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The 2019-20 Budget: Creating an Integrated Education Data System
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The 2019-20 Budget:
Creating an Integrated
Education Data System
GABRIEL PETEK
LEGISLATIVE ANALYST
MAY 6, 2019
Summary
Creating an Integrated Education Data System Has Been a Key Legislative Priority. California’s
education system is made up of numerous segments. Currently, each segment collects and maintains
data on its students but the data generally are not linked across the segments. This limits the ability of
policymakers, educators, researchers, parents, and others to get answers to many basic questions about
student progression from early education through K-12 education, through higher education, and into the
workforce. In recent years, the Legislature has commissioned intersegmental work groups to study and
make recommendations on developing an integrated data system. Legislation resulting from the work
groups’ efforts was vetoed by the Brown Administration, citing cost and other concerns.
Recommend Legislature Build on Governor’s Proposal and Prior Efforts. The Governor proposes
$10 million one time for the development of an integrated data system. Of that amount, $3.1 million would
fund a new work group to study and make recommendations to the administration on the governance, data
structure, and other elements of an integrated system. The remaining $6.9 million would be for data matching
and implementation of the project ultimately approved by the administration. We believe the Governor’s
proposal has some positive components, but also some shortcomings. We recommend the Legislature adopt
an alternative approach. Compared with the Governor’s proposal, our recommended approach leverages
planning that has already been done, uses available funding more effectively, and strengthens oversight of
the project throughout the development and implementation process.
In this brief, we provide (1) background on the state’s for implementing state technology projects, including
education data systems and past efforts to connect data systems.
them, (2) describe the Governor’s proposal to develop California’s Public Education System Is Comprised
an integrated education data system, (3) assess the of Many Entities. Preschool in California is offered by
proposal, and (4) make associated recommendations. many local entities, including schools and nonprofit
organizations. The California Department of Education
Background
(CDE) administers annual contracts for these providers
In this section, we provide an overview of California’s to operate. Kindergarten through grade 12 (K-12) is run
education structure and education data systems; by roughly 1,000 school districts, with elected boards
discuss past legislative efforts to create an integrated governing at the local level and CDE providing support
education data system; and describe required processes at the state level. CDE reports to the independently
elected State Superintendent of Public Instruction. The
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State Board of Education (SBE), with members two-thirds of states with integrated data systems,
appointed by the Governor, interacts regularly with education and workforce agencies send a copy of
CDE in guiding implementation of state education student-level and wage records to a designated
laws. Public higher education consists of three central repository (“data warehouse”) on a regular
segments—the California Community Colleges schedule (such as at the end of each academic
(CCC), California State University (CSU), and term). Staff then match the data records and assign
University of California (UC). UC and CSU have a nonpersonally identifiable P-20 number to each
system governing boards that oversee their 10 student. The integrated data are then available to
and 23 campuses, respectively. The CCC also perform analyses and run reports. By comparison,
has a system governing board, but its autonomy other states have developed “federated” data
is more limited, with each of the system’s systems, whereby each education and workforce
73 community college districts having its own local entity collects and keeps its own respective data
governing board. In addition to all these entities, (as opposed to copying and sending it to another
California’s public education system includes other entity). Under the federated model, separate data
agencies—including the Commission on Teacher systems connect to each other upon request.
Credentialing (CTC), which is responsible for the Each time a query is required to be performed for
credentialing of K-12 teachers in California, and the a report or other purpose, each segment “opens
California Student Aid Commission (CSAC), a state up” its database for a short period of time—long
agency responsible for administering financial aid enough for the data matching and analysis to
programs. occur—at which point the segments lock up
State’s Education Data Systems Are Siloed. their data systems again. Federated systems
Education data in California currently are siloed, typically have developed in states in which entities
being maintained and managed in several separate contributing data were unable to agree on the
data systems. Most notably, CDE collects K-12 location and control of a centralized data system.
data (including student demographics, courses Both types of data systems report aggregated
taken, grades earned, and high school graduation). information (averages and group statistics), which,
For tracking and reporting purposes, CDE assigns for privacy purposes, is stripped of any personally
to each K-12 student a unique, nonpersonally identifiable information.
identifiable number (known as a “statewide Some Cross-Segmental Data Sharing
student identifier”). Each of the public higher Occurs in California. Although California has
education segments collects and maintains its no comprehensive P-20 data system, some
own student-level data and uses different student cross-segmental data efforts exist. Among the most
identifiers from CDE. State-subsidized early notable of these efforts are:
education programs (including most preschool
• Most school districts, every community
programs) are part of a separate data system that
college, and some CSU, UC, and private
is not connected with CDE’s student data system
four-year institutions voluntarily participate
and generally does not assign statewide student
in Cal-PASS Plus, a project overseen by the
identifiers. Given that existing data systems are
CCC Chancellor’s Office. Cal-PASS Plus
siloed, tracking and assessing students’ progress
collects and links data from participating
across segments is difficult.
institutions, then analyzes the data. It
California Is One of Only a Handful of States
provides ongoing dashboards and reports
Without Some Type of Integrated Education
to participating institutions—confidentially
Data System. According to the Education
sharing outcomes with them so they may
Commission of the States, as of November
learn more about their students and how to
2016, California was one of only eight states
improve their outcomes.
neither possessing nor in the process of creating
• Thirty-nine school districts participate in the
an integrated education data system. In about
California College Guidance Initiative, which
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is housed within the Foundation for California of such a data system. The two work groups
Community Colleges. School districts included many education representatives, including
upload verified academic transcript data into from the Superintendent of Public Instruction, the
students’ accounts on CaliforniaColleges.edu. CCC Chancellor’s Office, the CSU Chancellor’s
When students from participating districts Office, and the UC Office of the President. The
apply to CCC or CSU, certain high school governance work group also included legislative
data is shared, with colleges being able to use staff from both houses and both parties as well as
the transcript data to inform decisions about the Department of Finance. In addition, governance
admissions, course placement, and student work group members invited the participation of
services. an advisory group, which included teacher, school
• Each public higher education segment has an administrator, and school board associations;
agreement with the Employment Development CTC; and other organizations, associations, and
Department (EDD) that allows it to identify the government entities.
quarterly earnings of its graduates. The data SB 1298 Technical Work Group Identified
are matched using social security numbers, Roadmap to Creating Integrated Education Data
which most students provide when they apply System. The technical work group met throughout
to college. 2009 and completed its report in early 2010. The
report identified a series of recommended steps
A Former State Agency Previously Housed
to undertake over a two-year period to build what
Higher Education Data. While it is now
could become either a centralized or federated
defunct, the California Postsecondary Education
data system. These identified steps included
Commission (CPEC) formerly collected and
(1) identifying the key questions to be answered by
maintained data from the three public higher
the integrated data system; (2) creating standard
education segments to support its statutory
data definitions across the segments; (3) assigning
research and advisory responsibilities. CPEC’s
a unique identifier to each student in the P-20
data system collected information such as
system; (4) establishing policies and procedures to
transfers between CCC and universities, degrees
ensure security and privacy of student data; and
awarded across the three segments, and statewide
(5) creating a single portal and data tools (such
enrollment projections. When then-Governor Brown
as dashboards and reports) for policymakers,
vetoed funding for CPEC in 2011, the agency’s
educators, researchers, and the public to access
data system was shuttered.
the data. The work group also recommended that
Statute Created Two Work Groups to Advise
the data system be built with the capability to
Legislature on Creating Integrated Education
eventually link education records with records in
Data System. For years, the Legislature has
health, social services, criminal justice, and other
expressed a strong desire to enhance its
state data systems.
oversight role of California’s education system and
SB 1298 Governance Work Group Presented
facilitate continuous improvement in education
Three Options. The governance work group
by developing a P-20 data system. In an effort
submitted its report in late 2009. The work group
to spur the development of such a system, the
envisioned creating a centralized data warehouse
Legislature enacted Chapter 561 of 2008 (SB 1298,
and recommended that it be governed by a single
Simitian). Chapter 561 created two work groups
entity whose mission crosscuts K-12 and higher
(referred to as “SB 1298 work groups”). The first
education. The group recommended that this
work group, led by the state’s Chief Information
entity include representation from each of the
Officer, was charged with identifying the technical
contributing education segments as well as a
steps toward implementing an integrated education
“significant majority” of state-level, non-segmental
data system. The second work group was charged
members (including bipartisan representation
with making recommendations on the governance
from the Assembly and Senate and staff from
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the administration). Work group members project monitoring reports, CDT identifies issues
recommended arranging governance this way so of concern, shares lessons learned from other
as to mitigate potentially negative incentives for the projects, and recommends strategies to reduce
segments to control data and use it primarily for project risks and fix identified issues. Current law
segment-specific interests. The group did not settle generally requires CDE and the CCC Chancellor’s
on a particular structure for the new entity but put Office to use the CDT planning process for IT
forward three options—creating a joint powers projects costing more than $1 million. CSU and UC
authority (JPA), creating a new state agency, or are not required to go through CDT’s process.
housing the data system within an existing state
Governor’s Proposal
agency.
Legislature Authorized Creation of JPA In this section, we describe the Governor’s
but Governor Vetoed Bill. In response to the proposal to study and fund an integrated data
governance work group’s report, the Legislature system.
passed SB 885 (Simitian) in 2012. SB 885
Declares Intent to Create Integrated Data
authorized the creation of an intersegmental JPA to System. In proposed trailer bill language, the
plan, implement, and manage a P-20 data system. administration indicates the integrated system
In addition, SB 885 called on the JPA to plan the would be intended to benefit a number of groups,
new data system, with the intention of eventually including policymakers, teachers, student advisors,
incorporating data from noneducation sources, parents, students, and researchers, as well as
including employment, health, and corrections health and human services providers. The proposed
agencies. Though SB 885 received nearly trailer bill language gives significant discretion to a
unanimous support from legislators, then-Governor work group to determine what such a data system
Brown vetoed the legislation, citing, among other might look like. For example, the data system
reasons, concerns about cost and the state’s could be centralized or federated. According to
“current fiscal constraints.” Since that time, the the Department of Finance, the administration’s
Legislature has introduced various bills to create long-term goal would be to expand the data system
some type of integrated data system, with those so that educators and other staff across segments
bills either failing to make it out of committee or and agencies could access student data. Under
being vetoed by Governor Brown. such a vision, the data system could be used as
California Has Process for Approving a tool to provide academic advice and connect
Information Technology (IT) Projects. Led by students to health and other services.
the state’s Chief Information Officer, the California
Authorizes State Board of Education to Lead
Department of Technology (CDT) is responsible Data System Work Group. As Figure 1 shows,
for reviewing and approving IT project proposals the proposed work group would consist of ten
developed by most state departments. CDT has education and other departmental agencies, with
multiple stages to its project approval process. a total of at least 11 representatives. (CDE would
Each stage requires departments to conduct have at least two representatives—one from its
specific planning-related analyses and submit an early learning and care division and the other from
associated planning document to CDT. Collectively, its analytical and reporting division.) The Governor
the planning documents from these stages create a would select the members of the work group
comprehensive plan for implementing a proposed IT based on nominations provided by each entity.
project. Once CDT approves a department’s project The executive director of the SBE would convene
proposal, CDT’s role typically changes to providing and lead the work group. With the approval of
project oversight. Specifically, CDT provides SBE, CDE would contract with third party entities
independent review of the project—monitoring (referred to as “planning facilitators”) to staff the
whether it remains within budget, on schedule, and work group.
on track to achieve its established objectives. In its
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Work Group Charged With
Figure 1
Making Recommendations to
Governor’s Proposal Would Create Work Group
Administration on Data System.
Consisting of Ten Entities
Under the proposed trailer bill
language, the work group would be
• State Board of Education (leader)
charged with studying and making
• California Department of Education
a number of recommendations. • California Community Colleges Chancellor’s Office
The planning facilitators would • California State University Chancellor’s Office
compile these findings and • University of California Office of the President
recommendations into two required • California Commission on Teacher Credentialing
• California Student Aid Commission
reports:
• California Labor and Workforce Agency
• The first report, due by • Employment Development Department
• California Health and Human Services Agency
March 2020 (or later if
approved by the Department
of Finance), is to include CSU Chancellor’s Offices (and requests the UC
the work group’s advice on matters such Office of the President) to perform two activities
as (1) the type of data system to create, within certain time frames. By December 2019,
(2) the data elements that would receive the these segments must “develop a means” of
highest priority to be included in the data connecting student records for K-12 students at
system, (3) the entity that would manage and the time of their enrollment in CCC, CSU, or UC.
secure the data system, (4) the protocols for By December 2020, the planning facilitators are to
protecting student privacy and addressing ensure that the same segments begin implementing
data security risks, and (5) the entities or this data linkage.
persons that would have access to the data. Provides $10 Million One-Time
• The second report, due by September 2020 Non-Proposition 98 General Fund for Data
(or later if approved by the Department Efforts. These funds would be appropriated to
of Finance), is to summarize the work CDE for allocation purposes. Of the total amount,
group’s recommendations for “expanded $2 million would be available for CDE to contract
and enhanced data system functionality,” with work group planning facilitators. In addition,
including (1) plans to expand the data system CDE would receive $200,000 to cover any costs
to “incorporate workforce, financial aid, and associated with its planning activities. The other
health and human services data,” (2) steps nine entities would receive $100,000 each for
to increase data quality provided by each work-group planning activities. In addition, each
entity contributing to the data system, and of the four public education segments would
(3) a proposed timeline and budget for receive $50,000 to develop a means of matching
implementing its recommendations. student data. The remaining $6.7 million would
be available to implement the initial phases of the
The work group would be required to submit both data system or for the subsequent “expansion
reports to the Department of Finance. According and enhancements” phase, contingent on the
to the Department of Finance, the administration Department of Finance’s approval. The proposed
would then decide how best to respond to the work trailer bill language does not require the project to
group’s recommendations. go through any part of CDT’s review or approval
Requires Public Education Segments to process.
Develop Way to Match and Share Student
Assessment
Data. Regardless of the work group’s ultimate
recommendations, the proposed trailer bill
In this section, we provide our assessment of
language requires CDE as well as the CCC and
the Governor’s proposal. While we agree with the
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Governor that having an integrated data system system in place could help the Legislature better
would be an asset for the state, we have a number exercise its oversight role and better assess the
of concerns with his proposed approach to effectiveness of its policies. Figure 2 provides
developing one. examples of the kinds of crosscutting policy
An Integrated Education Data System questions the Legislature could answer with an
Could Have Significant State- and Local-Level integrated data system. Such a data system could
Benefits. In our view, California could benefit also help local educators evaluate and improve their
significantly from an integrated education data practices and provide useful, timely information to
system. Each year, the state provides billions of students and families.
dollars for education. Over the years, it also has Governor’s Proposed Approach Minimizes
made major policy changes. For example, over Legislature’s Role . . . Though an integrated data
the past decade, the state has implemented the system could provide notable benefits, we have
Local Control Funding Formula with an aim toward serious concerns with the Governor’s proposed
improving students’ college and career readiness, role for the Legislature in developing the system.
funded several new career technical education Under the proposed trailer bill language, the only
programs intended to improve the alignment of responsibility for the Legislature would be to
high school and college courses, and streamlined appropriate the $10 million in one-time funds. All
transfer pathways for CCC students to enroll in other core responsibilities—including choosing the
upper-division coursework at the universities. work group representatives, reviewing work group
Lacking an integrated data system, the Legislature reports, deciding on the governance structure,
has had only a limited ability to assess the impact selecting the data system structure, and approving
of those changes. Having an integrated data $6.7 million in funds for project implementation—
Figure 2
Questions That Could Be Answered With an Integrated Education Data System
1. Which early education programs and services have the greatest effect on reading and comprehension in
elementary school?
2. What are the demographic, program, and course-taking profiles of K-12 students who enroll or do not enroll in
postsecondary education?
3. What are the characteristics and educational paths of students who drop out of high school but eventually enroll in
a postsecondary institution?
4. Is how districts use their supplemental grants under the Local Control Funding Formula affecting the proportion of
their low-income students who enroll in and graduate from college?
5. What are the postsecondary enrollment and completion patterns of students in high school career technical
education (CTE) pathway programs compared with similar students not in a CTE pathway?
6. Does dual (concurrent) enrollment by high school students in college courses promote more timely and efficient
completion of associate and bachelor’s degree programs?
7. Do students who earn an associate degree for transfer (ADT) at a community college end up taking fewer total
units to earn a bachelor’s degree than students who transfer without an ADT?
8. Are students receiving Cal Grant competitive awards more likely to enroll and graduate from college than those
eligible students who just missed the cut-off for getting awards?
9. What are the employment outcomes of graduates from CSU and UC teacher preparation programs?
10. Which health and social service programs are most closely associated with improved educational outcomes of
K-12 and college students?
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would fall exclusively to the Governor or managing the new system. By having a majority
Department of Finance. In effect, the Legislature of JPA representation come from outside the
would be appropriating funds for a project without education segments—as also recommended
knowing what it would get in return and without by the SB 1298 work group—the state could
any assurance that the final product would be achieve the benefit of ensuring the segments do
consistent with its priorities. not limit access to data or use the data for largely
. . . As Well as Sidelines CDT From Planning, self-serving purposes. A JPA has the added
Development, and Implementation Process. potential benefit of leveraging some administrative
Equally as troubling is the lack of any planning and and technology infrastructure already in place at
oversight role for CDT in the proposed project. the segments—resulting in possible efficiencies and
According to the Department of Finance, the the ability to organize a governing entity relatively
project would not include CDT’s involvement due to quickly.
the administration’s desire to move quickly. Given A Centralized Data Warehouse Has
the state’s historically mixed track record with IT Advantages Over Federated System. Centralized
projects, we question the prudence of bypassing data systems are the most common among states
CDT’s planning and oversight functions. Completing and have distinct advantages over federated
CDT’s project approval process could improve the systems. A federated system requires the segments
quality of the project and provide the Legislature to perform a data match every time a query
with a more complete plan before funding the is made—requiring them to respond to every
project. CDT’s independent oversight also could individual data request. With a data warehouse,
highlight risks and alert stakeholders (including the once the data are uploaded and matched, the data
Legislature) to any significant changes in the cost, are available for staff to respond to any number
schedule, and scope of the project. of queries simultaneously. As a result, centralized
State Has Already Given Much Thought systems tend to be more efficient—enabling access
to Creating an Integrated Data System. Over to more quickly produced data analyses.
the years, the Legislature, education segments, Governor’s Incremental Approach to
and related entities have deliberated at length on Adding Data Sources Has Merit. We believe
creating an integrated data system. As a result of the Governor’s proposed order of onboarding the
these efforts, the segments already have produced segments and other data contributors generally is
a technical roadmap for creating such a system. reasonable. Recognizing that all IT projects entail
Moreover, the Legislature even passed legislation risks, first connecting K-12 data with data from the
authorizing the creation of a JPA for purposes of state’s three public higher education segments,
governing a new data system. Given this prior as proposed by the Governor, likely would be
work, we are concerned with the administration’s the most straightforward technical process, with
approach of effectively starting anew and considerable added value. The proposed trailer bill
authorizing another work group. We also are language is not explicit on whether early education
concerned with providing $3.1 million for planning data and EDD data should be included as part of
facilitators and the new work group to study and the first phase. Given the generally fragmented
make recommendations on many of the same state of current early education data, adding child
fundamental issues as former work groups. care and preschool data in the first phase seems
JPA Governing Model Remains a Promising premature. Because the higher education segments
Approach. As noted by the SB 1298 governance already match student records with EDD, including
work group, a JPA has several advantages that EDD wage data in the initial roll out, however,
could help ensure the successful implementation of likely would be feasible. We think adding student
an integrated data system. With a JPA approach, financial aid data to the system also would have
the entities that know their data best (the data considerable value, but CSAC is in the midst of
contributors) have a direct role in developing and replacing its existing data system. Waiting until
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CSAC’s IT upgrade has been completed could help expansion, however, is likely to come with new
make its inclusion in the integrated system more challenges and risks.
successful. After completing and testing the initial Specify Expectation for JPA to Create Data
phases of the integrated system, the Legislature Warehouse and Adopt Certain Policies. In
could consider adding data from other agencies, addition, we recommend the legislation specify that
such as health and human services agencies. the JPA develop a centralized data warehouse,
update the SB 1298 technical work group’s plan
Recommendations
based on this expectation, and follow CDT’s project
In this section, we lay out a recommended series approval process (including for the university
of steps for the Legislature to authorize and fund components of the project).
the development of an integrated education data Approve One-Time Funding, With Reporting
system. Requirements. We recommend the Legislature
Recommend Enacting Legislation Creating a approve $10 million in initial funding for the JPA and
JPA. Similar to SB 885 (Simitian), we recommend provide associated expenditure authority through
the Legislature authorize the creation of a JPA to June 30, 2023. To ensure the Legislature is kept
develop and maintain an integrated data system. apprised of the project’s progress, we recommend
We recommend the legislation specify that each the Legislature appropriate the funding in the
education segment contributing data be a member annual budget act and require the administration
but state-level, non-segmental members form a use the section letter process to notify the Joint
majority on the JPA. We recommend specifying Legislative Budget Committee prior to allocating
that the non-segmental members include any round of funding. We recommend making
representatives from the administration as well as approval of initial rounds of funding conditioned on
bipartisan representation from the Legislature. the JPA meeting certain milestones, including:
Direct JPA to Focus Initially on Data From
• Submitting a multi-year work plan to the
Core Education Segments and EDD. We
Legislature by March 1, 2020.
recommend the legislation also define the initial
• Submitting a budget to the Legislature by
scope and long-term vision of the project. We
May 1, 2020.
recommend the initial goals be to connect data
• Progressing in a timely manner through CDT’s
from CDE (K-12), the three public higher education
planning phases.
segments, and EDD. The legislation could state the
longer-term intent that, once those connections • Developing protocols for maintaining data
are successfully made, adding data from other privacy and security.
entities (such as from early education providers, • Developing protocols for making the data
CSAC, and health and human services agencies) available for research purposes.
be considered. Eventually, the state might consider
adding even more data sources, such as from
corrections and private schools. Each phase of
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CONCLUSION
The administration’s goal to create an integrated practices. Our review of the Governor’s specific
education data system for California is in line with a proposal to create such a system has identified
longstanding priority of the Legislature. Such a data some promising components, but also a number
system could give the Legislature a more holistic of shortcomings. Compared with the Governor’s
view of the state’s education system and allow proposal, our alternative set of recommendations
policymakers to make more informed budget and leverages planning that has already been done,
policy decisions. An integrated data system also uses available funding more effectively, reduces
could provide more information to educators about the risk of the project failing by requiring it to go
what happens to their students after leaving their through established state review processes, and
particular education segment, thereby providing strengthens legislative oversight throughout the
greater insight into the effectiveness of current development and implementation process.
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LAO PUBLICATIONS
This report was prepared by Paul Steenhausen and reviewed by Jennifer Kuhn Pacella. The Legislative Analyst’s Office
(LAO) is a nonpartisan office that provides fiscal and policy information and advice to the Legislature.
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