Patterns in Child Outcomes Summary Data:. Analytic Approaches and Early Findings from the ENHANCE Project. Cornelia Taylor, Lauren Barton, Donna Spiker September 19-21, 2011. Measuring and Improving Child and Family Outcomes Conference New Orleans, LA. Today’s session. - PowerPoint PPT Presentation
Slide 1September 19-21, 2011 New Orleans, LA from the ENHANCE Project Overview of ENHANCE: Research Underway on the Validity of the Child Outcomes Summary Form (COSF) Are COSF data valid and reliable? This session will provide an overview of a research project underway to investigate the validity of the COSF. Plans for using information learned to provide better guidance about the COSF and implementing the COSF process will be shared. The group will discuss the kinds of validity information needed by States and specific content that might be important to investigate further in the studies 1 Identify the purpose and approach of the state data study Describe some preliminary findings from initial states involved in the state data study Explain how other states could examine their own data in the same way as that presented Discuss any emerging implications for validity of the COS and for interpreting individual state data Today’s session Progress of project efforts to investigate the validity of the Child Outcomes Summary process 2 Origins of ENHANCE COS Process Implemented > 40 States, Little Systematic Validation for Use in Accountability Origins of ENHANCE COS Process ? Early Evidence Belief in potential for COS process to be valid based on: Existing literature: team-based decision-making can be reliable and valid Existing literature: teams are effective in identifying individual children’s functioning so that they can plan and deliver appropriate services Early data from states: pilot sites, small n’s showing similarity in distributions, sensible patterns for subgroups Anecdotal data from trainers: participants reach decisions fairly easily and consistently ENHANCE Project launched by the Early Childhood Outcomes Center (ECO) and SRI International Funded by the U.S. Dept. of Education, Institute for Educational Sciences – July 1, 2009 Series of studies designed to find out: the conditions under which the Child Outcomes Summary (COS) Process produces meaningful and useful data for accountability and program improvement the positive and/or negative impact of the COS process on programs and staff what revisions to the form and/or the process are needed Project was funded by IES to meet the urgent need to know more about the valdity of the Child Outcomes Summary Process Series of studies – focus on the child outcomes summary form Conditions meaningful and useful COSF data Impact of use on practice, pos or neg Revisions or recommendations from that For other audiences: ECO is a national center located at SRI that has been working with states – first to identify what outcomes to measure and then to support the development of effective systems to measure those outcomes so that data is available to guide decision-making at the state and national levels. Four ENHANCE Studies So, let’s unpack this…. What does all this mean? ENHANCE include 5 studies staggered across 3.5 years, Studies use different methods to get at questions related to the COSF process. Comparison COSF ratings with external child assessments Video tape team decision making process where COSF ratings are decided Online provider survey – opportunity, if interested, to share your input about the process you’ve observed and its impact on your work ENHANCE staff come for on-site record reviews to relate COSF info to broader info in the file Not at this program site, also analyze state COSF data to look for patterns States if needed: IL, MN, ME, TX, NC, and one other Part C (probably NM) IL, MN, ME, TX, and two others (NM, TN, VA, KS?) Studies 1-3: 34 Project Data Collection Sites 17 Part C (Birth to 3) Illinois Maine Minnesota Illinois Maine Minnesota 9 Data is being collected from 36 local programs or school districts in 7 states for the first 4 studies 9 Goals Program Entry Program Exit Sample Study Status Recruiting families About ½ of the sample enrolled See expected variability in sample (ages, disability types) and initial COS ratings/assessment scores Comparison with Child Assessments Study Conclusions about the child’s progress and changes with regard to age-expected functioning 10 Goals Learn more about the implementation of the COS process, including how the team reaches a decision about a rating and what is discussed. Do COS ratings assigned match the developmental level of the behaviors presented in the meeting? What is team understanding of outcomes and rating criteria? Sample 180 children each from Part C & Part B 619 ½ entry & ½ exit meetings Study Status 19 videos received Goals What is the impact of the COS process on practice? What have providers learned about the COS? What else would be helpful? Sample participate in the COS process are invited to participate 12 Goals Analyze characteristics of COS data and relationships to other variables Look for consistency in patterns across states Examples of Questions Are patterns in COS data across states consistent with those predicted for high quality data? How are COS ratings related to hypothesized variables (e.g., disability type) and not to other variables (e.g., gender)? How are team variables related to COS ratings? Sample All valid COS data within the state for a reporting year 15-18 states conducting all analyses Additional states sharing select analyses State Data Study Focus of session today is to report on the preliminary findings from the state data study Patterns – in the distributions (see variability, expected amount of progress, etc), in the relationships with other variable, with state factors like % served, patterns in relationships of data between outcomes… Entire state level population on children birth-5 with disabilities served under IDEA 13 Refined procedures for gathering data tables by gathering data from a preliminary group of 6 states Mostly states used procedures and generated data tables A few provided formatted data files for SRI to analyze Beginning to analyze data from that preliminary group Soon will request data from other states in state data study and permission to use relevant data additional states have already analyzed and shared State Data Study: Status Focus of session today is to report on the preliminary findings from the state data study Patterns – in the distributions (see variability, expected amount of progress, etc), in the relationships with other variable, with state factors like % served, patterns in relationships of data between outcomes… 14 3 Part C (Birth to 3) 3 Part B Preschool (3-5) Plug for permission to share data form…. 15 de-identified data files OR aggregate output or reports from a set of requested analyses Examples of analyses include relationships between outcomes relationships between outcomes across time relationships of outcome scores to other factors such as disability and gender Similar to what is shown on COSF data CoP What data would I need to submit? Data collected at entry and exit from Part C and Part B 619 programs COSF ratings Variables that describe the setting or composition of the services How will I submit data? De-identified data files Analyzed data Submitted through secure server or emailed Who do I contact for more information? Cornelia Taylor Should they differ across outcomes? Where do most of the ratings fall? How much should the extremes of the scale be used ( 1 or 7)? Entry Rating Expectations Entry Data Analysis The following data are from 3 Part C programs and 2 Part B programs All data are from 08 – 09 The data are entry cohorts i.e. all children who entered during the FFY Part C 08-09 entry ratings across states; Outcome A 1 2 3 4 5 6 7 24 State A Average of %COSF -1 Average of %COSF -2 Average of %COSF -3 Average of %COSF -4 Average of %COSF -5 Average of %COSF -6 Average of %COSF -7 8.6044318717586069E-2 0.16501650165016507 0.28571428571428581 0.12682696841112684 0.18104667609618108 0.11904761904761907 3.6303630363036313E-2 State B Average of %COSF -1 Average of %COSF -2 Average of %COSF -3 Average of %COSF -4 Average of %COSF -5 Average of %COSF -6 Average of %COSF -7 5.7082452431289656E-2 8.6680761099365733E-2 0.12896405919661735 0.14376321353065541 0.18816067653276958 0.2452431289640592 0.15010570824524314 State D Average of %COSF -1 Average of %COSF -2 Average of %COSF -3 Average of %COSF -4 Average of %COSF -5 Average of %COSF -6 Average of %COSF -7 4.439988541965053E-2 0.1566886279003151 0.20309366943569179 0.14351188771125756 0.21140074477227161 0.1 6642795760527074 7.4477227155542849E-2 Part C 08-09 entry ratings across states; Outcome B 1 2 3 4 5 6 7 State A Average of %COSF -1 Average of %COSF -2 Average of %COSF -3 Average of %COSF -4 Average of %COSF -5 Average of %COSF -6 Average of %COSF -7 9.6888260254596917E-2 0.18552569542668554 0.29820839226779827 0.1478076379066478 0.16030174446016029 8.6515794436586524E-2 2.4752475247524754E-2 State B Average of %COSF -1 Average of %COSF -2 Average of %COSF -3 Average of %COSF -4 Average of %COSF -5 Average of %COSF -6 Average of %COSF -7 4.6511627906976764E-2 0.12262156448202963 0.18181818181818188 0.21775898520084569 0.22410147991543342 0.14376321353065541 6.3424947145877389E-2 State D Average of %COSF -1 Average of %COSF -2 Average of %COSF -3 Average of %COSF -4 Average of %COSF -5 Average of %COSF -6 Average of %COSF -7 5.4139215124606135E-2 0.15812088226869092 0.2142652535090232 6 0.15983958751074193 0.19936980807791466 0.15124606130048698 6.3019192208536245E-2 Part C 08-09 entry ratings across states; Outcome C 1 2 3 4 5 6 7 State A Average of %COSF -1 Average of %COSF -2 Average of %COSF -3 Average of %COSF -4 Average of %COSF -5 Average of %COSF -6 Average of %COSF -7 0.11739745403111741 0.18906176331918906 0.30575200377180578 0.14521452145214525 0.15299387081565299 6.9071192833569064E-2 2.0509193776520517E-2 State B Average of %COSF -1 Average of %COSF -2 Average of %COSF -3 Average of %COSF -4 Average of %COSF -5 Average of %COSF -6 Average of %COSF -7 6.1310782241014807E-2 0.10993657505285413 0.16067653276955596 0.15644820295983092 0.21775898520084569 0.19238900634249476 0.1014799154334038 State D Average of %COSF -1 Average of %COSF -2 Average of %COSF -3 Average of %COSF -4 Average of %COSF -5 Average of %COSF -6 Average of %COSF -7 6.0727585219134919E-2 0.15983958751074193 0.21627040962474936 0.156 6886279003151 0.20739043254081926 0.14694929819535954 5.2134059008879977E-2 Outcome A – Average Entry Ratings Part C (n =3) 6.2508885522842075E-2 0.13612863021661525 0.20592400478219833 0.13803402321767988 0.19353603246707413 0.17690623520564966 8.6962188587940747E-2 Part B (n=2) 5.1960960414547751E-2 0.15859403916555473 0.20366799945257805 0.18455838442086803 0.2163961437853609 0.1426524150329542 4.2170057728136569E-2 Outcome B – Average Entry Ratings Part C (n =3) 6.5846367762059904E-2 0.15542271405913538 0.23143060919833441 0.17513540353941182 0.19459101081783614 0.12717502308924294 5.03988 7153397947E-2 Part B (n=2) 5.3578659282757957E-2 0.14680662837010997 0.20212615389811661 0.19515223141097091 0.21205058704932048 0.13835220555949612 5.1933534429228032E-2 Outcome C – Average Entry Ratings Part C (n=3) 7.9811940497089062E-2 0.15294597529426174 0.2275663153887037 0.15278378410409713 0.192714429519106 0.13613649912380774 5.80 41056072934763E-2 Part B (n=2) 4.6688853866971546E-2 0.1119449425262222 0.16157549427240667 0.17067278656449572 0.22167555794704227 0.19617495322022888 9.1267411602632784E-2 The difference in distributions between Part C and Part B are largest for Outcome C Children in Part B enter with higher ratings Things to notice OC-A 6.2508885522842075E-2 0.13612863021661525 0.20592400478219833 0.13803402321767988 0.19353603246707413 0.17690623520564966 8.6962 188587940747E-2 OC-B 6.5846367762059904E-2 0.15542271405913538 0.23143060919833441 0.17513540353941182 0.19459101081783614 0.12717502308924294 5.039887153397947E-2 OC-C 7.9811940497089062E-2 0.15294597529426174 0.2275663153887037 0.15278378410409713 0.192714429519106 0.13613649912380774 5.8041056072934763E-2 Things to Notice More that ½ of all children enter with a COS rating of 3,4 or 5 across outcomes. An average of 12% of children enter at with the very lowest (1) or the very highest (7) across outcomes. The typical entry distribution has most children towards the middle of the distribution. Conclusions Across Part C and Part B No Action Interpretation: You may be serving a population that is higher or lower functioning that other states. Pattern Check: if the distribution of entry scores in your state seems to be heavily weighted towards one end or the other of the distribution. Action Interpretation: Your providers may be systematically misunderstanding the definition of COS rating points. Correlations between entry ratings Program 1 2 3 4 5 6 7 State A Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 2.8252095622477491E-2 3.6945048121701352E-2 6.1161130083824893E-2 9.469108972368831E-2 0.18689847873331267 0.32101831729276636 0.27103384042222906 State D Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 5.7385759829968125E-3 1.7215727948990435E-2 3.974495217853348E-2 7.1625929861849097E-2 0.16663124335812968 0.32008501594048894 0.3789585547290118 State E Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 1.0687566797292485E-2 2.20876380477378E-2 4.6312789454934104E-2 6.412540078375488E-2 0.15496971856074107 0.3124332027075169 0.38938368364802289 Part C 08-09 exit ratings across states; Outcome B 1 2 3 4 5 6 7 State A Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 2.8252095622477491E-2 3.6945048121701352E-2 6.1161130083824893E-2 9.469108972368831E-2 0.18689847873331267 0.32101831729276636 0.27103384042222906 State D Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 5.7385759829968125E-3 1.7215727948990435E-2 3.974495217853348E-2 7.1625929861849097E-2 0.16663124335812968 0.32008501594048894 0.3789585547290118 State E Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 1.0687566797292485E-2 2.20876380477378E-2 4.6312789454934104E-2 6.412540078375488E-2 0.15496971856074107 0.3124332027075169 0.38938368364802289 Part C 08-09 exit ratings across states; Outcome C 1 2 3 4 5 6 7 State A Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 2.8252095622477491E-2 3.6945048121701352E-2 6.1161130083824893E-2 9.469108972368831E-2 0.18689847873331267 0.32101831729276636 0.27103384042222906 State D Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 5.7385759829968125E-3 1.7215727948990435E-2 3.974495217853348E-2 7.1625929861849097E-2 0.16663124335812968 0.32008501594048894 0.3789585547290118 State E Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 1.0687566797292485E-2 2.20876380477378E-2 4.6312789454934104E-2 6.412540078375488E-2 0.15496971856074107 0.3124332027075169 0.38938368364802289 Part B 08-09 exit ratings across states; Outcome A 1 2 3 4 5 6 7 State A Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 2.8252095622477491E-2 3.6945048121701352E-2 6.1161130083824893E-2 9.469108972368831E-2 0.18689847873331267 0.32101831729276636 0.27103384042222906 State D Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 5.7385759829968125E-3 1.7215727948990435E-2 3.974495217853348E-2 7.1625929861849097E-2 0.16663124335812968 0.32008501594048894 0.3789585547290118 State E Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 1.0687566797292485E-2 2.20876380477378E-2 4.6312789454934104E-2 6.412540078375488E-2 0.15496971856074107 0.3124332027075169 0.38938368364802289 Part B 08-09 exit ratings across states; Outcome B 1 2 3 4 5 6 7 State A Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 2.8252095622477491E-2 3.6945048121701352E-2 6.1161130083824893E-2 9.469108972368831E-2 0.18689847873331267 0.32101831729276636 0.27103384042222906 State D Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 5.7385759829968125E-3 1.7215727948990435E-2 3.974495217853348E-2 7.1625929861849097E-2 0.16663124335812968 0.32008501594048894 0.3789585547290118 State E Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 1.0687566797292485E-2 2.20876380477378E-2 4.6312789454934104E-2 6.412540078375488E-2 0.15496971856074107 0.3124332027075169 0.38938368364802289 Part B 08-09 exit ratings across states; Outcome C 1 2 3 4 5 6 7 State A Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 2.8252095622477491E-2 3.6945048121701352E-2 6.1161130083824893E-2 9.469108972368831E-2 0.18689847873331267 0.32101831729276636 0.27103384042222906 State D Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 5.7385759829968125E-3 1.7215727948990435E-2 3.974495217853348E-2 7.1625929861849097E-2 0.16663124335812968 0.32008501594048894 0.3789585547290118 State E Average of %1 Average of %2 Average of %3 Average of %4 Average of %5 Average of %6 Average of %7 1.0687566797292485E-2 2.20876380477378E-2 4.6312789454934104E-2 6.412540078375488E-2 0.15496971856074107 0.3124332027075169 0.38938368364802289 Outcome A – Average Exit Ratings Part C (n=3) 1.7162435121344289E-2 4.8186377632981815E-2 9.2462927850789009E-2 0.11652437590272328 0.22589122012589238 0.28276914657421465 0.217003516792 05465 Part B (n=3) 1.2463293008708791E-2 3.093625882722096E-2 7.4867338411775397E-2 0.11711358392623959 0.24697736595415631 0.31502924748859146 0.2026129123833075 Outcome B – Average Exit Ratings Part C (n=3) 1.7667394774540556E-2 4.8142308174518415E-2 8.4762084937380036E-2 0.12294831493224577 0.22089193911737223 0.28056164840916975 0.22 50263096547733 Part B (n=3) 1.3222461117455763E-2 3.6311076217773602E-2 7.3823749957329932E-2 0.115778277232953 0.24294122326873605 0.32581164011672897 0.19211157208902277 Outcome C – Average Exit Ratings Part C (n=3) 2.2741372150981695E-2 4.333113014119172E-2 9.0208359573163588E-2 0.10805252858214169 0.22598098704601516 0.31524655794245732 0.1 9443906456404905 Part B (n=3) 1.4892746134255596E-2 2.5416138039476531E-2 4.9072957239097499E-2 7.6814140123097438E-2 0.16949981355072782 0.31784551198025746 0.3464586929330879 Part C 08-09 average exit scores across outcomes (state n = 3) OC-A 1.7162435121344289E-2 4.8186377632981815E-2 9.2462927850789009E-2 0.11652437590272328 0.22589122012589238 0.28276914657421465 0.21700351679205465 OC-B 1.7667394774540556E-2 4.8142308174518415E-2 8.4762084937380036E-2 0.12294831493224577 0.22089193911737223 0.28056164840916975 0.2250263096547733 OC-C 2.2741372150981695E-2 4.333113014119172E-2 9.0208359573163588E-2 0.10805252858214169 0.22598098704601516 0.31524655794245732 0.19443906456404905 Part B 08-09 average exit scores across outcomes (state n=3) OC-A 3.093625882722096E-2 7.4867338411775397E-2 0.11711358392623959 0.24697736595415631 0.31502924748859146 0.2026129123833075 OC-B 3.6311076217773602E-2 7.3823749957329932E-2 0.115778277232953 0.24294122326873605 0.32581164011672897 0.19211157208902277 OC-C 2.5416138039476531E-2 4.9072957239097499E-2 7.6814140123097438E-2 0.16949981355072782 0.31784551198025746 0.3464586929330879 Variation in ratings across outcomes The exit distribution is shifted toward a higher rating than is the entry distribution For Part B, the average percent of children with a rating of 7 is much higher for Outcome C than for the other two outcomes Things to Notice No Action Interpretation: You may be serving a lower functioning group than other states If this interpretation is true, it should also be apparent in your entry distribution Pattern Check: the distribution of exit scores in your state is not skewed towards the higher end of the rating scale. Action Interpretation: The children in your programs may not be making expected gains. Choosing a metric for looking at paired distributions Progress categories Side-by-side entry exit comparisons Both of the above can be completed using the COS calculator 2.0 Entry-Exit Paired Distribution How many points the child’s rating changed between entry and exit? What would you expect to see? Exit rating minus Entry rating Exit Rating Entry Rating -4 -2 0 2 4 Part B exit score – entry score; 08-09 State B Average of %_diff_-6 Average of %_diff_-5 Average of %_diff_-4 Average of %_diff_-3 Average of %_diff_-2 Average of %_diff_-1 Average of %_diff_0 Average of %_diff_1 Average of %_diff_2 Average of %_diff_3 Average of %_diff_4 Average of %_diff_5 Average of %_diff_6 0 0 3.1028368794326251E-3 1.0195035460992909E-2 1.0195035460992909E-2 2.1719858156028372E-2 0.12101063829787234 0.24202127659574471 0.26684397163120571 0.2021276595744681 9.5744680851063843E-2 2.8812056737588642E-2 7.5354609929078028E-3 State C Average of %_diff_-6 Average of %_diff_-5 Average of %_diff_-4 Average of %_diff_-3 Average of %_diff_-2 Average of %_diff_-1 Average of %_diff_0 Average of %_diff_1 Average of %_diff_2 Average of %_diff_3 Average of %_diff_4 Average of %_diff_5 Average of %_diff_6 0 0 1.2145748987854249E-2 1.2145748987854249E-2 1.2145748987854249E-2 4.4534412955465591E-2 0.44129554655870434 0.26315789473684215 0.10931174089068826 8.0971659919028327E-2 2.8340080971659919E-2 4.0485829959514179E-3 4.0485829959514179E-3 State D Average of %_diff_-6 Average of %_diff_-5 Average of %_diff_-4 Average of %_diff_-3 Average of %_diff_-2 Average of %_diff_-1 Average of %_diff_0 Average of %_diff_1 Average of %_diff_2 Average of %_diff_3 Average of %_diff_4 Average of %_diff_5 Average of %_diff_6 0 0 2.019727571629874E-2 3.240958196336309E-2 3.240958196336309E-2 7.2804133395960549E-2 0.29920150305307658 0.26538280883043686 0.16063879755753874 8.0319398778769396E-2 4.8379520901831861E-2 1.1742602160638799E-2 1.8788163457022081E-3 Things to Notice Most children’s ratings increase 1, 2, or 3 points, or they stay the same Very few children have ratings that decrease However, more children have ratings that decrease in Part C than in Part B No Action Interpretation: Your programs are very effective and children make large gains (verify!). Pattern Check: if a large percentage of children in your state make large increases in their ratings Action Interpretation: Providers are not using the scale correctly and may be inflating exit ratings and/or deflating entry ratings. Additional entry-exit analysis Progress categories by other variables (e.g., disability type, primary language) The distribution of entry scores in your state seems to be heavily weighted towards one end or the other of the distribution The distribution of exit scores in your state is not skewed towards the higher end of the rating scale. A large percentage of children in your state make large increases in their ratings Summary of pattern checks Individual emails for Kathy Hebbeler, Donna Spiker, Lauren Barton, or Cornelia Taylor 58