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Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research, MIT

Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

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Page 1: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Brain Imaging and Education

John Gabrieli Department of Brain and Cognitive Sciences &

Martinos Imaging Center at theMcGovern Institute for Brain Research, MIT

Page 2: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

High-Stakes Statewide Standardized Tests

Massachusetts Comprehensive Assessment SystemMCAS – Math & ELA

Page 3: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Cognitive Skills

• Crystallized Skills

acquired knowledge (vocabulary & arithmetic)

focus of schools & state testing

• Fluid Skills

speed of processing

working memory

abstract reasoning

Page 4: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Processing Speed

Page 5: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Working Memory• count span (Conway, Bunting, Hambrick, Wilhelm & Engle, 2005)

Your job is to count the BLUE CIRCLES in each display.Ignore red circles and blue triangles.From each of 3 successive displays, remember the number of BLUE CIRCLES

in each display, and report those 3 numbers after the third display.

For example,display 1 = 1 BLUE CIRCLE (keep “1” in mind)display 2 = 2 BLUE CIRCLES (keep “1” and “2” in mind)display 3 = 3 BLUE CIRCLES (keep “1” and “2” and “3” in mindreport, “1, 2, 3”

Page 6: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Working Memory

Page 7: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Working Memory

Page 8: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Working Memory

Page 9: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Working MemoryAnswer?

Page 10: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Working MemoryAnswer?

6 7 4

Page 11: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Fluid Reasoning

1 2 3 4 5 6

1 2 3 4 5 6

Page 12: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Research Study

• 1,367 8th graders

- 47% male, 77% free-lunch eligible

- 41% African- American, 36% Hispanic, 12% White

• 32 middle schools

- traditional, exam, 5 oversubscribed charter (of 8)

• MCAS scores (Math & ELA), fluid cognitive measures

Finn et al., Psychological Science, 2014

Page 13: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Higher Fluid Skills Are Associated With Higher MCAS Scores

Fluid Skill MCAS Math MCAS ELA Processing Speed .46 .38

Working Memory .27 .18

Fluid Reasoning .53 .40

all p < .001

Page 14: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Higher Fluid Skills Are Associated With Higher Gains in MCAS Scores

Fluid Skill MCAS Math MCAS ELA Processing Speed .29 .21

Working Memory .12 .04

Fluid Reasoning .32 .19

4th-8th grade gains

p < .001 except Working Memory and MCAS ELA

Page 15: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

MCAS Test Scores

Finn et al., Psychological Science, 2014

Page 16: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Schools Vary In Raising Test Scores • student growth percentile

Page 17: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Finn et al., Psychological Science, 2014

Schools Influence Test Gains, But Not Fluid Cognitive Skills

Page 18: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

From Correlation to Causation:Randomized Controlled Trial

(RCT) • lottery for 5 oversubscribed charter schools

• 143 winners, 53 losers (quasi-experimental analysis)

Page 19: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Schools Influence Test Gains, But Not Fluid Cognitive Skills

Finn et al., Psychological Science, 2014

Page 20: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Working Memory, Brain, & MCAS

• diverse sample of 53 8th graders

• N-Back test of working memory capacity

Page 21: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

N-Back Performance

Page 22: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Greater Activation in Prefrontal & Parietal Neocortices with Greater

Working Memory Demand

left hemisphere right hemisphere

Page 23: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Greater Working Memory Activation Associated With

Higher MCAS Math Test Scores

left hemisphere right hemisphere

Page 24: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Cortical Thickness Analysis

Page 25: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Cortical Thickness Correlates with Standardized Test Scores

Page 26: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Schools, Test Scores, & Fluid Cognitive Skills

• some schools can raise test scores

• gains in crystallized cognitive skills• such test scores correlate with future gains on SAT, AP, and life outcomes like educational attainment & income (Angrist et al., 2013; Ritchie & Bates, 2013)

• gains achieved without commensurate gains in fluid cognitive skills

(does that matter?)

Page 27: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Decline of Fluid Skills and Preservation of Crystallized Skills across the Life Span

FLUID

CRYSTALLIZED

Park et al., 2002, Psychology and Aging

Page 28: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

College Persistence

• 1,589 12th graders in PA and MA– 51% male– 56% free-lunch eligible– 34% African- American, 13% Hispanic,

31% White

Page 29: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

College Persistence

Knowledge Is Power Program (KIPP charter schools; www.kipp.org

Page 30: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

College Persistence

(non-cognitive)cognitive

Page 31: Brain Imaging and Education John Gabrieli Department of Brain and Cognitive Sciences & Martinos Imaging Center at the McGovern Institute for Brain Research,

Collaborators & Support• Schools & Cognitive Skills

Amy FinnChris GabrieliMartin WestMathew KraftBill & Melinda Gates Foundation