Changes to Tumblr have led to the graphs that I sometimes embed in posts not showing up. I’ll be migrating the content of this blog to gradingatlanta.blogspot.com which I will also use for future posts.
will byers stan first human second
Misplaced Lens Cap
🪼
Game of Thrones Daily
Cosimo Galluzzi

Kiana Khansmith
Aqua Utopia|海の底で記憶を紡ぐ

JBB: An Artblog!
sheepfilms
Alisa U Zemlji Chuda
macklin celebrini has autism
h
One Nice Bug Per Day
"I'm Dorothy Gale from Kansas"
$LAYYYTER

Andulka
cherry valley forever

Love Begins

@theartofmadeline

if i look back, i am lost

seen from Malaysia

seen from Brazil
seen from Russia

seen from Venezuela

seen from Germany
seen from Mexico
seen from Iraq

seen from Malaysia

seen from United States
seen from United States
seen from Pakistan
seen from United States

seen from United States

seen from United States
seen from United States
seen from United States
seen from United States
seen from United States
seen from United States

seen from United States
@gradingatlanta
Changes to Tumblr have led to the graphs that I sometimes embed in posts not showing up. I’ll be migrating the content of this blog to gradingatlanta.blogspot.com which I will also use for future posts.
APS remains a tale of haves and have-nots, demonstrated by high-performing and booming schools in Buckhead, Midtown, Virginia-Highland and Morningside and under-capacity schools, even in gentrifying east Atlanta where Superintendent Meria Carstarphen wants to close Benteen and Whitefoord elementary schools. Benteen’s 310 students would go to D.H. Stanton, while Whitefoord’s 272 students would divide between Burgess-Peterson and Toomer elementaries. At a meeting Monday night about the proposal, puzzled community members cited the surge in...
I recently shared some thoughts with Maureen Downey at the AJC for an article she wrote on school consolidations in Atlanta Public Schools.
APS Achievement and Graduation Haven’t Changed Much
It can sometimes be tough to keep an eye on how a school or district is doing in Georgia over time. The data that gets reported changes frequently. CRCT exams get swapped for Georgia Milestones. Graduation rates fall when the state moves to a new method. Graduation rates rise as districts adjust to the new method. The state introduces CRRPI scores. A couple of years later, CCRPI scores get calculated a new way.
All of this generates plenty of fodder for newspaper headlines, public relations campaigns, and resume bullet points, but at the end of the day it makes it tough to separate the wheat from the chaff. What’s real and what’s noise? Each district and school will have a different answer. For Atlanta Public Schools, the answer is that neither achievement nor graduation has moved in very meaningful ways in recent years.
Achievement
Following the cheating scandal, scores in APS dropped as cheating teachers were fired and exams returned to reflecting true student learning. Since 2011 though, not much has changed.
Because tests are harder in some grades/subjects than others and the Milestones have a different average score than the CRCT, it is helpful to report scores on a consistent basis when comparing one year to the next. One way to do this is to report scores in terms of how many years ahead or behind they suggest a district is.[1]
Back in 2011, APS students were about 0.62 grades behind the average student in the state.[2] In 2016, they were about 0.69 grades behind. Not much has changed. The graph below shows how EOGT scores for Georgia districts have moved over the past five years.
var divElement = document.getElementById('viz1478218769922'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='804px';vizElement.style.height='669px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
It is worth pointing out that movement in a district’s scores on this graph may not solely reflect changes in quality. For example, if a district is rapidly gentrifying (e.g. Decatur City Schools), we would expect the scores to rise holding quality constant. The same is true on the flip side.
APS has gentrified slightly (meaning this graph is probably a bit generous if interpreted as a tracker for quality over time), but on the whole these demographic changes are at the margins. APS today only looks slightly different than it did in 2011. It is worth keeping this fact in mind, however, if you want to use the tool to look at other districts that may be changing more rapidly. There is also some amount of noise from year to year in small districts simply due to having fewer tested students.
Graduation
Five years ago, the state moved to a new method of tracking graduation rates. The new method means that to get an accurate graduation rate, it is important for districts to keep track of their students all through high school. When the change was first implemented graduation rates fell significantly statewide. Since that time, districts have been doing a better job of keeping paperwork on students who leave school, and as a result the rate has risen.
Graduation rates over the past five years in APS have followed a pattern similar to other Georgia districts that began around the same spot: they fell with the new method and have since increased some. Central cities Savannah, Augusta, and Macon saw rates rise a little more. Dekalb and Clayton saw rates rise a little less.
var divElement = document.getElementById('viz1478218809181'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='804px';vizElement.style.height='669px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
In addition to keeping better paperwork, it is possible that districts statewide are all improving in meaningful ways, though I am somewhat skeptical that Georgia school quality is widely changing. If indeed it is, APS seems to be keeping pace with others in the state rather than improving graduation more rapidly than would be expected. The district is right on the expectation line for 2016.
Does this mean district reforms aren’t working?
Not necessarily. It may be that the reforms are improving district fundamentals. For example, if the HR team is doing a better job, it takes time for that to meaningfully impact the average teacher/principal quality. Perhaps future achievement will rise. However, there is not good evidence that activities over the past 5 years have improved outcomes yet.
It is also helpful to remember that there is a lag between implementing a plan and seeing results. The district adopted a turnaround plan last spring. The plan represents the most concrete initiatives Superintendent Carstarphen has put forth in her effort to improve schools. I wrote at the time about some reasons to be optimistic the plan may succeed. The data available today doesn’t reflect that plan yet. Instead, the first real evidence of the turnaround’s impact will be available in summer 2017.
Notes:
[1] The estimated effect size of a year of schooling in grades 3-8 is about 0.37 standard deviations. The STATA code and data used in this analysis can be downloaded here.
[2] A great Upshot article found the average APS student was one grade level behind. A difference here is that grade levels are relative to the average Georgia student rather than the average student in the nation.
Let’s Get Real About Amendment 1 and the Opportunity School District
Depending on which ad you’ve seen, Governor Deal’s Opportunity School District (“OSD”) is either a white knight coming to save public education or a headless horseman coming to pillage the state’s most vulnerable communities. Such simplistic appeals are inevitable when the general population is asked to vote on an issue that is complicated and requires a great deal of background knowledge to engage with substantively. As someone with expertise in this area, I feel comfortable saying that frankly we don’t know how this endeavor might turn out if it is approved. There is a real possibility that the OSD will improve education, there is a real possibility it will have little impact, and there is a real possibility it will do harm. An informed vote for or against the OSD depends on which of those possibilities you think is most likely and the extent to which you believe the state should take a risk. Below I give my take on several key questions and lay out the best available evidence. I will leave it to readers to weigh the evidence, which points in different directions, and reach their own conclusions about the OSD’s prospects.
What will the OSD do?
The gist: turn over the management of selected schools from the local school district’s central office to a charter operator selected by an appointee of the Governor.
The detail: voters will approve or deny the OSD by voting on Amendment 1, appearing on ballots statewide with the following language:
Provides greater flexibility and state accountability to fix failing schools through increasing community involvement. Shall the Constitution of Georgia be amended to allow the state to intervene in chronically failing public schools in order to improve student performance?
Anyone with knowledge of the OSD will recognize that this statement fails to paint a clear picture of what the initiative hopes to do. Based on this description, one could be forgiven for believing Amendment 1 hoped to raise student achievement by encouraging more community bake sales. That’s not the plan. But the overly genial language alone doesn’t mean it is a bad idea.
The authorizing legislation spells out more clearly the tools that the state will have at its disposal when intervening in schools. They include managing the school directly, stipulating changes the local school district must make, shutting the school down, and selecting a charter organization to operate the school. It is clear that the Governor’s preferred course is to select charter organizations to operate the schools, a model used in Louisiana and Tennessee, states that inspired the proposal.
Now that we are clear on what the OSD hopes to do, the most pressing question comes down to whether OSD-eligible schools will be better off or worse off managed by charter organizations. I’ll come back to that discussion in a moment, but first I want to talk a bit about the identification of OSD-eligible schools.
Does the OSD do a good job of identifying low-quality schools?
The gist: sort of, but it more consistently picks up high-poverty schools than low-quality schools.
The detail: Each year, the state puts out a score it calls College and Career Ready Performance Index (“CCRPI”), which is mostly based on crunching standardized test scores different ways. This metric forms the basis for schools being selected for the OSD. Any school that scores below a 60 for three years in a row becomes eligible. One reasonable critique of CCRPI is that it doesn’t do a very good job of comparing schools to their peers—other Georgia schools that serve similar students. Instead, it systematically ranks schools with poor students low and schools with relatively rich students high. In reality, there are low-quality and high-quality schools at all income levels. See the chart below that presents a better measure of school quality and poverty for all schools in the state.[1] Highlighted schools are schools that rank in the bottom 6% (the share of Georgia schools that are OSD-eligible) of student growth relative to peer schools.
var divElement = document.getElementById('viz1476627550588'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='544px';vizElement.style.height='635px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
It is clear that the variation in quality at the high-income end of the chart is just as wide as the variation at the low-income end. Because the OSD relies on CCRPI rather than the school quality measure presented above, schools deemed eligible tend to systematically be poor schools, rather than schools that have achieved the lowest academic gains relative to their peers. Below is the same chart of quality and poverty, but now the OSD-eligible schools are highlighted rather than the schools in the bottom 6%.
var divElement = document.getElementById('viz1476627596750'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='544px';vizElement.style.height='635px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
There is no school without at least 35% of students in poverty that qualifies for the OSD. In contrast, one out of every three schools with more than 60% of students in poverty is on the OSD list. So having a sizable share of poor students is essentially a prerequisite for being selected. Still, the schools chosen do tend to be below average quality. They may not be the worst schools in the state (and some even have high growth!), but they average around the 28th percentile.
This discussion so far about school quality – as measured by both the CCRPI and my own approach – relies on test scores. But we ultimately care about whether schools prepare students for successful lives, not whether they can score well on a bubble test at the end of third grade. That brings me to the next question.
Are standardized test scores good metrics for measuring school quality?
The gist: generally yes, but not always.
The detail: Over the past five years, the relationship between test score gains and long run outcomes has been a topic of great academic interest. The most compelling evidence suggests that teachers and schools that are able to achieve high growth on test scores cause their students to succeed later in life. However, it is also possible for schools to raise test scores using means that do not impart the skills necessary for later success.
There have been three major papers presenting high-quality evidence that schools and/or teachers who are able to raise test scores ultimately cause their students to have better long run outcomes. Chetty et al. (2014) shows that high-growth New York City teachers reduce teen childbearing, increase college going, and increase earnings at age 28. Dobbie & Fryer (2015) shows that a highs-scoring Harlem school reduces teen pregnancy and incarceration rates. Angrist et al. (2016) finds that Boston charters able to raise test scores also increase four-year college going.
A fourth study finds more mixed evidence. Dobbie & Fryer (2016) analyze Texas charter schools. They find that schools that negatively affect test scores also negatively affect four-year college enrollment and earnings (consistent with findings from the studies above). However, in contrast to the other evidence, schools that are able to raise test scores do not improve long-run outcomes. One possible explanation that the authors provide is that the high-scoring schools in the study may have focused too narrowly on tested skills, substituting away from the development of non-tested skills that are important for long-run success.
Collectively, these papers suggest that test scores are a good proxy for whether schools and teachers are imparting the skills students will need to succeed; however, they also suggest it is possible for schools to achieve high scores without developing those skills.
If test scores are a meaningful measure of skill development and OSD-eligible schools do not currently succeed at raising test scores (recall that they on average rank at the 28th percentile in quality), the logical next question is should we expect the schools to do any better if they were taken over by the OSD. Since the Governor’s preferred intervention is to select charter operators, the answer hinges on the quality of those operators.
What is the evidence on how charter schools currently operating in Georgia affect standardized test scores?
The gist: local charters are slightly above average, state charters are significantly below average, and within both groups there is a great deal of variation from school to school.
The detail: Georgia currently has about 60 start-up charter schools that operate in grades tested annually (grades 3-8 take Milestones End of Grade Tests). Before they opened, those schools were reviewed and approved by either the local school board (“Local Charters”) or the State Charter School Commission (“State Charters”). On average, the charter schools currently operating in Georgia are lower quality than traditional public schools. Much like traditional schools, the quality varies a great deal. Some of the best schools in the state are charters. Some of the worst schools in the state are charters. Below is the same chart of school quality and poverty we looked at before, but now local and state charters are highlighted.
var divElement = document.getElementById('viz1476627623021'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='544px';vizElement.style.height='635px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
If the OSD could ensure that the charter operators it partnered with would achieve results similar to the four KIPP schools (all are 98 or above on the quality measure, compared to 28 for the OSD schools), voting for the amendment would be a no brainer. But that is probably optimistic to say the least. Most charter applicants don’t come with a proven track record, making it tough for authorizers to ensure quality at the time charters are approved. If instead, the OSD were to partner with schools similar to the average state-approved charter, schools taken over would likely end up achieving at even lower levels than they are today (State Charters’ average quality is 12, even lower than the 28 for OSD schools!). For me, this uncertainty about quality is what causes the most skepticisim of Amendment 1's prospects. Will the OSD charter operators be like the shining examples of what is possible (KIPP) or will they be subpar (like the average State Charter)?
There are some reasons to believe that the OSD charter partners will be more successful than state-approved charter schools. First, the funding will be higher. State approved charters are funded at a rate lower than most nearby traditional public schools, and they have to spend part of their funding on facilities. The OSD will fund schools like locally approved charters and give them facilities. Second, the OSD will be tasked with seeking out high-quality charter operators. Depending on how savvy the OSD leader is, he or she may find partners with proven track records elsewhere in the country.
On the other hand, there are reasons to believe that the OSD charter partners will be of similar quality to the state-approved charter schools (i.e. worse than the OSD schools themselves). First, there is a limited pool of people capable of starting a high-quality charter. If anything can be learned from the gap between the results from locally approved charters and state charters, it is probably that good charters tend to get approved locally. It takes an incredible amount of time and dedication to run a successful charter school. My sense is that the size of the high-quality charter school community is more constrained by the number of leaders capable of developing and implementing a strong plan than it is by local districts unfairly rejecting great proposals. If that’s indeed the case, the OSD will likely struggle to find great operators. Those out there are already opening local charter schools. Second, it appears the OSD may be biting off more than it can chew. The proposal would allow the OSD to take over up to 20 schools a year (the agency could elect to take over fewer schools). The scope of that potential undertaking is striking given that there are only about 20 good charter schools in the whole state today and it took almost two decades to get here. The notion that the OSD could open 20 schools of good quality in a single year seems tenuous. I would feel more comfortable if the plan was 2 per year, rather than 20.
At the end of the day, I think the Governor has good intentions and wants to see the OSD-eligible schools improve for the kids who attend them. I don't buy the narrative that he is looking to exploit children to profit his friends (though I do think there are organizations out there who would like to profit from the initiative). I also believe there is plenty of room for improvement at OSD schools. But I am less confident that the OSD will partner with charter organizations capable of delivering that improvement.
If Georgia had a history of holding its charter schools to a high standard, I would feel more comfortable supporting Amendment 1. But with the mixed reality that exists today, supporting the ammendment requires us to trust that Georgia will raise the charter quality bar in the future, partnering with high-quality organizations. If that is a risk you are willing to take, vote yes. If instead you beleive that the state needs to demonstrate more consistent results from the charters already operating before taking on a new initiative, vote no.
Notes:
[1] This measure of school quality is the three year average Student Growth Percentile, with controls for observable characteristics of the students at the school. School performance on this measure is then used to rank schools by percentile. Percentile ranks are helpful for intuitively discussing one school relative to others; however, they may overstate differences around the center of the distribution. Schools between the 40th and th 60th percentile in the state probably differ from each other in less dramatic ways than schools between the 80th and 100th percentile. If you want to see more about how this is calculated, you can access the data and the STATA code here.
2016 Georgia Milestones Results
Two weeks ago, the state released results for the 2016 Georgia Milestones Assessments. Below is an interactive graph showing how the state’s schools performed relative to what one would expect based on the students served. Each dot represents a different Georgia school. To focus in on specific districts, click on the colored district names to the right. Schools above the trend line scored higher than one would expect while schools below the trend line under-performed. Hovering over a school will give some information including the school name and how it achieved. You can also choose which grades and subjects you want to analyze.
var divElement = document.getElementById('viz1470761932972'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='804px';vizElement.style.height='669px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
This tool facilitates a more meaningful comparison than could be conducted in prior years by incorporating a more accurate measure of student poverty, known as “direct cert” data. In prior years, this information was not publicly available and the only measure of poverty was free and reduced lunch (FRL) participation. For a detailed discussion of why direct cert represents an improvement over FRL measures, see this article by Dan Forsberg at the Governor’s Office of Student Achievement.
In addition to a poverty measure, the view above controls for other observable characteristics of the students served, including percentage of students who are English Language Learners.* This is important because the way direct cert data is collected may understate the needs of students at schools which have large immigrant populations. To illustrate this, consider Gwinnett County, where most schools outperform what would be expected based on the needs index.
var divElement = document.getElementById('viz1470761987944'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='804px';vizElement.style.height='669px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
If needs are instead measured solely on direct cert data, the county’s achievement appears more mediocre with some schools above and some below the trend line. This seems to be the result of direct cert under-measuring the needs of schools with many immigrants, and Gwinnett is a district where this is particularly common. For that reason, I consider the needs index preferable, but both are avaialble for users to toggle between on the right of the interactive.
var divElement = document.getElementById('viz1470762053579'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='804px';vizElement.style.height='669px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
As has been the case for years, most Georgia districts are about average, with schools in each district achieving about what one would expect based on the needs of students served. For example, the wealthy schools in Cobb do well; the poor ones don't do so great. Two exceptions to this general trend in the Metro Atlanta area are Dekalb which consistently performs a bit worse and Gwinnett which consistently performs a bit better. Interestingly, achievement in APS looks more impressive on this measure than it has in the past with FRL data. This is attributable to the fact that many APS schools serve needier populations than the FRL rates fully reflect (”direct cert” picks this up).
var divElement = document.getElementById('viz1470762088539'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='804px';vizElement.style.height='669px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
If the statewide data is too much to digest, the view below allows comparisons within a district. This option is useful for large districts with several schools. However, it will not account for the fact that the district as a whole may be over- or under-performing.
var divElement = document.getElementById('viz1470764824925'); var vizElement = divElement.getElementsByTagName('object')[0]; vizElement.style.width='784px';vizElement.style.height='695px'; var scriptElement = document.createElement('script'); scriptElement.src = 'https://public.tableau.com/javascripts/api/viz_v1.js'; vizElement.parentNode.insertBefore(scriptElement, vizElement);
Notes:
*It also includes the percentage of students in each category of race/ethnicity tracked by the state. Direct cert data is from 2016, but these other observable characteristics are from 2015, the most recent data available.
I have run several pieces over the years by Jarod Apperson, who holds degrees in accounting and finance from NYU and does an excellent job dissecting education data. Now a doctoral student in economics at Georgia State University, Apperson has been a careful observer of Atlanta Public Schools. Today, he explains why he's cautiously optimistic Superintendent Meria Carstarphen may succeed with her ambitious turnaround plan for the city schools. By Jarod Apperson Last night, the...
Here’s why I think Superintendent Carstarphen may succeed in turning around Atlanta’s lowest-performing schools.
An expert in school data, Jarod Apperson looks today at the efforts and direction of the governor's committee charged with reforming how we pay teachers and fund schools. Apperson has met with some members of the funding committee to present related data. He has also written several pieces for Get Schooled on the education issues. After reading the Get Schooled blog Thursday where teachers voiced concerns about proposed changes in the state salary model, Apperson sent me...
Jarod Apperson is a doctoral student in economics at Georgia State University and one of the best education data analysts in the state. In this piece, Apperson responds to a recent column by school choice advocate Glenn Delk in support of education savings accounts. By Jarod Apperson Over the past 50 years, the expansion of educational choice has become a favorite rallying cry of politicians and other education advocates who view it as...
The Atlanta Budget Explorer is now live on the city of Atlanta’s website. I was part of a team (along with John Keltz, Khia Jackson, Robert Crocker, & Quy Nguyen) that worked on this project over the past year. It was a joint effort by Invest Atlanta and the City of Atlanta to make the city finances more accessible to the public.
Check out the different visualizations we put together and learn about funding for all the city’s activities.
In a special meeting tonight, the Atlanta Board of Education reversed an earlier vote this week rejecting an administration request to apply for a waiver of state rules on the maximum number of students in a class. In an about-face, the board approved the plus-5 waiver sought by APS leadership, meaning class...
Volatile Polls Add Excitement to Stable Senate Race
She’s ahead. She’s behind. She’s ahead.
Reports on polling for the Georgia Senate race in recent weeks have been more volatile than their underlying survey responses would suggest. By relying on different assumptions about likely voter composition, polling firms generate results which appear to be momentum swings when in reality nothing has changed. If we can agree on a few historical facts and are willing to make transparent assumptions, the range of potential outcomes from Tuesday’s election becomes much clearer.
Racial Composition of 2014 Georgia Voters
Black voters are likely to make up somewhere between 30% and 33% of the Georgia electorate. In the 2010 midterms, black voters made up just over 29% of voters. In the 2012 presidential race, 32% of Georgia voters were black. Early voting results show blacks tracking slightly higher than these historical figures, accounting for between 33% and 34% of the total early votes cast[1]. For a number of reasons, early voting is unlikely to mirror the total electorate exactly, but these numbers combined make it difficult to anticipate a scenario where the black share of the vote is less than 30%.
For white voters, a range of 65% to 68% seems likely, and 2.5% is a good estimate for other voters.
Polling Results on White Voters
Results from the six most recent polls to release crosstabs are shown below. Undecided voters have been distributed based on the candidate’s share of decided voters. Overall, the range here is pretty tight and there is no evidence of a trend in the most recent polls compared to those a little older. They suggest Michelle Nunn’s share of the white vote will fall somewhere in the high 20’s while David Perdue is likely to fall somewhere in the high 60’s.
In a recent Upshot article, Nate Cohn points to historical Georgia races and a history of overestimating support for third-party candidates to suggest Amanda Swafford’s share of the vote might come in lower than polls suggest. If we are willing to assume that she earns 3.5% of the white vote, we would expect Michelle Nunn to pull 28.5% of the white vote and David Perdue to pull 68%.
Polling Results on Black Voters
Results from the six most recent polls are slightly less consistent for black voters. This is not surprising since the sample size of black voters is smaller. Taken together, the polls suggest we might expect Michelle Nunn to get 91.3% of the black vote and David Perdue to get 8.1%.
Pulling it Together
Since other voters make up such a small share of Georgia’s electorate, the polling has been incredibly volatile. That makes it challenging to get a sense for which way they might swing. For simplicity, lets assume the votes of other voters mirror the state as a whole.
Then, based on the range of voter composition we are willing to assume, either Michelle Nunn or David Perdue will lead by the varying margins shown below. In only one of the scenarios does a candidate earn the 50% that would be required to avoid a runoff. As Harry Enten at FiveThirtyEight argued last week, it seems unlikely that the state will avoid a January vote.
Twitter: @gradingatlanta
[1] In the data collected by @ElectProject from the Georgia Secretary of State, approximately 9% of voters do not have a race/ethnicity recorded. If we assume these “unknown” voters are similar to the overall early voting population, we get the Assumption A results. If instead we assume these are likely to mirror the voters who did not cast ballots in 2010 (which might make sense because “unknown” voters themselves didn't cast ballots in 2010), then we get the Assumption B results.
Early Voting Turnout
With one week left before the midterm elections, approximately 522,000 Georgians have already voted. This represents about 10% of registered voters and about 20% of the total turnout in 2010.
Most intown Atlanta neighborhoods currently lag behind the statewide average for turnout. Across the metro area, turnout has been strongest in south Fulton, east Cobb, and south Dekalb.
Since this is the first year I have looked at early voting turnout a week prior to the election, I don't have much of a sense for how to interpret what is observed; however, it is interesting nonetheless.
See the map below and click through each of the three tabs to see turnout ITP, around the metro Atlanta area, and across the state.
Twitter: @gradingatlanta
Learn About Tableau
Short but Significant: Kindergarteners and the Rising Bar for Charter Achievement
After graduating from college in 1991, Mike Feinberg and Dave Levin began teaching fifth graders in the Houston public schools. Three years later, they decided to strike out on their own and founded the Knowledge is Power Program (KIPP). Naturally, they started with what they knew: a group of fifth graders.
Ten years later, that decision proved more fateful than anyone likely realized. Due to the celebrated early success of its schools, KIPP became a grandfather of sorts to a group of schools known as “no excuses” charters. In 1997, Uncommon Schools was founded in Newark followed by Achievement First in New Haven. Both started with fifth grade.
These middle-school interventions proved effective, with students demonstrating above-average growth each year on standardized tests. The trend remains true today and, among NYC charters, rising achievement across grades is most evident for students attending Uncommon Schools.[1]
Learn About Tableau
Though these students grew at above-average rates, even by the end of 8th grade, a gap remained between them and their wealthiest peers. It wasn’t until some of the early KIPP middle-school graduates faltered in college that the network’s leaders began to ask themselves whether the program was lengthy enough to affect change in students’ lives beyond their years with KIPP.
Some related evidence from researchers Steven Levitt & Roland Fryer suggests that the IQ gap observed between races may be quite small at the age of twelve months but grow in response to environmental factors. If that is indeed the case, middle-school interventions have the disadvantage of catching children after the gap has more fully developed.
By the mid 2000’s, existing charter networks began to retool, adding feeder elementary programs. Meanwhile, a new player – Success Academy – entered the scene, starting not with middle school, but with a group of Kindergarteners and 1st graders.
Because of the method in which charter schools roll out, typically adding one grade per year, the decision to add elementary schools is only beginning to result in a large number of students who have reached tested grades. Out of five KIPP NYC middle schools, only one of the feeder elementary schools had reached fourth grade during the 2014 school year. At Uncommon Schools there were five schools serving fourth graders compared to twelve middle schools.
This shifting dynamic within the sector makes the type of basic comparisons possible with public data challenging. At some schools, a fifth grade class is beginning their first year in the program. At others, many of the fifth graders have been enrolled since Kindergarten. Thus, a simple cross-sectional analysis may compare the effect of one year in a program to the cumulative effect of six years in another.
Consider the summary graph below that shows the average number of points each charter network performs above/below schools serving economically similar populations:
Learn About Tableau
Success Academy is light years ahead of any other charter system. But recall that Success Academy students begin in Kindergarten or 1st grade while some other programs start with students entering middle school. To get around this inconsistency between charter models, we can limit the analysis to third grade.
Learn About Tableau
Once again, Success Academy is the top-performing network, but the gap is less stark. Notably, Uncommon Schools and Democracy Prep have both moved closer to Success Academy and now surpass the Citywide Gifted programs. This suggests that their elementary programs are highly effective, though students entering in the later grades reduce the overall beating the odds score.
Learn About Tableau
It is worth noting that not all “no excuses” networks have been equally successful implementing an elementary program. For example, KIPP NYC and Achievement First show results that are positive but less dramatic.
Twenty years after Mike Feinberg and Dave Levin founded their first school, the charter landscape is shifting. With its strong elementary curriculum as a foundation, Success Academy has raised the bar for what charters can achieve. Other networks have shown capacity to approach these heights, but that has meant acknowledging the need to bring in the youngest students, Kindergarteners with malleable minds that haven’t yet been let down by a system of mediocrity.
by John Keltz (@keltz_) and Jarod Apperson (@gradingatlanta)
[1] The Beating the Odds estimate is based on a comparison to schools with similar economic needs. More detail can be found here. It is sometimes asserted that rising scores for higher grades are the result of the attrition of low achieving students. While we cannot rule out the possibility that attrition plays some role in what we observe, a review of 2013 student growth data from the NYC report cards shows that Uncommon Schools students grow at above-average rates. The effects of attrition and above-average growth could be better parsed with a longitudinal dataset.
Co-written NY Daily News Op-Ed on Success Academy 2014 Results
Young, Poor, & Isolated in Suburban Atlanta
Young couples in the Atlanta area once bought homes in Cobb County to join what was perceived to be one of the state’s strongest school systems. Twenty years ago, elementary schools spanning the county—from I-20 up to the Chattahoochee River—were filled with children of the middle class.
Construction boomed. Families moved into new four-bedroom homes in communities designed by John Weiland. New strip malls opened to meet the needs of a growing and relatively wealthy county.
Today, children raised in that era are bringing up their own families and most are choosing to do so far away from their childhood homes. The youngest generation of middle class Metro Atlantans have abandoned large swaths of Cobb County, leaving behind their aging parents and the poorer families most recent to arrive. Rather than staying close to their childhood homes, they have gone one of two ways. Some have moved further out to join new exurban developments while others have moved intown. This transition has left much of Cobb County and many of its schools in a drastically different state than most might have imagined in the early 1990's.
Cobb County is not alone.
Across the Metro Atlanta region, vast geographies once popular with the middle class have become pockets of isolated poverty. Early last year, Maria Saporta published an article highlighting work by the Brookings Institution which showed a significant increase in Atlanta’s suburban poverty. Months later, The New York Times used data published by Harvard Economist a Raj Chetty to argue that geography plays an important role in limiting income mobility for Atlantans.
A new dimension to this conversation—education—makes the extent of poverty’s spread to the suburbs even clearer. Children in communities across growing portions of the Atlanta region attend schools of virtually uniform poverty. In some places, families would need to drive 15 miles to reach a middle-class public school.
The interactive map below show the geographic evolution of poverty (as represented by the percent of students qualifying for Free and Reduced Lunch) from 1994 to 2013. Readers can use the bar on the left to scroll through time and watch the spread of poverty from small portions of Fulton and Dekalb Counties outward.
Learn About Tableau
As is often the case in Atlanta, a discussion of poverty overlaps with a discussion of race. Undoubtedly, a variety of factors contribute to a neighborhood or school district’s fall from favor with a certain group. However, race appears to remain one important factor in the Atlanta region. Over the past 20 years, school after school in Cobb County and elsewhere in the region that saw a significant population of black & Hispanic students arrive quickly saw a decline in the number of white students enrolling. This trend is most evident when focusing on single-grade cohorts.
From 1994 to 2013 the share of white Kindergarteners enrolling in Cobb County schools fell from 77% to 38%. Those white students who remain in the Cobb schools are primarily concentrated near the east and west borders of the county.
This transition is partially driven by the attraction of other regions, but it is also informed by changing perceptions of school quality. As explained in an April post, these perceptions are often driven by misinformation because data released by the state is biased toward showing schools with higher poverty as less successful. However, some schools which may appear to be faltering in this data are actually succeeding once one considers the students served. Gwinnett County is an example of a district which has seen an increase in poverty, and is succeeding with its students.
The graphs below show the evolution of Kindergarten race/ethnicity in the Metro’s schools from 1994 to 2013.
Learn About Tableau
Viewing what has developed over the past 20 years, raises several important questions. First, what can be done to ensure that children raised in poverty have a fair shot at success? Second, can a region truly prosper if such a large share of its youngest are growing up in economic and racial isolation? Third, what can be done to encourage more integrated learning environments?
Is Success Academy the Climate Change of K-12 Education? (Part 3 of 3)
The first two parts of our analysis show that Success Academy students have very high achievement, and that most of this feat is not caused by the selection of their students, but by the effectiveness of the network’s schools. Therefore, identifying unique elements of Success Academy’s approach is worthwhile to facilitate the spread of best practices to other charter networks as well as traditional schools. In this final part of our analysis, we analyze elements of the Success Academy model and attempt to point out components that seem unique or particularly well executed.
As a starting point, consider the work of Harvard economist Roland Fryer who identified practices common among New York City’s most successful charters and later implemented those practices in Houston and Denver schools. According to his paper “Getting Beneath the Veil of Effective Schools: Evidence from New York City,” the following five practices are commonly employed at successful NYC charters.
Teacher Feedback
Data Driven Instruction
High Quality Tutoring
Instructional Time
High Expectations
From reading Mission Possible, a book about educational practices by Success Academy founder Eva Moskowiz, it is clear that each of the five are implemented at the Success Academy schools. These practices likely account for a portion of the overachievement at the network’s schools. However, they don’t explain why Success Academy schools outperform other charter networks (Uncommon Schools and KIPP are good examples) that also implement these practices.
One unique area of the Success Academy approach that has received significant attention is its literacy program. In June, Chalkbeat’s Patrick Wall published an article discussing how other charter networks have been visiting Success Academy to observe literacy lessons.
Two areas that stand out are the early-grade book discussions and significant amounts of time dedicated to independent writing. Consider the video below that captures a group for Success Academy first graders discussing The Araboolies of Liberty Street.
[Link to First Grade Book Discussion]
A number of things stand out from this discussion. First, the framework of the conversation is highly structured. Students sit with hands folded in their laps and put their thumbs on their nose when they would like to share an idea. It is clear that students have been coached in how to introduce their thoughts to the audience using complete sentences.
Second, there is a focus on contextualizing individual thoughts within the broader conversation. Phrases such as “I agree with Alan because…,” “The connection I am trying to make with him is…,” “What I hear you saying is that…,” and “I disagree with Kaiser because…” all show that students are coached to present their ideas as responses to others in the group. This consideration of the audience is an important component of communication, and it appears the Success Academy schools are teaching it explicitly.
Third, it is clear that the school’s culture is permeated with the common core standards and terminology. Multiple students reference elements of the book to support their thoughts and one even says explicitly “I’m going to use evidence from the book.” This frequent exposure likely makes students more comfortable with the terminology of the common core they encounter on state exams.
With new common core aligned tests, writing is a larger component of ELA scores. Therefore, another area that deserves attention is the Success Academy approach to independent writing. Consider the video below where a first grade teacher introduces students to what the network calls writing workshop.
[Link to Writing Workshop Video]
Again the structure is evident. Another thing that stands out from the clip is the sense that elements of the writing workshop are being presented to kids as games. They time themselves to see how quickly they can set up their stations and will attempt to beat their record the next time. They also build up the amount of independent writing incrementally, each time writing longer, until they reach 40 minutes at the end of the year.
This approach seems to fit well with a recent New York Times opinion piece where UW-Madison math professor Jordan Ellenberg argued that teaching is most effective when kids experience it as a game.
Finally, the network makes efforts to standardize instruction across its schools. At most traditional schools, teachers across a district are expected to accomplish the same general goals each year, but much of the specifics are undefined, resulting in drastically different learning experiences and outcomes for students.
At Success Academy schools, “the same lessons are taught on the same day across the same grades, not only in that one school but across the network.” A few days before a lesson is taught across the network, a teacher is identified to deliver the lesson to his/her students, recording the delivery, and sharing it for other teachers to watch in preparation sessions led by assistant principals and leadership residents.[1]
In sum, practices identified by Roland Fryer in combination with these other elements that seem to make Success Academy’s unique are a starting point for traditional school principals and charter leaders looking to experiment with practices which may lead to better student outcomes in their schools.
Much like there will always be those who dispute pollution’s effect on global warming, most Success Academy detractors aren’t likely to be persuaded anytime soon. Some of their arguments are legitimate and explain a small portion of the schools’ achievement, but ultimately they miss the larger picture. Something is working at the Success Academy schools, and educators who refuse to pay attention are missing out on an opportunity to maximize the potential of their students.
by John Keltz and Jarod Apperson
John Keltz (@keltz_) is a researcher for the Atlanta Public Schools. He graduated from Case Western Reserve with a bachelors degree in Economics and Math. He earned a Masters of Economics from The University of Wisconsin - Madison.
Jarod Apperson (@gradingatlanta) is a Graduate Research Assistant at Georgia State University. He graduated from New York University with a degree in Finance and Accounting.
[1] Mission Possible: How The Secrets of Success Academies Can Work in Any School
Is Success Academy the Climate Change of K-12 Education? (Part 2 of 3)
We demonstrated in part one that Success Academy has very high achievement relative to the economic needs of the network’s students. However, Success Academy skeptics believe their high scores might be explained by other factors: student opt-in, student attrition, and smaller populations of English learners and students with disabilities. All these factors involve questions of selected student populations. We consider each one below, as well as a comparison to schools that clearly have a selected population: citywide gifted programs.
Opt-In Bias
Charter schools are different from zoned schools because parents must choose to send their child and indicate their interest by submitting an application several months before the start of the school year.
Research suggests students who apply to NYC charter schools, on average, scored higher in the previous year than the students who didn't submit an application. Therefore, a portion of the over-achievement that charters experience reflects the fact that applicants are a select group, a motivated group with the awareness and wherewithal to apply in advance. An estimate of this "opt-in" effect suggests it may be as high as 9 scale score points on the NY exams. (The true opt-in effect is likely lower than 9. Please see the footnote for more details.)[1]
As shown in the graph below, once the opt-in effect is take into account, it is unclear whether some charters which initially appeared to be positively impacting their students are actually getting results beyond the opt-in effect. Other charters including Success Academy, Ichan, and Uncommon Schools show overachievement significantly above the estimated opt-in effect.
Learn About Tableau
Attrition Bias
A second issue that has been raised as potentially biasing Success Academy’s achievement is the suggestion that the school is “pushing out” students who it suspects will not score well on exams. This loss of students is referred to as attrition.
In December of 2012, Beth Fertig and her colleagues at WNYC’s Schoolbook published an analysis of attrition across all NYC charters along with comparisons to the five NYC Bureaus as well as the CSD’s with the greatest number of charters.
The analysis revealed a few important things. First, attrition is significant citywide and particularly high in communities with larger populations of low-income students. Second, it showed that indeed some charters experience attrition rates above the citywide average and above the CSD’s where they operate.
As shown in the chart below, Success Academy schools experienced annual attrition of 10 percent, approximately 3 percent less than the citywide average and about 4 percent less than would be expected based on the boroughs where they operate.
Learn About Tableau
Backfill, another component of attrition that is discussed in a thorough piece by Chalkbeat’s Sarah Darville, relates to whether charter schools choose to fill vacated seats or whether they let cohorts shrink as students leave the school. The Success Academy schools have a policy of backfilling grades K thorough 3 but not the older grades.
If leaving students on average are lower performers, the choice not to backfill would raise the achievement in later grades. However, limiting analysis to the third grade, where Success Academy does backfill, results in overachievement of 33 points versus 39 for all grades. This indicates the choice not to backfill does not explain much, if any, of Success Academy’s overachievement.
ELL & Special Needs Bias
A third area of potential bias flows from the percentage of students served who are English Language Learners and qualified for special needs.
Success Academy schools serve fewer ELL students than zoned schools in the districts where they operate. Reviewing the percentage of ELL students at Success Academy’s tested schools indicates they serve about half as many ELL students (6 percent) as zoned schools nearby (12 percent).
While this is an important starting point, there is a confounding factor at play that must be considered. The basic idea of ELL interventions is that the students eventually learn English and then move out of the program. At Success Academy, 27 percent of students passed the reading & writing ELL exam compared to 19 percent at the district schools. Similarly, 65 percent of Success Academy students passed the spoken ELL exam compared to 50 percent at their zoned counterparts. This suggests that part of the reason participation rates are lower at Success Academy schools is because students attending the schools are more likely to master English and move out of the program.[2]
It is also worth noting that the performance gap between Success Academy ELL students and non-ELL students is relatively small, suggesting that if the schools were to serve a larger number of ELL students, scores would likely only fall marginally. Ninety-one percent of ELL students passed the math exam while 41 percent passed the English exam. Both rates are substantially higher than the city.[3]
Special needs is another area which often receives attention in the media; however, administrative data indicate that Success Academy schools serve a similar share of special needs students relative to their zoned counterparts. Both serve approximately 12%. Further, the data show the Success Academy schools are more effective at mainstreaming the students, with twice as many students moving to less restrictive settings.[4]
Comparison to Citywide Gifted and Talented
A final context within which to consider bias and the Success Academy achievement is in comparison to other schools with clear selection bias. Recall in part one of this analysis, we highlighted the performance of citywide gifted programs.
In order to gain admission to a citywide gifted program, students must take a standardized test. InsideSchools reported that for the 2014 year, three times as many students scored in the 99th percentile as there were seats available at the five most selective citywide programs.
As a result of the limited number of seats and the large number of test-takers, students admitted to a citywide Gifted & Talented program are a select bunch. In fact, they start out wholly in the top 1%.
For the issues of opt-in and ELL status discussed above, the Success Academy students may to some extent also be a select bunch. However, it is quite challenging to believe they could ever be a more curated group than students required to score in the 99th percentile on an admissions exam. Yet, surprisingly, the overachievement seen at Success Academy is double the overachievement seen at Gifted and Talented schools.
Learn About Tableau
Consideration of potential sources of bias indicates that a portion of Success Academy’s overachievement may be explained by factors related to the student population served. However, a majority of Success Academy’s overachievement remains unexplained by these factors; therefore, it seems the schools’ curriculum and operations are responsible for much of their success. In part three of this analysis, we explore the Success Academy approach and look for elements that may contribute to the network’s performance.
Continue Reading Part 3.
by John Keltz and Jarod Apperson
John Keltz (@keltz_) is a researcher for the Atlanta Public Schools. He graduated from Case Western Reserve with a bachelors degree in Economics and Math. He earned a Masters of Economics from The University of Wisconsin - Madison.
Jarod Apperson (@gradingatlanta) is a Graduate Research Assistant at Georgia State University. He graduated from New York University with a degree in Finance and Accounting.
[1] This is likely an upper bound. Stanford economist Caroline Hoxby’s 2009 NBER working paper “Charter Schools in New York City: Who Enrolls and How They Affect Their Students’ Achievement” showed that students who applied to charter schools from tested grades scored 0.22 standard deviations (median) in math and 0.23 standard deviations (median) in reading above their peers who did not apply. The standard deviation of scores on New York exams is approximately 35 points. This suggests an opt-in effect may be somewhere around 7 to 9 scale score points. Since the time that Hoxby’s data was collected, the rates of application have risen significantly in some of the CSD’s with large numbers of charter schools. With applicants representing a greater share of total students today than they did in 2006, the effect using 2006 data is likely greater than the effect today. Recent lottery data would need to be investigated further in order to more accurately estimate the current effect.
[2] Data collected from the New York City Charter School Center. The composite data reported above was developed weighting by the number of tested students from each school.
[3] Subgroup data was reported in a Success Academy press release.
[4] Data collected from the New York City Charter School Center. The composite data reported above was developed weighting by the number of tested students from each school.