
What 'evidence-based' actually means when an edtech vendor says it
Under federal law there are four tiers of evidence, and most sales decks are quoting tier IV — the tier that means 'a logic model.'

Under federal law there are four tiers of evidence, and most sales decks are quoting tier IV — the tier that means 'a logic model.'

2022 brought the largest math declines in the NAEP's history; two years later, the 2024 results show recovery stalled and reading still falling.
The online-program manager emerged from Chapter 11 in late 2024 with debt cut and owners changed; the university partnerships that made it big keep expiring.
A Stanford study found detectors flagged 61% of non-native English writers' essays as AI-generated, and a growing list of universities is dropping the tools rather than trusting the score.

Turnitin's own documentation calls its report inconclusive, and independent research finds detectors misfire most against non-native English writers and Black students.

Sound-field amplification has some of the best evidence in classroom technology, but only for the youngest students and only when installed well.

Adaptive math software produces small positive effects on average, with the best results tied to usage time and teacher integration, not to the algorithm.
Digital testing fails on three preventable things: access point density, power negotiation, and proctor devices on the wrong network.
A 2007 federal practice guide gave testing-based study strategies its strongest evidence rating, but newer classroom studies show the real gains are smaller and more subject-dependent than professional-development slides suggest.
Federal law never says a classroom app can have student data by default. A narrow exception does the work, and a wave of new state laws is now building stricter rules on top of it.
Removing a title from a school shelf is rarely one decision. It is a process with a form, a committee, and an appeal — and 2025’s record numbers show who is actually setting it in motion.
Per the Pilot-to-Purchase research on K-12 pilots, most pilots never convert — and the reasons are structural, not product-quality problems.

The 'school official' exception is why a class can start using an app without a permission slip for every family — but only when a vendor clears three specific conditions written into federal regulation, not its own privacy page.

Digital badges are pitched as a cheaper, faster alternative to a master's degree. The strongest independent study on the market found most teachers who start one never finish, and finishing didn't move student test scores.

An Ed.D. costs $35,000-$120,000 and four to seven part-time years, and pays off only where salary schedules pay for the lane — or where you plan to leave for administration.

Edtech screeners spend seconds per resume and reject classroom vocabulary on sight — the fix is translating teacher work into outcomes, tools, and scale, not adding buzzwords.

The morning announcement is school culture's oldest broadcast, and the buildings that do it well treat it as ritual infrastructure rather than admin housekeeping.

When absences go unfilled, the cost lands on the teachers who show up, and the school's culture quietly reprices itself every winter.
Whether to accept late work, with what penalty or none, has become the sharpest culture war inside American faculty rooms, and both sides argue from fairness.
Teacher TikTok turned classroom moments into content, and districts are still writing the rules faster than anyone can enforce them.

The law doesn't ban vendor access to school records. It makes the district the gatekeeper — and most of what happens next depends on a contract clause few people read.

Every state introduced AI legislation in 2025, but in education most of the binding work is still guidance and task forces — and disclosure expectations are being written into district policy templates first.
The same take-home Chromebook that satisfies CIPA on school Wi-Fi carries a moving mix of law, policy, and family expectation into the living room.
The pricing change is the visible event; the quiet ones are the data terms, the feature walls, and the teacher who quietly rebuilds their course in something else.

Districts that replace publisher courses with OER cut textbook spending sharply — but the honest accounting includes curation, printing, and the salaries behind the swap.

Emergency relief money built a tutoring industry in record time; the wind-down shows what districts keep, what evaporates, and what the next funding cliff teaches.
E-rate discounts of 20 to 90 percent pay for most of the connectivity and Wi-Fi in US schools, and its rules shape what districts can buy and when.
Title I, Part A carries no percentage cap on device and software purchases, but supplement-not-supplant rules and the Title IV-A 15 percent cap decide what actually survives an audit.