Using Performance Standards to Measure Growth Damian W. Betebenner Lynch School of Education Boston College Association of Colorado Educational Evaluators (ACEE) February 17th, 2006 D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates No Child Left Behind (NCLB) The primary impetus, for better or worse, toward accountability systems built around assessment outcomes has been NCLB. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates No Child Left Behind (NCLB) The primary impetus, for better or worse, toward accountability systems built around assessment outcomes has been NCLB. NCLB requirements for testing have left states buried in data with mandates to use the data to improve education. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates No Child Left Behind (NCLB) The primary impetus, for better or worse, toward accountability systems built around assessment outcomes has been NCLB. NCLB requirements for testing have left states buried in data with mandates to use the data to improve education. The most frequently cited mandate is that by 2014 all students will perform at a proficient or higher level in reading and math. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates No Child Left Behind (NCLB) The primary impetus, for better or worse, toward accountability systems built around assessment outcomes has been NCLB. NCLB requirements for testing have left states buried in data with mandates to use the data to improve education. The most frequently cited mandate is that by 2014 all students will perform at a proficient or higher level in reading and math. Concern that this mandate is unrealizable has led some experts to propose modifying NCLB’s AYP criteria to incorporate student growth.[Kingsbury et al., 2004, Hill, 2003] D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates No Child Left Behind (NCLB) The primary impetus, for better or worse, toward accountability systems built around assessment outcomes has been NCLB. NCLB requirements for testing have left states buried in data with mandates to use the data to improve education. The most frequently cited mandate is that by 2014 all students will perform at a proficient or higher level in reading and math. Concern that this mandate is unrealizable has led some experts to propose modifying NCLB’s AYP criteria to incorporate student growth.[Kingsbury et al., 2004, Hill, 2003] Is analyzing growth the answer? D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates No Child Left Behind (NCLB) The primary impetus, for better or worse, toward accountability systems built around assessment outcomes has been NCLB. NCLB requirements for testing have left states buried in data with mandates to use the data to improve education. The most frequently cited mandate is that by 2014 all students will perform at a proficient or higher level in reading and math. Concern that this mandate is unrealizable has led some experts to propose modifying NCLB’s AYP criteria to incorporate student growth.[Kingsbury et al., 2004, Hill, 2003] Is analyzing growth the answer? What is the question one wishes to answer? D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates No Child Left Behind (NCLB) The primary impetus, for better or worse, toward accountability systems built around assessment outcomes has been NCLB. NCLB requirements for testing have left states buried in data with mandates to use the data to improve education. The most frequently cited mandate is that by 2014 all students will perform at a proficient or higher level in reading and math. Concern that this mandate is unrealizable has led some experts to propose modifying NCLB’s AYP criteria to incorporate student growth.[Kingsbury et al., 2004, Hill, 2003] Is analyzing growth the answer? What is the question one wishes to answer? What is the phenomenon one wishes to describe? D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates No Child Left Behind (NCLB) The primary impetus, for better or worse, toward accountability systems built around assessment outcomes has been NCLB. NCLB requirements for testing have left states buried in data with mandates to use the data to improve education. The most frequently cited mandate is that by 2014 all students will perform at a proficient or higher level in reading and math. Concern that this mandate is unrealizable has led some experts to propose modifying NCLB’s AYP criteria to incorporate student growth.[Kingsbury et al., 2004, Hill, 2003] Is analyzing growth the answer? What is the question one wishes to answer? What is the phenomenon one wishes to describe? Answering these questions requires some common terminology. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates Carlson’s (2001) Taxonomy of Measures How Good is this School? Is it Getting Better? A1: What is the achievement level of stu- A2: Is the achievement level of this Achievement dents in this school? school increasing? Examples: Percent proficient students, Examples: Percent NCLB proficient over mean scale score, composite performance time, school improvement index. index. E1: Is this an effective school? That is, E2: Is this school becoming more effec- Effectiveness given the achievement level of students tive? How much more, or less, are the when they enter, how much do they learn students learning this year than they did or develop while they are in the school? the year before? Examples: Gain scores, value-added Examples: None in widespread use (to residuals, transition matrices. my knowledge). D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates Carlson’s (2001) Taxonomy of Measures How Good is this School? Is it Getting Better? A1: What is the achievement level of stu- A2: Is the achievement level of this Achievement dents in this school? school increasing? Examples: Percent proficient students, Examples: Percent NCLB proficient over mean scale score, composite performance time, school improvement index. index. E1: Is this an effective school? That is, E2: Is this school becoming more effec- Effectiveness given the achievement level of students tive? How much more, or less, are the when they enter, how much do they learn students learning this year than they did or develop while they are in the school? the year before? Examples: Gain scores, value-added Examples: None in widespread use (to residuals, transition matrices. my knowledge). D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates Carlson’s (2001) Taxonomy of Measures How Good is this School? Is it Getting Better? A1: What is the achievement level of stu- A2: Is the achievement level of this Achievement dents in this school? school increasing? Examples: Percent proficient students, Examples: Percent NCLB proficient over mean scale score, composite performance time, school improvement index. index. E1: Is this an effective school? That is, E2: Is this school becoming more effec- Effectiveness given the achievement level of students tive? How much more, or less, are the when they enter, how much do they learn students learning this year than they did or develop while they are in the school? the year before? Examples: Gain scores, value-added Examples: None in widespread use (to residuals, transition matrices. my knowledge). D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates Carlson’s (2001) Taxonomy of Measures How Good is this School? Is it Getting Better? A1: What is the achievement level of stu- A2: Is the achievement level of this Achievement dents in this school? school increasing? Examples: Percent proficient students, Examples: Percent NCLB proficient over mean scale score, composite performance time, school improvement index. index. E1: Is this an effective school? That is, E2: Is this school becoming more effec- Effectiveness given the achievement level of students tive? How much more, or less, are the when they enter, how much do they learn students learning this year than they did or develop while they are in the school? the year before? Examples: Gain scores, value-added Examples: None in widespread use (to residuals, transition matrices. my knowledge). D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates What is the phenomenon of interest? Carlson’s (2001) Taxonomy Interpretation How Good is this School? Is it Getting Better? How Good? Measures located in A1: What is the achievement level of stu- A2: Is the achievement level of this column 1 concern issues most Achievement dents in this school? school increasing? Examples: Percent proficient students, mean scale score, composite performance index. Examples: Percent NCLB proficient over time, school improvement index. relevant to parents: What’s E1: Is this an effective school? That is, E2: Is this school becoming more effec- happening now? Effectiveness given the achievement level of students tive? How much more, or less, are the when they enter, how much do they learn students learning this year than they did or develop while they are in the school? the year before? Examples: Gain scores, value-added Examples: None in widespread use (to residuals, transition matrices. my knowledge). D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates What is the phenomenon of interest? Carlson’s (2001) Taxonomy Interpretation How Good is this School? Is it Getting Better? How Good? Measures located in A1: What is the achievement level of stu- A2: Is the achievement level of this column 1 concern issues most Achievement dents in this school? school increasing? Examples: Percent proficient students, mean scale score, composite performance index. Examples: Percent NCLB proficient over time, school improvement index. relevant to parents: What’s E1: Is this an effective school? That is, E2: Is this school becoming more effec- happening now? Effectiveness given the achievement level of students tive? How much more, or less, are the when they enter, how much do they learn or develop while they are in the school? students learning this year than they did the year before? Getting Better? Measures located Examples: Gain scores, value-added Examples: None in widespread use (to residuals, transition matrices. my knowledge). in column 2 concern issues most relevant to those studying schools: What’s happening over time? D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates What does one want to describe? Currently the term growth is used to describe numerous phenomena? D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates What does one want to describe? Currently the term growth is used to describe numerous phenomena? When student growth is examined, the inference of interest is effectiveness (e.g., school, teacher, . . . ). This is Cell E1. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates What does one want to describe? Currently the term growth is used to describe numerous phenomena? When student growth is examined, the inference of interest is effectiveness (e.g., school, teacher, . . . ). This is Cell E1. When school growth is examined (vis-à-vis NCLB), the conclusion one wishes to address concerns improvement. This is Cell A2. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates What does one want to describe? Currently the term growth is used to describe numerous phenomena? When student growth is examined, the inference of interest is effectiveness (e.g., school, teacher, . . . ). This is Cell E1. When school growth is examined (vis-à-vis NCLB), the conclusion one wishes to address concerns improvement. This is Cell A2. Growth is often used to convey individual change as well as institutional change. However, these types of growth relate to different issues. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates What does one want to describe? Currently the term growth is used to describe numerous phenomena? When student growth is examined, the inference of interest is effectiveness (e.g., school, teacher, . . . ). This is Cell E1. When school growth is examined (vis-à-vis NCLB), the conclusion one wishes to address concerns improvement. This is Cell A2. Growth is often used to convey individual change as well as institutional change. However, these types of growth relate to different issues. An excellent example of this confusion is the old SAR Improvement Rating: Previously a school improvement measure, currently a student growth measure. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates How are Status and Growth Related Confusion between different measures is the result of an inability to see how growth (“effectiveness”) and status (achievement) are related. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates How are Status and Growth Related Confusion between different measures is the result of an inability to see how growth (“effectiveness”) and status (achievement) are related. It’s clear that greater growth/effectiveness leads to higher achievement. Thus Cells E1 and A1 are related. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates How are Status and Growth Related Confusion between different measures is the result of an inability to see how growth (“effectiveness”) and status (achievement) are related. It’s clear that greater growth/effectiveness leads to higher achievement. Thus Cells E1 and A1 are related. Similarly, it’s clear that increasing effectiveness over time leads to increasing levels of achievement. Thus, Cells E2 and A2 are related. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates How are Status and Growth Related Confusion between different measures is the result of an inability to see how growth (“effectiveness”) and status (achievement) are related. It’s clear that greater growth/effectiveness leads to higher achievement. Thus Cells E1 and A1 are related. Similarly, it’s clear that increasing effectiveness over time leads to increasing levels of achievement. Thus, Cells E2 and A2 are related. Given the steadily increasing achievement mandates of NCLB, there must coincide an increase in growth/effectiveness. D. W. Betebenner Standards Based Growth

Introduction No Child Left Behind Standards Based Growth Institutional or Individual Growth Growth and Policy Mandates How are Status and Growth Related Confusion between different measures is the result of an inability to see how growth (“effectiveness”) and status (achievement) are related. It’s clear that greater growth/effectiveness leads to higher achievement. Thus Cells E1 and A1 are related. Similarly, it’s clear that increasing effectiveness over time leads to increasing levels of achievement. Thus, Cells E2 and A2 are related. Given the steadily increasing achievement mandates of NCLB, there must coincide an increase in growth/effectiveness. How much more effective must the education system be in order to bring about the achievement mandates of NCLB? D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Change (growth) is modeled via student movement between performance levels. For example, with the CSAP: unsatisfactory, partially proficient, proficient, and advanced. Student movement usually refers to annual change. However, student movement can refer to long term change. For example, between the beginning and end of middle school D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Change (growth) is modeled via student movement between performance levels. For example, with the CSAP: unsatisfactory, partially proficient, proficient, and advanced. Student movement usually refers to annual change. However, student movement can refer to long term change. For example, between the beginning and end of middle school Growth estimates are quantified as transition probabilities. That is, the probability of observing a transition between performance categories from one year to the next. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Change (growth) is modeled via student movement between performance levels. For example, with the CSAP: unsatisfactory, partially proficient, proficient, and advanced. Student movement usually refers to annual change. However, student movement can refer to long term change. For example, between the beginning and end of middle school Growth estimates are quantified as transition probabilities. That is, the probability of observing a transition between performance categories from one year to the next. Growth formulated in terms of transition probabilities readily integrates with standards based accountability initiatives in ways that scale score based analyses can’t. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Performance Level Transitions Diagram Performance Level Transitions AD PR PP UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Performance Level Transitions Diagram Performance Level Transitions Most students maintain their AD performance level from year to year. PR PP UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Performance Level Transitions Diagram Performance Level Transitions Most students maintain their AD performance level from year to year. Some students move up in performance level from year to year. PR PP UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Performance Level Transitions Diagram Performance Level Transitions Most students maintain their AD performance level from year to year. Some students move up in performance level from year to year. PR Some students move down in performance level from year to year. PP UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Performance Level Transitions Diagram Performance Level Transitions Most students maintain their AD performance level from year to year. Some students move up in performance level from year to year. PR Some students move down in performance level from year to year. Rarely do students jump one or PP more performance levels. UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Transition Probabilities Diagram Transition Probabilities AD PR PP UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Transition Probabilities Diagram Transition Probabilities For example, there might be a 70% .7 AD chance for a student to remain at the advanced performance level. PR PP UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Transition Probabilities Diagram Transition Probabilities For example, there might be a 70% .7 AD chance for a student to remain at the advanced performance level. Similarly, there might be a 50% PR chance of moving from unsatisfactory to partially proficient in the next year. PP UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Standards Based Growth Transition Probabilities Diagram Transition Probabilities For example, there might be a 70% .7 AD chance for a student to remain at the .3 advanced performance level. Similarly, there might be a 50% PR chance of moving from unsatisfactory to partially proficient in the next year. These conditions impose constraints PP upon other performance level transitions. .5 UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Probabilities An Illustration from Grade 3 to 4 Diagram Transition Matrix AD Grade 4 AD PR PP UN AD PR   PR Grade 3   PP   UN PP UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Probabilities An Illustration from Grade 3 to 4 Diagram Transition Matrix .45 AD Grade 4 AD PR PP UN AD .45 PR  .82  .82 PR Grade 3   PP  .49  UN .61 .49 PP .61 UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Probabilities An Illustration from Grade 3 to 4 Diagram Transition Matrix .45 AD Grade 4 AD PR PP UN AD .45 PR  .82 PR Grade 3  PP  .31 .49  .31 UN .37 .61 .49 PP .61 UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Probabilities An Illustration from Grade 3 to 4 Diagram Transition Matrix .45 AD Grade 4 AD PR PP UN AD .45 .55 PR  .82 PR Grade 3  PP  .31 .49 .20  .31 .01 UN .37 .61 .49 PP .61 UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Probabilities An Illustration from Grade 3 to 4 Diagram Transition Matrix .45 AD Grade 4 AD PR PP UN AD .45 .55 .00 .00 PR  .82 PR Grade 3  PP  .00 .31 .49 .20  .31 .01 UN .00 .02 .37 .61 .49 PP .61 UN D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrices The Best and Worst Situations Transition Matrix Interpretation AD PR PP UN Here, all students have a AD  100% chance of being PR  advanced in the subsequent PP  1 0 0 0  year, regardless of their UN 1 0 0 0 starting point. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrices The Best and Worst Situations Transition Matrix Interpretation AD PR PP UN Here, all students have a AD  100% chance of being PR  advanced in the subsequent PP  1 0 0 0  year, regardless of their UN 1 0 0 0 starting point. Here, all students have a AD PR PP UN 100% chance of being   unsatisfactory, regardless of AD 0 0 0 1 their starting point. PR   PP  0 0 0 1  UN 0 0 0 1 D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrices and Growth Clearly, extreme transitions where 100% of students, in the next grade, subsequently become either advanced or unsatisfactory are unlikely to occur. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrices and Growth Clearly, extreme transitions where 100% of students, in the next grade, subsequently become either advanced or unsatisfactory are unlikely to occur. Using more reasonable transition matrices, it is possible to determine what growth is sufficient to fulfill the policy based proficiency mandates. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrices and Growth Clearly, extreme transitions where 100% of students, in the next grade, subsequently become either advanced or unsatisfactory are unlikely to occur. Using more reasonable transition matrices, it is possible to determine what growth is sufficient to fulfill the policy based proficiency mandates. Once this growth has been modeled for the system, the transition matrices that sustain such a system indicate how much better the system has to become. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrices and Growth Clearly, extreme transitions where 100% of students, in the next grade, subsequently become either advanced or unsatisfactory are unlikely to occur. Using more reasonable transition matrices, it is possible to determine what growth is sufficient to fulfill the policy based proficiency mandates. Once this growth has been modeled for the system, the transition matrices that sustain such a system indicate how much better the system has to become. That is, one can answer the question: ”How much more effective must the education system be.” D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrices and Growth Clearly, extreme transitions where 100% of students, in the next grade, subsequently become either advanced or unsatisfactory are unlikely to occur. Using more reasonable transition matrices, it is possible to determine what growth is sufficient to fulfill the policy based proficiency mandates. Once this growth has been modeled for the system, the transition matrices that sustain such a system indicate how much better the system has to become. That is, one can answer the question: ”How much more effective must the education system be.” The key to determining “how much growth is enough?” lies with the simple way in which status and growth are related using transition matrices. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrix Algebra An Illustration from Grade 3 to 4 Transition Matrix Multiplication Grade 3 Transition Grade 4 Status Matrix Status D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrix Algebra An Illustration from Grade 3 to 4 Transition Matrix Multiplication Grade 3 Transition Grade 4 Status Matrix Status AD .07 PR   PP  .18  UN .09 D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrix Algebra An Illustration from Grade 3 to 4 Transition Matrix Multiplication Grade 3 Transition Grade 4 Status Matrix Status AD PR PP UN AD .07 AD .45 .55 .00 .00 PR  .66   PR  .17 .82 PP  .18  PP  .00 .31 .49 .20  UN .09 UN .00 .02 .37 .61 D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Transition Matrix Algebra An Illustration from Grade 3 to 4 Transition Matrix Multiplication Grade 3 Transition Grade 4 Status Matrix Status AD PR PP UN AD .07 AD .45 .55 .00 .00 .14 PR  .66   PR  .17 .82 PP  .18  PP  .00 .31 .49 .20   .13  UN .09 UN .00 .02 .37 .61 .09 D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Overview Growth, modeled via transition probabilities in the transition matrix, readily connects changes in percentages of students at different performance levels over time. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Overview Growth, modeled via transition probabilities in the transition matrix, readily connects changes in percentages of students at different performance levels over time. Transition probability based growth relates how current status turns into future status. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Overview Growth, modeled via transition probabilities in the transition matrix, readily connects changes in percentages of students at different performance levels over time. Transition probability based growth relates how current status turns into future status. Transition probability based growth is consistent with standards based instruction, assessment and accountability initiatives. D. W. Betebenner Standards Based Growth

Introduction Transitions and their Probabilities Standards Based Growth A Simple Illustration Growth and Policy Mandates Connecting Growth with Status Overview Growth, modeled via transition probabilities in the transition matrix, readily connects changes in percentages of students at different performance levels over time. Transition probability based growth relates how current status turns into future status. Transition probability based growth is consistent with standards based instruction, assessment and accountability initiatives. Transition probabilities, being statements of probability, are easy to understand by stakeholders: teachers, parents, administrators, and policy makers. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Relative or Absolute Growth If policy dictates the future status of the education system, then growth should be defined in a manner consistent with those mandates. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Relative or Absolute Growth If policy dictates the future status of the education system, then growth should be defined in a manner consistent with those mandates. For example, NCLB mandates that all children will be at least proficient by 2014. Legislation being considered in some states mandates universal proficiency by the tenth grade. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Relative or Absolute Growth If policy dictates the future status of the education system, then growth should be defined in a manner consistent with those mandates. For example, NCLB mandates that all children will be at least proficient by 2014. Legislation being considered in some states mandates universal proficiency by the tenth grade. Transition matrices allow one to easily model the growth necessary to fulfill these goals. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Relative or Absolute Growth If policy dictates the future status of the education system, then growth should be defined in a manner consistent with those mandates. For example, NCLB mandates that all children will be at least proficient by 2014. Legislation being considered in some states mandates universal proficiency by the tenth grade. Transition matrices allow one to easily model the growth necessary to fulfill these goals. The growth, however, is system growth. That is, how much better (i.e., more effective) does the education system have to become? D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Relative or Absolute Growth If policy dictates the future status of the education system, then growth should be defined in a manner consistent with those mandates. For example, NCLB mandates that all children will be at least proficient by 2014. Legislation being considered in some states mandates universal proficiency by the tenth grade. Transition matrices allow one to easily model the growth necessary to fulfill these goals. The growth, however, is system growth. That is, how much better (i.e., more effective) does the education system have to become? Once realistic growth targets are determined, they can be translated into targets for districts, schools, and teachers. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Relative or Absolute Growth If policy dictates the future status of the education system, then growth should be defined in a manner consistent with those mandates. For example, NCLB mandates that all children will be at least proficient by 2014. Legislation being considered in some states mandates universal proficiency by the tenth grade. Transition matrices allow one to easily model the growth necessary to fulfill these goals. The growth, however, is system growth. That is, how much better (i.e., more effective) does the education system have to become? Once realistic growth targets are determined, they can be translated into targets for districts, schools, and teachers. Growth (i.e., “effectiveness”) is not determined relative to others, but against a level that yields a desirable outcome. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Illustrating Growth and Status All Four Types Status/Achievement (Cell A1) Percent of students at the four performance levels. Grade 3 Grade 4 D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Illustrating Growth and Status All Four Types Status/Achievement (Cell A1) Achievement Achievement Percent of students at the four Change Change performance levels. Change in Achievement (Cell A2) Change in percentages over time. Achievement Achievement Change Change Grade 3 Grade 4 D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Illustrating Growth and Status All Four Types Status/Achievement (Cell A1) Percent of students at the four performance levels. Change in Achievement (Cell A2) Change in percentages over time. Growth/Effectiveness (Cell E1) Transition probabilities/matrix. Grade 3 Grade 4 D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Illustrating Growth and Status All Four Types Status/Achievement (Cell A1) Percent of students at the four performance levels. Change in Achievement (Cell A2) Effectiveness Increasing Change in percentages over time. Growth/Effectiveness (Cell E1) Transition probabilities/matrix. Change in Effectiveness (Cell E2) Change in probabilities over time. Grade 3 Grade 4 D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Standards Based Growth Growth Targets Providing Growth Targets Observed Growth D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Standards Based Growth Growth Targets Providing Growth Targets Observed Target Growth Growth D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Standards Based Growth Growth Targets Providing Growth Targets Observed Institutional Target Growth Improvement Growth D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Connecting Growth to Policy Presently, the NCLB goal of universal proficiency by 2014 is written into accountability systems in terms of higher-and-higher levels of achievement. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Connecting Growth to Policy Presently, the NCLB goal of universal proficiency by 2014 is written into accountability systems in terms of higher-and-higher levels of achievement. A valid criticism of such systems is that they fail to recognize highly effective schools that work with low performing students. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Connecting Growth to Policy Presently, the NCLB goal of universal proficiency by 2014 is written into accountability systems in terms of higher-and-higher levels of achievement. A valid criticism of such systems is that they fail to recognize highly effective schools that work with low performing students. In effect, it is more valid to assess a school based upon process than upon outcomes. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Connecting Growth to Policy Presently, the NCLB goal of universal proficiency by 2014 is written into accountability systems in terms of higher-and-higher levels of achievement. A valid criticism of such systems is that they fail to recognize highly effective schools that work with low performing students. In effect, it is more valid to assess a school based upon process than upon outcomes. Examining growth/effectiveness, does not make universal proficiency easier to achieve. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Connecting Growth to Policy Presently, the NCLB goal of universal proficiency by 2014 is written into accountability systems in terms of higher-and-higher levels of achievement. A valid criticism of such systems is that they fail to recognize highly effective schools that work with low performing students. In effect, it is more valid to assess a school based upon process than upon outcomes. Examining growth/effectiveness, does not make universal proficiency easier to achieve. For example, in order for 2014 universal proficiency to exist for 4th graders in reading, all unsatisfactory students in 3rd grade must become partially proficient (i.e., NCLB proficient) in 4th grade. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Connecting Growth to Policy Presently, the NCLB goal of universal proficiency by 2014 is written into accountability systems in terms of higher-and-higher levels of achievement. A valid criticism of such systems is that they fail to recognize highly effective schools that work with low performing students. In effect, it is more valid to assess a school based upon process than upon outcomes. Examining growth/effectiveness, does not make universal proficiency easier to achieve. For example, in order for 2014 universal proficiency to exist for 4th graders in reading, all unsatisfactory students in 3rd grade must become partially proficient (i.e., NCLB proficient) in 4th grade. Currently, only 20% of unsatisfactory 3rd graders make this transition in 4th grade. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Summary Transition probabilities and their associated matrices allow one to determine what growth is necessary to achieve universal proficiency. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Summary Transition probabilities and their associated matrices allow one to determine what growth is necessary to achieve universal proficiency. One can simply model the future of the education system and then examine whether any school exists that demonstrates the growth characteristics that one desires. This is Linn’s existence proof [Linn, 2003]. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Summary Transition probabilities and their associated matrices allow one to determine what growth is necessary to achieve universal proficiency. One can simply model the future of the education system and then examine whether any school exists that demonstrates the growth characteristics that one desires. This is Linn’s existence proof [Linn, 2003]. The system improvement necessary to bring about universal proficiency can be achieved in many ways—solutions are not unique. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates Summary Transition probabilities and their associated matrices allow one to determine what growth is necessary to achieve universal proficiency. One can simply model the future of the education system and then examine whether any school exists that demonstrates the growth characteristics that one desires. This is Linn’s existence proof [Linn, 2003]. The system improvement necessary to bring about universal proficiency can be achieved in many ways—solutions are not unique. What has been outlined is a basic system to audit growth. The difficult task is to bring about the desired improvement in the education system that will lead to universal proficiency. D. W. Betebenner Standards Based Growth

Introduction How much growth? Standards Based Growth Summary Growth and Policy Mandates References Carlson, D. (2001). Focusing state educational accountability systems: Four methods for judging school quality and progress. Unpublished manuscript made available to the author. Hill, R. (2003). Using longitudinal designs with NCLB. Technical report, Center for Assessment, Dover, NH. Kingsbury, G. G., Olson, A., McCahon, D., and McCall, M. Adequate yearly progress using the Hybrid Success Model: A suggested improvement to No Child Left Behind. Technical report, Northwest Evaluation Association, Portland, OR. Linn, R. L. (2003). Accountability: Responsibility and reasonable expectations. Technical report, Center for the Study of Evaluation, CRESST, Los Angeles, CA. D. W. Betebenner Standards Based Growth

About this copy

Using Performance Standards to Measure Growth — ACEE, February 2006.

This is an image-based copy of the original PDF slides; builds and animations are flattened.