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FEATURES: Learning Facts
By Julie Landry Petersen
The brave new world of data-informed instruction
In just the last ten years, goaded by broad and still
unsettled cultural shifts, education practices have changed
dramatically. Schools are no longer just recording and analyzing inputs—dollars
spent, number of days of instruction, numbers of students per
teacher—but pushing their data-gathering and analysis efforts
into the brave new world of outcomes. Who is dropping out and why?
Which students are reading at grade level, and which are not? How
are 4th graders doing on fractions and decimals? Today’s
educators are deciphering, and using, the results of student
assessments better than ever. And it is not a reform at the
margins. “Nearly all states are building high-tech student
data systems to collect, categorize and crunch the endless
gigabytes of attendance logs, test scores and other information
collected in public schools,” reported the New York Times in a
front-page story last May, confirming the scope of the trend.
Hundreds of state education departments and
school districts, driven in part by the No Child Left Behind (NCLB)
mandate to demonstrate “adequate yearly progress,” are
retooling their assessment regimens and technology systems to use
outcome data to drive instructional and policymaking decisions (see
Figure 1). A study of 32 San Francisco Bay Area K–8 schools
released in 2003 by the Bay Area School Reform Collaborative (now
Springboard Schools) found that “what matters most [in
closing the achievement gap] is how schools use data.” In
fact, those schools that had accelerated the progress of their
low-performing students—who were catching up with
high-performing students—were those that regularly captured
data for the purpose of improving results.

What follows is a close look at three schools
that have integrated data into their instructional decisionmaking.
Each has concluded that the practice has helped improve student
achievement. I examine a traditional public school, a
district-turned-charter school run by an education management
organization, and a relatively new charter school. The experiences
of these schools illustrate the benefits of mining both internal
assessments and standardized test results for data to guide
curriculum decisions and inform classroom instruction.
Four Stars in the Lone Star State
Evelyn S. Thompson Elementary School is
located in a Texas district that has been nationally recognized for
improving student achievement over the last decade. The
state’s accountability measures, on which No Child Left
Behind was modeled, have grown increasingly stringent. Even as the
district’s percentage of low-income students has risen,
student achievement in the Aldine Independent School District
(AISD)—a mid-sized urban district with 66 schools and 56,000
students on the northwest edge of Houston—has kept pace. But
it wasn’t always so.
In 1994, the first time the new Texas
Assessment of Academic Skills (TAAS) tests were given to all 4th-,
8th-, and 10th-grade students, half the kids in the district
failed. Until then, Aldine thought it had a decent school system;
its students often received awards and scholarships and the local
press wrote favorably about them. But when the district received an
“academically unacceptable” label that year, it got a
wake-up call as well. “Our educational philosophy had been
all about self-esteem as our key goal,” recalls
Superintendent Nadine Kujawa, a Texas native who had worked in the
district since the early 1960s and in 1994 was the deputy
superintendent of human resources and instruction.
Over the next decade Aldine undertook major
structural reforms that emphasized academics and student
achievement. “Now,” says Kujawa, “we believe that
if students are successful academically, self-esteem will take care
of itself.”
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The right data, provided at the right time and in the right way, can be a powerful
driver for school improvement.
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The key to this new emphasis on achievement
was the TRIAND data-management system, developed in partnership
with a local software vendor to capture, analyze, and share
specific student achievement data among administrators, school
leaders, teachers, and even parents. Over the last eight years, the
district has spent $32 million on the hardware systems necessary to
track student demographic and performance data districtwide, and
another $2 million on additional computers that allow teachers to
access the system; much of this funding has come from the federal
E-Rate program, which has allocated more than $10 billion toward
Internet infrastructure in K–12 schools and libraries since
1996 (see “World Wide Wonder?” research, Winter 2006).
At Thompson Elementary, set in a quiet
working-class neighborhood, this top-down push was welcomed by
teachers like Cherie Grogan, a math teacher and self-described
“data geek.” For years Grogan has been creating forms
in Microsoft Excel to help teachers better understand their
students’ annual test results. She is one of the
school’s “skills specialists,” four experienced
teachers who support classroom teachers in specific subjects,
including math, reading, writing, science, and bilingual education.
In addition to modeling lessons for teachers and working with small
groups of students, the skills specialists also regularly analyze
student scores on diagnostic, formative, and standardized tests
across classrooms, subjects, and grades. It is a responsibility
they have always held and that has consumed an increasing amount of
their time over the last decade as the district continues to
emphasize the regular use of student assessment results to guide
instruction.
This support begins even before the school
year does: the week before students arrived last year,
Thompson’s skills specialists sat down with teachers to
review the prior year’s test scores (known as the Texas
Assessment of Knowledge and Skills, or TAKS, the successor to TAAS)
for 3rd and 4th grades (the only grades currently tested at
Thompson) in order to identify gaps in skills and knowledge, and to
develop preliminary plans for addressing those problems throughout
the year.
Once the school year begins there are weekly
meetings between the school’s principal, Sara McClain, and
the skills specialists to review data and plot strategies for
supporting those students and teachers who need help. For example,
when reviewing reading scores across the 4th grade, they found that
many of the students were struggling with the concept of
summarization. In the following weeks, two of the skills
specialists with experience in teaching reading went into the
4th-grade classrooms to model additional lessons on summarization
and worked separately with small groups of students who still
weren’t grasping the skill.
In addition to TAKS scores, the data gathered
at Thompson Elementary come from diagnostic tests like the Texas
Primary Reading Inventory, which is designed to measure
students’ skill levels and needs. As soon as scores from
these beginning-of-year diagnostic assessments are available
(usually in mid-September), the skills specialists sit down with
McClain and a stack of printouts from TRIAND in one of their weekly
meetings and assess which of their “kiddos” are
struggling to read at grade level. As they flip through the
spreadsheets, the skills specialists flag the students having
trouble and bring the numbers to life with anecdotes about those
students’ work in the classroom. McClain encourages the
specialists to follow up with each teacher to share the data and
ensure that teachers have created small reading groups based on
learning needs, as well as lunchtime or afterschool tutoring for
those students still reading at low levels.
Like other schools in Aldine, Thompson
Elementary also regularly administers its own tests to measure
whether students are mastering the district’s standards as
well as the school’s benchmarks. And although grading,
analyzing, and discussing interim assessments takes an estimated
three to four hours per month, even veteran teachers seem to
consider the new responsibilities a help to their teaching, rather
than a hindrance. “It’s great to see where kids are
performing, where my gaps are, and what I need to do,” says
Debra Bingham, a 16-year veteran teacher who now specializes in
3rd-grade reading.
Sara McClain, who has been principal at
Thompson for eight years, says that despite some teacher turnover
in the early years, as the district’s instructional reforms
took hold the remaining teachers came to embrace the new, more
rigorous approach. “Teachers tend to come in early and stay
late,” she notes. They see the use of data “not as
additional but as a part of instruction, their professional
responsibility, and their high expectations.”
The increased attention to the data seems to
have paid off. Between 1994 and 2002, the percentage of Thompson
students passing the state’s math assessment rose from 65 to
98 percent. And even with the more rigorous state standards, the
school has maintained a passing rate in the 90s since then.
Principal McClain attributes this to a consistent, constant,
schoolwide focus on student results. “Previously we were very
scattered,” she says. “We needed to increase
expectations and get everyone going in the same direction around
student achievement.”
A Better View in Chula Vista
Fed up with years of dismal performance from
its 1,100 K–6 students (four out of five of them poor), in
1997 administrators at Mae L. Feaster Elementary School in Chula
Vista, California, just south of San Diego, decided to partner with
members of the community and convert the school into a charter
school. They gave management of the rambling block of
“portable” and permanent buildings to Edison Schools.
Over the next eight years the reborn
Feaster-Edison Charter School showed a steady improvement in
student achievement, increasing average scores on the Stanford
Achievement Test (or SAT-9) from the 19th to the 34th national
percentile between 1998 and 2001 and from 17 percent to 32 percent
proficient on English language-arts tests between 2001 and 2005.
A large part of the secret to
Feaster-Edison’s success, say the school’s teachers and
administrators, is its use of data. Feaster-Edison relies heavily
on both standardized test scores and Edison’s own benchmark
assessments to inform and adjust instruction throughout the year.
Before school starts each year, all the school’s teachers are
taught how to work with data as part of a weeklong “teacher
academy.” Also before the school year begins, teachers review
student assessment results from the prior spring, both by student
and by “strand” (groups of standards), on the
California Standards Test, the state’s annual standardized
test for grades 2 through 11 The analysis is both retrospective,
identifying instructional strengths and weaknesses, and
prospective. Test scores are reorganized according to new classroom
assignments so that teachers can use those data in preparing for
the year ahead.
Reviewing student performance on the prior
year’s standardized tests can also highlight critical
schoolwide issues. “Data start the conversation,” says
Principal Erik Latoni, who noted that one priority was to improve
English-language development among all students, a decision
prompted by data showing lack of improvement, or in some cases a
decline, in students’ English language skills. Latoni and his
teachers decided that all lead teachers would attend two training
programs that year to help them supplement student reading and
writing skills with listening and speaking skills. He also asked
lead teachers to discuss tactics for addressing the problem with
other teachers in their upcoming “house meetings,”
daily gatherings in which all teachers within each grade level (or
“house”) gather in an empty classroom to discuss
curriculum, instruction, and administrative matters. As a result of
those meetings, for instance, 3rd-grade teachers created a writing
rubric to regularly assess students’ English-language skills
and ensure that they are continuing to make progress.
These house meetings are also where teachers
collaborate to analyze their students’ results on
Edison’s monthly benchmark assessments. Edison uses state
standardized assessments to create these tests; each month,
students are tested on a sampling of the standards they will be
expected to master by the end of the year. At Feaster-Edison,
benchmark assessments are administered on laptop computers wheeled
into each classroom on a cart and connected wirelessly to
Feaster-Edison’s main system, making results available
immediately to teachers and administrators. Before meeting with
others in their grade, teachers are expected to examine their
students’ results and fill out a benchmark analysis form,
provided by Edison, which asks what standards are not yet mastered,
which students are not proficient in those areas, and what teachers
plan to do about it. “You have to give teachers time to
analyze data, and link the conclusions back to instruction, so that
[using data] isn’t just an activity. There should be a change
in instruction,” says Francisco Escobedo, the school’s
former principal and now a vice president of achievement for
Edison.
In grade-level meetings, teachers compare data
across the grade, looking for patterns and opportunities to borrow
strategies from one another. The steps they take next vary
according to teacher and grade. Fifth-grade lead teacher Joshua
White looks at student performance on each “strand” of
standards in reading, writing, and math, both within his own class
and across the grade. He then takes a highlighter to the printout
of results, marking strands on which a majority of the class
struggled. In addition to covering the material again and making
sure students understand the vocabulary used in those questions, he
will often put some of the test items up on an overhead
transparency and walk students through techniques for answering
them.
Teachers also work together to determine how
to cover standards that were missed the first time. For example, in
the 3rd grade, all of the teachers use the same math curriculum at
the same pace, so they are able to coordinate their reteaching
where necessary. At the January benchmark assessment, data showed
that many 3rd-grade students missed the test’s two questions
on statistics, so 3rd-grade teachers created new lessons on the
subject and added them to the February calendar.
Such regular use of student achievement data
at Feaster-Edison—and at all Edison schools, since the
company’s national office is also reviewing the
data—reinforces the sense of accountability for student
performance that is shared by teachers, principals, and Edison
itself. “You have to see data as helping you be accountable
for something that’s really important to you,” says
John Chubb, chief academic officer of Edison Schools. “We are
responsible for student achievement outcomes and scores. We are
literally hired and fired on that basis.”
Pioneering on the East Coast
Elm City College Preparatory School is located
near New Haven’s Wooster Square, an Italian neighborhood just
a stone’s throw from Yale University. The charter school
opened its doors in the fall of 2004, with an elementary and a
middle school crammed into a small building that had housed a
Catholic school. The school is part of Achievement First, a
nonprofit charter school management system founded in 2003 by two
University of North Carolina graduates (Class of 1994), Doug
McCurry and Dacia Toll. McCurry and Toll wanted to replicate the
success of Amistad Academy, a high-performing charter middle school
they opened in New Haven in 1999. Achievement First now runs 10
schools, serving nearly 1,700 students; five are in New Haven and
five in New York City.
It was at Amistad that cofounder McCurry, who
was also a teacher at the school, began to develop interim
assessments to track his students’ progress in math over the
course of the year. “As a charter school, we were accountable
for results, but there was confusion about whether we were getting
there,” says McCurry. Using the Connecticut state standards
and previously released test items from the state’s
standardized test, the Connecticut Mastery Test, McCurry worked
backward to develop a scope and sequence for the curriculum, as
well as cumulative assessments that would be administered every six
weeks.
Today, teachers at all Achievement First
schools use a consistent scope and sequence of instruction, and
progress is measured using interim assessments, modeled on the ones
McCurry developed, to inform ongoing instruction in reading,
writing, and math. Principals and Achievement First staff look at
these and other student data to make initial plans, allocate
resources, and make instructional decisions throughout the year. As
with many other successful data-driven schools, at Elm City the
work begins before school starts, when teachers and
principals—both Dale Chu, who heads up the elementary grades,
and Marc Michaelson, who oversees the middle school—use a
variety of diagnostic tests to understand the ability and
achievement levels of their incoming students.
So far, the Connecticut Mastery Test has been
of limited use to Elm City because scores arrive after the school
year is in full swing. Though the test is being revamped, Elm City
is not convinced that standardized tests will ever add much value
at the classroom level.
“Our number-one data point for driving
instruction is the interim assessment,” says middle-school
principal Michaelson. These assessments are given manually, with
paper and pencil, mirroring the testing conditions in which
students take the state test, and hand-scored by teachers. Teachers
analyze their own class results by completing a “reflection
form,” similar to Edison’s benchmark analysis form,
that requires them to list the questions and standards that were
not mastered, the names of students who missed each question, and
how they plan to work with those students to address those areas.
The cost of these interim assessments to Achievement First is not
insignificant: McCurry estimates that each one costs $500 to $1,250
to develop. With 12 separate assessments needed for each
grade—6 for math and 6 for reading—and sometimes
additional tests in subjects such as writing and grammar, the
school could easily spend $20,000 for a single grade’s tests;
fortunately, each assessment can be used in all Achievement First
schools in a given state.
Administering, grading, and analyzing these
assessments is also time-consuming, especially as the cumulative
assessments get longer over the course of the year, covering all
material taught to date. Michaelson estimates that the process of
administering the test to a class, hand-grading each one, analyzing
the class results, and discussing them with him takes each teacher
anywhere from three hours for the reading assessment in the early
part of the year to seven hours for math near the end of the year.
For teachers, though, the value of this regular, specific data
analysis seems to outweigh the hassle. “I am okay with the
time it takes to grade and analyze the data because it’s
ultimately for my kids’ benefit and mine as a teacher,”
says Seisha Keith, who teaches 6th-grade reading and writing.
Elm City has now created a data-collection
culture that affects all aspects of the school, including how
teachers are recruited, prepared, and supported. “Teachers
have to be data-driven to get in the door,” says Michaelson,
who looks for evidence that prospective teachers have a
quantifiable history of student achievement gains and are able to
provide thoughtful explanations of how they have helped students
improve. All new Achievement First teachers receive training on how
to use interim assessments, while all new principals learn about
how to analyze assessment results and have effective one-on-one
conversations with teachers about the data.
The evidence so far suggests that Elm City is
working for students. In its first year, 2004–05, the
percentage of kindergarten and 1st-grade students reading at or
above grade level increased from 26 to 96 percent; in the same
period, the percentage of 5th graders reading at or above grade
level increased from 18 to 55 percent. What’s more, if the
experience of Amistad Academy is any indication of Achievement
First’s potential here, then Elm City’s improvement is
likely to continue. Students in the class of 2004 at Amistad
Academy went from 38 percent mastery in reading in 6th grade to 81
percent mastery in 8th grade. Their peers in New Haven public
schools during this same period climbed slightly, from 25 percent
mastery in 6th grade to 31 percent mastery in 8th grade. In math,
Amistad students went from 35 percent mastery in 6th grade to 76
percent mastery in 8th grade, while their New Haven peers’
performance declined from 24 percent mastery in 6th grade to only
19 percent mastery in 8th grade.
Lessons Learned
As the experiences of these three schools make
clear, the use of data can help teachers and leaders stay focused
on student achievement. These schools have all managed to achieve
impressive results by using data on student performance in subjects
like reading, math, and science, and yet all still manage to
deliver a well-rounded curriculum that includes art, music, and
physical education. They also discovered that not all data are the
same, that data collection and analysis are only tools, and that
the tools must be properly used to be effective.
Results from annual standardized tests can be
useful for accountability purposes, but student progress must be
measured on a far more frequent basis if the data are being used to
inform instruction and improve achievement. To be useful in this
way, interim assessments must be tied to clear standards. Another
lesson is that ample time must be taken to analyze the implications
of student assessment results, to plan for how instruction should
be modified accordingly, and to act on those conclusions;
otherwise, the data become more information that gathers dust on
the shelf. Data should launch a conversation about what’s
working, what’s not, and what will be done differently as a
result. Administrators and principals must make explicit the time
commitment necessary for capturing, analyzing, and acting on data,
and support the work by scheduling time and allocating resources
for it. In Aldine, district officials are looking at ways to build
time for reteaching into the school year, based on feedback from
teachers.
The results shown by these schools, however
preliminary, were not achieved overnight. They are the product of
steady and open analysis of student and school performance over
many years. All of these schools have become collaborative,
transparent communities in which information is shared freely and
regularly as a means of focusing the entire school on improving
instruction and increasing student achievement. Some, like Aldine
and Feaster-Edison, have found that some teachers embrace these
practices readily and that those who do not choose to work in other
schools. Elm City, meanwhile, recruits teachers who are comfortable
using data, so they are committed to this approach from the
beginning.
Despite the progress made by these and other
schools, there are still barriers to more widespread adoption of
these practices. For example, the time and effort that teachers and
administrators must spend on manual processes should be addressed
by more streamlined technology systems. Technology could make a
powerful difference by administering tests, automating their
grading, and displaying data—to district leaders, principals, teachers, and students—in a
timely way that makes strengths and weaknesses clear and next
steps more obvious. The right data, provided at the right time and
in the right way, can be a powerful driver for school improvement.
Julie Landry Petersen is communications
manager at NewSchools Venture Fund, a nonprofit venture
philanthropy firm based in San Francisco, California.
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