Anouk Osborne

Grants alone won't close learning gaps without teacher training and sustained funding.

Plan your migration now to preserve records and avoid losing content in the forced conversion.

Districts need layered vetting gates to catch AI tools vendors can't sell on merit alone.

Faculty objections to AI stem from pedagogical harm, not resistance to change itself.

Compliance, fragmentation, and consent tracking make K-12 pipelines uniquely complex.

Lock features to school schedules, not just user percentages, to avoid mid-term disruptions.

District RFPs demand simultaneous compliance across seven standards—miss one and the deal closes.

Pick the SIS or ERP that matches where your district's actual operational pain lives.

Separating formative and summative data prevents building systems that fail at both jobs.

Schools are liable for vendor data breaches even though vendors control the actual security.

Building idempotent APIs stops students from appearing twice in the gradebook.

States built their own student privacy rules to fill federal gaps left open decades ago.

EdTech companies have until April 2026 to comply with expanded COPPA rules.

Most schools lack formal vetting processes for the 1,449 EdTech tools storing student records.

Schools must notify families before sharing student directory information with EdTech vendors.