College and career readiness indicators proven graduate by graduate, each match cited, checked by a second person and signed before the state's file is final
Every graduate who earned a readiness indicator counts, with the proof one click away.
See one case, screen by screen ↓College and career readiness indicators are the measures a state uses to count a graduate as ready, such as an AP score of 3 or higher, nine dual-credit hours, an approved industry certificate or a signed enlistment. College & Career Readiness Indicator Verification is the accountability office's working system for proving each one before the state's file is final: six agents read every score file, transcript, certificate and letter, match each to a graduate with the line cited, find graduates who probably qualify but have no proof, and build the correction file. A coordinator approves every match, and the director signs what goes to the state.
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College and career readiness indicators are how most states count a high school's graduates as ready: an AP score of 3 or higher, an IB score of 4 or higher, nine dual-credit hours (or three in English or math), an approved industry based certification, a college-ready test score or a signed enlistment. In Texas the same college, career and military readiness measure drives part of the A–F rating and the CCMR outcomes bonus pays per ready graduate. But the state counts only what the district reported. A dual-credit course coded as a local elective, a certificate exam passed but never uploaded, an AP score filed under a preferred name or an enlistment letter never collected is lost credit, and once the correction window closes the file is final. The CCMR tracker itself says corrections cannot be submitted to the state agency after the fact.
Today the accountability office pulls score files, college transcripts and certificate files into spreadsheets, one tab per indicator, and campus coordinators match rows to students by name and birth date. When the state's preliminary file arrives in October, someone compares it with the spreadsheet student by student, and the differences go to campuses by email with no deadline tracking. A year later nobody can say who decided that a given transcript counted, or why. College & Career Readiness Indicator Verification puts six agents in front of the reading, matching and comparing, so the director and the campus coordinators spend the window deciding, not searching.
Estimated split of an accountability office's business days for one graduating class, by hand and with the agents; our arithmetic, kept modest. The agents' reading and matching runs overnight; the 'after' column is the time people spend reviewing and approving.
Six agents read the proof, apply the year's rule and find what is missing; people approve every match and the director signs.
Marlow Bay Unified School District, Wednesday, October 21, 2026. The state released its preliminary readiness file for the Class of 2027 on October 5, and the correction window closes November 4 at 5:00 p.m., 14 days away. Here is what happens, screen by screen, in the working solution.
The agents read 318 new documents, bringing the class to 11,042: 10,288 matched to a graduate, 412 waiting for review, 186 unmatched for a person and 156 duplicates set aside. One feed did not arrive: the skilled-trades certificate score file missed its 2:00 a.m. run, and the screen says so, with Retry now.
2,318 of 3,540 seniors are verified (65.5%), against a dashed line for the 72% state target, 2,549 graduates. The meter splits the rest: 147 matches waiting for a coordinator, 107 who probably qualify with no proof, 968 not yet meeting an indicator. Beside it: $8,130,000 in readiness funding verified, $641,000 still in review and $461,000 in the probable gaps.
The Gap agent found 61 seniors with dual-credit hours that never reached the state file, worth $267,000.
Four kinds of probable gap: 61 seniors with 9 or more dual-credit hours, 23 certificate exams passed with none on file, 14 AP scores under another name and 9 enlistment letters expected. Batch DC-2027-14 lists the 61 with their hours, the rule, the match confidence and the funding at stake: 58 ready, 3 held by the rule.
Prepared by Owen Whitaker, Dual Credit Liaison, at 7:12 a.m. · you are the checker
Daniela Ruiz-Okafor, Harbor High: ENGL 1301, HIST 1301, MATH 1314 and GOVT 2305 highlighted on her Brandvale Community College transcript, 12.0 hours on the crosswalk, 6.0 in English or math, confidence 0.98. The same student on name, birth date and college ID; a superseded Spring 2026 transcript set aside as a duplicate; the state never saw her hours because the sections were coded as local elective 9050 without the dual-credit flag.
Jaylen Brooks, Eastside High, earned 10.0 hours at Brandvale, but EDUC 1300 Learning Frameworks and PHED 1164 Fitness and Wellness are not on the 2026–27 crosswalk. So 6.0 hours count, none in English or math, and the Rule agent holds the match under §4.3 of the state manual.
The match stays out of the state file until the hold is resolved.
Owen Whitaker prepared the batch, so he cannot approve it; Renata checks it. The approval names the rule (state manual 2027.1 §4.3 and the 2026–27 crosswalk), leaves out the 3 held, and shows the effect: meter +58, funding +$254,000, readiness component +1.6 points. She holds the 3 with the reason code "Course not on the approved crosswalk", and the Gap agent drafts the question to Brandvale.
I checked the 5 lowest-confidence matches, including the name variants
2,376 of 3,540 seniors are now verified (67.1%), readiness funding verified rises to $8,384,000, probable gaps fall to $207,000, and the class is 173 graduates from the 72% target. The correction file now holds 140 graduates, each with its document, waiting for the director's signature.
The Gap agent drafted ten requests and a person sends them: certificate exams with no certificate on file, AP scores under another name, enlistment letters, and the crosswalk question to Brandvale on the 3 held. Each names the students, the proof needed and the due date, 5 school days, escalated to the principal at 7. R-124 is due today; R-125 is 2 days late.
Requests go to staff only; the agents never contact a family or a student.
The state's preliminary file against the district's list: 2,236 graduates in both, 140 the district can prove and the state lacks, 15 the state credits without district proof. Every difference is explained with its documentation. Renata signs; the state reporting portal returns receipt SRP-2027-MB-00418.
Only the Director of Accountability and Assessment can sign. The Reconciliation agent built the file; it cannot submit it.
The signed correction file, the 3 held matches with their reason, the 58 approved, Owen's batch and every overnight agent run sit on one trail with who, what, when, why and the evidence. The auditor's view masks names, and the state audit pack is built read-only and redacted.
The same class, seen by the five people who carry it: what their fall looked like, and what it looks like now.
Six agents read the proof, apply the year's rule and find what is missing; people approve every match and the director signs.
Receives every score file, college transcript, certificate and enlistment letter; classifies it, extracts the fields and rejects unreadable files.
Matches each document to a graduate and an indicator on name, birth date and college ID, checks for duplicates and cites the line.
Applies that year's state accountability manual, the approved certificate list and the dual-credit crosswalk, and shows what changed from last year and which matches a change touches.
Finds graduates who probably qualify but have no proof on file, prices each one, and drafts the request to the campus or the college.
Compares the district's verified list with the state's preliminary file, explains every difference and builds the correction file with each graduate's document.
Keeps the audit trail of every read, match, decision, request and submission, and builds the state audit pack, redacted to the reviewer's need.
Checks batches and signs the file. The agents propose; a named person decides.
The director can ask in plain words, or say what to prepare. Every answer points to its source and opens the screen it is about.
Why are 61 dual-credit seniors missing from the state file?
Their Brandvale Community College transcripts show 9 or more hours, but the district coded those sections as local elective 9050 with no dual-credit flag, and the state extract only reports flagged courses, so the state's preliminary file shows "no data" for them. 58 qualify under §4.3. 3 have hours in PHED 1164 or EDUC 1300, which are not on the crosswalk. Together the 58 are worth $254,000 and 1.6 points.
Does Jaylen Brooks qualify?
Not yet. He earned 10.0 hours at Brandvale, but EDUC 1300 and PHED 1164 are not on the 2026–27 crosswalk, so 6.0 hours count and none are in English or math. §4.3 needs 9, or 3 in English or math. The Rule agent held him instead of guessing; you decide.
What do we lose if the window closes today?
The window closes November 4 at 5:00 p.m., and after that the file is final. Today: 107 graduates in probable gaps with no proof ($461,000), 147 matches waiting for a coordinator ($641,000), and a correction file not yet sent. The largest single step is to sign the correction file.
What still needs me before November 4?
Five things, in this order: check batch DC-2027-14, the 61 dual-credit matches prepared by Owen Whitaker; send the crosswalk question on the 3 held students to Brandvale; approve rule version 2027.2; sign the correction file; and escalate R-125, where South Marlow High is 2 days late on enlistment letters.
13 screens from the working solution, on its sample data. Pick one to see it large.
The rule each match is checked against and the way the agents work are settings, saved as a new version and logged.
| Setting | Default | Choose from |
|---|---|---|
| State rule in force | State Accountability Manual 2027.1, Class of 2027 | Versioned by school year; a preparer and a different approver |
| Propose a match at or above | 0.80 confidence | 0.80, 0.85 or 0.90; below it the document goes to a person, unmatched |
| Auto-approval | None, at any confidence | Locked: a person approves every match |
| Name variants | Always go to a coordinator | Preferred names, accents, hyphens, second surnames |
| Campus requests | Due in 5 school days | Escalated to the principal at 7 |
| Correction window | October 5 to November 4, 5:00 p.m. | Warnings at 21, 14 and 7 days; daily digest in the last 14 |
| Data-sharing agreement | DSA-2024-07 with Brandvale Community College | Named fields; warns 90 days before it expires |
| Keep evidence for | 5 years after graduation | 5, 7 or 3 years; then purged with a certificate of destruction |
Every figure is labelled: a target the solution is built to, an estimate, a typical published result, or a proven one.
Sources: Texas Education Agency, 2025 CCMR Tracker Part II, methodology and sources (indicators; "Corrections cannot be submitted to TEA") · Texas Education Code §48.110 and TEA, CCMR Outcomes Bonus (HB 3, 2019; HB 2, 2025): $5,000 per economically disadvantaged graduate above the threshold · ESC Region 13, the CCMR Tracker and CCMR Verifier · ESSA, 20 U.S.C. §6311(c)(4)(B)(v) · FERPA, 34 CFR §99.31(a)(6) and §99.35 · "demo" = seen in the working solution, on its sample data · "target" = design goal, measured in the live solution · "typical" = published figures · "estimated" = our arithmetic, kept modest. The state manual in the working solution is fictional and modeled on published state rules. Marlow Bay Unified School District, its schools, Brandvale Community College and the people named on this page are fictional — characters and sample data in the working solution.
College and career readiness indicators are the measures a state uses to count a graduate as ready, such as an AP score of 3 or higher, nine dual-credit hours, an approved industry certificate or a signed enlistment. College & Career Readiness Indicator Verification is the accountability office's working system for proving each one before the state's file is final: six agents read every score file, transcript, certificate and letter, match each to a graduate with the line cited, find graduates who probably qualify but have no proof, and build the correction file. A coordinator approves every match, and the director signs what goes to the state.
It depends on the state and the year. In the working solution's state manual, a graduate meets the indicator with an AP score of 3 or higher, an IB score of 4 or higher, nine dual-credit hours or three in English or math, an approved industry based certification, a college-ready test score or a signed enlistment. The Rule agent applies the version for that class and shows what changed from the year before.
In Texas, the CCMR tracker counts each graduate who meets an indicator from data the district reported, and it says corrections cannot be submitted to the state agency after the fact; prior-year corrections go through the CCMR verifier during its window, with documentation. The solution's rules are set from your state's manual each year, and the Reconciliation agent compares the district's list with the state's preliminary file and builds the correction file, each graduate with its document, before the window closes.
The Gap agent compares the college's transcripts, the certificate exam score files and course enrollments with what the district holds. In the working solution it found 107 graduates in one overnight run, including 61 seniors whose dual-credit courses were coded as local electives, priced each one, and drafted the requests to the campuses and the college.
The Rule agent holds the match instead of guessing, marks the courses that are off the crosswalk on the transcript, and leaves the decision to a person. The match stays out of the state file until the hold is resolved, and the Gap agent drafts the question to the college.
Yes. The agents never approve a match, submit to the state, contact a family or a student, or store a Social Security number. A person approves every match with no auto-approval at any confidence, whoever prepares a batch cannot approve it, counselors never approve their own caseload, and only the director can sign the correction file.
Transcripts come from the partner college under a written data-sharing agreement that names its purpose and fields. Names and birth dates are masked for auditors, special-education status shows only as a funding flag to the director and the auditor, every view of a graduate's record is logged, and evidence is purged five years after graduation.
The Agentic Solution Engine builds and deploys it from your requirements and documents, such as your state's manual, your certificate list and crosswalk, and a sample of past score files and transcripts, and it goes live once every quality gate has passed. We will walk you through it on your own class first.
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1-min demoWe'll run College & Career Readiness Indicator Verification on a sample of your own score files, transcripts and state file.