Muhlenberg College AI Policy

PennsylvaniaPrivateLast Updated: February 2026

Academic IntegrityInstitutional & AdministrativeResearchTeaching & Learning
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Policy Coverage
83%10 of 12
Prohibited
Coursework
This university prohibits AI tool usage for coursework and assignments unless explicitly authorized by the instructor.
Required
Disclosure
Students must formally disclose and cite any AI assistance used when submitting academic work.
Tools Active
Detection
The university employs AI detection software (such as Turnitin or similar tools) to identify AI-generated content in submissions.
Committee Active
Governance
The university has established a dedicated committee, task force, or working group to oversee AI governance.
POLICY OVERVIEW

AI Policy Summary

Muhlenberg College has defined AI policies across 10 of 12 policy categories, covering Academic Integrity, Institutional & Administrative, Research, Teaching & Learning. The university prohibits the use of AI tools in coursework unless explicitly permitted by instructors. Students are required to disclose and attribute AI-generated content in their academic work. The university employs detection and enforcement mechanisms for unauthorized AI use. Research-related AI policies address data analysis, research ethics. At the institutional level, the university has established guidelines for faculty and staff AI use, data protection and approved AI tools, AI governance strategy.

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Teaching & Learning

U1Coursework & Assignments
AI ProhibitedAttribution Required
  • Muhlenberg College treats unauthorized use of generative AI in coursework as a form of academic dishonesty
  • Faculty guidance also indicates instructors may either prohibit AI or allow it with clear parameters in the syllabus
  • The college states that work generated by ChatGPT or similar tools and submitted as one’s own is plagiarism, unless the assignment explicitly permits it or the instructor authorizes it

Submissions generated wholly or in part by ChatGPT or other similar AI-programs and submitted without attribution as one’s own original work are a form of plagiarism.

Can professors stop students from using ChatGPT? “Yes. If a professor does not want students to use ChatGPT for a given assignment, they should make a note of that in their syllabus and assignment directions. Remember, students should not use ChatGPT to produce work on assignments where they are not expressly allowed to use it.”

How can faculty prohibit plagiarism involving AI? If faculty do not want students to use ChatGPT or another generative AI platform for a given assignment, they should make a note of that in their syllabus and assignment directions. Students should not use ChatGPT to produce work on assignments where they are not expressly allowed to use it.

Is using ChatGPT a form of plagiarism? It can be. According to the Academic Integrity Code: “Submissions generated wholly or in part by ChatGPT or other similar AI-programs and submitted without attribution as one’s own original work are a form of plagiarism.”

U2Examinations & Assessments
AI Prohibited in ExamsIntegrity Code Applies
  • Muhlenberg College does not publish an AI-specific examination rule
  • These provisions apply to AI tools when their use has not been authorized by the instructor
  • Its academic integrity code prohibits unauthorized possession or use of any material, information, or device intended to gain an unfair advantage during examinations, tests, or quizzes, and prohibits unauthorized assistance or use of external resources during any academic exercise

Unauthorized possession, use, or attempt to gain access to any material, information, or device intended to gain an unfair advantage during completion of an academic exercise, such as examination, test, quiz, report, or assignment.

Unauthorized assistance, collaboration, or use of external resources when completing an academic exercise, including quizzes, tests, examinations, reports, assignments, papers, laboratory exercises, or other work designated as an academic exercise.

U3Learning & Study Assistance
AI Restricted
  • Muhlenberg College does not establish a separate university-wide rule governing AI use as a personal study or learning aid
  • By implication, using AI to help study or understand material is not specifically regulated, but submitting AI-generated work as one's own without attribution remains prohibited regardless of context
  • The available guidance focuses on assignment and coursework contexts: instructor permission governs whether students may use AI tools, and faculty are directed to state in syllabi whether AI is allowed and under what conditions

Can professors stop students from using ChatGPT? "Yes. If a professor does not want students to use ChatGPT for a given assignment, they should make a note of that in their syllabus and assignment directions. Remember, students should not use ChatGPT to produce work on assignments where they are not expressly allowed to use it."

How can faculty prohibit plagiarism involving AI? If faculty do not want students to use ChatGPT or another generative AI platform for a given assignment, they should make a note of that in their syllabus and assignment directions. Students should not use ChatGPT to produce work on assignments where they are not expressly allowed to use it.

Note: No separate policy on AI as a standalone study aid is defined in available Muhlenberg sources; the above guidance addresses assignment-level permissions only.

U4Code Generation & Programming
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No policy defined yet
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Research

U5Research Writing & Manuscript Preparation
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No policy defined yet
U6Research Data & Analysis
AI Analysis Restricted
  • The university’s cited materials do not establish an AI-specific rule for research data analysis
  • However, its IT and data policies prohibit using non-contracted third-party AI tools with institutional data and prohibit sharing confidential or protected information with public or external AI systems unless explicitly approved by the Chief Information Security Officer

Muhlenberg College data must not be used with public, private, or externally hosted AI systems (e.g., ChatGPT, Bard, Claude, etc.) without explicit written approval from Muhlenberg College Chief Information Security Officer (CISO). Institutional Data and Information include any data associated with the college as outlined in the Data Classification policy. Any AI solution that works with Muhlenberg data must undergo security and privacy review and have the final approval from CISO and contract review by General Counsel.

Examples of restricted and impermissible disclosure, sharing, and use of Institutional Data and Information include but are not limited to sharing or exposing Confidential and Protected data to any non-contracted third parties, whether software-as-a-service (SaaS) or otherwise, such as free services or AI applications including but not limited to ChatGPT, Claude, Gemini, or other large language models, repositories, or systems.

Examples of impermissible disclosure, sharing, or use of Internal Only Institutional Data and Information include but are not limited to: using with public or external artificial intelligence (AI) systems, such as ChatGPT, Claude, Gemini, or similar AI tools, without explicit approval from the College Chief Information Security Officer (CISO).

U7Research Ethics & Integrity
Review Board InvolvedEthics Framework Active
  • No AI disclosure requirements for grants or ethics declarations are established
  • Muhlenberg College does not define an AI-specific research ethics or integrity policy in its available sources
  • Its IRB materials require review for all research involving living human subjects and provide examples of student research needing IRB review, but contain no provisions addressing AI use in research design, data collection, or manuscript preparation

No AI-specific research ethics or integrity provisions were identified in Muhlenberg College's available policy sources. The IRB materials state: "All research involving living human subjects conducted under the auspices of Muhlenberg College must be reviewed by the Institutional Review Board for the Protection of Human Subjects (IRB) before any activities involving human subjects can begin." These materials do not address AI tools, AI-assisted research, or AI disclosure requirements.

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Academic Integrity

U8Disclosure & Attribution Requirements
Disclosure MandatoryCitation Required
  • Muhlenberg College requires attribution when AI-generated material is used
  • The academic integrity code says submitting work generated wholly or partly by ChatGPT or similar tools without attribution is plagiarism, and faculty guidance directs instructors to set disclosure and citation expectations for any allowed AI use

Submissions generated wholly or in part by ChatGPT or other similar AI-programs and submitted without attribution as one’s own original work are a form of plagiarism.

Can faculty allow students to use ChatGPT and still avoid plagiarism? “Absolutely! Faculty can discuss with students the proper use and attribution of ChatGPT.”

Can faculty use ChatGPT as a pedagogical tool? Yes. Faculty should consider drafting a clear statement to students regarding their expectations about using generative AI for assignments. Such statements may consider the following: whether any use of AI is acceptable for the assignment and, if so, what level of use is acceptable; proper citation and acknowledgement; and whether a student should include a statement about how they used AI in the development of the assignment.

U9Detection & Enforcement
Detection Tools UsedPenalties DefinedIntegrity Process
  • Muhlenberg College does not endorse AI detection tools as reliable evidence on their own
  • Suspected AI-related misconduct is handled through the college’s academic integrity process and can result in penalties determined through that process
  • Faculty guidance says AI detectors should not be the sole basis for an allegation and recommends using them only to flag concerns that are then evaluated through established academic integrity procedures

If suspecting student work is the product of AI, do not rely solely on AI detectors. Such platforms often have low rates of accuracy and can result in false positives. Rather, use these applications to flag suspicious responses and evaluate the assignment with other tools, such as our plagiarism detector Turnitin, or by searching the internet for suspicious passages.

What if an assignment incorporates AI in a way that potentially violates the AIC, for example, by relying too much on output from an AI application? Faculty should use the same procedures for addressing any form of plagiarism if they believe that a student’s work potentially violates the AIC.

What if professors suspect a student of using ChatGPT on an assignment? “If a professor suspects that ChatGPT or another generative AI platform was inappropriately used for a submitted assignment, the professor should address the concern using the procedures outlined in the Academic Integrity Code.”

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Institutional & Administrative

U10Faculty & Staff Use
Staff GuidelinesRestricted Use
  • Muhlenberg College permits faculty to use generative AI pedagogically, but expects them to give students clear guidance about allowed uses, citation, and disclosure
  • The faculty guide also says instructors should independently verify the accuracy of AI outputs before sharing them with students, and institutional data policies restrict staff and faculty from entering college data into public or external AI systems without approval

Can faculty use ChatGPT as a pedagogical tool? “Yes. Faculty should consider drafting a clear statement to students regarding their expectations about using generative AI for assignments. Such statements may consider the following: whether any use of AI is acceptable for the assignment and, if so, what level of use is acceptable; proper citation and acknowledgement; and whether a student should include a statement about how they used AI in the development of the assignment.”

Should faculty verify outputs from AI programs before sharing with students? Yes. Since AI can produce misleading and false information, it is always prudent for faculty to independently verify anything generated by AI before sharing it with students.

Muhlenberg College data must not be used with public, private, or externally hosted AI systems (e.g., ChatGPT, Bard, Claude, etc.) without explicit written approval from Muhlenberg College Chief Information Security Officer (CISO).

U11Institutional Data Protection & Approved AI Platforms
Data Protection ActiveUnapproved AI Blocked
  • Muhlenberg College prohibits use of institutional data with public, private, or externally hosted AI systems unless the Chief Information Security Officer gives explicit written approval
  • Any AI solution that works with Muhlenberg data must undergo security, privacy, and contract review, and the data classification policy specifically bars confidential, protected, and internal-only institutional data from being shared with public or external AI tools without approval

Muhlenberg College data must not be used with public, private, or externally hosted AI systems (e.g., ChatGPT, Bard, Claude, etc.) without explicit written approval from Muhlenberg College Chief Information Security Officer (CISO). Institutional Data and Information include any data associated with the college as outlined in the Data Classification policy. Any AI solution that works with Muhlenberg data must undergo security and privacy review and have the final approval from CISO and contract review by General Counsel.

Examples of restricted and impermissible disclosure, sharing, and use of Institutional Data and Information include but are not limited to sharing or exposing Confidential and Protected data to any non-contracted third parties, whether software-as-a-service (SaaS) or otherwise, such as free services or AI applications including but not limited to ChatGPT, Claude, Gemini, or other large language models, repositories, or systems.

Examples of impermissible disclosure, sharing, or use of Internal Only Institutional Data and Information include but are not limited to: using with public or external artificial intelligence (AI) systems, such as ChatGPT, Claude, Gemini, or similar AI tools, without explicit approval from the College Chief Information Security Officer (CISO).

U12University AI Governance & Strategy
Governance Body ActiveAI Strategy Defined
  • The cited sources show limited institutional AI governance rather than a broad AI strategy
  • No broader institutional AI roadmap or standing AI committee is defined in the provided sources
  • Muhlenberg College assigns approval authority for AI systems involving college data to the Chief Information Security Officer, requires security, privacy, and contract review for such tools, and provides faculty-facing guidance on generative AI through academic affairs materials

Muhlenberg College data must not be used with public, private, or externally hosted AI systems (e.g., ChatGPT, Bard, Claude, etc.) without explicit written approval from Muhlenberg College Chief Information Security Officer (CISO). Institutional Data and Information include any data associated with the college as outlined in the Data Classification policy. Any AI solution that works with Muhlenberg data must undergo security and privacy review and have the final approval from CISO and contract review by General Counsel.

Can faculty use ChatGPT as a pedagogical tool? “Yes. Faculty should consider drafting a clear statement to students regarding their expectations about using generative AI for assignments. Such statements may consider the following: whether any use of AI is acceptable for the assignment and, if so, what level of use is acceptable; proper citation and acknowledgement; and whether a student should include a statement about how they used AI in the development of the assignment.”

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Disclaimer:* All university AI policy information presented on this platform is compiled from publicly available information, official university websites, and related academic sources. This data reflects information available at the time of last verification as on 27th February 2026. University and institution names referenced on this platform are the property and trademarks of their respective institutions. Their inclusion does not imply any affiliation with, endorsement by, or partnership with those institutions. Policy coverage scores and categorical indicators are automated assessments derived from available documentation and are provided for informational and comparative purposes only. They do not constitute legal, academic, or compliance advice. Users are advised to exercise their own judgement and independently verify all policy information directly with the respective university before making any academic or institutional decisions. For any queries or corrections, please contact us at support@trinka.ai