Colorado Presentation Damian

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    Overview

    Student Growth Percentiles and Accountability

    References

    The Colorado Growth Model:

    A Technical Overview

    Damian W. Betebenner

    National Center for the Improvement of Educational AssessmentDover, NH

    CCSSO Conference on Student Assessment

    Los Angeles, CA June 23rd, 2009

    Damian W. Betebenner The Colorado Growth Model

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    Overview

    Student Growth Percentiles and Accountability

    References

    The Colorado Growth Model

    Student Growth Percentiles: What Is

    Student Growth Percentiles: What Should Be

    The Colorado Growth Model

    Student Growth for Multiple Purposes

    Growth as the cornerstone of accountability: In Colorado student

    progress to judge state, district, school and student performance.

    The Colorado Growth Model addresses three related questions

    using the same metric:

    What is the level of growth for a student (i.e. Actual Growth)?

    What should the level of growth for a student be (i.e. Aspirational

    Growth)?

    What could the level of growth for a student be (i.e., Realistic Growth)?

    Student growth percentilesa normative description ofgrowthforms the basis of the Colorado Growth

    Model [Betebenner, 2008]

    Damian W. Betebenner The Colorado Growth Model

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    Overview

    Student Growth Percentiles and Accountability

    References

    The Colorado Growth Model

    Student Growth Percentiles: What Is

    Student Growth Percentiles: What Should Be

    Student Growth Percentiles

    Normative Growth Question

    Should we be surprised with a students current achievement given

    their prior achievement?

    Given a students prior scale scores and the associated conditional

    density, their current scale score corresponds to a percentile of that

    conditional distribution.

    This percentile is the students growth percentile.

    Growth percentiles are closely related to estimating the probability of

    observing a students current achievement taking account of their

    past achievement:

    Pr(Current Achievement|Past Achievement).

    Growth percentiles describe the rarity of a students current

    achievement conditional upon their prior achievement.

    Damian W. Betebenner The Colorado Growth Model

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    Overview The Colorado Growth Model

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    Overview

    Student Growth Percentiles and Accountability

    References

    The Colorado Growth Model

    Student Growth Percentiles: What Is

    Student Growth Percentiles: What Should Be

    Student Growth Percentiles

    Normative Growth Question

    Should we be surprised with a students current achievement given

    their prior achievement?

    Student growth percentiles address this question.Consider a low achieving student with 90th percentile growth and a

    high achieving student with 10th percentile growth.

    The low achieving student grew at a rate exceeding 90 percent of

    similar students.

    The high achieving student grew at a rate exceeding just 10 percent of

    similar students.

    The low achievers growth is more exemplary(probabilistically) than thehigh achievers.

    Judgments about the adequacy of student growth require external

    criteria.

    Damian W. Betebenner The Colorado Growth Model

    Overview The Colorado Growth Model

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    Overview

    Student Growth Percentiles and Accountability

    References

    The Colorado Growth Model

    Student Growth Percentiles: What Is

    Student Growth Percentiles: What Should Be

    Combining Actual and Aspirational Growth

    What Is

    Each student receives a growth percentile quantifying their growth in

    each of three subject for the academic year.

    What Should Be

    Each student receives percentile growth projections/trajectories esti-

    mating:

    What level of growth is required to reach each of the 3

    performance levels in 1, 2, 3, and 4 years.

    What Could Be

    The percentile metric establishes a normative foundation allowing

    stakeholders to set challenging yet realistic goals.

    Damian W. Betebenner The Colorado Growth Model

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    Grade 3/2005 Grade 4/2006 Grade 5/2007 Grade 6/2008 Grade 7/2009 Grade 8/2010

    73rd

    95th

    7thq q

    qq

    Not On Track to Reach Proficient Not Catching Up

    Colorado's Growth Model uses each student's growth percentile in two ways:

    First, the growth percentile is used to describe how much a student has grown

    during the last year. Second, the growth percentile is used to determine whether the

    student is on track to reach/maintain proficiency. The following slides demonstrate,

    for an individual student, how Colorado's Growth Model is used to determinewhether the student is On Track to Reach Proficient, that is "Catching Up".

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    Grade 3/2005 Grade 4/2006 Grade 5/2007 Grade 6/2008 Grade 7/2009 Grade 8/2010

    73rd

    95th

    7thq q

    qq

    Is the student's growth,from 2007 to 2008, sufficientto put them on track to reach

    proficient within 3 years?

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    Grade 3/2005 Grade 4/2006 Grade 5/2007 Grade 6/2008 Grade 7/2009 Grade 8/2010

    73rd

    95th

    7thq q

    qq

    Is the student's growth,from 2007 to 2008, sufficientto put them on track to reach

    proficient within 3 years?

    After 1 year the studentremains partially proficient,

    so their 1 year growth was notenough to get them to proficient.

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    Grade 3/2005 Grade 4/2006 Grade 5/2007 Grade 6/2008 Grade 7/2009 Grade 8/2010

    92nd

    73rd

    95th

    7thq q

    qq

    Is the student's growth,from 2007 to 2008, sufficientto put them on track to reach

    proficient within 3 years?

    After 1 year the studentremains partially proficient,

    so their 1 year growth was notenough to get them to proficient.

    In 2007 CDE estimated that it would take92nd percentile growth, consecutively for two years, to reach proficient.

    Their 73rd percentile growth puts them behind that 2 year target.

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    Grade 3/2005 Grade 4/2006 Grade 5/2007 Grade 6/2008 Grade 7/2009 Grade 8/2010

    88th

    92nd

    73rd

    95th

    7thq q

    qq

    Is the student's growth,from 2007 to 2008, sufficientto put them on track to reach

    proficient within 3 years?

    After 1 year the studentremains partially proficient,

    so their 1 year growth was notenough to get them to proficient.

    In 2007 CDE estimated that it would take92nd percentile growth, consecutively for two years, to reach proficient.

    Their 73rd percentile growth puts them behind that 2 year target.

    In 2007 CDE estimated that itwould take 88th percentile growth,

    consecutively for three years, to reachproficient. Their 73rd percentile growth

    puts them behind that 3 year target.

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    Grade 3/2005 Grade 4/2006 Grade 5/2007 Grade 6/2008 Grade 7/2009 Grade 8/2010

    88th

    92nd

    73rd

    95th

    7thq q

    qq

    Is the student's growth,from 2007 to 2008, sufficientto put them on track to reach

    proficient within 3 years?

    After 1 year the studentremains partially proficient,

    so their 1 year growth was notenough to get them to proficient.

    In 2007 CDE estimated that it would take92nd percentile growth, consecutively for two years, to reach proficient.

    Their 73rd percentile growth puts them behind that 2 year target.

    In 2007 CDE estimated that itwould take 88th percentile growth,

    consecutively for three years, to reachproficient. Their 73rd percentile growth

    puts them behind that 3 year target.

    Conclusion: Because the student was not proficient in 2008 and their 200708

    growth percentile of 73 was less than both the two and three year targets, thestudent's growth is considered to be insufficient to reach proficient within three years

    In short, the student is not on track to be proficient and is not "catching up".

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    Grade 5/2005 Grade 6/2006 Grade 7/2007 Grade 8/2008 Grade 9/2009 Grade 10/2010

    63rd

    26th66th

    q

    q q

    q

    On Track to Remain Proficient Keeping Up

    Colorado's Growth Model uses each student's growth percentile in two ways:

    First, the growth percentile is used to describe how much a student has grown

    during the last year. Second, the growth percentile is used to determine whether the

    student is on track to reach/maintain proficiency. The following slides demonstrate,

    for an individual student, how Colorado's Growth Model is used to determine

    whether the student is On Track to Remain Proficient, that is "Keeping Up".

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    Grade 5/2005 Grade 6/2006 Grade 7/2007 Grade 8/2008 Grade 9/2009 Grade 10/2010

    63rd

    26th66th

    q

    q q

    q

    Is the student's growth,from 2007 to 2008, sufficient

    to remain at or aboveproficient for the next 3 years?

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    Grade 5/2005 Grade 6/2006 Grade 7/2007 Grade 8/2008 Grade 9/2009 Grade 10/2010

    63rd

    26th66th

    q

    q q

    q

    Is the student's growth,from 2007 to 2008, sufficient

    to remain at or aboveproficient for the next 3 years?

    After 1 year the studentremains proficient,

    so their 1 year growth wasenough to remain at proficient.

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    Grade 5/2005 Grade 6/2006 Grade 7/2007 Grade 8/2008 Grade 9/2009 Grade 10/2010

    18th

    63rd

    26th66th

    q

    q q

    q

    Is the student's growth,from 2007 to 2008, sufficient

    to remain at or aboveproficient for the next 3 years?

    After 1 year the studentremains proficient,

    so their 1 year growth wasenough to remain at proficient.

    In 2007 CDE estimated that itwould take, at a minimum, 18th percentile growth,

    consecutively for two years, to maintainat or above proficient. Their 63rd percentile

    growth puts them above that 2 year minimal target.

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    Grade 5/2005 Grade 6/2006 Grade 7/2007 Grade 8/2008 Grade 9/2009 Grade 10/2010

    22nd

    18th

    63rd

    26th66th

    q

    q q

    q

    Is the student's growth,from 2007 to 2008, sufficient

    to remain at or aboveproficient for the next 3 years?

    After 1 year the studentremains proficient,

    so their 1 year growth wasenough to remain at proficient.

    In 2007 CDE estimated that itwould take, at a minimum, 18th percentile growth,

    consecutively for two years, to maintainat or above proficient. Their 63rd percentile

    growth puts them above that 2 year minimal target.

    In 2007 CDE estimated that itwould take, at a minimum, 22nd percentile

    growth, consecutively for three years, tomaintain at or above proficient. Their 63rd

    percentile growth puts them above that 3 yearminimal target.

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    Grade 5/2005 Grade 6/2006 Grade 7/2007 Grade 8/2008 Grade 9/2009 Grade 10/2010

    22nd

    18th

    63rd

    26th66th

    q

    q q

    q

    Is the student's growth,from 2007 to 2008, sufficient

    to remain at or aboveproficient for the next 3 years?

    After 1 year the studentremains proficient,

    so their 1 year growth wasenough to remain at proficient.

    In 2007 CDE estimated that itwould take, at a minimum, 18th percentile growth,

    consecutively for two years, to maintainat or above proficient. Their 63rd percentile

    growth puts them above that 2 year minimal target.

    In 2007 CDE estimated that itwould take, at a minimum, 22nd percentile

    growth, consecutively for three years, tomaintain at or above proficient. Their 63rd

    percentile growth puts them above that 3 yearminimal target.

    Conclusion: Because the student was proficient in 2008 and their 200708

    growth percentile of 63 was greater than both the two and three year minimum targets, thestudent's growth is considered to be sufficient to remain proficient during the next three years.

    In short, the student is on track to remain proficient and is "keeping up".

    OverviewStudent Growth Percentiles and Accountability School Accountability

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    References

    Going from Students to Schools

    Its of interest to examine schools where students demonstrate, on

    average, extraordinarily high and low student growth.

    To summarize the student growth percentiles associated with a

    school (or other grouping) calculate the median of the student

    growth percentiles.

    If students were randomly assigned to schools, expect to see a

    median of 50.

    Values greatly above or below 50 are of interest in identifying best

    practices or providing extra support.

    Examining growth with achievement sheds new light on school

    performance.

    Damian W. Betebenner The Colorado Growth Model

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    District C: 2008 CSAP Math School ResultsStudent Growth versus Student Achievement by Percent Free/Reduced Lunch

    Median of Student Growth Percentiles in School

    Percentat/above

    Proficientin

    School

    0

    10

    20

    30

    40

    50

    60

    70

    80

    90

    100

    0 10 20 30 40 50 60 70 80 90 100

    School Percent

    Free/Reduced Lunch

    q Less than 20 percentq 20 to 40 percentq 40 to 60 percentq 60 to 80 percentq More than 80 percentSchool Size

    50 Students

    100 Students200 Students

    500 Students

    1,000 Students

    OverviewStudent Growth Percentiles and Accountability

    R f

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    References

    References

    Betebenner, D. W. (2008).

    Toward a normative understanding of student growth.In Ryan, K. E. and Shepard, L. A., editors, The Future of Test-Based

    Educational Accountability, pages 155170. Taylor & Francis, New

    York.

    Damian W. Betebenner The Colorado Growth Model