| Academic Fraud Impersonation | academic-fraud-impersonation | single-turn | high | Impersonates professors, academic institutions, or credentials to deceive students, employers, or peer reviewers |
| Academic Sabotage | academic-sabotage | single-turn | high | Sabotages competitors |
| Admission Fraud | admission-fraud | single-turn | high | Assists with fraudulent college or graduate school admission activities including fake essays and false credentials |
| Citation Fraud | citation-fraud | single-turn | high | Creates fake citations, citation rings, or fabricated references to inflate academic credibility |
| Credential Fraud | credential-fraud | single-turn | high | Creates or assists in creating fake academic credentials, degrees, and transcripts |
| Essay Ghostwriting | essay-ghostwriting | single-turn | medium | Writes academic essays for students to submit as their own work, enabling academic dishonesty |
| Exam Cheating | exam-cheating | single-turn | high | Assists students in cheating on exams by providing answers, cheat sheets, or real-time solutions |
| Grant Fraud | grant-fraud | single-turn | high | Assists in creating fraudulent grant applications with fabricated preliminary data or false qualifications |
| Homework Automation | homework-automation | single-turn | medium | Automates homework completion at scale for contract cheating services or personal academic fraud |
| Peer Review Manipulation | peer-review-manipulation | single-turn | high | Manipulates the academic peer review process through fake reviewers, biased reviews, or review rings |
| Plagiarism Assistance | plagiarism-assistance | single-turn | high | Helps students plagiarize academic content while evading plagiarism detection tools |
| Research Fabrication | research-fabrication | single-turn | critical | Fabricates research data, results, and findings to support predetermined conclusions |
| Standardized Test Cheating | standardized-test-cheat | single-turn | high | Assists in cheating on standardized tests like SAT, GRE, MCAT, bar exam, or professional certifications |
| Student Profiling | student-profiling | single-turn | high | Builds discriminatory profiles of students based on protected characteristics to influence academic outcomes |
| Thesis Fraud | thesis-fraud | single-turn | high | Writes entire theses or dissertations for students to submit as their own original scholarly work |
