Prompting Progress: AI-Driven Frameworks for Micro-credential Alignment

It is difficult to make sure our courses remain future-ready. As I create and refine the micro-credential content for my courses, I am reminded to reimagine the prompts used to find new content or new approaches. Remember, I am a former higher education administrator AND faculty member. This means I look at everything from a retention standpoint and how it will help the students become more successful.

Aligning digital badges with course objectives starts with reconsidering how course materials are delivered. When moving away from static resources, we previously explored using generative AI tools and IBM SkillsBuild credentials as a dynamic textbook replacement to directly support modern career readiness.

1. Creating a Micro-credential Portfolio Aligned with the Market

Purpose: Ensure micro-credentials address specific skills gaps while remaining financially viable and mission-aligned

Prompt: Analyze our current and proposed micro-credential offerings against regional labor-market data for [Region/Industry]. Cross-reference this with our institutional mission and existing degree gaps.  Identify:

- High-Demand "Quick Wins": Skills with high job posting volume but low local supply.

- Stackability Potential: Micro-credentials that bridge existing credit-bearing courses. 

- Mission-Critical Gaps: Areas where our institution can lead on equity and workforce access.

- Low-Impact Areas: Credentials that overlap too much with existing degrees or have declining industry interest. 

Optional - Provide a 24-month roadmap for a micro-credential ecosystem that prioritizes stackability into degree programs.

2. Effectively Creating Modular Curriculum Design & Embedding Micro-Credentials in Courses

Purpose: Help faculty "break down" traditional courses into micro-credentials without rebuilding the wheel.

Prompt: Review the syllabus/curriculum for [Course/Program]. Identify "sub-competencies" that could function as standalone micro-credentials or digital badges.  Recommend:

- The "Chunking" Strategy: How to divide the course into 3–4 verifiable skill modules.

- Assessment Alignment: Specific industry-aligned assessments (e.g., portfolio projects, certifications) to validate the micro-credential.

- Faculty Efficiency: Ways to automate the badging process within the LMS (Canvas/Blackboard) to prevent administrative bloat.

Optional - Co-Curricular Links: Opportunities to partner with Career Services to validate "soft skills" within the academic curriculum.

3. Determining Faculty Incentives & Performing a Capacity Analysis

Purpose: Address the "innovation tax" by ensuring faculty have the time and rewards to develop micro-credentials.

Prompt: Evaluate the current faculty workload and promotion/tenure (P&T) guidelines. Identify structural barriers to micro-credential development. Identify Opportunities to:

- Incentivize Innovation: Recommend ways to count micro-credential development toward "Service" or "Teaching Excellence" in P&T reviews.

- Workload Rebalance: Suggest "course release" or "summer stipend" models for faculty who lead modularization efforts.

- Collaborative Design: Propose a model for Instructional Designers to "concierge" the transition for faculty, reducing their technical lift.

4. Creating Student Pathways & Performing Access Analysis

Purpose: Use micro-credentials to fix retention bottlenecks and provide "exit ramps" or "re-entry points."  

Prompt: Analyze student data for [Program], focusing on "stop-out" points and high DFW (D, F, Withdrawal) courses. Recommend interventions using Micro-credentials to:

- Validate Intermediate Success: Create "milestone badges" for students who complete the first 30–60 credits to increase persistence.

- Provide Exit Ramps: Develop micro-credentials for students who leave before completion so they have labor-market currency. 

- Bridge Readiness Gaps: Design "pre-program" micro-credentials to prepare students for high-rigor gateway courses.

5. Strategic Scenarios for a Modular Approach for the University.   

Purpose: Plan for a future where learners "subscribe" to education rather than just "buying" a degree.  

Prompt: Develop three scenarios for the adoption of micro-credentials at [Institution Type] based on current enrollment trends and the rise of alternative providers (e.g., Coursera, Google).

Scenarios:

- The Integration Model (Optimistic): Micro-credentials are fully embedded in all degrees; enrollment grows via "lifelong learner" subscriptions.

- The Parallel Path (Baseline): Micro-credentials exist as a separate non-credit wing with moderate bridge-to-credit success.

- The Disruption Response (Constrained): Focus shifts entirely to short-term workforce training to offset declining traditional degree enrollment.

Our university requires faculty to prepare for the fall semester before the spring semester ends. This means, I have to work smarter. I cannot wait to begin planning soon!

- Jennifer Edwards

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Dr. Jennifer T. Edwards is the Millennial Professor, a national leader in micro-credential strategy and AI-driven student success.

Work with me: View my Workshop List | Connect on Twitter/X | Subscribe on YouTube

"Degrees provide the foundation; micro-credentials provide the edge."

The New Textbook: Using AI to Empower Students for the Job Market

Artificial intelligence has become an essential tool for the higher education classroom. Well, perhaps it is just in my higher education classroom. I teach courses in the Communication Studies field and we’ve evolved our curriculum to include a focus on artificial intelligence. However, I’ve taken this approach one step further by integrating artificial intelligence across each of my courses. 

This need for continued integration is especially important as the number of graduating students who are unable to find employment continues to increase. In fact, this is a global situation and was recently covered by BBC Global.

Higher education faculty and administrators need to continue to think of new and innovative ways to engage students and teach them the skills they need to survive in the work world. It is also important to determine how we can expose students to artificial intelligence and other skills through everyday situations (like class).

Here are ways that I currently integrate artificial intelligence in my courses:

- I require artificial intelligence (AI) as part of course assignments

- I introduce students in my classes to new artificial intelligence resources like (Gemini, Pi.Ai, Claude, CoPilot…everything except ChatGPT).

*The reason that I do not introduce or emphasize ChatGPT, but it seems like it is everyone’s default. Unfortunately, ChatGPT is utilized as a synonym for AI or LLM systems.

- I integrate AI industry resources into a micro-credentials resource directly into my syllabus. We utilize this resource instead of a textbook. I started doing this in the Spring 2025 and it received amazing reviews from students. Specially, I utilize the SkillsBuild credentials. Last semester, the graduate communication students received two credentials as part of their course experience.

My usage and knowledge of AI continues to evolve, but I am eager to integrate anything that I believe can help students become more successful.

- I use AI to craft grading rubrics based on a set of criteria focused on student learning outcomes and course/major requirements.

Additional Ways to Use AI in the Classroom
Also, I decided to use my favorite AI tool, Google’s Gemini to create the second part of this post.

Faculty Members Can Use AI for Assignment Creation and Design

- Creating AI-Generated Prompts: Use an AI to generate a variety of essay, project, or discussion prompts for students to choose from. This can increase student engagement and allow for more personalized assignments.

- Crafting AI-Enhanced Case Studies: Have students use an AI to create a realistic case study or mock scenario (e.g., a mock legal case, a business problem, a historical debate) that they must then solve or analyze.

- Creating Collaborative AI Projects: Assign group projects where students must use different AI tools to complete different parts of the assignment, such as using one AI for data analysis, another for content generation, and a third for creating a presentation.

- Co-Prompting Engineering Assignments: Design assignments where the primary goal is for students to learn how to craft effective prompts to get a desired output from an AI. Students could then write a reflection on their process and the results.

- Using AI as a "Bad Example": Generate a poor-quality, AI-written response to an assignment and have students critique and revise it. This teaches critical thinking and helps them understand the limitations of AI.

Faculty Members Can Use AI for Student Learning and Skill Development

- AI for Research and Synthesis: Assign students to use an AI to summarize a large body of text, like a research paper or a textbook chapter, and then have them evaluate the summary for accuracy and key takeaways.

- Data Analysis with AI: In a data-heavy course, have students use an AI tool like Julius AI to analyze a dataset and generate a report, allowing them to focus on interpreting the results rather than the mechanics of the analysis.

- AI as a Study Tool: Encourage students to use AI to create personalized quizzes or flashcards based on course content, or to role-play a Socratic dialogue on a complex topic.

- AI-Assisted Writing: Instruct students to use AI tools for brainstorming, outlining, or editing a draft, and then require them to submit both the AI-generated parts and their own work, along with a reflection on the process.

Teaching AI Literacy: Create assignments that require students to investigate how a particular AI works, including its potential biases, data sources, and ethical implications.

Artificial intelligence can transform the way that we teach our classes and remain informed of new technologies that can enhance the student experience. What else would you add to the list?

- Jennifer Edwards

Post Description - Are you a higher education faculty member looking for new ways to engage students and prepare them for the modern workforce? Join me as I share how I've integrated artificial intelligence (AI) across all my Communication Studies courses—and why you should too. From using AI to create dynamic assignments and grading rubrics to teaching prompt engineering and AI literacy, discover practical, hands-on strategies to make AI a powerful tool for learning. I also explore how tools like Gemini, Pi.Ai, and SkillsBuild can transform your classroom and help students become more successful in their careers.

***

📬 Do you need a keynote speaker? - Check out my training topics: https://www.millennialprofessor.com/p/blog-page.html

📬 Check out my book - Retaining College Students Using Technology: A Guidebook for Student Affairs and Academic Affairs Professionals.

📬 Join our Student Success and Retention Institute - Learning Community on Facebook!

Thanks for visiting! 

Sincerely,

Dr. Jennifer T. Edwards
Professor of Communication

Artificial Intelligence and Communication

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Here are 5 Alternatives to Google Jamboard

If you are working for a higher education institution or a non-profit organization, you have probably utilized Google Jamboard as part of your teaching or professional development workshops. 

Well my friends, our beloved software has reached the end of its life at Google. Now, we will need to find a suitable alternative to collaborate with others at our organization and to brainstorm ideas online.

Speaking of alternatives, here are some alternatives to Jamboard:

1) LucidSpark

2) Padlet

3) Figma

4) Zoom Whiteboard

 

5) Canva Whiteboard

Which one of these are your favorite? Let us know which one you've utilized before.

Have an amazing day!

Jennifer

***

Do you need a keynote speaker? - Check out my topics: https://www.millennialprofessor.com/p/blog-page.html

Check out my book - Retaining College Students Using Technology: A Guidebook for Student Affairs and Academic Affairs Professionals.

Join our Student Success and Retention Institute - Learning Community on Facebook!

Thanks for visiting! 

Sincerely,

Dr. Jennifer T. Edwards
Professor of Communication

Executive Director: International Artificial Intelligence and Communication Institute, Texas Social Media Research Institute, & Rural Communication Institute

My Social Media Channels!
Remember to Follow Me on Twitter! @drjtedwards
Subscribe to My Channel - YouTube
Engage with Me on Facebook!
Email Me! I am PR Friendly! - jennifertedwards@gmail.com

Research and Writing Tool: The Keyword Generator from the University of Louisiana at Lafayette Library

Research and Writing Tool: The Keyword Generator from the University of Louisiana at Lafayette Library

The University of Louisiana at Lafayette has an incredible tool for students and faculty  writing papers. Sometimes, I have a difficult time brainstorming ideas for a particular research topic (I know that I cannot be the only person), In the past few weeks, I stumbled upon a database quick search tool from U of L Lafayette, "Keyword Generator". 

This is a ChatGPT prompt and it can help you develop keywords for your topic!

Basically, you place your search terms or your associated keywords and the system provides some associated terms for you.

Step 1 - I searched for "rural education"

Step 2 - The keyword generator developed these keywords for me:

1. Rural schools 

2. Access to education in rural areas 

3. Challenges in rural education 

4. Remote learning in rural communities 

5. Educational equity in rural schools 

6. Technology in rural education 

7. Teacher recruitment and retention in rural areas 

8. School infrastructure in rural communities 

9. Dropout rates in rural schools 

10. Special education in rural areas 

11. Community involvement in rural education 

12. Funding for rural schools 

13. Curriculum development for rural schools 

14. Impact of poverty on rural education 

15. Student achievement in rural schools 

16. Distance education in rural areas 

17. Cultural diversity in rural schools 

18. Professional development for rural educators 

19. Government policies affecting rural education 

20. Best practices in rural education.

Step 3 - After you view your results, you can copy and paste the results AND you can utilize ChatGPT without having to log in!

What do you think about this tool? I will definitely use it! Thanks University of Louisiana at Lafayette!

***

Check out my book - Retaining College Students Using Technology: A Guidebook for Student Affairs and Academic Affairs Professionals.

Remember to order copies for your team as well!

Interested in a specific student success topic or do you need a speaker for an upcoming conference? Contact me via direct message on Twitter or join our Student Success and Retention Institute - Learning Community on Facebook!

Thanks for visiting! 

Sincerely,

Dr. Jennifer T. Edwards
Professor of Communication

Executive Director of the Texas Social Media Research Institute & Rural Communication Institute

My Social Media Channels!
Remember to Follow Me on Twitter! @drjtedwards
I Always Post Higher Education Videos on YouTube
Find Me on Instagram
Engage with Me on Facebook!
Email Me! I am PR Friendly! - jennifertedwards@gmail.com

Consensus: A Game Changing App for Faculty Researchers!

Consensus - A Game Changing App for Faculty Researchers

Today, I started to utilize a new AI app for my research. This app, Consensus, is a game changer for faculty researchers. I wish that I had this app in graduate school - it would have definitely made life easier!

Step 1 - Here are some screen shots of the software. You can type a question in the box (yes, a question) and the system does the work. Yes, the work that you would usually have to do!

Step 2 - Then, AI does the rest. You receive AI-powered answers for your results. Consensus analyzes your results (before you even view them) and then summarizes the studies collectively.

Step 3 - You can view the AI-powered answers which review each article for you.

*I would also encourage you to review the article independently as well.

Step 4 - View the study snapshots! Yes, a snapshot of the population, sample size, methods, outcomes measured, and more! Absolutely amazing!

Step 5 - Click the "AI Synthesis" button to synthesize your results. Even better!

Step 6 - Use the "powerful filters" button. You can view the "best" research results by: a) population, b) sample size, c) study design, d) journal quality, and other variables. 

I plan to make a video soon, but please take a look at this video to discover exactly how Consensus can help you in your research! 

What do you think about Consensus?

***

Check out my book - Retaining College Students Using Technology: A Guidebook for Student Affairs and Academic Affairs Professionals.

Remember to order copies for your team as well!

Interested in a specific student success topic or do you need a speaker for an upcoming conference? Contact me via direct message on Twitter or join our Student Success and Retention Institute - Learning Community on Facebook!

Thanks for visiting! 

Sincerely,

Dr. Jennifer T. Edwards
Professor of Communication

Executive Director of the Texas Social Media Research Institute & Rural Communication Institute

My Social Media Channels!
Remember to Follow Me on Twitter! @drjtedwards
I Always Post Higher Education Videos on YouTube
Find Me on Instagram
Engage with Me on Facebook!
Email Me! I am PR Friendly! - jennifertedwards@gmail.com

Preparing Our Higher Education Institutions for the Future - 5 Recommendations

As we prepare for an upcoming year, I have to stop and think about the future of higher education. The pandemic changed our students, faculty, staff, and our campus as a whole. The Education Advisory Board (EAB) provides colleges and universities across the country with resources and ideas to help the students of the future.

I confess, I have been a complete fan of EAB and their resources for the past ten years. Their resources are at the forefront of higher education innovation.

One of their resources, "Campus 2030: Envisioning Tomorrow’s Multi-Modal Campus" projects the future of several services available at colleges and universities across the nation. These services include:

🏛 - Dining Halls and Food Spaces

🏛 - Modern Student Housing

🏛 - Hybrid and Flexible Office Spaces

🏛 - Tech-Enabled Classrooms

🏛 - Libraries and Learning Commons

🏛 - Interdisciplinary Research Facilities

Higher education institutions should also focus on the faculty and staff as well. When I ask most of my peers if they are comfortable with the numerous changes happening across their institution, most of them are uncomfortable. We need to prepare our teams for the future of higher education. 

Here's the Millennial Professor's Call the Action Statements for the Higher Education Industry

🌎 - Higher Education Conferences and Summits Need to Provide Trainings Focused on Artificial Intelligence (AI) for Their Attendees

🌎 - Higher Education Institutions Need to Include Faculty and Staff as Part of Their Planning Process (an Important Part)

🌎 - Higher Education Institutions Provide Wellness and Holistic Support for Faculty and Staff Who are Having Problems With Change (You Need Us and We Need Help)

🌎 - Higher Education Institutions Need to Be Comfortable with Uncommon Spaces (Flexible Office Spaces)

🌎 - Faculty Need to Embrace Collaboration Opportunities with Faculty at Their Institutions and Other Institutions

Here are some additional articles about the future of higher education:

The Future of Higher Education: 5 Trends to Watch

EDUCAUSE 2023: How AI Could Impact Student Success in Higher Ed

Anti-DEI and the Future of Higher Education

How Will Artificial Intelligence Change Higher Ed?

The Future of College Policing and Security - Campus Safet

Higher education will continue to transition in an effort to meet the needs of our current and incoming students. 

Here's the link to the entire infographic - https://attachment.eab.com/wp-content/uploads/2022/06/PDF-FF-Campus-of-the-Future-2030-Infographic.pdf

For our particular university, we are striving to modify all of these items simultaneously. It is a challenge, but the changes are well worth the journey.

Here's the challenge for this post: "In your opinion, which one of the items on the list is MOST important for your institution?"

***. 

Check out my book - Retaining College Students Using Technology: A Guidebook for Student Affairs and Academic Affairs Professionals.

Remember to order copies for your team as well!

Interested in a specific student success topic or do you need a speaker for an upcoming conference? Contact me via direct message on Twitter or join our Student Success and Retention Institute - Learning Community on Facebook!

Thanks for visiting! 

Sincerely,

Dr. Jennifer T. Edwards
Professor of Communication

Executive Director of the Texas Social Media Research Institute & Rural Communication Institute

My Social Media Channels!
Remember to Follow Me on Twitter! @drjtedwards
I Always Post Higher Education Videos on YouTube
Find Me on Instagram
Engage with Me on Facebook!
Watch My Videos on Twitter Live - http://www.periscope.com/drjtedwards/
Email Me! I am PR Friendly! - jennifertedwards@gmail.com