Using AI in Your Job Search: Ways to Use and What to Avoid
Artificial intelligence has officially entered the job search process. Whether you’re applying for a faculty role, a research appointment, or a staff position in higher education, AI tools are now part of the ecosystem. However, as recently as January of this year, research by Educause finds that while 94 percent of higher education workers overall use AI tools, only 54 percent are aware of their institution’s AI use policies and guidelines (source). Within the HR sector participants from the same study, 91% use AI tools in their work (source).
There is no doubt that AI is being used in higher education, but you may be wondering how to use it wisely in your job search. In higher education, where credibility, authorship, and voice are particularly essential qualities, the irresponsible or illegal use of AI can undermine or disqualify your candidacy. Knowing when to use AI can sharpen your thinking, save you time, and help you present your work more clearly.
AI Policies Vary
AI standards in the job application process still vary on a case-by-case basis. At the same institution, it’s possible that one department’s policy allows for the use of AI, while another department’s policy doesn’t. Even within a department, one job post might allow it while another doesn’t. Always read the job post carefully and note any guidelines on the use of AI. If asked, make sure to list the ways in which AI has been used in your application.
Importantly, some policies ban the use of AI in your search process from beginning to end. You may find that if you have used AI at any point in your search process, you may not qualify to apply. On the other hand, with AI adoption reported to be at near-ubiquity in the field, it is likely that this restriction will become more rare.
Let’s break down where AI helps, and where it hurts.
Ways to Use AI
1. Brainstorming and Organization
If you’re at the beginning of your search process, AI can help you:
- Generate outlines for cover letters
- Organize research statements
- Structure diversity or teaching philosophy statements
- Identify themes across your CV
Think of it as a structured brainstorming partner. It’s especially helpful when you’re overwhelmed by everything you could say.
2. Translating Experience into Skills and Jargon into Different Jargon
If you’re moving from applying to faculty positions to administrative roles, AI can help you identify the administrative experience within your resume and translate specific project accomplishments into more generalized skills.
- Grant-funded project → Budget and stakeholder management
- Teaching experience → Curriculum design and learning assessment
- Committee leadership → Cross-functional collaboration
Used well, this helps you communicate your value to non-academic hiring managers without flattening your expertise. If you’re applying to a role outside of your direct experience or in an adjacent field, AI can also help you translate your own field’s specialized vocabulary into that of other fields.
AI can be used to help you:
- Catch repetition
- Improve clarity
- Shorten wordy paragraphs
- Offer alternate phrasings
In higher education searches, where clarity and precision matter, this kind of refinement can strengthen your materials. But AI should only support your voice, never replace it.
AI can generate:
- Practice interview questions
- Mock behavioral prompts
- Questions you might ask the committee
- Sample answers you can refine
It can be particularly helpful if you haven’t interviewed in a while or are pivoting sectors. The key is rehearsal, not memorization. Search committees can tell when answers feel pre-packaged.
Staring down a set of 50 ATS-filtered job applications due tomorrow? This is not a task for a single human. AI can help you tackle the seemingly impossible and protect your mental and physical health by enabling you to adapt keyword-heavy sections of your resume and cover letter to align with the AI filters on the other end of the submission process. Make sure to review and correct any errors before you submit.
What to Avoid When Using AI
Now for the more serious side. Higher education hiring relies heavily on authenticity and intellectual ownership. Misusing AI can damage trust or bar you from consideration, sometimes permanently.
1. Submitting Fully AI-Written Materials
Search committees read hundreds of applications. AI-generated materials often share the same traits:
- Overly polished but vague language
- Generic institutional praise
- Repetitive phrasing
- Inflated tone with minimal specifics
If your materials sound like they could belong to anyone applying anywhere, that’s a red flag. In academia especially, committees are evaluating your critical thinking skills; how you think, argue, and articulate ideas. Outsourcing that to AI not only defeats the purpose but will likely disqualify you by misrepresenting or underrepresenting your actual abilities.
2. Fabricating Accomplishments
Some AI tools will confidently generate metrics, outcomes, or examples that were never yours. Submitting inaccurate information can disqualify you. Background checks, reference calls, and publication records will expose inconsistencies quickly. If AI drafts something that isn’t factually true, remove it immediately. Remember, you are always responsible for every word in your application.
Higher education institutions vary widely in mission, culture, and expectations. AI tends to produce generalized language about “student success,” “innovation,” and “collaboration.” But hiring committees want specificity about:
- Why this institution?
- Why this department?
- Why now?
If your application reads like it was mass-produced, committees will assume it was.
4. Letting AI Replace Reflection
The most competitive candidates have thought deeply about:
- Their research trajectory
- Their pedagogical philosophy
- Their leadership style
- Their long-term contribution to an institution
AI cannot do that reflection for you; it can only rearrange what you already know. The strategic clarity still has to come from you.
A Practical Rule of Thumb
Check in with yourself on a regular basis. If you think that AI is helping you think more clearly, pause. Evaluate your use of AI and make sure it is supporting your reasoning process, and not replacing it. If you find that AI is thinking for you, it is time to stop to protect your health, your independence of thought, and the quality of your work.
A Balanced Way to Use AI
Here’s a balanced approach many successful candidates are taking:
- Draft your materials yourself.
- Use AI to critique or tighten.
- Revise heavily.
- Get human feedback at key points (mentor, colleague, career advisor).
- Submit only what fully reflects your thinking.
AI should not be your intellectual proxy.
Final Thoughts
Used practically, AI can reduce friction in the job search process. It can help you move from stuck to moving, from scattered to focused, and from rough to polished.
In higher education, a sector built on ideas, authorship, and credibility, your thinking is your candidacy. AI can support it, but it can never replace it.
Check out more Top Articles on HERC Jobs.
About the Author: Deepthi Welaratna is a strategic designer and founder of Tiny Little Cosmos, a studio that helps individuals and organizations navigate moments of change with clarity and creativity. Deepthi has led workforce and leadership initiatives with universities, nonprofits, and companies, including Parsons ELab at The New School, the University of Toronto, The Knowledge House, Google, and the Center for Global Policy Solutions.
