Welcome to Agentic IPEDS Reporting thatfills each survey cell from the record that holds it.
Survey season is usually weeks of rebuilding numbers that should already exist. Risely's agents fill each cell from governed lines, attach the lineage, and draft the explanation for anything that moved. The keyholder certifies, and the institution submits.
Fall Enrollment · assembling
filling from the record
Total headcount
11,204
traced · census snapshot
First-time degree-seeking
2,381
traced · admit and enroll join
Part-time undergraduate
1,867
edit check tripped
Up 14% against the prior cycle. The certificate cohort now codes as degree-seeking, and the memo is drafted from the coding change itself.
Runway before the lock
assembling early
Every cell walks back to the record it came from.
Risely's agents build each figure from a governed line, and that line reads the same snapshot the factbook reads. The federal file and the internal numbers cannot drift apart.
Where this number came from
tracing
Survey cell
first-time degree-seeking
Factbook line
the same line the president's deck reads
Census snapshot
the record as it stood on count day
The federal file and the internal numbers read the same lines, so the two cannot drift apart.
The portal's own rules run here first.
Risely's agents apply the same validations the submission will face, early enough that a flag is a question rather than a scramble. Whatever trips gets raised while there is still room to check it.
Validations, run here first
running
Running the portal's own rules early turns a submission-day surprise into a question with runway behind it.
A number that moved arrives with its story.
The part-time count jumped because a certificate cohort now codes as degree-seeking. Risely's agents attach that reason, dated and cited, so the analyst reads an explanation instead of starting an investigation.
Part-time undergraduate
held for the analyst
prior cycle
this cycle
The certificate cohort now codes as degree-seeking.
The coding change is dated and cited.
Prior-cycle figures restate under the same rule.
The analyst reads a story rather than opening an investigation, and the number was right the whole time.
What was filed stays answerable years later.
Every submission keeps its cells, the lines behind them, and the definitions in force at the time. Risely's agents hold that archive, and any later question about any past figure has an answer.
What was filed, and on what basis
Fall enrollment
cells, lines, definitions in force
Completions
cells, lines, definitions in force
Student financial aid
cells, lines, definitions in force
Human resources
cells, lines, definitions in force
Any later question about any past figure has an answer, which is the whole reason to keep the archive.
One definition changes. The survey re-fills.
A recoded cohort, a revised crosswalk, a late correction to the snapshot. Any of them moves a cell, and every one runs the same way.
A coding rule changes mid-year
a cohort now counts differently
Risely's agents re-fill the affected cells
from the same governed lines
An edit check trips
one cell moves against the prior cycle
The explanation drafts itself
with the rule and the date it took effect
The keyholder certifies
and the institution submits
What changes, and how it runs.
Every cell traces to a governed line
The federal file and the internal numbers stay one story.
Anomalies arrive already explained
A reviewer reads a reason rather than opening a dig.
Past cycles stay answerable
What was filed, from which lines, under which definitions.
The technical read
Connects read-only to your SIS, data warehouse, and HR system to start
The keyholder certifies and the institution submits
Every action lands on an append-only log
Runs alongside what you have. Nothing rips out.