Administrator Persona · Case Study

From 31% Mis-Enrollment to 4% — In 3 Years

How G-CIM's Cognitive Readiness Data Transformed Enrollment Integrity at G-CIM University

👩🏻‍💼

Sandra Ikeda

University Registrar
G-CIM University
16 Years in Enrollment Management
Cognitive Enrollment Pioneer

Manages all enrollment, registration, degree audits, and academic records for G-CIM University. Integrated G-CIM's Learning DNA™ readiness data into enrollment workflows — achieving a 4% mis-enrollment rate and saving students $1.2M in tuition credits annually.

⚠️ Why Legacy Systems Failed Enrollment Quality

Legacy SIS (Banner/Colleague)
Enrollment and transcript data captured — but zero connection to student learning profiles or cognitive readiness for course sequencing
Canvas LMS
Course completion tracked separately from enrollment — no unified student record connecting cognitive performance to academic standing
Manual Advising Holds
Registration holds placed reactively after grades posted — students had already failed before intervention
Disconnected Transfer Credits
Transfer credit equivalencies evaluated based on course names only — no cognitive readiness assessment for incoming students
3-Year Enrollment Transformation
Mis-Enrollment Rate
Before G-CIM
31%
After G-CIM
4%
Late-Drop Rate
Before G-CIM
14%
After G-CIM
5%
Transfer Placement Accuracy
Before G-CIM
52%
After G-CIM
86%
Graduation Audit Accuracy
Before G-CIM
91%
After G-CIM
99.1%
Cognitive Data in Placement
Before G-CIM
None
After G-CIM
Fully integrated
Student Tuition Credits Saved
Before G-CIM
Not tracked
After G-CIM
$1.2M/year

Sandra's Enrollment Transformation Journey with G-CIM

1

Sandra Ikeda, University Registrar at G-CIM University, manages enrollment for 1,200+ students across 6 academic programs. Despite precise administrative processes, 31% of students are mis-enrolled — placed in courses their cognitive readiness data (if it existed) would have flagged as inappropriate. The result: high D/F/W rates, frequent late drops, and students who complete degrees without the mastery to succeed professionally.

⚠️ The Banner SIS and Canvas LMS systems never talked to each other about learning — only about credit hours and completion. Sandra had no way to verify that a student's transcript reflected genuine cognitive mastery rather than grade-inflated passage.
"I can tell you exactly how many credits a student has. I cannot tell you whether they actually mastered the content those credits represent. That gap kept me up at night."
2

When G-CIM University deploys the G-CIM platform, Sandra works with the Dean and IT team to integrate G-CIM's Learning DNA™ profiles with enrollment workflows. For the first time, course placement decisions are informed by cognitive readiness — not just transcripts.

Enrollment Intelligence

New Enrollment Tool: G-CIM Learning DNA™ readiness score integrated into course placement recommendations at registration
Key Discovery: 42% of students placed in upper-division courses showed unresolved foundational cognitive gaps from prerequisite courses
Transfer Student Pilot: 80 incoming transfer students completed G-CIM diagnostic assessments — placement accuracy improved by 34%
Registrar Dashboard: Real-time enrollment health: cognitive readiness by section, mastery hold alerts, and late-drop risk flags
💡 A transcript says a student passed. G-CIM says whether a student is actually ready for what comes next. Sandra now had both — and the difference was profound.
"We had a student with a 3.2 GPA trying to enroll in Advanced Statistics. G-CIM flagged a critical gap in quantitative reasoning that her transcript never showed. We redirected her — she thanked us a year later."
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Registrar's Office Today

4% Mis-Enrollment · 86% Transfer Accuracy · $1.2M Student Savings · National Enrollment Model

4%
Mis-Enrollment Rate
86%
Transfer Accuracy
$1.2M
Student Savings/Year
"When I started, I thought my job was to count credits. G-CIM taught me my job is to protect the integrity of what those credits actually mean. That changed how I see everything."
— Sandra Ikeda, University Registrar, G-CIM University
G-CIM · Cognitive Enrollment Intelligence · Mastery-Verified Degree Audits · Registrar Dashboard
This persona is a composite illustrative case study based on G-CIM's platform capabilities and enrollment management research.
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