How do we teach effectively—and humanly—in this age of AI?
New advances in artificial intelligence break news at such a rapid pace that many of us have difficulties keeping up. Dinuka Gunaratne gave a detailed summary of many different AI tools in his “Carpe Careers” article published in July; yet more tools will likely appear in the next months and years in an exponential explosion. How do we, as educators (new and established Ph.D.s) design curriculum and classes with these new AI tools being released every few weeks? How do we design effective assignments that teach critical analysis and logical thought while knowing that our students, too, have access to these tools?
Many existing AI tools can be used to assist with course design. However, I will provide some insight on methods of pedagogy that emphasize personalized learning regardless of what new technology becomes available.
Some questions educators are now thinking about include:
How do I design an assignment so the student cannot just prompt an AI tool to complete it?
How do I design the course so that the student can choose whether or not to use AI tools—and how do I assess these two groups of students?
Below, I outline some wise teaching practices with an eye toward helping students develop core skills including critical thinking, problem-solving, teamwork, creativity and—the most essential skill of all—curiosity.
Making the Most Out of Class Time
An effective course utilizes a combination of teaching strategies. I outline three here.
Make sure that your class is generative so that when you give an assignment, it reaches as far back as day one. A generative learning model is one in which each week is built upon the previous one, and in which a student is assessed on the knowledge they have cumulatively accrued.
Hold interactive in-person activities in each class, building upon the previous assignments and content.
Flip the classroom so that class time is used for discussion and not a monologue presentation from you. If you can assign videos or reading assignments for students to view or read prior to class, then you can use class time to discuss the content or reinforce the learning with group activities.
Here is an example of combining these tools in the buildup to a presentation from one of my classes.
Week 1: Each student writes and brings a one-page summary of their research so that peers can provide feedback. I provide feedback training in class before the peer readings take place.
Week 2: Using the peer feedback of the summary, each student creates one slide summarizing their research for a three-minute thesis (3MT) and brings the slide to class to receive peer feedback.
Week 3: Students practice presentation skills through an activity called “slide karaoke,” in which a student has one minute to present a simple slide they have never seen before. They are then given feedback by peers and the instructor on general presentation skills. I provide peer feedback training before the presentations.
Week 4: Students implement the general feedback from slide karaoke and give practice 3MT presentations to receive specific peer and mentor feedback on the content. These mentors are usually students from the year before who revisit the class.
Week 5: Students give the final 3MT in front of judges and peers for evaluation.
Week 6: Students write a summary of what was learned from the entire generative experience.
This sequence of assignments is personalized so that the final report can only be about the student’s individual experience. While students might want to use AI tools to edit or organize their ideas, ChatGPT or other AI tools cannot possibly know what happened in the classroom—only the student can write about it.
For larger classes in which a presentation from each student may not be possible, here is another example.
Week 1: A video or reading assigned to students to view/read before class discusses the basics of DNA and inheritance. An in-class assignment involves a group discussion on Mendelian inheritance problem sets.
Week 2: Before class, students read an article on how DNA is packaged; the in-class discussion focuses on the molecules involved in chromatin structure.
The next classes all have either prereads or videos, which students discuss in class, and the content builds up to a more complex genetic mechanism, such as elucidating the gene for a disease. The final report could be “summarize how one could find a gene responsible for a certain disease using the discussion points we had in class.” In this scenario as well, the student is taking the personalized class experience and incorporating the ideas into the final report, something that cannot be wholly outsourced to any AI tool.
If you decide to embrace AI tools in the classroom, you can still teach critical thinking and creativity by asking the students to use AI to write a report on a topic discussed in class—and then in part two of the assignment, ask them to assess the AI-generated report, cite the proper references and correct any mistakes, content or grammar-wise.
I sometimes show an example of this in class to demonstrate to students that AI makes mistakes, rather than giving it as an assignment. But it is something you might want to try making an optional method for an assignment. Students can declare whether they used AI or not on their submission. As an instructor, you will need to design two rubrics for these different groups. Group one will have a rubric based on content, grammar, references, logical thought and organization, and clarity. Group two (those who use AI) will have a rubric consisting of the same components in addition to an evaluation of how well the student found the AI mistakes.
Applying for Teaching Positions
If you are applying for a teaching position, you should address AI in your teaching dossier and how you may or may not incorporate it—but at the very least, discuss its effects on higher education. Many articles and books on this topic exist, including Teaching with AI: A Practical Guide to a New Era of Human Learning, by José Antonio Bowen and C. Edward Watson (Johns Hopkins Press, 2024); Robot-Proof: Higher Education in the Age of Artificial Intelligence, by Joseph E. Aoun (MIT Press, 2017); and Generative AI in Higher Education, by Cecilia Ka Yuk Chan and Tom Colloton (Routledge, 2024).
Yet even as we consider how to integrate AI in our teaching, we must not forget the human experience at work in all that we do. We can emphasize things like 1) encouraging students to meet with us in person or even for a walk as opposed to a virtual meeting and 2) assessing what emotions students bring to the meeting or class and how that may affect the dynamics. We as educators should harness the human side of teaching, including the classroom experience and the in-class group work, so that the “final” assessments build directly out of these personalized learnings.
For those venturing into a career that involves teaching or mentoring, develop teaching strategies and tools that center the human experience and include them in your teaching dossier. Your application will shine.
Nana Lee is the director of professional development and mentorship, special adviser to the dean of medicine for graduate education, and associate professor, teaching stream, at the University of Toronto. She is also a member and regional director of the Graduate Career Consortium—an organization providing an international voice for graduate-level career and professional development leaders.
Approximately 1 in 5 children in the United States are estimated to be neurodivergent, representing a spectrum of learning and thinking differences such as autism, ADHD, dyslexia, and more. These children experience the world in unique and valuable ways, but too often, our education systems fail to recognize or nurture their potential. In an already challenging educational landscape, where studies show a growing lack of school readiness nationwide, it is more important than ever to ensure that neurodivergent young learners receive the resources and support they need to succeed.
Early support and intervention
As President and CEO of Collaborative for Children, I have personally seen the impact that high-quality early childhood education can have on a child’s trajectory. Birth to age five is the most critical window for brain development, laying the foundation for lifelong learning, behavior, and health. However, many children are entering their academic years without the basic skills needed to flourish. For neurodivergent children, who often need tailored approaches to learning, the gap is even wider.
Research indicates that early intervention, initiated within the first three years of life, can significantly enhance outcomes for neurodivergent children. Children who receive individualized support are more likely to develop stronger language, problem-solving, and social skills. These gains not only help in the classroom but can also lead to higher self-confidence, better relationships and improved well-being into adulthood.
The Collaborative for Children difference
Collaborative for Children in Houston focuses on early childhood education and is committed to creating inclusive environments where all children can thrive. In Houston, we have established 125 Centers of Excellence within our early childhood learning network. The Centers of Excellence program helps child care providers deliver high-quality early education that prepares children for kindergarten and beyond. Unlike drop-in daycare, our certified early childhood education model focuses on long-term development, combining research-backed curriculum, business support and family engagement.
This year, we are expanding our efforts by providing enhanced training to center staff and classroom teachers, equipping them with effective strategies to support neurodivergent learners. These efforts will focus on implementing practical, evidence-based approaches that make a real difference.
Actionable strategies
As educators and leaders, we need to reimagine how learning environments are designed and delivered. Among the most effective actionable strategies are:
Creating sensory-friendly classrooms that reduce environmental stressors like noise, lighting, and clutter to help children stay calm and focused.
Offering flexible learning formats to meet a range of communication, motor, and cognitive styles, including visual aids, movement-based activities, and assistive technology.
Training teachers to recognize and respond to diverse behaviors with empathy and without stigma, so that what is often misinterpreted as “disruption” is instead seen as a signal of unmet needs.
Partnering with families to create support plans tailored to each child’s strengths and challenges to ensure continuity between home and classroom.
Incorporating play-based learning that promotes executive functioning, creativity, and social-emotional development, especially for children who struggle in more traditional formats.
Benefits of inclusive early education
Investing in inclusive, high-quality early education has meaningful benefits not only for neurodivergent children, but for other students, educators, families and the broader community. Research indicates that neurotypical students who learn alongside neurodivergent peers develop critical social-emotional skills such as patience, compassion and acceptance. Training in inclusive practices can help educators gain the confidence and tools needed to effectively support a wide range of learning styles and behaviors as well as foster a more responsive learning environment.
Prioritizing inclusive early education can also create strong bonds between families and schools. These partnerships empower caregivers to play an active role in their child’s development, helping them navigate challenges and access critical resources early on. Having this type of support can be transformative for families by reducing feelings of isolation and reinforcing that their child is seen, valued, and supported.
The benefits of inclusive early education extend far beyond the classroom. When neurodivergent children receive the support they need early in life, it lays the groundwork for increased workforce readiness. Long-term economic gains can include higher employment rates and greater earning potential for individuals.
Early childhood education must evolve to meet the needs of neurodivergent learners. We cannot afford to overlook the importance of early intervention and tailored learning environments. If we are serious about improving outcomes for all children, we must act now and commit to inclusivity as a core pillar of our approach. When we support all children early, everyone benefits.
Dr. Melanie Johnson, Collaborative for Children
Dr. Melanie Johnson serves as the President and CEO of Collaborative for Children, where she leads groundbreaking initiatives in early learning enterprise systems across Texas’s Gulf Coast region. Her work focuses on improving school-readiness outcomes for under-resourced children from birth to age five through metrics-driven outcomes and digital transformation.
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I’m hoping everyone working in higher education is aware of the recent events at Texas A&M, where a student recording of an exchange with an instructor ultimately led to the dismissal of the instructor and the demotion of both the department chair and college dean that had backed the instructor’s classroom autonomy.
I looked at the big-picture academic freedom implications in a newsletter for the Center for the Defense of Academic Freedom, where I note that one of the people who initially defended the instructor’s autonomy was Texas A&M president Mark Welsh, who told the student complainant that firing the instructor was “not happening,” only to reverse course after a storm of right-wing outrage and political pressure rained down.
The instructor was a model of professionalism—watch the video yourself if you don’t believe me—and yet this student set out with a plan deliberately engineered to get the instructor fired, and it worked.
I’ve been thinking a lot about this student, about what has to happen for a young person to enter college seeing something like this—personally targeting and destroying another human being who is just doing their job—as what they want to spend their college years doing.
It is an act of great cruelty, and yet I must imagine this person does not see themselves as cruel. I’m sure they somehow have justified this cruelty, but there is simply no justification for it. If they are not cruel, what is left? It becomes an act of madness.
One of my favorite things about teaching college-age students is that they are ready for the whole deal, adults who have volunteered themselves for a potentially transformative experience. Look, I’m not naïve about the more transactional mindsets that students bring to college, but it always seemed to me that at least the potential for something more meaningful, more lasting, was always present.
I loved teaching because I knew that this was the goal, even as I only had vague notions of how it could be achieved. And when it was achieved for a particular student, it was clear that this was not necessarily replicable on a mass scale using the same approach. That difficulty is fascinating. The tension in not knowing if it can be pulled off, but trying anyway, was energizing, sometimes even intoxicating. This is very hard, but it is also very worth doing.
At least I think so.
Sometimes, when things were going well during a class, I would step outside myself for a moment and think, Look at all these people! Each one of them was a person, and together we were collectively being human, at least for a moment. What could be better?
Here we are. I honestly don’t know how anyone can teach and learn under the present circumstances. For the bulk of my career, I worked in places where my political and religious views were out of sync with those of most my students, but I could not imagine being afraid of them exacting punishment or revenge on me for the mere fact of these views. My students were fundamentally open and curious, not without convictions by any means, but also essentially trusting that everyone involved in the educational enterprise had their best interests at heart unless proven otherwise.
Now, it seems prudent to assume someone is out to get you, because it only takes one person of bad faith armed with a smart phone and ill intent to destroy your career. There is an essential fragility, a brittleness to this student who took down their instructor that makes them impossible to work alongside. There is no potential for community. Even if they are only one in a thousand, the whole deal is spoiled.
In my course policies, I would often share a quote from Cornel West regarding the project I hoped the students and I were embarking on together.
“I want to be able to engage in the grand calling of a Socratic teacher, which is not to persuade and convince students, but to unsettle and unnerve and maybe even unhouse a few students, so that they experience that wonderful vertigo and dizziness in recognizing at least for a moment that their world view rests on pudding, but then see that they have something to fall back on. It’s the shaping and forming of critical sensibility. That, for me, is what the high calling of pedagogy really is.”
There are places today where it seems like even articulating such a philosophy, let alone attempting to put it into practice, would disqualify me from the classroom.
As I was first working on drafting this column, I saw the news of the violent death of another young person who got his start as an antagonist to college professors and became quite wealthy and powerful primarily by calling down harassment on others—harassment that caused them to fear for their jobs and even sometimes their lives.
He had a wife and two children under 4 years old. More madness.
I honestly don’t know what to make of any of this. I am in a moment of Dr. West’s “pudding.”
While there is wide agreement that student engagement plays a vital role in learning, educators continue to face uncertainty about what engagement looks like, how best to measure it, and how to sustain it, according to a new study from Discovery Education.
“Discovery Education conducted the EducationInsights report to gain a deeper understanding of how engagement is defined, observed, and nurtured in K-12 classrooms nationwide, and we are thankful to the participants who shared their perspectives and insights with us,” said Brian Shaw, Discovery Education’s Chief Executive Officer. “One of the most important findings of this report is that engagement is seen as essential to learning, but is inconsistently defined, observed, and supported in K-12 classrooms. I believe this highlights the need for a more standardized approach to measuring student engagement and connecting it to academic achievement. Discovery Education has embarked on an effort to address those challenges, and we look forward to sharing more as our work progresses.”
Key findings of the Education Insights 2025–2026: Fueling Learning Through Engagementreport include:
Engagement is broadly recognized as a key driver of learning and success. Ninety-three percent of educators surveyed agreed that student engagement is a critical metric for understanding overall achievement, and 99 percent of superintendents polled believe student engagement is one of the top predictors of success at school. Finally, 92 percent of students said that engaging lessons make school more enjoyable.
But educators disagree on the top indicators of engagement. Seventy-two percent of teachers rated asking thoughtful questions as the strongest indicator of student engagement. However, 54 percent of superintendents identified performing well on assessments as a top engagement indicator. This is nearly twice as high as teachers, who rank assessments among the lowest indicators of engagement.
School leaders and teachers disagree on if their schools have systems for measuring engagement. While 99 percent of superintendents and 88 percent of principals said their district has an intentional approach for measuring engagement, only 60 percent of teachers agreed. Further, nearly one-third of teachers said that a lack of clear, shared definitions of student engagement is a top challenge to measuring engagement effectively.
Educators and students differ on their perceptions of engagement levels. While 63 percent of students agreed with the statement “Students are highly engaged in school,” only 45 percent of teachers and 51 percent of principals surveyed agreed with the same statement.
Students rate their own engagement much higher than their peers. Seventy percent of elementary students perceived themselves as engaged, but only 42 percent perceived their peers as engaged. Fifty-nine percent of middle school students perceived themselves engaged in learning, but only 36 percent perceived their peers as engaged. Finally, 61 percent of high school students perceived themselves as engaged, but only 39 percent described their peers as engaged.
Proximity to learning changes impressions of AI. Two-thirds of students believe AI could help them learn faster, yet fewer than half of teachers report using AI themselves to complete tasks. Only 57 percent of teachers agreed with the statement “I frequently learn about positive ways students are using AI,” while 87 percent of principals and 98 percent of superintendents agree. Likewise, only 53 percent of teachers agreed with the statement “I am excited about the potential for AI to support teaching and learning,” while 83 percent of principals and 94 percent of superintendents agreed.
In classrooms across the country, students are mastering their ABCs, solving equations, and diving into science. But one essential life skill–behavior–is not in the lesson plan. For too long, educators have assumed that children arrive at school knowing how to regulate emotions, resolve conflict, and interact respectfully. The reality: Behavior–like math or reading–must be taught, practiced, and supported.
Today’s students face a mounting crisis. Many are still grappling with anxiety, disconnection, and emotional strain following the isolation and disruption of the COVID pandemic. And it’s growing more serious.
Further complicating matters is social media and device usage. Students and adults alike have become deeply reliant on screens. Social media and online socialization–where interactions are often anonymous and less accountable–have contributed to a breakdown in conflict resolution, empathy, and recognition of nonverbal cues. Widespread attachment to cell phones has significantly disrupted students’ ability to regulate emotions and engage in healthy, face-to-face interactions. Teachers, too, are frequently on their phones, modeling device-dependent behaviors that can shape classroom dynamics.
It’s clear: students can’t be expected to know what they haven’t been taught. And teachers can’t teach behavior without real tools and support. While districts have taken well-intentioned steps to help teachers address behavior, many initiatives rely on one-off training without cohesive, long-term strategies. Real progress demands more–a districtwide commitment to consistent, caring practices that unify educators, students, and families.
A holistic framework: School, student, family
Lasting change requires a whole-child, whole-school, whole-family approach. When everyone in the community is aligned, behavior shifts from a discipline issue to a core component of learning, transforming classrooms into safe, supportive environments where students thrive and teachers rediscover joy in their work. And when these practices are reinforced at home, the impact multiplies.
To help students learn appropriate behavior, teachers need practical tools rather than abstract theories. Professional development, tiered supports, targeted interventions, and strategies to build student confidence are critical. So is measuring impact to ensure efforts evolve and endure.
Some districts are leading the way, embracing data-driven practices, evidence-based strategies, and accessible digital resources. And the results speak for themselves. Here are two examples of successful implementations.
Evidence-based behavior training and mentorship yields 24 percent drop in infractions within weeks
With more than 19,000 racially diverse students across 24 schools east of Atlanta, Newton County Schools prioritized embedded practices and collaborative coaching over rigid compliance. Newly hired teachers received stipends to complete curated, interactive behavior training before the school year began. They then expanded on these lessons during orientation with district staff, deepening their understanding.
Once the school year started, each new teacher was partnered with a mentor who provided behavior and academic guidance, along with regular classroom feedback. District climate specialists also offered further support to all teachers to build robust professional learning communities.
The impact was almost immediate. Within the first two weeks of school, disciplinary infractions fell by 24 percent compared to the previous year–evidence that providing the right tools, complemented by layered support and practical coaching, can yield swift, sustainable results.
Pairing shoulder coaching with real-time data to strengthen teacher readiness
With more than 300,000 students in over 5,300 schools spanning urban to rural communities, Clark County School District in Las Vegas is one of the largest and most diverse in the nation.
Recognizing that many day-to-day challenges faced by new teachers aren’t fully addressed in college training, the district introduced “shoulder coaching.” This mentorship model pairs incoming teachers with seasoned colleagues for real-time guidance on implementing successful strategies from day one.
This hands-on approach incorporates videos, structured learning sessions, and continuous data collection, creating a dynamic feedback loop that helps teachers navigate classroom challenges proactively. Rather than relying solely on reactive discipline, educators are equipped with adaptable strategies that reflect lived classroom realities. The district also uses real-time data and teacher input to evolve its behavior support model, ensuring educators are not only trained, but truly prepared.
By aligning lessons with the school performance plan, Clark County School District was able to decrease suspensions by 11 percent and discretionary exclusions by 17 percent.
Starting a new chapter in the classroom
Behavior isn’t a side lesson–it’s foundational to learning. When we move beyond discipline and make behavior a part of daily instruction, the ripple effects are profound. Classrooms become more conducive to learning. Students and families develop life-long tools. And teachers are happier in their jobs, reducing the churn that has grown post-pandemic.
The evidence is clear. School districts that invest in proactive, strategic behavior supports are building the kind of environments where students flourish and educators choose to stay. The next chapter in education depends on making behavior essential. Let’s teach it with the same care and intentionality we bring to every other subject–and give every learner the chance to succeed.
Dr. Tami Dean, The Equity Hour Podcast & Kareeme Hawkins, RethinkEd and Pivot Path Strategic Solutions
Dr. Tami Dean is a veteran educator, coach, and leader with over 20 years of experience in classroom instruction, curriculum design, and educational leadership. She supports K-12 and higher education through strategic planning, professional development, and innovative program design and hosts The Equity Hour Podcast™, where she leads thought-provoking conversations on teaching, leadership and transformation in education.
Kareeme Hawkins is an education leader, executive coach, and SEL expert with over 15 years of experience in K–12 instruction, counseling, and edtech leadership. As national director of Client Success at RethinkEd and an executive coach with Pivot Path Strategic Solutions, she drives strategic initiatives, fosters partnerships, and empowers leaders to navigate change and advance equity-driven practices.
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In higher education, assignment titles often serve a functional purpose, indicating the sequence of assignments rather than their specific objectives. However, intentionally structuring assignment titles and formats can significantly influence student engagement and learning outcomes, especially in online courses. Applying adult learning theory, we redesigned assignments to emphasize process-based learning and offer scaffolded opportunities for students to engage with authentic tasks. This approach clarified expectations, enhanced performance, and fostered a more collaborative relationship between faculty and instructional designers.
We grounded our redesign in adult learning theory (andragogy) because our student population skews older, with an average age of 25, and many are returning learners balancing coursework with careers and family responsibilities. Adult learning theory emphasizes that adults learn best when they understand why they are learning something, see clear relevance to real-world contexts, and are given opportunities to reflect and apply their knowledge authentically. With these principles in mind, we aligned assignments with professional scenarios, built feedback opportunities into the workflow, and broke tasks into logical phases to support reflection and critical thinking.
Building on this foundation, we reconsidered how assignments were labeled and structured. Traditionally, assignments were labeled “Homework 1” or “Homework 2.” These labels communicated sequence but not purpose. To foster student understanding and engagement in a Prescriptive Analytics course that focuses on model building and model analysis, we restructured assignments around two key phases—Model Setup and Model Insights—and renamed them using a consistent structure—Model Setup and Model Insights—followed by a number (e.g., Model Setup 3, Model Insights 3). This format clarified each assignment’s stage in the modeling process without overwhelming students with overly complex titles.
Figure 1. The revised prescriptive analytics modeling format and goals emphasize the modeling process and are split into two submissions with interim instructor feedback.
To enhance student learning, we divided the homework assignments into two submissions with an interim instructor assessment. For instance, in one assignment where students had to match project managers to various projects, they first reviewed fictional emails presenting the problem, constraints, and necessary data. After completing their project’s initial setup, students received individualized instructor feedback that encouraged them to think critically about how they approached the problem and the assumptions they made before moving on to analyze their results. This opportunity for early intervention provided support, reduced confusion, and built students’ confidence to better prepare them for creating and running their spreadsheet models. Overall, this two-step approach fostered deeper thinking and engagement with the instructional material and interpreted the outcomes through additional questions and presentations.
To support student learning and prepare them for the graded modeling assignments, we introduced each module with a sequence of low-stakes, formative quizzes built around simplified case-based scenarios using business-style communication such as mock emails and voicemails. These activities helped students build familiarity with core modeling concepts and decision-making logic before tackling more complex tasks.
Graded modeling assignments were framed using business-style communications such as mock emails and memos to reinforce real-world relevance. For example, in Model 4, students received a series of emails outlining a realistic assignment problem, including objectives, constraints, and relevant data. Students submitted their Model 4 Setup individually and received instructor feedback before advancing to the Model 4 Insights phase, where they used Excel to build an optimization model, interpret the results, and respond to scenario-specific questions in a timed quiz. A short video presentation accompanied their submissions to explain their recommendations and rationale. Excel was selected as the modeling platform because it is freely accessible to our students and includes Solver functionality. This two-phase assignment format, supported by structured templates and clearly defined expectations, offered early guidance, encouraged iterative learning, and promoted deeper engagement with course concepts while supporting individual accountability.
The results were clear when comparing course participation before and after implementing the new approach. Submission rates for all modeling assignments increased by 18 percentage points. In addition to higher completion rates, students demonstrated measurable improvements in problem formulation, critical thinking, and communication skills. These changes aligned closely with the course learning outcomes and were reinforced through targeted quiz prompts and structured instructor feedback.
Most notably, engagement in the “new approach course” extended beyond basic requirements. While at least one sensitivity analysis was required, nearly half of the students voluntarily completed an additional, optional analysis. Given how difficult it can be to motivate students to complete even required coursework, this level of voluntary participation highlights the power of purposeful assignment design to drive deeper student investment.
Based on this redesign experience, we recommend several strategies for instructors and instructional designers aiming to create more engaging, authentic assignments. These include using purposeful titles, scaffolding complex tasks, framing assignments in real-world contexts, and integrating tools that support communication and feedback.
Table 1 provides an overview of these strategies and design recommendations:
Strategy
Example
Purpose
Descriptive Titles
“Model Setup 4” “Model Insights 4”
Clarifies the purpose and phase of work
Scaffolding
Two-part submissions with feedback
Reduces cognitive overload, reinforces learning
Real-World Framing
Case-based prompts, mock business emails
Builds relevance and engagement
Technology Integration
Spreadsheet model, video reflection
Supports student modeling practice, professional communication of a problem statement, solution approach, and recommendation with diverse student expression
By renaming assignments, scaffolding tasks, incorporating real-world scenarios, and integrating student-centered feedback mechanisms, we helped students move from performative task completion to meaningful, process-oriented learning. Our collaboration demonstrated that intentional course design, grounded in adult learning principles, can make assignments more than a grade. It can make them matter.
Most importantly, these strategies are highly transferable. While our work was rooted in a prescriptive analytics course, the principles of clear purpose, scaffolded structure, and authentic engagement can be applied across disciplines and modalities. Faculty and instructional designers can adapt these approaches for various disciplines in the humanities, sciences, or professional programs to support meaningful learning.
This redesign also reinforces the value of partnership between instructors and instructional designers. Through open collaboration, we combined disciplinary expertise with design thinking to create a learning experience that was more intentional, more engaging, and ultimately, more effective.
Salina Randall, MEd, is the Associate Director of the Center for Teaching, Learning, and Technology at the University of West Florida. She leads initiatives focused on instructional design, faculty development, and digital accessibility. With over a decade of experience in higher education, she supports faculty in designing inclusive, engaging, and data-informed learning experiences. Her work spans course design, accessibility compliance, and strategic communication, with a particular emphasis on empowering faculty through collaboration and practical solutions.
Dr. Julie Ann Stuart Williams is a Professor of Business Administration at the University of West Florida. Her research spans operations management and business education, with recent work focusing on improving business student writing and modeling-based learning. She has co-authored papers with students in journals such as the European Journal of Operational Research and Business and Professional Communication Quarterly. A recipient of UWF’s Faculty Excellence in Teaching Award, Dr. Williams also serves on the editorial board of INFORMS Transactions on Education and as 2nd Vice Chair of the INFORMS Committee on Teaching and Learning. She holds a Ph.D. in Industrial and Systems Engineering from Georgia Tech.
Everywhere you look, someone is telling students and workers to “learn AI.”
It’s become the go-to advice for staying employable, relevant and prepared for the future. But here’s the problem: While definitions of artificial intelligence literacy are starting to emerge, we still lack a consistent, measurable framework to know whether someone is truly ready to use AI effectively and responsibly.
And that is becoming a serious issue for education and workforce systems already being reshaped by AI. Schools and colleges are redesigning their entire curriculums. Companies are rewriting job descriptions. States are launching AI-focused initiatives.
Yet we’re missing a foundational step: agreeing not only on what we mean by AI literacy, but on howweassessit in practice.
Two major recent developments underscore why this step matters, and why it is important that we find a way to take it before urging students to use AI. First, the U.S. Department of Education released its proposed priorities for advancing AI in education, guidance that will ultimately shape how federal grants will support K-12 and higher education. For the first time, we now have a proposed federal definition of AI literacy: the technical knowledge, durable skills and future-ready attitudes required to thrive in a world influenced by AI. Such literacy will enable learners to engage and create with, manage and design AI, while critically evaluating its benefits, risks and implications.
Second, we now have the White House’s American AI Action Plan, a broader national strategy aimed at strengthening the country’s leadership in artificial intelligence. Education and workforce development are central to the plan.
What both efforts share is a recognition that AI is not just a technological shift, it’s a human one. In many ways, the most important AI literacy skills are not about AI itself, but about the human capacities needed to use AI wisely.
Sadly, the consequences of shallow AI education are already visible in workplaces. Some 55 percent of managers believe their employees are AI-proficient, while only 43 percent of employees share that confidence, according to the 2025 ETS Human Progress Report.
One can say that the same perception gap exists between school administrators and teachers. The disconnect creates risks for organizations and reveals how assumptions about AI literacy can diverge sharply from reality.
But if we’re going to build AI literacy into every level of learning, we have to ask the harder question: How do we both determine when someone is truly AI literate and assess it in ways that are fair, useful and scalable?
AI literacy may be new, but we don’t have to start from scratch to measure it. We’ve tackled challenges like this before, moving beyond check-the-box tests in digital literacy to capture deeper, real-world skills. Building on those lessons will help define and measure this next evolution of 21st-century skills.
Right now, we often treat AI literacy as a binary: You either “have it” or you don’t. But real AI literacy and readiness is more nuanced. It includes understanding how AI works, being able to use it effectively in real-world settings and knowing when to trust it. It includes writing effective prompts, spotting bias, asking hard questions and applying judgment.
This isn’t just about teaching coding or issuing a certificate. It’s about making sure that students, educators and workers can collaborate in and navigate a world in which AI is increasingly involved in how we learn, hire, communicate and make decisions.
Without a way to measure AI literacy, we can’t identify who needs support. We can’t track progress. And we risk letting a new kind of unfairness take root, in which some communities build real capacity with AI and others are left with shallow exposure and no feedback.
What can education leaders do right now to address this issue? I have a few ideas.
First, we need a working definition of AI literacy that goes beyond tool usage. The Department of Education’s proposed definition is a good start, combining technical fluency, applied reasoning and ethical awareness.
Second, assessments of AI literacy should be integrated into curriculum design. Schools and colleges incorporating AI into coursework need clear definitions of proficiency. TeachAI’s AI Literacy Framework for Primary and Secondary Education is a great resource.
Third, AI proficiency must be defined and measured consistently, or we risk a mismatched state of literacy. Without consistent measurements and standards, one district may see AI literacy as just using ChatGPT, while another defines it far more broadly, leaving students unevenly ready for the next generation of jobs.
To prepare for an AI-driven future, defining and measuring AI literacy must be a priority. Every student will be graduating into a world in which AI literacy is essential. Human resources leaders confirmed in the 2025 ETS Human Progress Report that the No. 1 skill employers are demanding today is AI literacy. Without measurement, we risk building the future on assumptions, not readiness.
And that’s too shaky a foundation for the stakes ahead.
Amit Sevak is CEO of ETS, the largest private educational assessment organization in the world.
This story about AI literacy was produced by The Hechinger Report, a nonprofit, independent news organization focused on inequality and innovation in education. Sign up for Hechinger’s weekly newsletter.
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This story was originally published by CalMatters. Sign up for their newsletters.
More than 250,000 students in Los Angeles Unified will be eligible for extra tutoring, summer school and other academic help after the district settled a class-action lawsuit alleging that its remote learning practices during the pandemic were discriminatory.
The settlement, filed in Los Angeles County Superior Court, was announced Wednesday by the law firm representing families who said their children fell disastrously behind during the Covid-related school shutdown in 2020-21.
“After five years of tireless advocacy on behalf of LAUSD students and families, we are proud to have secured a historic settlement that ensures students receive the resources they need to thrive,” said Edward Hillenbrand, a partner at the law firm Kirkland & Ellis. “This critical support will help pave the way for lasting educational equity.”
Los Angeles Unified had no comment on the case because the settlement has yet to be approved by the court. A hearing is set for December, although the settlement goes into effect immediately.
During the COVID-19 pandemic, Los Angeles and nearly every other school district in California closed for in-person learning from March 2020 through fall 2021. Students attended classes virtually, and most fell behind academically. Test scores statewide plummeted after schools reopened. Chronic absenteeism soared.
In fall 2020, a group of families whose children were languishing during remote learning sued Los Angeles Unified, saying the district wasn’t doing enough to ensure students were receiving an adequate education.
One parent, Akela Wroten Jr., said that his second-grade daughter was behind before the pandemic and became even more lost during remote learning. She struggled with reading and never got the extra attention she needed because teachers weren’t assessing her progress.
Another parent, Vicenta Martinez, said her daughter didn’t get any instruction in spring 2020, in part because she never received logon information for remote instruction and the school never followed up. When she finally did access remote classes, the lessons were short and teachers offered little feedback.
“LAUSD’s remote learning plan fails to provide students with even a basic education and is not preparing them to succeed,” the lawsuit alleged.
The suit singled out an agreement between the district and its teachers union that said teachers would only be required to work four hours a day, wouldn’t have to give tests and weren’t required to deliver live lessons — their lessons could be asynchronous, or recorded beforehand. In addition, the agreement said the district wouldn’t evaluate or monitor teachers during that time.
United Teachers Los Angeles supports the settlement, saying it provides more assistance for students while leaving teachers’ “hard-won contractual rights” intact and avoiding “unwarranted judicial interference” in the district.
The union also noted that student test scores have recovered significantly since the pandemic..
The plaintiffs argued that the district’s policies discriminated against low-income, Black, Latino, disabled and English learner students, because those were the students least likely to have adequate support to succeed in remote learning. Those student groups also comprise the vast majority of students in the district, the nation’s second-largest.
The settlement requires the district to offer a host of academic support, including summer school and after-school tutoring, to the 250,000 students who were enrolled in L.A. Unified during the pandemic and are still with the district. Among those students, 100,000 who are performing below grade level will be eligible for 45 hours of one-on-one tutoring every year through 2028.
Approximately 65 percent of the 1.2 million active-duty service members in the U.S. armed forces have less than an associate degree level of education, according to 2023 data; many of them hold some college credits but no degree. Federal aid programs make enrolling in college and earning a degree more accessible for military-affiliated students, but not every student is aware of academic interventions that can help them complete a credential sooner, including credit for prior learning.
A 2024 research article found that prospective students with military experience were most likely to prioritize academic programming when selecting a college, followed by financial assistance and affordability. CPL is one way colleges and universities seek to expedite student veterans’ ability to enroll in and graduate from college, recognizing the learning already accomplished while in the armed forces.
In the most recent episode of Voices of Student Success, host Ashley Mowreader speaks with three experts from the Kentucky Council on Postsecondary Education—senior fellows Matt Bergman and Dallas Kratzer, and Tracy Teater, associate director of adult learner attainment—to discuss the state’s adult education attainment goals, challenges in CPL rollout and other models of success across the country.
An edited version of the podcast appears below.
Inside Higher Ed: Just to get us started, Matt, can you talk a little about the connection between credit for prior learning and adult learner success? What is that link and why is this an important starting point when it comes to engaging adult learners?
Matthew Bergman, senior fellow at the Kentucky Council on Postsecondary Education and an associate professor at the University of Louisville
Matt Bergman: Credit for prior learning has been around quite a long while, from the early 1930s to when we saw the transition of many military back into higher education. [We were] thinking about, how we could transition individuals that are work-ready but have some college-level and credit-worthy learning that would create more efficient pathways?
Credit for prior learning has been a huge benefit to so many of those folks with that experience. And this is just not experience alone; this is very thoroughly and rigorously assessed learning that we can translate and map directly to curriculum.
The University of Louisville was part of a 72-institution study by the Council on Adult and Experiential Learning, or CAEL, and the CPL Boost came out with some really hard-hitting empirical evidence that not only do people get to graduation faster, but they graduate at a higher rate, and also those that actually engage in this work take more credit hours.
That might seem a bit counterintuitive, but what it boils down to is this idea that you increase retention and persistence by percentage points that create a net-positive revenue for institutions along the way. So the myth of taking away tuition from the university is gone. We’ve got empirical evidence that not only does it benefit students and they save money, but actually the institutions are making more money in the long term because they are creating paths that are efficient, meaningful and impactful for these adult learners, military and beyond.
Inside Higher Ed: Why are students with military experience a focus area when it comes to CPL?
Dallas Kratzer, senior fellow at the Kentucky Council on Postsecondary Education
Dallas Kratzer: The American Council on Education has done the evaluation of a lot of military workplace learning, which can include not only the courses they’ve taken in their military careers but also the learning that they’ve had on the job.
In the military, we have a lot of different types of things that we do, and ACE has evaluated many of those. In those evaluations, the great thing is, those types of jobs and skills line up to the civilian sector. About 85 percent of what we do in the military is done in the civilian sector. So, if we can get it right and benchmark off of what ACE has done, it makes it really easy for a higher ed institution to then step across the line to the civilian sector and say, “ACE evaluated it this way. This is how it looks in the civilian sector. We can take that same credit recommendation and make some linkage there.”
As a matter of fact, O*NET has a military jobs crosswalk to civilian jobs. So linking all of that together, and the program that Matt worked on at the University of Louisville, he and I both worked with it, they use it really heavily to make that crosswalk, or that linkage between those two.
Inside Higher Ed: Part of this is from the institution side—making it clear how military experience fulfills civilian responsibilities or those job functionalities. But there’s also making that linkage for the student; if you are somebody with military experience, maybe you haven’t considered the ways that that can translate into the transition outside the civilian world.
Kratzer: You are so on the mark with that comment, because so many folks in the military just see that they’re doing their job. I did 35 years in the Air Force and worked extensively with the Army in the later years, and [military personnel] often think that what they’ve learned on the job or the things that they are doing in their career fields are just that—a job. They don’t see the experiential learning that comes along with that and how that can be translated into college credit.
I’ve had times where I’ve worked with individuals, and I’m like, “So have you gone to college?” Yes, some of them have. “Have you completed a degree?” “No, but I’ve got some college.” And then about a third of them don’t even think about it, and they would say, “No, I don’t have any college [credit] at all.” I’m like, “Actually, you do. There’s this thing called a joint service transcript, and your workplace learning, your military courses have been evaluated, and you have this pot of credits that you need to take to your higher ed institution and say, ‘How does this translate into me completing my degree?’”
Inside Higher Ed: Kentucky has a large plan at the state level to support adults and nontraditional students; how does CPL fit into this vision of student success?
Tracy Teater, associate director of adult learner attainment
Tracy Teater: The Kentucky Council on Postsecondary Education is committed to supporting and improving learner pathways, both to access and then successfully complete postsecondary goals across the age continuum, whether that is a traditional or a post-traditional student. We recognize that supporting our adult learners—whether they be adults with high school equivalency diplomas, adults enrolling for the first time or adults re-enrolling to finish their degree—leads to increased economic mobility for them and their families, increased workforce for Kentucky, of course, and an increased college-going rate for the next generation.
Because our adult learners are often parents, I can’t stress that point enough: By investing in our adult learners and our adult learner returners, we are investing in those generations to come.
Credit for prior learning is a key part of Kentucky’s larger vision for student success. It removes barriers and accelerates pathways for those adults to earn meaningful credentials. That supports Kentucky’s 60 by 30 goal, our North Star, if you will.
To ensure 60 percent of working-age adults hold that postsecondary credential by 2030, it requires that we recognize the learning and experiences that our adults often bring with them from military service, from work, from industry certifications and from their life experiences. This saves tuition dollars for our families and increases return on investment, as Matt shared earlier on, for both the campus and the state. I think also important and sometimes overlooked in this conversation is the fact that it sends a powerful message to the learner that you belong on campus and you’re respected and valued for the college credit–worthy experiences you bring. And so this sense of belonging, I think, impacts persistence towards learning goals. And so CPL for Kentucky is not a stand-alone effort. It’s woven into the broader student success agenda as a way to re-engage adults, and it’s been really exciting to be a part of the work, because Kentucky has a demonstrated commitment to adult learners.
The goals of the Kentucky Student Success Collaborative are we want to set the conditions for a culture of collaboration, and we want to build capacities of our campus partners to innovate and then ultimately accelerate progress.
Kratzer: I’d like to make a comment or tag on to what Tracy just said about one part of that, and that is the tuition dollars and how we can reduce the cost of going to college or returning to college through credit for prior learning. But more importantly, to the military community, the thing that we need to keep in mind is if they have already earned the training and the learning, and we don’t recognize that in higher ed, we’re not being a good steward of the taxpayers’ dollars, because we’re having them go back and take training that they’ve already accomplished. So this is such an important aspect to that military credit recommendation.
Inside Higher Ed: We’ve laid out a lot of the reasons why CPL is so beneficial to the state, to the institution, to the student, to their families, to their future families. But if CPL were easy to do, everyone would be doing it, and they’d be doing it well. So I wonder if we can talk about some of those hurdles when it comes to implementing and executing CPL effectively, and what sort of resources and time it takes to do this work and to do it well.
Bergman: There are a number of barriers, because it is labor-intense. In some ways now, as a result of the American Council on Education, we have military acknowledgment and recommendations for these credits that make it very tangible, almost as though it is transfer credit for most institutions. But the portfolio process that goes beyond that is a bit more labor-intense and faculty-driven. So that is a bit of a barrier.
But what we are seeing as a result of the people on this call here—Dallas, Tracy and so many others that are doing research in this field—we have seen barriers declining. The skepticism of this whole process is starting to wane in a way that is creating pathways for us to reach other institutions in Kentucky, but also nationally. And that’s good. A lot of thanks goes to some of the seminal authors in this work, like Nan Travers and Becky Klein-Collins. These individuals have produced scholarship that has really rooted empirical proof that this is most valuable. It creates efficiency. It helps with tax dollars, and when you boil down all of the pieces and parts, it becomes very process-oriented and very standard in approach.
Now, that has been a long road getting to this moment. So when you talk about barriers, they have been there for so many years that they are starting to diminish, and we are so grateful for that—not only in the Commonwealth of Kentucky, but beyond, because institutions and specifically faculty, which were the biggest barrier in acknowledgment of CPL, are starting to come onboard. Not only because of the demographic cliff, but also because of some of the skepticism that we have in higher education and the shortages that we have in enrollment now. [Faculty] are more likely open to this concept because we are taking this work, we are showing the process, we are showing a portfolio and we are being very transparent about how we calculate and assess learning and translate that to academic credit. In the moment that we do that, we show the robust process. We have new advocates for this work.
When we think about military personnel directly, we plug those individuals into some of those more traditional classes and disciplines, and those faculty are immediately like, “Bring every military learner into my class. They are so mission-driven. They are so committed to this goal of getting to the degree that I want every military learner in my classroom.”
When institutions become military-friendly, that’s when you see the pipeline. Because military folks are insular in their process of communicating about the programs that work well, that are very “military engaged,” to use the phrase from Dallas, but you have to be military engaged and ready for these learners if you’re going to serve them well. And more and more institutions are doing that, showing that commitment.
Kratzer: Just to add to what Matt’s talking about, this whole thing really boils down to awareness. And back in 2015, ACE and a couple of other organizations got together and produced this document called “Credit for Prior Learning: Charting Institutional Practice For Sustainability,” and they identified four major challenges: organizational structure, organizational awareness, student awareness and student engagement. When we see what the challenges are and then address those challenges, it’s really awareness. People just need to become more aware of the population and how what we do in the military can be translated to other sectors and other affinity groups and very easily done.
We’re in a spot right now in higher education. And Tracy alluded to this with the demographic cliff, that we see that adult learners have become a recognized population, and in that adult learner population are different subsets that we can engage with. I think the military one is the best one to start with, because so much of the work has been done and it’s just capitalizing on that. Additionally, the military community is a different set of learners. Military training is about learning, and in the military today, it is very technical thought processes, processing information, very much focused on that academic rigor. So that’s why they make some of the best students today, and anything that we can do to help attract them to our institutions will be incredibly beneficial for all of us.
Inside Higher Ed: We’ve mentioned CAEL and ACE and some other well-known organizations who are supporting this work, but are there other states that you’re learning from or other organizations that you think are doing this work well?
Bergman: One in particular is North Carolina, and through the Belk [Endowment], my buddy Mike Krause is making magic happen down there through InsideTrack and their connection to reconnecting learners that have some college and no degree, but also tying in CPL and then military-connected learners. They are going full force with the type of resources to really re-engage those learners and create a very clear path.
Oftentimes when trying to reconnect with people, they need to see how this might fit into a compartment of their lives. Because we know, as we serve these learners, they have No. 1, No. 2, No. 3 priorities and then education might come into the conversation [later]. So it’s really important for when we engage these types of learners, when we think about military learners, we have to understand that [education] is not likely priority No. 1.
I use this analogy of “Would you give up some streaming services or social media scrolling to the tune of four to five hours a week for a bachelor’s degree in two years?” And oftentimes people are going to say, “What do you mean? Of course I would.” And I say, “OK, let me break this down and work backwards,” and you look at the number of credits one can earn that they get from CPL, but also what they’ve accumulated thus far, and you start to put the pieces of the puzzle together.
States like North Carolina, Tennessee have done an absolutely wonderful job. California has gone all in on CPL as well, to really try and reconnect learners and show them that the light at the end of the tunnel is quite bright.
We learn from one another—these people are just colleagues in the weeds, really grinding, trying to find ways to really replicate and make it respective to our own institutions and just chop and drop these policies so that we really can scale and impact more and more learners. Now we have battled for years and years and years, and you can hear my passion in this, but we have fought the very traditional mechanisms of institutions, and we are starting to break down so many of those barriers, partially because of the demographic cliff, partially because of some of the skepticism. But as Dallas said, adult learners, military learners are on the forefront. We are at the table for traditional higher ed, and that is a huge change in such a benefit for these learners, because there are new funding models, there are scholarships, grants and then CPL, creating efficiency that we just didn’t have 15 years ago.
Kratz: A couple of organizations that I think are doing some interesting work here … the Council of College and Military Educators. They do an amazing job at bringing the senior leadership of the Department of Education, Department of Labor, Veterans Affairs, all these folks together to talk about education related to the military community.
One that I see as a rising star is NASPA Vets. They have a military-connected students conference every year. I was very excited to see what they’re doing, because it’s helping student affairs administrators to better understand the military population, and part of this is this whole awareness and how we can serve that community.
Of course, Student Veterans of America, it’s a great organization to have on your campus. The work they’re doing in getting the word out to service members is so important … “Hey, come and be in higher education, because we have space for you. This is part of your culture and you can be part of it through this student organization.”
Some states to add on to what Matt was saying about Tennessee and California: Ohio started this thing called Collegiate Purple Star, and I think we need to do that across the country. The reason for that is everybody’s military-friendly right now, but with both Ohio and Indiana’s Collegiate Purple Star, it’s about not only being military-friendly, but military-ready, meaning that you’ve gone the extra mile and you’ve created the pathways to degree completion for service members based on their experiential learning that they’ve had during their military careers.
Inside Higher Ed: How are you all tracking effectiveness and the impact of the work that you’re doing? What does it mean to apply data to CPL for military-affiliated students? What are some of those metrics that you’re tracking?
Teater: I would back up one step to say that data alignment has been a gap that we have learned firsthand about during this pilot. One of the things that we know is that across the broader CPL opportunities, our campus partners are tracking that in different ways, which means that it is a definite gap of how we can track impact as a state without having aligned ways to do that. I wouldn’t call it a challenge; I think I’d call it an opportunity. But it’s something that we definitely want to end this with state recommendations so that we can do a really, really good job of tracking all types of CPL across the state. That’s one gap we’ve seen that I think we will be able to end this with a definite solution to and again, looking at some of our neighboring states and how they’ve been able to address that.
Bergman: It’s important to note that the state work that we’re engaged in, the CPL Council on Postsecondary Education initiative, we are collecting data around metrics directly in growth of CPL, total numbers of credits earned, those programs that are offering them—so additional programs beyond just single adult-friendly programs at institutions—and then actually the number of humans that are connected in the work, so hiring individuals that are responsible for CPL and tracking data through the institutional research office.
We are seeing great growth there, but this is also a direct by-product of what we are seeing in the field, in research and scholarship. I did my dissertation roughly 15 years ago, and it was a really challenging enterprise to find empirical work and scholarship that would really drive my dissertation forward, looking at adult military persistence. What I see today, as I am looking at journals almost daily, is new articles, new empirical pieces and new national work and research that is popping up almost monthly now that is focused on these populations. It is such a boon to our work, because individuals are doing this work, not only for their dissertations, but in their research and scholarship field.
There were not a lot of folks doing this work many years ago, but now we have a new crop of young people jumping in as advocates and allies of military and adult learners, and it truly is making a direct impact, because we have data to lean on and say, “Here is empirical proof of how this directly impacts this individual program or this particular state or this region,” and using that to guide a lot of our push and our nudging that we do, both in Kentucky and beyond, to make institutions think differently about how they formalize policy to really attract these folks and know that they can get them to and through more efficiently.
Kratzer: ACE and CAEL just partnered together to do the national landscape of credit for prior learning, talking about how states are making those recommendations. And I think there’s a lot of work to be done yet to help states, particularly at the legislative position, to understand how to help systems better collect the information. Because from the state, we hear them say, “Yes, you must accept military credit recommendations.” And the schools go, “OK, we accepted, but we don’t apply it well.” We need to be better at counting how we apply it so that we can provide back better information to say, “It does. It is valued in our state. It’s not just brought in as elective credit, but it’s brought in as degree credit that will accelerate degree completion,” and we’re not tracking that as well as I think we could.
Inside Higher Ed: I think you bring up a really valuable point there about the different types of credit. Just because it’s accepted doesn’t necessarily mean it’s helpful to the student in their specific career goal. But I think making sure that all credit is recognized and supported as part of a degree pathway is definitely the next step that we need to see.
Bergman: I would be remiss if I didn’t mention the fact that we have nearly 150 institutions involved in the prior learning assessment network. So for listeners that are checking in on this particular podcast, you can say, “Hey, I’m going to connect with Dallas,” or “I’m going to reach out to Matt and join this prior learning assessment network and hear from these institutions that are doing this work on the ground.” Each month, it costs zero money—we have a featured individual from an institution talking about, whether it be marketing or military credit recommendation or policy implementation or the admissions process in CPL; we are looking at all angles of CPL through the prior learning assessment network from people on the ground.
Inside Higher Ed: That’s amazing. I love especially when we can talk about different institution sizes and types, because what works for one institution might not be easy to do at another.
Bergman: And the best part of that is it’s free. We are not charging individuals. We are just a community of committed professionals that have been working for so many years trying to make an impact, and now we see our crop of individuals growing and growing every single month.
Inside Higher Ed: I want to hear more about what’s next for the state as you all consider adult learners and that lofty goal of 60 percent attainment.
Teater: Matt laid it out beautifully from a national perspective; from a Kentucky perspective, we hope to do the exact same thing.
We are exploring ways to align data collection efforts so we can accurately gauge impact across the state, impact for the institutions and then impact, of course, for the adult learner. We also hope to explore ways to align and standardize credit mobility across our two-year and four-year campuses, so that credit earned at one institution can be recognized at another, so that our two-year graduates can seamlessly transfer to our four-year campuses, and then this will lead to state standards and policies to further support CPL efforts. We’re looking to some of our neighboring states on best practices there.
Then finally, we are, in the fall, launching our Kentucky Adult Attainment Network, from which we will convene a state working group and community of practice to continue to build champions for the work, but also share resources, best practices and be able to offer up policy recommendations that will enact to further address this key part of our adult learner action plan.
Inside Higher Ed: Do you have any advice or insight for others looking to support military-affiliated learners?
Kratzer: I think the big thing that my peers need to know and to understand about the military community is that there’s a significant amount of learning that they gain from their military experience. However, the service member doesn’t always appreciate it the way that we as academics can understand it. They just say, “Hey, I was just doing my job.”
Well, that job has worth and value beyond what you did when you were in the service. There’s so much more we can do. The leadership training that they get—business and industry are just dying for that kind of professional development, so let’s recognize it. Let’s help them to see how they can transition to the civilian sector and bring those great learning skills into the workplace and into higher education.
Bergman: CPL for military and beyond is being done very effectively. If your institution is not doing it perfect or is not even involved, it is being done and there are so many people that are ready to provide open-source information, policy practice, forms, strategies, techniques and nuanced information to your institution directly for free, so that you can engage in this work without having to start from scratch. So to boil it down, you don’t have to start from scratch. So many institutions are doing so well in this work, and if you want to engage, just reach out and we will plug you into the prior learning assessment network or any type of forums at the University of Louisville or share data or information that we use in the state of Kentucky’s CPL initiative. We are ready to share these things because it matters and it’s impactful.
Teater: The awareness is critical, and that’s awareness across states, across institutions and within institutions. One of the things that we have seen is sometimes just a gap in awareness on what’s possible, what’s available and then how best to pull the technical levers to make those things happen for students. So I would say every single conversation that we come out of, we learn something new, and hopefully others learn something new as well. And I just think that that awareness can’t be underestimated.
Even as in-person classes return post-pandemic, online courses haven’t gone away. In fact, many students still opt for online learning because of the flexibility it offers. But one thing is clear: not all online courses are created equal, and one of the biggest differences lies in something many instructors overlook: the course webpage.
Whether you’re using Brightspace, Canvas, or Moodle, how you design your course webpage can make or break your students’ experience. Based on our systematic review of recent studies on online learning and student satisfaction, here’s what we learned—and how you can apply it in your own teaching.
Why Course Webpages Matter More Than You Think
Students form impressions about your course page in less than a second (Lindgaard et al., 2006). If it’s cluttered, confusing, or bland, you might lose them before they even start the first lecture.
We reviewed research involving over 1,600 university students from seven countries. Across the board, students reported that a course webpage’s ease of use, usefulness, and visual appeal significantly influenced their satisfaction and engagement (Lazard & King, 2020; Younas et al. 2021).
How We Did the Research
To better understand what works in online course webpage design, we conducted a systematic review following PRISMA guidelines. Here’s what that looked like:
Databases searched: LearnTechLib, Omni (Carleton University), and reference lists from relevant papers
Keywords: “COVID,” “website,” “online learning,” and “pedagogy”
Inclusion criteria: Peer-reviewed, quantitative studies from 2020–2023, focused on higher education
Total included: 7 studies, 1,614 participants across Australia, China, South Africa, Lebanon, Pakistan, Malaysia, and the U.S.
Figure 1. PRISMA Flow Diagram for the Course Webpage Design Search
Practical Tips for Smarter Course Design
Below are research-based, practical tips instructors can use—that don’t require you to be a web designer. These ideas are easy to implement and can make a big difference.
1. Make Navigation a No-Brainer
Think of your course webpage like your storefront. If people can’t find what they need, they won’t stick around. This makes your life as an instructor harder: you will get more students with last-minute requests for accommodations, as well as students struggling with procrastination.
Use a consistent layout, organize materials by weeks or modules, and give each section clear, descriptive titles. Students should never have to hunt for a syllabus or lecture slides (Bachman & Stewart, 2011; Plous, 2000). I found that having a hyperlink directly on the first page of the course website, helped reduce the amount of student emails on syllabus-related questions (a joy).
Pro tip: Use drop-down menus and collapsible folders to reduce visual clutter.
2. Keep It Clean and Simple
Visual overload is real. Too many colours, clashing fonts, or random clipart can be overwhelming. Stick to a minimalist design with just enough contrast and white space to guide the eye. Use consistent font styles and colours to help students focus (Lazard & King, 2020).
Students reported feeling more satisfied when they could personalize their learning environment—for example, setting their own notification preferences or receiving automatic updates about grades and deadlines (Younas et al., 2021). If your platform allows it, show students how to use these features. Most announcement tools allows you to include the student’s name in the communication by using the code: {firstname} (e.g., Brightspace: https://community.d2l.com/brightspace/kb/articles/6105-automatically-customize-course-content-using-replace-strings). I cannot count the number of students who said they appreciated this customization of information.
Protip: Include a quick walkthrough video or FAQ page on how to customize settings.
4. Build Trust Through Transparency
Technology glitches can tank your credibility fast. Provide assessment submission confirmations, test your hyperlinks, and use clear, timely communication to reduce student anxiety (Hsu et al., 2022).
Protip: Create a “Tech Check” page with test links and troubleshooting steps.
From Theory to Practice: A Usability Framework
Our review supports the Technology Acceptance Model (TAM): a course site is more likely to be used—and liked—if students find it both easy to use and useful (Davis, 1989).
Figure 2. Adapted from “The Technology Acceptance Model (TAM) and its Application to the Utilization of Mobile Learning Technologies,” D. G. Mugo, K. Njagi, B. Chemwei, and J. O. Motanya, 2017, British Journal of Mathematics & Computer Science, 20, p. 4 (DOI: 10.9734/BJMCS/2017/29015). In the public domain.
But we also found that students valued more than just functionality. Our systematic review supported features like customization, organization, and aesthetic appeal as beneficial to student use of the course website (which contributed to higher grades and completion rates).
Quick Design Checklist
Feature
Example
Research Support
Clear navigation
Weekly modules, labeled folders
Bachman & Stewart, 2011
Aesthetic simplicity
Balanced colour palette, consistent fonts
Lazard & King, 2020
Customization
Notification settings, adaptable layout
Younas et al., 2021
Confirmation of actions
Email receipt of submissions
Hsu et al., 2022
Mobile compatibility
Testing on phones and tablets
Plous, 2000
Collaborate with Your Students
Want the best feedback on your course webpage? Ask your students. Mid-semester feedback surveys or co-design sessions can go a long way in improving usability (Yoshida & Thammetar, 2021). I have benefited from undergraduate student input, and these translated to higher ratings for my courses.
Bottom Line: Thoughtful Design = Better Learning
Course webpage design isn’t just about looking polished—our systematic review suggests it’s a key factor in student satisfaction and learning success. Students are more likely to engage when the site is:
Adaptable to their needs
Regularly maintained and updated
So we, as instructors, need to spend some time fine-tuning our websites. The good news is that once you do this for one course, many platforms offer cloning or importing, which makes it easy to transfer your work from one course to another.
If you’re feeling stuck, reach out to your campus teaching and learning centre, look at exemplars, or co-create the website with students. You don’t have to do it alone.
Dr. Kelly M. Babchishin is an assistant professor at Carleton University who specializes in forensic psychology. She teaches large undergraduate and graduate courses, many of which use online or hybrid formats.
Emma J. Holmes is a graduate student and teaching assistant at Carleton University (Department of Psychology). Emma is supported in part by funding from the Social Sciences and Humanities Research Council and the Ontario Graduate Scholarship.
Alexis G. Hinkson was an undergraduate student (Department of Psychology) at Carleton University and is now completing her law degree at the University of Ottawa. Alexis has served as a teaching assistant and was hired by Kelly Babchishin to assist her in course design and provided the student perspective.
References
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Davis, F. D. 1989. “Perceived Usefulness, Perceived Ease of Use, and User Acceptance of Information Technology.” MIS Quarterly 13 (3): 319–40. https://doi.org/10.2307/249008.
Hsu, P. S., E. M. Lee, and T. J. Smith. 2022. “First-Year Instructor’s Designing and Teaching an Online Undergraduate Engineering Course during the COVID-19 Epidemic.” Journal of Computers in Mathematics and Science Teaching 41 (3): 215–43.
Lazard, A. J., and A. J. King. 2020. “Objective Design to Subjective Evaluations: Connecting Visual Complexity to Aesthetic and Usability Assessments.” International Journal of Human-Computer Interaction 36 (1): 95–104. https://doi.org/10.1080/10447318.2019.1606976.
Lindgaard, G., G. Fernandes, C. Dudek, and J. Brown. 2006. “Attention Web Designers: You Have 50 Milliseconds to Make a Good First Impression.” Behaviour & Information Technology 25 (2): 115–26. https://doi.org/10.1080/01449290500330448.
Younas, A., C. M. N. Faisal, M. A. Habib, R. Ashraf, and M. Ahmad. 2021. “Role of Design Attributes to Determine the Intention to Use Online Learning via Cognitive Beliefs.” IEEE Access 9: 94181–94202. https://doi.org/10.1109/ACCESS.2021.3093348.
Yoshida, M., and T. Thammetar. 2021. “Education between GovTech and Civic Tech.” International Journal of Emerging Technologies in Learning 16 (4): 52–68. https://doi.org/10.3991/ijet.v16i04.18769.