 2.6 2.6 2.6 2.6
2.4
2.3
2.2
2.1 2.0
1.7
1.0
1.5
2.0
2.5
3.0
3.5
4.0
France
Hungary
Luxembourg
Bulgaria
Belgium
CzechRepublic
SlovakRepublic
Germany
Switzerland
Spain
Austria
Portugal
Poland
OECDaverage
Malta
Ireland
Greece
Romania
Slovenia
Italy
Finland
Netherlands
Sweden
Moldova
Lithuania
Denmark
Norway
UnitedKingdom
Estonia
Latvia
Iceland
Odds ratio
Increased likelihood of students in the bottom quarter of ESCS scoring below Level 2 in science, relative to
non-disadvantaged students (3 other quarters of ESCS)
32
The gap in likelihood of completing tertiary education,
by parents' education, has not decreased
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
Cohort 1
(age: 56-65)
Cohort 2
(age: 46-55)
Cohort 3
(age: 36-45)
Cohort 4
(age: 26-35)
High (at least one parent had completed tertiary)
Middle (at least one parent had completed upper secondary)
Low (neither parent had completed upper secondary)Probability
43% pts 45% pts
33
THE INNOVATION RISK
34
35
Education is so slow to change
Inspired by “The race between te
chnology and education”
Pr. Goldin & Katz (Harvard)
Industrial revolution
Digital revolution Social pain
Universal
public schooling
Technology
Education
Prosperity
Social pain
Prosperity
Changing skills demand: is education ready?
Routine manual
Nonroutine manual
Routine cognitive
Nonroutine analytic
Nonroutine interpersonal
35
40
45
50
55
60
65
70
1960 1970 1980 1990 2000 2006 2009
Mean task input in percentiles of 1960 task distribution (US)
36
The broken promise of credentialism
37
• Something is not right in the equation!
– More and better education research
– Stagnating or decreasing quality of learning outcomes
– Higher per unit cost
– Stagnant equity in distribution of learning outcomes
– Hesitant innovation in learning environments
• Research is not the sole responsible, but its macro-efficiency is
problematic
• From ‘are we doing things right?’ to ‘are we doing the right
things?’
Research and education’s systemic risks
38
1. Research knowledge is adequate, but doesn’t get implemented because of
lack of transmission channels, wrong political decisions and the dead-
weight of existing practice
2. Research knowledge is adequate, but is losing the battle with professional
knowledge, tacit knowledge and other competing kinds of knowledge
3. Research knowledge is adequate, but loses power and credibility in the
transition from the clean research environment to messy classroom practice
4. Research knowledge itself is inadequate, because its scientific foundations
are deficient
39
What are the possible explanations?
HOW CAN THE NEW SCIENCE OF
LEARNING HELP EDUCATION
RESEARCH TO IMPROVE EDUCATION
SYSTEMS’ SUPPORT FOR LEARNING?
40
• Education research is not helping education systems enough to do
better in supporting the human and social potential of all learners
– Compare with health: life sciences and medical research have
supported public health systems to increase overall human longevity
and well-being
• It might have to do with the way we look at fundamental processes
of learning, the biases in the scientific approaches to learning
What has the science of learning to do with this?
41
• A new ‘science of learning’ is emerging, based on brain research,
neuroscience, cognitive psychology, genetics, computer and
information sciences, machine learning and artificial intelligence
• Competing with the old pedagogical sciences and educational
sciences
• Putting learning first, focusing on the fundamental building
blocks and mechanisms of learning, and see what interventions
foster or hinder learning
• Rigorous research methodologies, comparable to biomedical and
psychological sciences
The science of learning
42
43
The birth of neuroscience
• Is not completely revolutionising our fundamental understanding
of learning, more continuity than discontinuity
• Is gradually replacing social constructivism as the dominant
paradigm, with its many false beliefs and rulings
– “active learning is best”
– “the teacher should be a coach, rather than an instructor”
• Is capable of correcting influential ideas which continue to live on
even when having been falsified (Maslow’s pyramid, multiple
intelligences, learning styles, growth mind-set, etc.)
• Choosing the side of the learner, not of the education system
44
The science of learning
45
Towards a science of learning for 21st century education
Thank you !
dirk.vandamme@oecd.org
www.oecd.org/edu/ceri
twitter @VanDammeEDU
46

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The science of learning. can it make learning more resilient against the risks of modern education?

  • 1. Dirk Van Damme OECD/EDU Twitter: @VanDammeEDU THE SCIENCE OF LEARNING: CAN IT MAKE LEARNING MORE RESILIENT AGAINST THE RISKS OF MODERN EDUCATION?
  • 2. • A career split in half between an academic track and a policy track – Having lived on both sides – Having witnessed the continuous misunderstandings and battles • As Head of the OECD Centre for Educational Research and Innovation (2008-2018) – Trying to foster translational research, connecting both worlds – Reflecting on the state of educational research, where it wins and why it fails 2 Intro
  • 3. • Why isn’t education research delivering more and better? – Quantity and quality of research – Competing knowledge systems – Research knowledge competing with politics – The macro-efficiency of education research • What are the systemic risks of education today? – The quality risk – The productivity risk – The equity risk – The innovation risk • How can the new science of learning help education research to improve education systems’ support for learning? Outline 3
  • 4. WHY ISN’T EDUCATION RESEARCH DELIVERING MORE AND BETTER? 4
  • 5. 5 Education systems have not yet made the switch to evidence-informed policy and practice
  • 6. • Supply of high-quality educational data and research is growing (slowly) • Demand among policy-makers, education systems and stakeholders for policies and practices that are evidence-informed is also increasing • Many ministries improve their knowledge-capacity with specific departments or institutions • Role for knowledge brokerage institutions 6 Today, educational policy making is more evidence- informed than, say, ten years ago
  • 7. • Yet, research knowledge doesn’t seem to find its way easily into policy development – Evidence-informed policy is developing at a slower pace than expected or needed – Many researchers feel frustrated about the knowledge demands of policy-makers and the politicised use of research evidence – Policy makers often feel frustrated about researchers rarely willing to step out of their comfort zone and to take responsibility – Research evidence is one of the several, internally competing rationalities impacting on policy development, not the only one. 7 Today, educational policy making is more evidence- informed than, say, ten years ago, but…
  • 8. QUANTITY AND QUALITY OF EDUCATION RESEARCH 8
  • 9. 0.00 0.50 1.00 1.50 2.00 2.50 3.00 3.50 0 10000 20000 30000 40000 50000 60000 70000 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 Education (left axis) Share of education (right axis) A growing output of educational research Number education research articles and share of education in all research output (1996-2013) Source: Vincent-Lancrin and Jacotin (forthcoming) 9
  • 10. 10 But still deficient quantity Public expenditures in education and health as % of GDP (2014) Share (%) of public research budget on education and health (2014) 1.8 9.3 0 1 2 3 4 5 6 7 8 9 10 Education Health OECD average 5.5 6.5 0 1 2 3 4 5 6 7 8 9 10 Education Health OECD average Source: Vincent-Lancrin and Jacotin (forthcoming)
  • 11. • Despite massive improvement in research methodologies still important quality issues which need to be addressed – Gold standard of experimental design very hard to implement – Replicability of educational research too low – Comparability of effect sizes – The power of dominant paradigms (social constructivism), myths and fashionable ideas (‘student-centred learning is better’) – Bias, material or career interests, ideology and political activism, partisan networks Quality issues in educational research 11
  • 12. Quality issues Educational Researcher, Vol. 43 (2014) No. 6, pp. 304–316 12
  • 14. Quality issues An analysis of 30 years of educational research by scholars at Johns Hopkins University found that when a maker of an educational intervention conducted its own research or paid someone to do the research, the results commonly showed greater benefits for students than when the research was independent. On average, the developer research showed benefits — usually improvements in test scores — that were 70 percent greater than what independent studies found. https://hechingerreport.org/the-dark-side-of-education-research-widespread-bias/ 14
  • 17. Teachers report important knowledge gaps in their professional competence 0.0 10.0 20.0 30.0 40.0 50.0 60.0 70.0 80.0 90.0 100.0 Content of some or all subject(s) taught General pedagogy Pedagogy of some or all subject(s) taught Classroom practice in some or all subject(s) taught Student behaviour and classroom management Monitoring students’ development and learning Teaching cross-curricular skills Teaching in a mixed ability setting Use of ICT for teaching Teaching in a multicultural or multilingual setting Percentage of teachers who felt "well" or "very well" prepared for the following elements Percentage of teachers for whom the following elements were included in their formal education or training Source: TALIS 2018 17
  • 18. • Education counts many more knowledge resources and systems which compete with research evidence: – The emergence of ‘Mode 2’ research (Gibbons et. al., 1994): more local, practical research, with limited validity – Professional knowledge “teachers know best” – Teachers’ experiential knowledge “we’ve always done it this way” – ‘Common sense’ and anecdotal knowledge, tacit knowledge – Lay expertise in interest groups and communities – “Everyone is an expert in education” – Traditions, beliefs, norms, values, ideologies, opinions 18 However, research evidence is not seen as the most important knowledge resource
  • 19. • EEF/NFER research (2017): – “research evidence still has only a small influence on teachers’ decision-making relative to other sources – teachers were most likely to draw on their own expertise, or that of their colleagues, when making decisions about teaching and learning or whole-school change.” However, research evidence is not seen as the most important knowledge resource Source: https://educationendowmentfoundation.org.uk/public/files/Evaluation/Teachers_engagement _with_research_Research_Brief_JK.pdf 19
  • 20. “GOOD research is that which confirms what I have always believed. BAD research is that which disagrees with what I have always believed.” (Superintendent in the US, quoted by Robert Slavin) However, research evidence is not seen as the most important knowledge resource Source: https://robertslavinsblog.wordpress.com/2019/08/29/superman-and-statistics/ 20
  • 21. • The power of pedagogical beliefs and value-systems – Jean-Jacques Rousseau’s romanticism in Emile – Early 20th C child-centred Reformpädogogik – John Dewey’s progressive pragmatism – Paulo Freire’s critical pedagogy – Etc. • Handbooks and resources used in teacher training, professional development for teachers, etc. often rely on dubious knowledge or decades-old knowledge Education relies on outdated knowledge 21
  • 22. The power of conformity and tradition: risk aversion among teachers Source: TALIS 2013 22
  • 24. Macro-impact http://ncee.org/2019/08/education-research/ Marc Tucker: “After decades and billions of dollars, the education research establishment, by and large, does not know how to reliably identify the factors that account for success in large-scale education systems.” 24
  • 25. WHAT ARE THE SYSTEMIC RISKS OF EDUCATION TODAY? 25
  • 27. PISA 2015 science: decline in share of top-performers in most EU countries 0 5 10 15 20 25 Finland Estonia Netherlands UK Slovenia Germany Switzerland Belgium Sweden France Norway OECDaverage Austria Portugal Poland CzechRepublic Ireland Denmark Luxembourg Spain Hungary Lituania Italy Croatia Latvia Iceland SlovakRepublic Bulgaria Greece Romania Montenegro Percentage of students at or above Level 5 in 2015 Percentage of students at or above Level 5 in 2006 27
  • 28. Despite massification, between ’90s and 2010s levels of foundation skills have slightly decreased… 0 0.05 0.1 0.15 0.2 0.25 0.3 0.35 0.4 0.45 0.5 Level 1 and Below Level 2 Level 3 Level 4-5 PIAAC IALS 28
  • 30. The exploding per student cost of education (EU22) 80 90 100 110 120 2005 2011 2015 Schools Change in expenditure per student Tertiary education Change in expenditure per student 2010=100 30
  • 32. Across OECD countries, disadvantaged students are almost 3 times more likely to not attain the baseline level of proficiency in science 3.8 3.8 3.5 3.4 3.4 3.3 3.2 3.2 3.1 2.9 2.9 2.8 2.8 2.8 2.8 2.8 2.7 2.6 2.6 2.6 2.6 2.6 2.6 2.6 2.6 2.4 2.3 2.2 2.1 2.0 1.7 1.0 1.5 2.0 2.5 3.0 3.5 4.0 France Hungary Luxembourg Bulgaria Belgium CzechRepublic SlovakRepublic Germany Switzerland Spain Austria Portugal Poland OECDaverage Malta Ireland Greece Romania Slovenia Italy Finland Netherlands Sweden Moldova Lithuania Denmark Norway UnitedKingdom Estonia Latvia Iceland Odds ratio Increased likelihood of students in the bottom quarter of ESCS scoring below Level 2 in science, relative to non-disadvantaged students (3 other quarters of ESCS) 32
  • 33. The gap in likelihood of completing tertiary education, by parents' education, has not decreased 0.0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 Cohort 1 (age: 56-65) Cohort 2 (age: 46-55) Cohort 3 (age: 36-45) Cohort 4 (age: 26-35) High (at least one parent had completed tertiary) Middle (at least one parent had completed upper secondary) Low (neither parent had completed upper secondary)Probability 43% pts 45% pts 33
  • 35. 35 Education is so slow to change Inspired by “The race between te chnology and education” Pr. Goldin & Katz (Harvard) Industrial revolution Digital revolution Social pain Universal public schooling Technology Education Prosperity Social pain Prosperity
  • 36. Changing skills demand: is education ready? Routine manual Nonroutine manual Routine cognitive Nonroutine analytic Nonroutine interpersonal 35 40 45 50 55 60 65 70 1960 1970 1980 1990 2000 2006 2009 Mean task input in percentiles of 1960 task distribution (US) 36
  • 37. The broken promise of credentialism 37
  • 38. • Something is not right in the equation! – More and better education research – Stagnating or decreasing quality of learning outcomes – Higher per unit cost – Stagnant equity in distribution of learning outcomes – Hesitant innovation in learning environments • Research is not the sole responsible, but its macro-efficiency is problematic • From ‘are we doing things right?’ to ‘are we doing the right things?’ Research and education’s systemic risks 38
  • 39. 1. Research knowledge is adequate, but doesn’t get implemented because of lack of transmission channels, wrong political decisions and the dead- weight of existing practice 2. Research knowledge is adequate, but is losing the battle with professional knowledge, tacit knowledge and other competing kinds of knowledge 3. Research knowledge is adequate, but loses power and credibility in the transition from the clean research environment to messy classroom practice 4. Research knowledge itself is inadequate, because its scientific foundations are deficient 39 What are the possible explanations?
  • 40. HOW CAN THE NEW SCIENCE OF LEARNING HELP EDUCATION RESEARCH TO IMPROVE EDUCATION SYSTEMS’ SUPPORT FOR LEARNING? 40
  • 41. • Education research is not helping education systems enough to do better in supporting the human and social potential of all learners – Compare with health: life sciences and medical research have supported public health systems to increase overall human longevity and well-being • It might have to do with the way we look at fundamental processes of learning, the biases in the scientific approaches to learning What has the science of learning to do with this? 41
  • 42. • A new ‘science of learning’ is emerging, based on brain research, neuroscience, cognitive psychology, genetics, computer and information sciences, machine learning and artificial intelligence • Competing with the old pedagogical sciences and educational sciences • Putting learning first, focusing on the fundamental building blocks and mechanisms of learning, and see what interventions foster or hinder learning • Rigorous research methodologies, comparable to biomedical and psychological sciences The science of learning 42
  • 43. 43 The birth of neuroscience
  • 44. • Is not completely revolutionising our fundamental understanding of learning, more continuity than discontinuity • Is gradually replacing social constructivism as the dominant paradigm, with its many false beliefs and rulings – “active learning is best” – “the teacher should be a coach, rather than an instructor” • Is capable of correcting influential ideas which continue to live on even when having been falsified (Maslow’s pyramid, multiple intelligences, learning styles, growth mind-set, etc.) • Choosing the side of the learner, not of the education system 44 The science of learning
  • 45. 45 Towards a science of learning for 21st century education

Editor's Notes

  1. Goldin and Katz call this the race between technology and education.,