Introduction

The Institutional Accountability Framework (IAF) evaluates whether responsibility and authority remain properly aligned when digital systems interact with minors.

Different groups encounter this question from different positions:

  • Parents experience outcomes without control

  • Schools hold responsibility for environments they do not fully govern

The sections below describe how the same structural conditions appear from each perspective.

For Parents

Parents are legally and practically responsible for their children’s wellbeing.

However, when children interact with digital systems - particularly on school-issued devices, parents often do not have:

  • Visibility into interactions

  • Ability to reconstruct what occurred

  • Ability to intervene in a timely and informed manner

What Has Changed

Historically, tools used by children were:

  • Observable (books, assignments, software outputs)

  • Reviewable after use

  • Controlled by adults at the point of interaction

With generative and interactive systems:

  • Outputs are generated in real time

  • Interactions are not consistently logged, retained or accessible

  • Experiences may differ between users and sessions

This reduces the ability of parents to verify or understand what occurred.

Structural Condition

This creates a separation:

  • Responsibility remains with parents

  • Control over interactions and outputs is partially delegated to systems and institutions

The framework identifies this as a misalignment between responsibility and authority.

What the Framework Evaluates

From a parent perspective, the framework asks:

  • Whether interactions be observed or reconstructed

  • Whether there is clear accountability for system behavior

  • Whether defined boundaries exist for when and how systems are used

  • Whether institutional backing has been fulfilled

These are governance questions, not content questions.

Questions Parents need to ask their schools today.

1. Insurance Review

For each defined student-facing generative or conversational AI use case, has the district’s insurer explicitly reviewed and confirmed coverage?


2. Logging / Reconstruction

Are all student prompts and corresponding AI outputs fully reconstructable by authorized administrators when generative AI tools are used on district-issued devices or district-managed student accounts, whether used at school or off campus?


3. Vendor Liability Allocation

If a vendor disclaims responsibility for AI-generated outputs, how is liability contractually allocated to protect the district, students, and taxpayers?


4. Default Device Posture

What is the default configuration of generative AI tools on district-issued student devices?

Are they (a) disabled by default, (b) disabled by default but enabled only during supervised instructional use, or (c) enabled for general student access?

If configurations differ by grade level, please indicate those differences.

Ask for answers in writing. Policy and IT responses do not typically answer governance questions. These questions require legal counsel / risk management review and response.

For Schools

Schools are responsible for the environments in which students learn and interact.

What Has Changed

Traditional educational tools:

  • Produce consistent, reviewable outputs

  • Operate within defined instructional boundaries

  • Are directly observable by educators

  • Are typically provided within vendor and institutional structures where responsibility for product performance is defined and understood

Student-facing generative systems:

  • Produce non-deterministic outputs

  • Operate through conversational interaction

  • Are not directly observable by educators during student interaction

  • Are often provided under vendor terms that disclaim responsibility for outputs and define use on an “as is” basis

Structural Condition

Schools may be responsible for outcomes arising from systems that:

  • They do not fully control

  • They cannot fully observe

  • They may not be able to reconstruct after use

This creates a governance gap between:

  • Institutional responsibility

  • Operational visibility and control

What the Framework Asks

From a school perspective, the framework asks:

  • Can the institution reconstruct interactions as needed?

  • Are responsibility and liability clearly defined and institutionally confirmed?

  • Are systems operating within bounded, observable, and supervised contexts?

These questions align with how schools evaluate risk in other domains.