Enrollment support does not require counselors to initiate and answer every routine student interaction; a task-aware assistant can provide personalized outreach while routing exceptions to staff.
The strongest evidence comes from changing the handoff, not merely adding a chatbot: routine task guidance moved to the assistant, while counselors became the exception path.
AI value · On-time fall enrollment among GSU-committed students
Verified
Students assigned to Pounce were 3.3 percentage points more likely to enroll on time, equivalent to a 21% reduction in summer melt in the peer-reviewed study.
The 3.3-point effect applies to the GSU-committed subgroup, not all accepted students; the primary GSU page rounds the relative melt reduction to 22%.
Before
Track multiple enrollment requirements and seek help when a task or deadline is unclear. → Answer routine and complex questions and provide individual summer outreach.
After
Use university records to send task-specific deadline reminders and offer help. → Answer common student questions automatically. → Handle questions that require professional judgment or information the assistant lacks.
Human boundary
The assistant provides routine guidance; counselors and advisors retain authority for unresolved, exceptional, or consequential student issues.
Why it matters
Enrollment support does not require counselors to initiate and answer every routine student interaction.
How the work changed
Before
How the work ran before the change.
Step 1 of 2
Prospective student
Track multiple enrollment requirements and seek help when a task or deadline is unclear.
ControlStudent initiates contact under the university's standard process.
Step 2 of 2
Admissions counselor
Answer routine and complex questions and provide individual summer outreach.
ControlCounselor determines the guidance.
What changed
Enrollment support does not require counselors to initiate and answer every routine student interaction.
Decision rightAI handles the default; humans own exceptions
After
How the same work runs now.
Step 1 of 3
Pounce
Use university records to send task-specific deadline reminders and offer help.
Step 2 of 3
Pounce
Answer common student questions automatically.
Step 3 of 3
Admissions counselor
Handle questions that require professional judgment or information the assistant lacks.
ControlCounselors retain exception handling and authoritative guidance.
Process model built from the published workflow evidence for Georgia State University. Every step, actor, and control appears in full below.Every step, actor, and control
Exception path
Questions the assistant cannot answer are routed to Georgia State counselors and advisors.
Decision authority
The assistant provides routine guidance; counselors and advisors retain authority for unresolved, exceptional, or consequential student issues.
Before
#
Actor
Action
Control
01
Prospective student
Track multiple enrollment requirements and seek help when a task or deadline is unclear.
Student initiates contact under the university's standard process.
02
Admissions counselor
Answer routine and complex questions and provide individual summer outreach.
Counselor determines the guidance.
After
#
Actor
Action
Control
01
Pounce
Use university records to send task-specific deadline reminders and offer help.
Outreach is tied to each student's incomplete enrollment tasks.
02
Pounce
Answer common student questions automatically.
Only a small fraction of questions are routed to staff.
03
Admissions counselor
Handle questions that require professional judgment or information the assistant lacks.
Counselors retain exception handling and authoritative guidance.
Work that left the path
Routine deadline reminders sent individually by counselors
Counselor responses to the majority of common enrollment questions
A material share of repetitive pre-matriculation messaging
Human role before
Counselors provided individualized reminders and answered both routine and complex enrollment questions, limiting practical summer caseloads.
Human role after
Counselors focus on the smaller set of questions that require professional guidance while the assistant handles routine outreach and answers.
AI role
Trigger personalized enrollment-task outreach, answer common questions, and route unresolved questions to university staff.
Outcomes
On-time fall enrollment among GSU-committed students
Verified
GSU's business-as-usual control group.→Students assigned to Pounce were 3.3 percentage points more likely to enroll on time, equivalent to a 21% reduction in summer melt in the peer-reviewed study.
April through August 2016. · 7,489 accepted students with eligible mobile numbers and text consent; 3,745 assigned to Pounce and 3,744 to usual process, with the reported enrollment effect in the pre-stratified GSU-committed subgroup.
The 3.3-point effect applies to the GSU-committed subgroup, not all accepted students; the primary GSU page rounds the relative melt reduction to 22%.
What leaders can reuse
Anti-pattern
Using a general chatbot without task-state integration, an explicit staff escalation path, or subgroup-aware outcome measurement.
Questions
01Which routine questions can be automated safely?
02What student signals should trigger human outreach?
03Will the evaluation distinguish intended users from people unlikely to use the service?
Portability conditions
Reliable task-level student data
Clear boundaries for routine versus counselor-required guidance
Consent and messaging controls
Randomized or otherwise credible outcome measurement
Reputation risk
low: label the 2016-era conversational AI accurately and do not imply modern generative-AI capabilities.
Evidence and authority
What the public record supports.
Current · updated
1 independent, 1 peer reviewed, 2 primary; publication outcomes are verified and reported.
Bundle 1.0.0 · reviewed 2026-09-06 · stable ID 5b2556715b7a65ac
