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AI Readiness Starts With the Data: Building Trust With Microsoft Fabric and Purview

Successful AI adoption in K–12 districts begins with a strong, secure data foundation.

EDTECH@UTRGV's insight:

“AI systems are only as reliable as the data they access, so districts need governance, privacy and data protection strategies in place from the beginning.”

From Acquisition to Accountability: The New Era of K–12 Technology Decisions

As districts face tighter budgets, cyber risk and artificial intelligence adoption questions, technology leaders are putting measurable impact at the center of purchasing decisions.

EDTECH@UTRGV's insight:

"When technology works, teachers can keep teaching; when it doesn’t, learning loses momentum."

What to Do About AI? Begin by Talking About It | EdSurge News

There are no easy answers about AI implementation in schools. These questions can help you and your students start a conversation.

EDTECH@UTRGV's insight:

"[A] school’s AI policy needs to be deeply aligned with the school’s values. And that requires thoughtful, school-wide conversations about those values."

Resistance To AI In Certification: How To Overcome It

As AI accelerates how certification programs are built, the real challenge is how to overcome the resistance that slows teams down.

EDTECH@UTRGV's insight:

"The resistance to AI is rarely about the technology itself. It stems from concerns around control, trust, and uncertainty."

Assessing critical thinking in critical times

The advent of generative AI plus questions about the relevance of higher education call for a closer look at how critical thinking skills are taught and measured. Kate Williams offers ways to level up traditional assessment formats

EDTECH@UTRGV's insight:

"Formative assessment is a powerful first step in guiding the development of critical thinking skills and its interactive, low-stakes nature makes it relatively immune to inappropriate AI use."

AI demands a rethink of what a degree really measures

"university degree has long been the world’s most trusted signal of advanced skills, but as AI becomes embedded in learning, that signal is coming under new pressure. Students say AI is improving their grades, while educators are becoming less confident they can verify how that work is produced"

EDTECH@UTRGV's insight:

"The solution to AI in HE is not more software. It is ‘knowing your student’ (KYS). The idea borrows from the banking sector’s ‘Know Your Customer’ regulatory and compliance process used to combat fraud. Banks...build contextual understanding over time: patterns, histories, habits, inconsistencies and relationships"

Report: School IT Officials Worried About AI Adoption, Cybersecurity

School districts are adopting AI policies more than ever, but a lack of resources, funding and expertise has some still concerned.

EDTECH@UTRGV's insight:

"While schools have made progress in technology adoption — from artificial intelligence guidelines to vetting education technology — they still struggle with the lack of resources, funding and expertise"

Balancing Innovation and Humanity in the Age of AI

With AI’s rapid integration into workplaces and higher ed, the humanities have a critical role to play in establishing the human aspects of AI use.

EDTECH@UTRGV's insight:

"Ethical reasoning, cultural awareness and human judgment provide the frameworks needed to ensure AI enhances human potential rather than diminishes it."

3 Starting Points for Integrating AI Guardrails in K 12 Districts

As education leaders start to craft an AI policy that is both practical and flexible enough to evolve with this fast-changing technology, there is at least one principle that should be foundational: AI should serve to augment human critical thinking and creativity but never replace human interaction and decision-making.

EDTECH@UTRGV's insight:

"Responsible AI use depends on training and engagement: Teacher professional development and student-centered AI use should prioritize critical thinking, creativity, and personalized learning over cheating prevention."

TEACHER VOICE: AI is an addictive drug that must be researched, studied and confined

AI literacy can help protect students against the dangers of AI. Having students interrogate AI is one of the best ways there is to build up their cognitive defense systems.

EDTECH@UTRGV's insight:

"AI is being sold as a product that increases productivity and even creativity. The only way to articulate its dangers is to engage in research."

Data alone doesn’t determine school success--leaders who know how to use it do

School leaders must weigh quantitative data against qualitative insight and focus on long-term outcomes rather than short-term fluctuations.

EDTECH@UTRGV's insight:

"Without intentional analysis and context, even the most robust datasets can lead to misguided actions and missed opportunities. The difference between insight and noise lies in what leaders do before acting."

‘AI gravity’ is pulling you toward dependency. Here’s how to push back

AI systems hold the promise of competitive advantage, but they can usher in cognitive decline among workers, says MIT Sloan School of Management’s Eric So. Learn how to protect cognitive capital.

EDTECH@UTRGV's insight:

"When workers become overreliant on AI, there’s a risk of significant skills collapse. Workers may fall victim to “AI gravity” — the constant pressure to outsource more thinking to AI in order to become more efficient."

AI Drives Demand for Credential Programs in Higher Ed

Credentialing programs in artificial intelligence are multiplying fast, but educators and researchers say their value depends on workplace relevance, hands-on learning opportunities and measurable career outcomes.

EDTECH@UTRGV's insight:

"An AI credential can signal two things employers are looking for,...In the immediate term, it shows technical AI skills, and in the long term, it shows a willingness to upskill and continue learning, which...will be important as technology evolves."

How New College Grads Can Succeed in an AI Economy

It’s graduation season, and people entering the workforce now can turn the 2026 hiring slowdown into a career launchpad using practical skills — and some surprising suggestions.

EDTECH@UTRGV's insight:

"While many organizations are attempting to leverage AI to assist in areas such as security operations centers (SOCs), which can affect entry-level roles, industry insiders continue to see a need for a workforce that is knowledgeable about what these technologies can do, how they fit into the broader business strategy, and how to deploy them effectively to increase security while reducing risk.”

How districts can build a shared AI structure

Districts that creates the right language, the structure, and competence statements around AI will get a return on whatever platform it picks

EDTECH@UTRGV's insight:

"American districts trying to land a shared AI structure are spending too much time on tooling and too little on the question that actually drives teacher uptake."

Devices Down Is the Wrong Goal

Where the AFT's new 10-point plan gets it right, where it falls short, and why “devices down” is not the path to meaningful learning.

EDTECH@UTRGV's insight:

"The 10-point plan’s name, “Devices Down, Eyes Up, Hands-On,” may sound appealing, especially to adults exhausted by distraction, low-quality screen use, and Big Tech overreach. The problem is that it aims at the wrong target. Devices are not the enemy of active learning. Passive, drill-and-kill learning is."

Five words and a GenAI prompt to spark deeper online learning

A five-stage framework, enhanced by GenAI, can help educators create more interactive, inclusive and responsive online learning experiences that boost student engagement and learning online

EDTECH@UTRGV's insight:

"We developed the “5E” framework (engage, explore, explain, elaborate and evaluate) to structure our online sessions around five learning stages."

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