Feb 11, 2026 | 7 min read
AI and Online Exams: What the Data Reveals About Assessment Security
Academic integrity isn’t disappearing. It’s being tested. Generative AI is now part of everyday academic life. Credentials carry increasing weight in employment decisions. At the same time, institutions are navigating a new assessment environment where traditional approaches to exam security no longer fully address modern risk.
What is actually happening with cheating in online courses? How much is AI-assisted behavior influencing academic misconduct? And what reduces risk without compromising privacy, accessibility, or trust?
Large-scale research surveying thousands of students and instructors across North America, conducted by Wiley, provides a clear picture of the current academic integrity landscape. The findings confirm what many institutions already sense: cheating patterns are shifting, AI is accelerating change, and assessment security must evolve accordingly.
Here’s what the numbers reveal, and what they mean for modern online proctoring and credential protection.
Cheating is increasing, particularly in online environments
Academic misconduct is not simply anecdotal. It is measurable, and Wiley’s research reflects this growing trend.
- More than half of students and instructors believe cheating will increase in the coming years
- Nearly 70% of instructors report that up to 30% of their students cheated within the past year
- 86% of instructors say students are more likely to cheat in online courses than in-person
Online and hybrid assessments are now embedded across universities, licensing boards, certification programs, and enterprise training initiatives. However, many online exams were adapted rapidly for accessibility and scale rather than intentionally designed with modern assessment security frameworks in place. When remote testing expands without proportional safeguards, risk expands with it.
The solution is building secure-by-design assessment systems that account for evolving threat models, emerging AI tools, and distributed testing environments.
AI has reshaped academic integrity and changed the threat model
Generative AI is no longer experimental; it is now a common part of the academic experience according to Wiley’s survey data.
- Nearly half of students report using generative AI in their coursework
- 46% of students say AI makes cheating easier
- Instructors consistently cite AI as a growing contributor to academic misconduct
AI tools have made cheating easier to execute, but they haven’t changed why people do it or how behavior shows up when someone is attempting to get away with misconduct. The tactics evolve quickly. The intent does not.
“AI doesn’t replace human intent. It changes how behavior shows up.”
By the time a specific AI tool is identified and restricted, three new ones have already taken its place. That means institutions cannot rely on tool-specific detection alone. They need an approach that focuses on behavior, context, and patterns of engagement rather than chasing software names.
How Integrity Advocate Responds: COUNTER-AI™
Integrity Advocate’s COUNTER-AI™ approach recognizes that AI changed the tactics, not the intent.
Rather than attempting to block or identify every possible AI tool, COUNTER-AI™ focuses on the human signals that surface during an assessment, how someone engages with the exam, how they navigate through content, and how participation patterns align with expected behavior. This behavioral, security-based framework allows institutions to identify risk without over-policing legitimate AI-assisted learning.
Combined with trained human review, COUNTER-AI™ ensures that institutions can respond proportionally and fairly. Instead of reacting to every new AI platform that emerges, Integrity Advocate adapts to the underlying behavior patterns that persist regardless of the tool being used.
The result is a modern assessment security strategy that keeps pace with AI without becoming invasive, brittle, or dependent on outdated detection lists.
Students confirm what prevention experts already know: accountability reduces cheating
Wiley’s research shows that students say they are less likely to cheat when safeguards and expectations are clear.
- 81% say grade impact would deter cheating
- 81% say serious academic consequences would deter cheating
- 69% say proctoring during online exams reduces misconduct
- 62% say clearly explained consequences reduce cheating
The takeaway isn’t that students need harsher punishment. It’s that visibility changes behavior.
In most security environments, incidents are prevented not by catching someone in the act, but by being visibly present before anything happens. The same principle applies to assessments. When oversight is real, consistent, and clearly communicated, behavior shifts before there is anything to investigate.
Security isn’t about catching people. It’s about creating an environment where integrity is the default.
Integrity Advocate embeds accountability directly into the assessment lifecycle so that presence is established from the beginning. Identity verification confirms the right individual is taking the exam, and participation monitoring creates transparency throughout the session without resorting to invasive surveillance. Students understand that the assessment environment includes thoughtful oversight, which reduces temptation while maintaining dignity.
At the same time, context matters. One unusual moment during an exam rarely tells the full story. What matters more are patterns, how someone typically moves through questions, how they engage with the screen, how their behavior aligns with expected participation. When those patterns meaningfully deviate, insight becomes clearer. Patterns of behavior reveal intent in ways tools alone never can.
By combining AI-assisted behavioral analysis with trained human review, Integrity Advocate evaluates exams in context rather than reacting to isolated blips. This ensures institutions receive fair, defensible insight while avoiding automated accusations or rigid triggers.
Because the approach is privacy-forward and human-reviewed, students experience structure without intimidation, and institutions gain deterrence without overreach. Accountability becomes part of the system itself, embedded in design rather than layered on after misconduct occurs.
Instructors are concerned about learning outcomes, not just rule enforcement
According to Wiley’s data:
- 67% of instructors worry students are not truly learning the material
- 55% worry students will not be prepared for real-world careers
- 49% worry students will not be prepared for future coursework
- Yet only 16% use cheating detection or prevention tools
When exams are compromised, the consequences extend far beyond the classroom. Unqualified individuals can enter regulated industries such as healthcare, financial services, cybersecurity, and public safety, putting organizations and communities at risk. Protecting exam integrity protects individuals, programs, the workforce, and the public.
And yet, despite the stakes, adoption of comprehensive assessment security remains uneven.
Instructors care deeply about outcomes and readiness, but many hesitate to adopt solutions that feel intrusive, complex, or operationally heavy. They want protection without friction. They want integrity that supports learning rather than disrupting it.
Integrity Advocate approaches assessment security holistically, before, during, and after the exam.
Before the assessment, seamless LMS integration keeps the experience simple for instructors and administrators. Identity verification ensures the right person is testing and reduces impersonation risk without adding complexity.
During the session, AI-assisted monitoring paired with human review minimizes false positives and provides contextual, defensible insight. This saves instructors time and preserves fairness. After the exam, audit-ready reporting supports accreditation, compliance, and appeals with documentation institutions can trust.
The future of academic integrity
Online learning is not temporary. AI is not temporary. Remote certification, licensure testing, and workforce credentialing will continue to expand. The institutions that succeed in this environment will be the ones who modernize assessment with intention and embed integrity into every stage of the process. Academic integrity is no longer about isolated detection. It is about designing systems where the right person earns the credential, earns it legitimately, and can stand behind it with confidence. That is the future of assessment security, and it is the future Integrity Advocate is building.
Source: Wiley, The Latest Insights into Academic Integrity: Instructor and Student Experiences, Attitudes, and the Impact of AI. Survey of 2,900+ students and instructors across North America.
https://www.wiley.com/en-us/publish/ai-insights/the-latest-insights-into-academic-integrity-instructor-and-student-experiences-attitudes-and-the-impact-of-ai-2024-update/
