COVID-19 Impact & Recovery
Background, Results, and Next Steps
Damian Betebenner, Jeri Thompson, Chris Brandt & Adam VanIwaarden
Center for Assessment
March 23rd, 2023
Background
Concepts and Terminology
COVID-19 Pandemic
• The COVID-19 Pandemic led to the largest disruption of education in the
history of the United States.
• Three years into the pandemic the impacts are still being felt by students:
academically, emotionally, physically, and financially and educators.
• In this presentation, we address three things:
1. Academic Impact: What is it and what happened to students in
Hawaii?
2. Academic Recovery: What is it and what is happening to students in
Hawaii currently?
3. Now What?: How can impact and recovery data be leveraged to help
students going forward? Evidence-based investigations of what is
working.
What is Academic Impact?
• Academic Impact: Also referred to as learning loss or unfinished
learning.
• The pandemic and all its ensuing disruptions functioned as an
“academic headwind”, impeding the academic progress (i.e.,
learning) of students.
• Headwinds impede progress in two ways:
▪ They slow one’s rate of progress (speedometer)
▪ And by slowing one’s rate of progress they lead to less distance being travelled
(odometer).
• Academic impact decreases the rate of student learning
(deceleration) which, in turn, leads to lower attainment.
What is Academic Recovery?
• Academic Recovery: Also referred to as learning recovery
• Academic recovery refers to increases in student learning
sufficient to ameliorate previous academic impacts.
• Academic recovery is analogous to a tailwind, increasing the
rate of student learning (acceleration) which, in turn leads to
higher attainment.
• To understand whether academic recovery is occurring, one
must know the extent of academic impact.
Impact & Recovery: Educational Assessment
• Hawaii’s Smarter Balanced and WIDA-ACCESS are ideally
suited to help investigate academic impact and recovery.
• With educational assessments, impact/recovery manifest as:
• Decrease/increase in student growth
• Decrease/increase in velocity = deceleration/acceleration
• Decreases/increases in student growth lead to decreases/
increases in student attainment
• Growth is to speedometer as attainment is to odometer.
Impact & Recovery: Educational Assessment
• Two time frames:
• Impact: Spring 2020 through Summer 2021
• Recovery: Fall 2021 through Summer 2022
• Two assessments:
• Smarter Balanced Assessment Data (ELA & Mathematics)
• Impact: Spring 2019 to Spring 2021 (Testing cancelled in 2020)
• Recovery: Spring 2021 to Spring 2022
• WIDA-ACCESS English Language Proficiency Data
• Impact: Winter 2020 to Winter 2021
• Recovery: Winter 2021 to Winter 2022
• Two methods:
• Attainment: Change in student attainment (odometer)
• Growth: Change in student growth (speedometer)
Impact
From Spring 2020 to Summer 2021
Smarter Balanced: Spring 2019 and Spring 2021 Assessments
ACCESS: Winter 2020 and Winter 2021 Assessments
Impact Phase
• During spring 2019-2020 and the 2020-2021 academic year, school was extremely
disrupted due to pandemic related mitigation efforts.
• Due to all the disruptions the expectation was that student learning would be
impacted (i.e., would slow down) leading to lower student growth and lower
student attainment.
• Data from two sources was utilized to examine the extent to which the pandemic
impacted student learning:
• Smarter Balanced data from 2019 and 2021
• WIDA-ACCESS data from 2020 and 2021
Academic Impact
•Using student attainment and growth, academic
impact is categorized along a continuum ranging
from severe to modest to none.
•Academic impact is examined both overall and
by academic quintile.
•Academic impact was examined by each grade
and content area tested for all students as well
as for several demographic subgroups.
•Non-participation in 2021 assessments was
larger than normal. We utilized multiple
imputation techniques to understand the extent
to which missing data impacted observed
results.
SBA ELA and Mathematics
Hawaii 2019 to 2021 COVID⌧19 Academic Impact Grade & Content Area
Deterioration Recovery
−40 −25 −15 −5 5 20 Growth Change
−0.55 −0.4 −0.25 −0.1 0.05 0.2 Status Change
Modest
Calculations suppressed
Severe Large Moderate to Improvement
None due to small group N (< 50)
ELA Mathematics
Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8 Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8
All Students Moderate Moderate Large Moderate Moderate Moderate Severe Large Severe Large Large Large
Economically Disadvantaged Moderate Moderate Moderate Moderate Moderate Moderate Severe Large Severe Large Moderate Large
Non−Economically Disadvantaged Moderate Modest to None Large Moderate Moderate Moderate Large Large Severe Severe Large Large
Special Education Moderate Modest to None Moderate Modest to None Modest to None Modest to None Large Moderate Moderate Moderate Modest to None Modest to None
Asian Moderate Modest to None Moderate Large Moderate Moderate Large Large Severe Severe Severe Severe
White Moderate Moderate Large Large Moderate Moderate Large Moderate Severe Large Large Large
Hispanic Moderate Moderate Large Moderate Moderate Moderate Large Large Large Severe Large Severe
Native Hawaiian Moderate Moderate Moderate Moderate Moderate Modest to None Severe Large Severe Large Moderate Large
ELL Moderate Improvement Moderate Moderate Moderate Moderate Large Moderate Large Large Moderate Large
Female Moderate Moderate Large Moderate Moderate Moderate Severe Large Severe Severe Large Large
Male Large Moderate Moderate Moderate Moderate Moderate Severe Large Severe Large Moderate Large
WIDA ACCESS WIDA⌧ACCESS Composite
WIDA HI 2020 to 2021 COVID⌧19 Academic Impact Grade & Content Area
Impact Recovery
−40 −25 −15 −5 5 20 Growth Change
−0.55 −0.4 −0.25 −0.1 0.05 0.2 Status Change
Modest
Calculations suppressed
Severe Large Moderate to Improvement
None due to small group N (< 50)
WIDA−ACCESS Composite
Grade 0 Grade 1 Grade 2 Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8 Grade 9 Grade 10 Grade 11 Grade 12
All Students Moderate Large Large Large Large Large Moderate Modest to None Modest to None Moderate Modest to None Modest to None Modest to None
WIDA⌧ACCESS Composite
WIDA HI 2020 to 2021 COVID⌧19 Academic Impact Grade, Content Area & Achievement Quintile
Impact Recovery
−40 −25 −15 −5 5 20 Growth Change
−0.55 −0.4 −0.25 −0.1 0.05 0.2 Status Change
Modest
Calculations suppressed
Severe Large Moderate to Improvement
None due to small group N (< 50)
WIDA−ACCESS Composite
Grade 0 Grade 1 Grade 2 Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8 Grade 9 Grade 10 Grade 11 Grade 12
Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile
All Students
All Students
Multi⌧State 2019 to 2021 COVID⌧19 Academic Impact ELA And Mathematics by Grade
Growth/Status Change Legend
Modest
Calculations suppressed
Severe Large Moderate to Improvement
None due to small group N (< 50)
ELA Mathematics
Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8 Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8
Hawaii Moderate Moderate Large Moderate Moderate Moderate Severe Large Severe Large Large Large
State A Moderate Moderate Large Moderate Moderate Moderate Large Large Large Severe Large Severe
State B Moderate Moderate Moderate Moderate Large Moderate
State C Moderate Moderate Modest to None Moderate Modest to None Moderate Large Large Large Large Large Large
State D Moderate Moderate Large Large Large Large Large Moderate Severe Severe Large Severe
State E Large Moderate Large Moderate Large Moderate Severe Large Large Severe Large Large
State F Moderate Moderate Large Large Large Large Severe Severe Severe Severe Large Severe
State G Large Large Large Moderate Large Moderate Large Severe Large Large Moderate Moderate
State H Moderate Moderate Moderate Moderate Moderate Moderate Moderate Large Large Large Large Large
State I Moderate Large Moderate Moderate Modest to None Moderate Moderate Moderate Moderate Moderate Moderate Moderate
All Students
Multi⌧State 2020 to 2021 COVID⌧19 Academic Impact WIDA⌧ACCESS Composite by Grade
Growth/Status Change Legend
Modest
Calculations suppressed
Severe Large Moderate to Improvement
None due to small group N (< 50)
Composite
Grade 0 Grade 1 Grade 2 Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8 Grade 9 Grade 10 Grade 11 Grade 12
State A Modest to None Modest to None Large Large Large Severe Large Moderate Moderate Moderate Moderate Modest to None Modest to None
State B Large Large Large Large Large Large Moderate Moderate Moderate Moderate Moderate Modest to None Modest to None
State C Modest to None Moderate Moderate Large Large Large Large Moderate Moderate Moderate Moderate Modest to None Modest to None
State D Moderate Large Large Large Large Large Moderate Modest to None Modest to None Moderate Modest to None Modest to None Modest to None
State E Large Large Moderate Large Large Large Large Moderate Moderate Modest to None Modest to None Modest to None Modest to None
State F Moderate Moderate Moderate Moderate Moderate Moderate Moderate Modest to None Improvement Modest to None Improvement Improvement Modest to None
State G Moderate Large Moderate Large Large Moderate Moderate Moderate Moderate Moderate Modest to None Modest to None Improvement
State H Moderate Moderate Moderate Large Large Large Large Moderate Large Moderate Moderate Modest to None Modest to None
Recovery
From Fall 2021 to Summer 2022
Smarter Balanced: Spring 2021 and Spring 2022 Assessments
ACCESS: Winter 2021 and Winter 2022 Assessments
Recovery Phase
• During the 2021-2022 academic year, school returned to normal for most
students.
• The hope was that a return to normal would lead recovery of the academic losses
incurred by students.
• Because learning slowed during the initial phase of the pandemic, to make up for
those losses, learning must accelerate to rates above normal in order to catch-up
for those loses.
• Data from two sources was utilized to examine whether recovery is occurring:
• Smarter Balanced data from 2021 and 2022
• WIDA-ACCESS data from 2021 and 2022
Academic Recovery
•Using student attainment and growth,
academic recovery is categorized along a
continuum ranging from deterioration to
recovery.
•Academic impact is examined both overall
and by academic quintile.
•Academic impact was examined by each
grade and content area tested for all students
as well as for several demographic subgroups.
SBA ELA and Mathematics
Hawaii 2021 to 2022 COVID⌧19 Academic Recovery Grade & Content Area
Deterioration Recovery
−30 −7 10 30 Growth Change
−0.38 −0.09 0.12 0.38 Status Change
Calculations suppressed
Deterioration Stabilization Recovery
due to small group N (< 50)
ELA Mathematics
Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8 Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8
All Students Recovery Stabilization Stabilization Stabilization Stabilization Stabilization Recovery Recovery Recovery Stabilization Stabilization Stabilization
Economically Disadvantaged Stabilization Stabilization Stabilization Stabilization Stabilization Stabilization Recovery Recovery Recovery Stabilization Stabilization Stabilization
Non−Economically Disadvantaged Recovery Recovery Stabilization Stabilization Stabilization Stabilization Recovery Recovery Recovery Stabilization Stabilization Stabilization
Special Education Stabilization Stabilization Deterioration Deterioration Stabilization Deterioration Recovery Stabilization Stabilization Stabilization Stabilization Stabilization
Asian Recovery Recovery Stabilization Stabilization Stabilization Stabilization Recovery Recovery Recovery Stabilization Recovery Stabilization
White Stabilization Stabilization Stabilization Stabilization Stabilization Stabilization Recovery Recovery Stabilization Stabilization Stabilization Stabilization
Hispanic Stabilization Stabilization Stabilization Stabilization Stabilization Stabilization Recovery Recovery Recovery Stabilization Stabilization Stabilization
Native Hawaiian Stabilization Recovery Stabilization Stabilization Stabilization Stabilization Recovery Recovery Stabilization Stabilization Stabilization Stabilization
ELL Stabilization Stabilization Deterioration Stabilization Stabilization Deterioration Recovery Recovery Stabilization Stabilization Stabilization Deterioration
Female Recovery Recovery Stabilization Stabilization Stabilization Stabilization Recovery Recovery Recovery Stabilization Stabilization Stabilization
Male Recovery Stabilization Stabilization Stabilization Stabilization Stabilization Recovery Recovery Recovery Stabilization Stabilization Stabilization
Overall Recovery
• Analysis of 2022 SBA and ACCESS data indicates a lot of trends in Hawaii to be
happy about.
• In both ELA and mathematics, learning acceleration was at least as much to be
considered stabilization and in many cases could be considered as genuine
recovery.
• Compared to a dozen other states that the Center conducts these analyses, Hawaii
comes out as the best in terms of pandemic recovery.
• Results from 2023 data will be critical to assess whether these exemplary rates of
learning (beyond what the state experience pre-COVID) are being maintained.
Now What
Leveraging Assessment Data to Help Students Overcome COVID-19 Academic Impacts
Exemplar Schools: Impact & Recovery
• Original discussions about examining ROI were refined to examine Return on Activities:
• Identify outlier schools in terms of impact/recovery.
• Investigate whether activities (or lack thereof) could potentially be responsible for the
school’s outlier status.
• For schools with plausible activities leading to exemplary recovery, investigate links to
relevant investment/funding.
• Step 1 is to find these outlier schools.
• We investigated schools along two dimensions:
• Academic Impact (2019 to 2021 decrease in student learning)
• Academic Recovery (2021 to 2022 increase in student learning relative to pre-
pandemic 2018-2019 learning)
Exemplar Schools: Impact & Recovery
• We searched for exemplar schools to place into three categories
• Large Impact/Large Recovery (9 schools)
• Minimal Impact/Large Recovery (4 schools)
• Large Impact/Poor Recovery (3 schools)
• 16 schools were sampled across a diverse range of socio-economic and
demographic characteristics with the goal of finding replicable strategies that can
be used by Hawaii schools to help students recover.
Exemplar Schools: Impact & Recovery
• Some initial findings:
• Distributive leadership works well in “normal” situations, authoritative leadership is
necessary during a crisis.
• Everyone was in crisis mode from March 2020-August 2020
• Strong leadership adapted existing / implemented new programs quickly and
effectively
• Funding was not a benefit or limitation for recovery
• Strong leadership went into the community, school funds, foundations – found the
money when needed or paid out of their own pocket for food distribution, providing
masks, providing other health services
• Strong leadership focused on the whole school community including parents and staff
• Data use for identifying struggling students was flexible
Status Impact
Black Line: 2019 (pre-covid) scaled-score
distribution.
Red line: 2021 scaled-score distribution.
The impact of the pandemic on student
achievement (decrease) is illustrated as the area
between the black line (top) and red line
(bottom)
X-axis: Grade 7 percentile rank
The horizontal distance between the curves at
the proficiency cut level (horizontal dashed blue
line) illustrates the decrease in percent
proficient.
A dotted red line indicates the distribution of
scores including missing students derived
through multiple imputation.
Status Impact
Red line: 2021-2019 scaled-score distribution
difference.
The impact of the pandemic (difference in the
distributions) on student achievement
(decrease) is indicated by the red line.
X-axis: Grade 7 percentile rank
Average impact z = -0.18 standard units.
A dotted red line indicates the distribution of
scores including missing students derived
through multiple imputation.
Larger impact for high achieving students than
lower achieving students.
Growth Impact
Black Line: (pre-covid) conditional scaled-score
distribution — Grade 7/2019 conditioned on Grade
Red line: conditional scaled-score distribution —
Grade 7/2021 conditioned on Grade 5/2019
The impact of the pandemic on student achievement
(decrease) is illustrated as the area between the
black line (top) and red line (bottom)
X-axis: Grade 5 Scaled Score
Fixing a level on the x-axis, the vertical distance
between the curves is the average decrease in scale
score associated with the pandemic for a student at
that 5th grade level
A dotted red line indicates the distribution of scores
including missing students derived through multiple
imputation.
Growth Impact
Red line: SGP Difference Grade 7/2021 - Grade
5/2019 conditional scaled score distribution
X-axis: Grade 5 Scaled Score
Median SGP 2019 Grade 7: 50
Median SGP 2021 Grade 7: 30
Top quintile students median SGP dropped
from 50 to 19 whereas bottom quintile
students dropped from 51 to 46.
ELA And Mathematics
Hawaii 2019 to 2021 COVID⌧19 Academic Impact Grade, Content Area & Achievement Quintile
Impact Recovery
−40 −25 −15 −5 5 20 Growth Change
NOTE: Quintiles for each student
−0.55 −0.4 −0.25 −0.1 0.05 0.2 Status Change subgroup are based upon quintile
Modest
Calculations suppressed
cuts defined for All Students.
Severe Large Moderate to Improvement
None due to small group N (< 50) Box width indicates group proportion.
ELA Mathematics
Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8 Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8
Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile
All Students
Economically Disadvantaged Students
Non−Economically Disadvantaged Students
Special Education Students
Asian Students
White Students
Hispanic Students
Native Hawaiian Students
ELL Students
Female Students
Male Students
Status Recovery
Black Line: 2021 (covid) scaled-score
distribution.
Red line: 2022 scaled-score distribution.
The recovery from the pandemic on student
achievement (increase) is illustrated as the
area between the black line (bottom) and red
line (top)
X-axis: Grade 5 percentile rank
The horizontal distance between the curves at
the proficiency cut level (horizontal dashed
blue line) illustrates the increase in percent
proficient.
Status Recovery
Red line: 2022 - 2021 scaled-score distribution
difference.
The recovery from the pandemic (difference in
the distributions) on student achievement
(increase) is indicated by the red line.
X-axis: Grade 5 percentile rank
Average impact z = +0.23 standard units.
Larger recovery for high achieving students
than lower achieving students.
Growth Recovery
Black Line: (pre-covid) conditional scaled-score
distribution — Grade 5/2019 conditioned on
Grade 4/2018
Red line: conditional scaled-score distribution
— Grade 5/2022 conditioned on Grade 4/2021
The recovery from the pandemic on student
achievement (increase) is illustrated as the
area between the black line (bottom) and red
line (top)
X-axis: Grade 4 Scaled Score
Fixing a level on the x-axis, the vertical
distance between the curves is the average
increase in scale score associated with the
recovery for a student at that 5th grade level
Growth Recovery
Red line: SGP Difference Grade 5/2022 - Grade
4/2021 conditional scaled score distribution
X-axis: Grade 4 Scaled Score
Median SGP 2019 Grade 5: 50
Median SGP 2022 Grade 5: 65
Largest acceleration in growth seen for
quintiles 1 to 4 with median SGPs ranging
from 65 to 69.
Baseline SGP: What is Recovery
• Given the negative pandemic impacts, any recovery implies learning acceleration.
• However, not all acceleration can be considered recovery
• Acceleration versus 2021 versus acceleration versus 2019
V-Shaped Recovery (> 60)
60 U-Shaped Recovery (50 to 60)
Median 2021 Baseline SGP 50 Median 2022 Baseline SGP
L-Shaped “Recovery” (40 to 50)
Downward Spiral (< 40) Note: Any median SGP above 30
in 2022 would be considered
acceleration. But only values
10 above 50 would be sufficient to
begin catching students up to
where they would have been
absent the pandemic.
ELA And Mathematics
Hawaii 2021 to 2022 COVID⌧19 Academic Recovery Grade, Content Area & Achievement Quintile
Deterioration Recovery
−30 −7 10 30 Growth Change
NOTE: Quintiles for each student
−0.55 −0.07 0.1 0.2 Status Change subgroup are based upon quintile
Calculations suppressed
cuts defined for All Students.
Deterioration Stabilization Recovery
due to small group N (< 50) Box width indicates group proportion.
ELA Mathematics
Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8 Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8
Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile
All Students
Economically Disadvantaged
Non−Economically Disadvantaged
Special Education
Asian
White
Hispanic
Native Hawaiian
ELL
Female
Male
ELA And Mathematics
Hawaii 2021 to 2022 COVID⌧19 Academic Recovery Grade, Content Area & Achievement Quintile
Deterioration Recovery
−30 −7 10 30 Growth Change
NOTE: Quintiles for each student
−0.55 −0.07 0.1 0.2 Status Change subgroup are based upon quintile
Calculations suppressed
cuts defined for All Students.
Deterioration Stabilization Recovery
due to small group N (< 50) Box width indicates group proportion.
ELA Mathematics
Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8 Grade 3 Grade 4 Grade 5 Grade 6 Grade 7 Grade 8
Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile Quintile
All Students
Economically Disadvantaged
Non−Economically Disadvantaged
Special Education
Asian
White
Hispanic
Native Hawaiian
ELL
Female
Male
About this copy
COVID-19 Impact & Recovery — Hawaii Department of Education, March 23, 2023.
This is an image-based copy of the original Keynote slides; builds and animations are flattened.