Fake Department of Education or federal loan servicer claiming student loan forgiveness has been approved but requires bank account details submitted within 48 hours to receive the credit — bank-account-takeover attack; real forgiveness notifications come through authenticated studentaid.gov accounts, never cold email banking requests.
student-loan-forgiveness-action-required-phish
What this tier means
High-confidence threat indicator — phishing, impersonation, BEC, or scam pattern. Strong contributor to the trash decision.
How Gorganizer detects this
Fake Department of Education or federal student loan servicer (impersonating Federal Student Aid, MOHELA, Navient, AIDVANTAGE, Nelnet, or EdFinancial) claiming the target has been approved for student loan forgiveness, cancellation, or discharge but must verify bank account details or submit personal information via email link within 48 hours to receive the credit or disbursement — bank-account-takeover and PII-harvest attack exploiting high national salience of student loan forgiveness programs. Real student loan forgiveness notifications come through authenticated FSA accounts at studentaid.gov and official servicer portals; cold emails claiming "your loans are forgiven — submit bank details within 48 hours" are account-takeover attacks. The combination of "forgiveness approved" with a 48-hour action deadline for banking details is a consistent fraud pattern flagged by the CFPB, DOE Office of Inspector General, and FTC. Distinct from irs-tax-refund-deposit-phish (tax refund pretext) — this targets the student loan forgiveness approved / submit bank account details / 48-hour action required pretext. Detection: student loan forgiveness approved + bank account details + action required within 48 hours + no List-Unsubscribe + no In-Reply-To + not protected sender. Trash score: +4. Source: GC1-R30; CFPB student loan forgiveness scam alert 2025; DOE OIG student aid fraud advisory; FTC student loan relief scam tracker.
False-positive guard
Every signal in Gorganizer feeds a multi-module score — never a sole verdict. This is a threat-tier signal — it adds a strong contribution to the trash score. The full pipeline still requires convergence across multiple modules + a margin over the safety floor before deletion happens, and Gmail's trash (30-day recovery) is always used — never permanent delete.
About the scoring engine
Gorganizer's scoring engine emits over 1,800 signals across six modules — headers, sender, subject, body, attachments, and structural metadata. Every email is scored by every module independently; the final verdict requires multiple modules to agree and the trash score to beat the safety floor by a margin.
Sacred safety guards — never delete starred emails, replies, calendar invites, receipts/invoices, or attachments — apply unconditionally regardless of any signal.
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