Department Chair · Institutional analytics
Early warning analytics
Risk distribution, outreach coverage and resolution trends for every college, refreshed after each MIS sync.
Simulated MIS feed synced yesterdayEngine run Nov 8, 2026, 6:01 AM
Department or college
Academic term
Risk category
Showing all colleges for 1st Semester AY 2026-2027
Students monitored
46
Enrolled this term and evaluated by the engine
Flagged for intervention
2145.7%
+21.3 ptsvs previous term
High and medium risk combined
Outreach coverage
76%
16 of 21 flagged students contacted · 7 days from flag to session on average
Resolution rate
60%
−10.0 ptsvs previous term
6 of 10 logged sessions resolved
Risk distribution
All colleges, 1st Semester AY 2026-2027
21flagged46% of 46
- High riskImmediate flag: a GPA or attendance threshold was breached1328%
- Medium riskEscalating: grades are trending toward a breach817%
- Low riskGood standing: no thresholds or trends triggered2554%
Risk and resolution over time
Each term since the SAMSIDA pilot, evaluated with the same dual-layer rules.
Share of enrolled students flagged
High riskMedium risk
Consultations marked resolved
Resolution rate counts sessions logged within each term.
Risk by college
Share of each college at every level, sorted by flagged share.
High riskMedium riskLow risk
- CEGSCollege of Engineering and Geo-Sciences67%of 6
- CCISCollege of Computing and Information Sciences50%of 16
- CMNSCollege of Mathematics and Natural Sciences40%of 5
- CHASSCollege of Humanities, Arts and Social Sciences40%of 5
- CEDCollege of Education40%of 5
- COFESCollege of Forestry and Environmental Science40%of 5
- CAACollege of Agriculture and Agri-Industries25%of 4
Why students are flagged
Students tripping each trigger. One student can trip several.
- GPA breachGPA ≥ 3.0022% of monitored10
- Attendance dropAttendance < 80%15% of monitored7
- Escalating trajectoryTrajectory m > 0.3022% of monitored10
5 students trip more than one trigger at once.
All students in scope
46 students, sorted by risk severity
| Student | College | Risk | Primary reason | GPA | Attendance | Trajectory | Advisor | Intervention |
|---|---|---|---|---|---|---|---|---|
| John Rey Tidor2024-00563 · BS Information Technology | CCIS | High | Attendance < 80%+2 | 3.12 | 76% | Escalatingm = +0.38 | Prof. Ramon S. Villamor | Session confirmedLast session Mar 24, 2026 |
| Mark Anthony Gonzaga2023-00127 · BS Information Technology | CCIS | High | Attendance < 80%+1 | 3.25 | 72% | Slippingm = +0.19 | Prof. Ramon S. Villamor | Invite sentLast session Nov 4, 2026 |
| Jomar Villaflor2025-00788 · BS Mathematics | CMNS | High | GPA ≥ 3.00+1 | 3.15 | 81% | Escalatingm = +0.40 | Dr. Arnel P. Sumaylo | Invite declined |
| Jun Mark Sarabia2024-00706 · BS Agriculture | CAA | High | Attendance < 80%+1 | 3.10 | 75% | Slippingm = +0.20 | Prof. Rodel M. Pagara | Awaiting outreachLast session Nov 3, 2026 |
| Joshua Dagohoy2023-00162 · BA Communication | CHASS | High | Attendance < 80%+1 | 3.05 | 73% | Stablem = +0.10 | Prof. Grace L. Montecillo | Session heldLast session Nov 2, 2026 |
| Kenneth Ray Mangubat2024-00477 · BS Information Technology | CCIS | High | GPA ≥ 3.00 | 3.45 | 81% | Slippingm = +0.16 | Prof. Ramon S. Villamor | Session heldLast session Nov 3, 2026 |
| Ramil John Hinampas2023-00133 · BS Electronics Engineering | CEGS | High | GPA ≥ 3.00 | 3.30 | 83% | Slippingm = +0.21 | Engr. Maricel D. Bandala | Session heldLast session Nov 5, 2026 |
| Neil Bryan Dumanon2024-00701 · BS Civil Engineering | CEGS | High | GPA ≥ 3.00 | 3.20 | 81% | Slippingm = +0.20 | Engr. Maricel D. Bandala | Session confirmedLast session Mar 11, 2026 |
| Lea Joy Montero2023-00190 · BS Forestry | COFES | High | GPA ≥ 3.00 | 3.15 | 82% | Slippingm = +0.21 | For. Jerome B. Calamba | Invite sent |
| Aldrin Bucol2025-00817 · Bachelor of Elementary Education | CED | High | Attendance < 80% | 2.55 | 77% | Slippingm = +0.17 | Dr. Josephine C. Galon | Session heldLast session Nov 4, 2026 |
| Clint Joshua Orcullo2026-00957 · BS Information Technology | CCIS | High | GPA ≥ 3.00 | 3.05 | 82% | New recordNeeds 3 terms | Prof. Ramon S. Villamor | Invite sent |
| Christine Joy Bagaipo2024-00609 · BS Information Systems | CCIS | High | Attendance < 80% | 2.40 | 74% | Stablem = +0.03 | Prof. Ramon S. Villamor | Awaiting outreach |
| Precious Joy Tampus2026-00932 · BS Geodetic Engineering | CEGS | High | Attendance < 80% | 2.25 | 78% | New recordNeeds 3 terms | Engr. Maricel D. Bandala | Awaiting outreach |
| Jhon Carlo Esclamado2025-00844 · BS Computer Science | CCIS | Medium | Trajectory m > 0.30 | 2.95 | 83% | Escalatingm = +0.47 | Prof. Ramon S. Villamor | Session confirmed |
| Rey Mark Quiñones2024-00684 · BS Psychology | CHASS | Medium | Trajectory m > 0.30 | 2.96 | 84% | Escalatingm = +0.32 | Prof. Grace L. Montecillo | Awaiting outreachLast session Apr 1, 2026 |
| Ralph Lauren Bangoy2025-00849 · BS Environmental Science | COFES | Medium | Trajectory m > 0.30 | 2.85 | 85% | Escalatingm = +0.40 | For. Jerome B. Calamba | Awaiting outreach |
| Dexter Abellana2024-00655 · BS Physics | CMNS | Medium | Trajectory m > 0.30 | 2.98 | 85% | Escalatingm = +0.32 | Dr. Arnel P. Sumaylo | Session heldLast session Nov 6, 2026 |
| Arjay Lacandula2025-00760 · BS Electronics Engineering | CEGS | Medium | Trajectory m > 0.30 | 2.88 | 86% | Escalatingm = +0.39 | Engr. Maricel D. Bandala | Invite sent |
| Ian Christopher Paderanga2024-00699 · Bachelor of Elementary Education | CED | Medium | Trajectory m > 0.30 | 2.90 | 86% | Escalatingm = +0.31 | Dr. Josephine C. Galon | Session confirmedLast session Mar 31, 2026 |
| Kyla Mae Ompad2025-00731 · BS Computer Science | CCIS | Medium | Trajectory m > 0.30 | 2.65 | 88% | Escalatingm = +0.42 | Prof. Ramon S. Villamor | Awaiting outreach |
| Mary Grace Lagumbay2024-00532 · BS Computer Science | CCIS | Medium | Trajectory m > 0.30 | 2.70 | 87% | Escalatingm = +0.33 | Prof. Ramon S. Villamor | Session heldLast session Nov 5, 2026 |
| Kristine Labrador2023-00149 · BS Chemistry | CMNS | Low | None | 2.10 | 89% | Stablem = +0.05 | Dr. Arnel P. Sumaylo | No intervention |
| Grace Ann Libres2026-00949 · BS Agriculture | CAA | Low | None | 2.10 | 88% | New recordNeeds 3 terms | Prof. Rodel M. Pagara | No intervention |
| Vincent Paul Ruelan2024-00590 · BS Computer Science | CCIS | Low | None | 2.10 | 90% | Improvingm = −0.24 | Prof. Ramon S. Villamor | No interventionLast session Sep 15, 2026 |
| Jasmine Faith Dacalos2025-00879 · BS Information Systems | CCIS | Low | None | 2.05 | 92% | Stablem = −0.07 | Prof. Ramon S. Villamor | No intervention |
| Shaira Mae Pacaña2025-00866 · BS Information Technology | CCIS | Low | None | 1.58 | 94% | Stablem = +0.01 | Prof. Ramon S. Villamor | No intervention |
| Ivy Rose Gutierrez2024-00721 · BS Forestry | COFES | Low | None | 1.70 | 95% | Stablem = +0.00 | For. Jerome B. Calamba | No intervention |
| Kimberly Rose Bacus2024-00670 · BS Psychology | CHASS | Low | None | 1.45 | 97% | Stablem = −0.02 | Prof. Grace L. Montecillo | No intervention |
| Stephanie Ann Bulawan2024-00738 · BS Environmental Science | COFES | Low | None | 1.55 | 96% | Stablem = −0.02 | For. Jerome B. Calamba | No intervention |
| Alyssa Marie Cabahug2024-00418 · BS Information Technology | CCIS | Low | None | 1.45 | 96% | Stablem = −0.04 | Prof. Ramon S. Villamor | No intervention |
| Lovely Grace Cuizon2025-00795 · BS Biology | CMNS | Low | None | 1.62 | 97% | Stablem = −0.01 | Dr. Arnel P. Sumaylo | No intervention |
| Jenny Lyn Ebarle2024-00692 · Bachelor of Secondary Education | CED | Low | None | 1.50 | 96% | Stablem = −0.02 | Dr. Josephine C. Galon | No intervention |
| Hazel Ann Españo2025-00745 · BS Geodetic Engineering | CEGS | Low | None | 1.75 | 94% | Stablem = −0.05 | Engr. Maricel D. Bandala | No intervention |
| Leah Marie Gumanoy2024-00715 · BS Civil Engineering | CEGS | Low | None | 1.80 | 93% | Improvingm = −0.11 | Engr. Maricel D. Bandala | No interventionLast session Mar 12, 2025 |
| Danica Mae Jamero2026-00944 · BA Communication | CHASS | Low | None | 1.95 | 90% | New recordNeeds 3 terms | Prof. Grace L. Montecillo | No intervention |
| Patricia Anne Jumawan2023-00155 · BS Computer Science | CCIS | Low | None | 1.25 | 97% | Stablem = −0.02 | Prof. Ramon S. Villamor | No intervention |
| Rochelle Ann Lim2023-00171 · Bachelor of Secondary Education | CED | Low | None | 1.66 | 96% | Stablem = −0.01 | Dr. Josephine C. Galon | No intervention |
| Angel Grace Navarro2026-00921 · BS Information Systems | CCIS | Low | None | 1.90 | 93% | New recordNeeds 3 terms | Prof. Ramon S. Villamor | No intervention |
| Kurt Laurence Ochia2025-00853 · BS Forestry | COFES | Low | None | 1.92 | 91% | Stablem = −0.01 | For. Jerome B. Calamba | No intervention |
| Mae Antoinette Rosales2025-00803 · BA English Language Studies | CHASS | Low | None | 1.88 | 93% | Stablem = −0.01 | Prof. Grace L. Montecillo | No intervention |
| Mikaela Joy Ruiz2025-00826 · Bachelor of Secondary Education | CED | Low | None | 1.48 | 98% | Stablem = −0.01 | Dr. Josephine C. Galon | No intervention |
| Rhea Mae Sabanal2025-00812 · BS Information Technology | CCIS | Low | None | 1.68 | 96% | Stablem = −0.04 | Prof. Ramon S. Villamor | No intervention |
| Marvin Taganas2023-00184 · BS Agriculture | CAA | Low | None | 1.85 | 93% | Improvingm = −0.18 | Prof. Rodel M. Pagara | No interventionLast session Feb 11, 2025 |
| Ronald Jay Ugdang2023-00168 · BS Information Systems | CCIS | Low | None | 1.92 | 94% | Improvingm = −0.13 | Prof. Ramon S. Villamor | No interventionLast session Sep 10, 2024 |
| Charmaine Uy2025-00831 · BS Agriculture | CAA | Low | None | 2.00 | 92% | Improvingm = −0.55 | Prof. Rodel M. Pagara | No interventionLast session Sep 22, 2026 |
| Bea Nicole Yap2024-00640 · BS Biology | CMNS | Low | None | 1.30 | 98% | Stablem = −0.02 | Dr. Arnel P. Sumaylo | No intervention |