Freshman OnTrack

Product or Programme · All products and programmes
Evidence · 24 claims (22 for, 2 mixed) · 12 studies (5 associational, 3 design, 2 causal, 1 qualitative, 1 theoretical), q2–q3 · 0 of 12 report an effect size · 22 claims rest on one study

Description

A school early-warning indicator and dashboard system that combines student attendance, grades, discipline, and momentum data to monitor freshman on-track status and guide support.

Components

• Freshman On-Track dashboard aggregating attendance, grades, discipline, and momentum scores into a single student view: The Freshman On-Track dashboard is a co-designed configuration solution that "aggregates attendance, grades, discipline, and momentum scores into a single student view," eliminating manual cross-platform data pulls and creating a holistic student profile. It provides an at-a-glance view of on-track status for individual students and groups, with weekly updates to identify students who need support. It was deployed at CICS Northtown Academy in January alongside end-of-quarter data review cycles. (From Fragmented Data to Actionable Insights: The CICS and Innovare Co-Design Approach to A)
• The freshman on-track indicator: The on-track indicator is a binary baseline measure of acceptable freshman performance developed by the Consortium in 1999 and since adopted into the Chicago public high school accountability system. A student is on-track if two criteria are met: "The student has accumulated five full course credits" needed for tenth-grade promotion, and "no more than one semester F" in a core subject (English, math, science, or social studies). It combines credit accumulation across all credit-bearing classes with core-course failures counted by semester, and provides timely information about performance within students' first year, unlike dropout rates or test scores. (Allensworth et al. (2005))
• Freshman OnTrack indicator: The chapter overview lists "Freshman OnTrack" among its publication tags alongside "indicators", "9th grade", and "high school graduation", positioning it as an on-track measure used in ninth-grade dropout prevention monitoring. The supplied text names it only as a tag and gives no further definition, so its content here is limited to that role in the Chicago case study framing. (Prevention Science in School Settings chapter (2015))
• CPS Graduation Pathways data tools: freshman watch list, monthly freshmen success reports, and credit recovery reports: The Office of Graduation Pathways, working with Consortium researchers, developed a set of real-time data tools for identifying and monitoring ninth-graders at risk of going off-track. These included "a “freshman watch list” that flagged incoming ninth-graders at risk of weak attendance and poor academic performance," monthly "freshmen success reports" identifying students needing intervention, and a "credit recovery" report flagging spring-semester students needing to make up core credits. The tools filled a gap, since principals previously could not link cumulative days absent with course outcomes. (Roderick et al. (2021))
• The on-track indicator: a quantitative ninth-grade measure of adequate progress toward graduation: The on-track indicator, developed by UChicago CCSR in the late 1990s, is "a simple quantitative measure of whether ninth-graders are making adequate progress to graduation based on their credit completion and course failures." A student is on-track if she earns enough credits for tenth-grade promotion and no more than one semester F in a core course. The summary reports on-track students are almost four times more likely to graduate, and the measure was designed to be "easily calculated, monitored, and ultimately acted and improved upon." (Roderick et al. (2014))
• The on-track indicator as a first-year high school achievement measure: The on-track indicator is a binary first-year achievement measure used by the Consortium on Chicago School Research to judge whether ninth-graders are progressing toward graduation. The report defines it operationally: "In order for a student to be 'on track' to graduate, he or she must have no more than one 'F' in a core academic course and have enough credits to be promoted to the next grade." It is used here to track Vivaldi graduates' first-year achievement across destination schools, cohorts, and gender, and the report calls it strongly related to students' likelihood of graduating. (Miller et al. (2003))
• Freshman and Sophomore Success Categories: a four-level indicator taxonomy for monitoring students: The report proposes parallel four-category systems for incoming sophomores (Freshman Success Categories) and for monitoring during sophomore year (Sophomore Success Categories). Each system layers GPA, course failures, and attendance onto on-track status: "This system contains four Freshman Success Categories: 1) Off-Track, 2) On-Track Warning, 3) On-Track Below 3.0, and 4) On-Track Above 3.0." The categories identify distinct groups needing different supports, from credit recovery for off-track students to grade maintenance for students above 3.0 seeking selective post-secondary access. (Seeskin et al. (2020))

Claims

• Fragmented data systems made intervention planning slow and burdensome, with educators spending 2-3 hours building a single student intervention plan [+W]
• Students off track for graduation after ninth grade are less than half as likely to graduate than their on-track peers, with disproportionate impacts on Black and Latino students [+M]
• Freshman attendance below 85 percent predicts non-graduation even among students with similar grades [+W]
• On-track status predicts graduation better than eighth-grade test scores [+W]
• Freshman on-track students are over three times as likely to graduate in four years as off-track students in CPS [+W]
• The on-track–graduation relationship remains strong after accounting for student background characteristics [+W]
• The freshman on-track indicator predicts five-year graduation equally or more strongly for students with learning disabilities, mild cognitive disabilities or emotional disturbances than for students without disabilities, with on-track students two to six times more likely to graduate [+W]
• Citywide freshman on-track rates improved from 48 to 58 percent over a decade, with declines tied to increased course-taking [+W]
• Ninth-grade on-track status predicts graduation more strongly than prior achievement, with a 55 percentage point gap after controls [+M]
• Three freshman warning indicators—off-track status, any course failure, and attendance below 85 percent—identify 70 percent of eventual non-graduates [+M]
• Freshman OnTrack rates improved most among the highest-risk students, including Black and Latinx young men and the lowest-achieving entrants [+M]
• CPS Freshman OnTrack rates rose from 58 to 89 percent between 2007 and 2017 while graduation rates rose 19 percentage points [+M]
• Freshman OnTrack remains a strong predictor of high school graduation even as on-track rates have risen [+M]
• Districtwide ninth-grade on-track rates rose 25 percentage points between 2007 and 2013 across racial, gender, and achievement subgroups [+M]
• Systemwide CPS first-year on-track percentages ranged from 44.8 to 50.8 across the 1997–2001 cohorts [+W]
• The on-track indicator is strongly related to students' likelihood of graduating [+W]
• Vivaldi students' first-year on-track rates differed across destination high schools for the 1997 cohort [+W]
• Vivaldi students' first-year on-track rates differed across destination high schools for the 2001 cohort [+W]
• Ninth-grade on-track ELL students in Chicago were up to 3.5 times more likely to graduate than off-track students [+W]
• By the end of sophomore year, 84 percent of eventual non-graduates showed at least one warning indicator [+M]
• Student performance declines from freshman to sophomore year, with course failures rising in every subject and attendance declining sharply [+M]
• Gains in sophomore performance were unequal: about one in five Latino and Black young men were off-track at the end of sophomore year [+M]
• Sophomore OnTrack rose from 61 to 85 percent and predicts graduation, but 30 percent of non-graduates were on-track as sophomores [~M]
• Post-pandemic course grades rose while test scores and attendance fell, raising questions about what grades signal [~W]

Related Products and Programmes

• Chicago Public Schools' school diagnostic data reports
• Freshman Success
• To&Through Project

Key Sources

• Cocuzza, B., Noakes, S., Aso, C., Vollavanh, A., Goldschmidt, L., and Bennett, K. (2026, August). From Data Silos to Student Success: The CICS and Innovare Co-Design Approach to AI-Driven Intervention. Digital Promise. https://doi.org/10.51388/20.500.12265/304
• Allensworth, E. M., & Easton, J. Q. (2005). The On-Track Indicator as a Predictor of High School Graduation. Consortium on Chicago School Research. https://consortium.uchicago.edu/publications/track-indicator-predictor-high-school-graduation
• Using Early Warning Indicators to Improve Student Performance in Chicago High Schools. (2013). Journal of Education for Students Placed at Risk (JESPAR). https://www.tandfonline.com/journals/jespar
• Prevention Science in School Settings chapter, edited by Kris Bosworth. (2015). Dropout Prevention: A Previously Intractable Problem Addressed Through Systems for Monitoring and Supporting Students. Springer. https://consortium.uchicago.edu/publications/dropout-prevention-previously-intractable-problem-addressed-through-systems-monitoring
• Roderick, M., & Kelley-Kemple, T., with Johnson, D. W., & Ryan, S. (2021). The Preventable Failure: Improvements in High School Graduation Rates when High Schools Focus on the Ninth-Grade Year. University of Chicago Consortium on School Research. https://consortium.uchicago.edu/publications/the-preventable-failure
• Roderick, M., Kelley-Kemple, T., Johnson, D.W., and Beechum, N.O. (2014). Preventable Failure: Improvements in Long-Term Outcomes when High Schools Focused on the Ninth Grade Year. UChicago CCSR Research Summary. https://consortium.uchicago.edu/publications/preventable-failure-improvements-long-term-outcomes-when-high-schools-focused-ninth
• Miller, Shazia Rafiullah; Luppescu, Stuart; Correa, Macarena. (2003). How Well Do Vivaldi Students Succeed After Elementary School? (Unit 8888). Consortium on Chicago School Research. https://consortium.uchicago.edu/publications/how-well-do-vivaldi-students-succeed-after-elementary-school
• Seeskin, A., Mahaffie, S., & Usher, A. (2020). The forgotten year: Applying lessons from Freshman success to Sophomore year. Chicago, IL: University of Chicago Consortium on School Research. https://consortium.uchicago.edu/publications/the-forgotten-year

Page metadata

Field	Value
type	product
id	freshman-ontrack
title	Freshman OnTrack
description	A school early-warning indicator and dashboard system that combines student attendance, grades, discipline, and momentum data to monitor freshman on-track status and guide support.
status	review
moved_from	element/freshman-on-track-dashboard-innovare-cics, element/freshman-on-track-indicator, element/freshman-ontrack-indicator-element, element/graduation-pathways-data-tools, element/on-track-indicator-element, element/on-track-indicator-measure, theory/freshman-sophomore-success-categories-taxonomy
product_kind	software
generated	by process:sweep-kinds on 2026-10-10
trust	unverified — no one has confirmed this page's content
sources	8 — cocuzza-b-noakes-s-aso, allensworth-2005, using-early-warning-indicators-to-improve-student-performance-in-chicago-high-schools-2013, prevention-science-in-school-settings-chapter-2015, roderick-2021, roderick-2014, miller-2003, seeskin-2020

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