People · Practice · Possibility
Independent research for education leaders
The Sethi Ledger · Back issues
Browse published research editions from the Leadership and Technology sections.
20 issues24 published editions and revisions
Weekly research edition · 8 selections
This week's research examines the judgment behind AI-supported teaching: how guidance becomes practice, when learners need less help, and what counts as an independent check. Studies of ethics, questioning and assessment show why a polished answer is only the…
Weekly research edition · 8 selections
School ransomware and cloud credential investigations point back to identity, recovery and service ownership. New classroom, survey and endpoint capabilities add useful options, but each needs a clear entitlement check, a responsible reviewer and an operating…
Weekly research edition · 8 selections
A supervised mathematics trial separates practice gains from broader achievement. This week’s research also examines contextual learner diagnosis, teacher priorities and the evidence needed to judge reasoning when AI can produce polished work.
Weekly research edition · 8 selections
Certificate-based intrusions sharpen the case for complete identity containment. New browser fixes and AI workspace capabilities call for verification at each handoff: from update to restart, source to cell, prompt to file and catalog to classroom.
Weekly research edition · 8 selections
This week's research asks what learners and teachers do before, during and after an AI response. School studies make model-building and teacher handoffs tangible. University evidence offers cautious ideas for questioning, feedback and planning; the consistent…
Weekly research edition · 8 selections
This week's operational changes expand what AI can read, summarize, export and help people share. Vendor-app security leads the agenda, followed by student-chat visibility, records controls and accessible meetings. Confirm permissions, license eligibility and…
Weekly research edition · 8 selections
This week’s research puts explanations, comparisons and verification at the center of AI use. Elementary studies offer practical classroom ideas; tutor benchmarks and university studies expose the limits of fluent assistance. The leadership task is to make…
Weekly research edition · 8 selections
This week brings useful encryption and workflow changes, alongside launch delays and narrow eligibility rules. District technology teams should tie each release to the right tenant, device, license and accountable owner before counting on operational gains.
Weekly research edition · 8 selections
This week's research asks what people should retain when AI helps: the questions teachers design, the understanding students can demonstrate, and the relationships that make learning possible. The strongest findings support careful trials with observable…
Weekly research edition · 8 selections
This week's operational changes put ownership and access at the center of reliable school services: calendars follow account status, agents gain containment controls, and automation reaches further into documents, meetings and calls. Start with a small…
Weekly research edition · 8 selections
This week's research asks how to distinguish confidence, assisted performance and independent understanding. Classroom studies, assessment analyses and interface research offer practical tests for district pilots, with clear limits on what their findings…
Weekly research edition · 8 selections
This week brings AI workflow migrations, changing cross-tenant calendar infrastructure and new school-facing tools. The operational priority is to confirm eligibility, test the actual user experience and assign an owner before a release becomes a district…
Weekly research edition · 7 selections
This week's research puts the focus on the design of help and the evidence needed to judge learning. The practical question is what students can understand and do after the tool is removed.
Weekly research edition · 8 selections
This week's operational brief covers temporary privileges, meeting-note defaults, mailbox fraud and Windows servicing, alongside new document and collaboration controls. The priority is a verified local configuration with a clear owner.
Weekly research edition · 8 selections
Eight new research selections examine assessment fairness, reflective judgment, mentored opportunity and the limits of assisted performance. The practical test for a large school division is whether students retain the reasoning, teachers retain decision…
Weekly research edition · 8 selections
Eight developments put consent, data boundaries, workflow ownership and staff readiness on the CIO agenda. The immediate work is to verify what the division actually has enabled and can support, while keeping vendor promises separate from operational evidence.
Weekly research edition · 10 selections
Early edition · coverage through September 12, 2026 (UTC)
Ten new publications on independent learning, human connection, and purposeful AI adoption.
Weekly research edition · 9 selections
Technology and AI developments through the lens of cost, service, risk, and staff adoption.
Weekly research edition · 10 selections
Ten selected publications on AI, K–12 education, student thinking, and the decisions facing school leaders.
Weekly research edition · 10 selections
Technology and AI developments through the lens of cost, service, risk, and staff adoption.