10 Essential Elements of a State Longitudinal Data System
Although each state’s education system is unique, 10 Elements are essential in a longitudinal data system. See the 2009-10 DQC Survey Results to view state progress on implementing a comprehensive longitudinal data system.
1. Statewide Student Identifier
50 states have this element View all state responses for Element 1 (.pdf 50.1 KB)
A unique statewide student identifier that connects student data across key databases across years
A unique statewide student identifier is a single, non-duplicated number that is assigned to and remains with a student throughout his or her P-12 career. Assignment of a unique statewide student identifier to every student in the P-12 system provides a way to follow students as they move from grade to grade and across campuses and/or districts within the state.
A statewide student identifier can help policymakers and educators know, among other things:
- The academic value-added of a school or program.
- The achievement levels in early grades that indicate that a student is on track to succeed in subsequent grades.
- The test scores in early grades which should be thresholds for intervention.
Actions for Policymakers
- The state assigns each student a unique statewide student identifier that can be used to match records accurately acrossdatabases and years.
- The state develops procedures to ensure that two identifiers of the same type are not assigned to the same student (e.g., when the student moves, she/he keeps the same identifier) and that two students are not assigned the same identifier.
- The state assigns an identifier that will follow each student from kindergarten (or prekindergarten when applicable) through 12th grade as he or she moves across campuses or districts and leaves and re-enters the state’s public education system.
2. Student-Level Enrollment Data
51 states have this element View all state responses for Element 2 (.pdf 42.2 KB)
Student-level enrollment, demographic and program participation information
Accurate information on student enrollment, demographics, and program participation (e.g., student participation in special education or the free and reduced price lunch program, the most common indicator of student poverty status) is essential to evaluate the effects of schools and programs, and to assess the impact of student mobility and continuous enrollment on learning.
With student-level enrollment, demographic and program participation information, policymakers and educators will know:
- The extent to which free and reduced price lunch enrollment drops off in high school and how that might affect measures of each high school's poverty rate.
- How the percentage of minority students in gifted and talented programs compares with that of white students.
- The rate at which English language learners are entering the state for the first time in high school and how are they doing on the state's high school exit exams.
Actions for Policymakers
- The state collects information at least annually on each student’s:
- attendance
- campus of enrollment
- grade level
- gender
- ethnicity
- economic status
- English language learner status
- participation in bilingual or English as a second language program
- special education status
- migrant status
- Title I status
- gifted and talented status
- At least one enrollment data collection takes place in the fall.
- At least one data collection for each of these items occurs at a different time from when the state test is administered.
- The information is stored permanently in a state database. (If the information is used to populate the test database and thendiscarded, the state loses track of enrollment over time.)
- The state collects student attendance data either daily or over a small period of time (e.g., over a six- or nine-week period) that includes at a minimum campus of attendance, number of days absent and number of days present.
3. Student-Level Test Data
50 states have this element View all state responses for Element 3 (.pdf 8.9 KB)
The ability to match individual students' test records from year to year to measure academic growth
A statewide database of individual student performance on state exams (and state-mandated local exams) should be maintained with the ability to disaggregate the results by individual item and objective, in order to provide good diagnostic information to teachers. Though most states do have annual test records for individual students, only some of these states have created the ability to match records for individual students across time and with other databases (e.g., enrollment, course completion, and graduation databases).
With the ability to match individual student test records across years to follow student progress, policymakers and educators will know (by grade and subject):
- The percent of last year's below proficient students who met the state's proficiency standard this year.
- Whether or not proficient and advanced students are achieving at least a year's growth every year.
Actions for Policymakers
- The state updates its student test database with demographic and program participation information collected earlier in the school year rather than updating it at the time of the test administration. (This assumes a student identifier is available to connect the two databases.)
- The state collects and permanently stores information on each student’s test score in each subject for year-to-year comparisons. The information may be disaggregated by skill or skill area for each student (e.g., reading comprehension/ability to identify the main idea).
- The state makes the data available and/or uses the statewide database to conduct research and program evaluation activities (e.g., the measurement of year-to-year student academic growth).
- At the beginning of the year, the state makes available to each teacher student test score information on state exams that can be broken out by specific skill areas within each subject for each of the teacher’s students.
4. Information on Untested Students
47 states have this element View all state responses for Element 4 (.pdf 17.7 KB)
Information on untested students and the reasons they were not tested
States need to go further than tracking students who do not take the test to find out why they are not tested and then match those records to separate enrollment and program participation databases. This makes it possible to identify patterns associated with specific student populations (e.g., special education students or English language learners) and ensure that all students are held to high expectations.
With information on untested students, policymakers and educators will know:
- Which students were not tested by grade and subject and why.
- Trends over time in the number and percentage of untested students from each student group (English language learners, special education students, different ethnic groups, etc.).
- Whether or not particular schools and districts have excessive absences on test day or questionable patterns of absences and exemptions across years (these measures can be used in a state's data audit system to ensure data quality).
Actions for Policymakers
- The state maintains a record for each untested student in a tested grade, including information on why the student was not tested.
- The state matches information on untested students to demographic, program participation and attendance information.
- The state conducts analyses of patterns among untested students across campuses and districts.
5. Statewide Teacher Identifier with a Teacher-Student Match
24 states have this element View all state responses for Element 5 (.pdf 30 KB)
A teacher identifier system with the ability to match teachers to students
Many states collect data on teacher education and certification, but matching teachers to students by classroom and subject is critical to understanding the connection between teacher training and qualifications and student academic growth. Collecting this data makes it possible to identify which students and which courses are being taught by teachers with different levels and types of preparation or certification, and which forms of teacher training and certification have the greatest impact on students' academic growth in the classroom.
With a teacher identifier and the ability to connect teacher and student data, policymakers and educators will know:
- The teacher preparation programs that produce graduates whose students have the strongest academic growth.
- How the experience levels of the teachers in the district's high-poverty schools compare with those of teachers in the schools serving affluent students, and how these experience levels are related to the academic growth of the students in their classrooms.
- The relationship between the performance of the district's low-income students on the state algebra exam and teacher preparation in that subject.
Actions for Policymakers
- The state assigns each teacher a unique statewide identifier that can be used to match records accurately across databases and years.
- The state develops procedures to ensure that two identifiers of the same type are not assigned to the same teacher and that two teachers are not assigned the same identifier.
- The state collects information on each teacher’s college major, graduate school degrees by degree type and subject, types of certification or credential, certification exam scores, salary, and experience.
- The state collects data from each school district that match each teacher to the students taught in each of the teacher’s classes, by teacher and student identifier.
6. Student-Level Course Completion (Transcript) Data
23 states have this element View all state responses for Element 6 (.pdf 25.5 KB)
Student-level transcript information, including information on courses completed and grades earned
Many states are encouraging students, particularly low-income and minority students, to take rigorous courses in high school so that they are better prepared for success in postsecondary education and the job market. In most states, however, course taking data is not collected at the state level, making it impossible to monitor the impact of these policies. To fill in the missing information, states should collect student-level transcript information from middle and high school, including courses taken and grade earned.
With student-level transcript information, policymakers and educators will know:
- The number and percent of students who are enrolling in and completing rigorous courses in high school, disaggregated by ethnicity and income status.
- The middle schools that are doing the best job of preparing students for rigorous courses in high school.
- Whether or not students in more rigorous courses in high school have been more successful in college or in the workplace.
- Whether or not there is evidence of grade inflation (e.g., students with the same test scores receive dramatically higher grades in the same course in certain schools or districts.)
Actions for Policymakers
- The state adopts or develops and maintains an ongoing electronic course classification system (including standard course numbers, titles and descriptions).
- The state collects individual course completion records for all courses taken in middle and high school. These include:
- courses taken during the regular fall or spring semesters
- courses taken in summer school
- courses taken in middle school for high school credit (e.g., Algebra I)
- courses taken at local colleges for dual credit
- credits transferred from private high schools or home school
- credit received for distance learning
- The state also collects the grade the student earned in each course and the student’s overall grade point average.
- Individual student records in the course completion database can be connected to the same students’ records in the enrollment, demographic, program participation and test databases.
7. Student-Level SAT, ACT, and Advanced Placement Exam Data
36 states have this element View all state responses for Element 7 (.pdf 18.7 KB)
Student-level college readiness test scores
To ensure that students make a successful transition from high school to postsecondary education, it is important for states to collect and report student performance data on college admissions, placement and readiness tests. Student performance on SAT, SAT II, ACT, Advanced Placement (AP) and International Baccalaureate (IB) exams are important indicators of students' college readiness; states should collect and report this data on an annual basis.
With student-level college readiness test scores, policymakers and educators will know:
- How participation rates and scores on SAT, ACT, AP and IB exams change over time for low-income and minority students.
- The percent of students who meet the proficiency standard on the state 8th grade test who also take AP or IB courses in high school and pass the corresponding AP or IB exams.
- The percent of low-income students who met the proficiency standard on the state high school test who take the SAT and ACT exams and score at college readiness benchmark levels on those exams.
Actions for Policymakers
- The state acquires from the College Board, ACT and the IB Organization and permanently stores student-level results by individual exam for each of the following: SAT, SAT II Subject Tests, ACT, AP, IB.
- The state is able to connect the student-level test data mentioned above to the enrollment, demographic, program participation and test databases.
8. Student-Level Graduation and Dropout Data
51 states have this element View all state responses for Element 8 (.pdf 24.7 KB)
Student-level graduation and dropout data
A majority of states currently collect annual records on individual graduates and dropouts, but to calculate the graduation rates defined in the new National Governors Association compact, states need to be able to track individual students over time.
The calculation of accurate graduation rates also requires the ability to accurately account for what happens to students who leave public education. For example, states must be able to distinguish correctly between departing students who drop out or get a GED from students who transfer to another school.
With good graduation and dropout data in place and the ability to match records to other databases, policymakers and educators will know:
- When and why students leave the state's public education system.
- The percent of first-time 9th graders in a given year who graduate from high school within four, five, or six years.
- The schools and school systems that are doing the best job reducing the dropout rate.
- The characteristics of high school dropouts and whether or not there are early warning signs that schools can look for in elementary and middle school.
Actions for Policymakers
- The state collects and stores graduation and dropout data at the student level.
- The state collects and stores student-level graduation data by diploma type (e.g., Recommended Graduation Plan, New York Regents Diploma).
- For students in grades 7–12 who were enrolled in one year, not enrolled the next year and did not graduate, the state collects information from local school districts on where each departing student went. The evidence on departing students can be used to determine whether students graduated; dropped out; transferred to another school, district or state; earned a GED; or are missing (they cannot be located, and no evidence exists on where they went).
- The state makes every effort to track reported dropouts back to other schools in the state via the enrollment, test and/or attendance databases.
- The state has standards for the types of evidence that may be used to determine where departing students went.
- The state has standards for the percentage of departing students that school districts should be able to locate.
- The state applies consequences to school districts that do a poor job of accounting for missing students (e.g., lower accountability rating).
9. Ability to Match Student-Level P-12 and Higher Education Data
33 states have this element View all state responses for Element 9 (.pdf 15.4 KB)
The ability to match student records between the P-12 and higher education systems
As states and school systems work to align expectations in high school with the demands of postsecondary education, they need better data on student success when they leave the P-12 system and enter college. Most states today do not have data systems that enable this two-way communication.
With the ability to match student records between P-12 and higher education systems, policymakers and educators would know:
- The percentage of each district's high school graduates who enrolled in college within 15 months after graduation.
- The percentage of last year's graduates from each high school or school district who needed remediation in college and how these percentages varied by student income and ethnicity.
- The percentage of students who met the proficiency standard on the state high school test and still needed remediation in the same subject in college.
- How the students' ability to stay in and complete college is related to their high school courses, grades and test scores.
Actions for Policymakers
- The state works with the postsecondary system to match student-level records among all institutions of the state’s P–12 and public higher education systems.
- The postsecondary information to be matched includes, but is not limited to, student records on:
- enrollment
- course completion
- graduation
- degrees and certificates received
- performance on mandated state tests administered by the postsecondary system
10. A State Data Audit System
51 states have this element View all state responses for Element 10 (.pdf 12.4 KB)
A state data audit system assessing data quality, validity and reliability
Invalid or unreliable reporting by some schools and districts is a problem in a number of states, and this problem is likely to continue in the absence of checks on the accuracy and quality of the data submitted by schools and districts. Without a well-designed and well-implemented state data audit system, the public cannot have confidence in the quality of the information coming out of the state's public education system.
With a robust data audit system in place, policymakers and educators will know:
- Whether or not the disaggregated student information used to rate schools for Adequate Yearly Progress (AYP) is valid.
- The districts that do the best job of reporting valid and reliable dropout data.
- Whether or not districts are reporting their numbers of untested students and reasons for not testing the students.
- The amount and type of data quality problems identified by districts and how those problems are being addressed.
Actions for Policymakers
- The state develops a clear set of data standards and definitions that apply to all data received by the state education agency.
- The state provides training on these data standards to local school district personnel.
- The state performs statistical checks on data submitted by school districts.
- The state has criteria established for determining when data submitted by school districts are likely to be in error.
- The state has a system for investigating the accuracy of data that are flagged by the statistical checks.
- The state has a system for occasionally spot-checking the accuracy of data in cases that are not flagged by statistical checks.
- The state has a system of selecting districts for on-site audits and performs on-site audits in the selected districts.
- The state imposes consequences on school districts that do a poor job of collecting and submitting accurate and complete information.

