Instrument 04 · Research

Research Agenda and Ethics Framework


The Council's research instrument. It sets the questions proposed for 2026-28, the evidence tiers every output must be labelled against, the rules binding any study involving children, and the controls on the convener. No study has begun.

Questions proposed
8
Studies begun
None
Publication
Open · ungated
Ethics review
Before any study
Status

The Council is being constituted. Its founding cohort is forming and no Council publication, roundtable or research output has yet been produced. Everything described as planned is a commitment of intent, not a record of work done.

Proposed · none commenced

The research agenda: proposed questions for 2026-28

Eight questions are proposed for the first two years. Each names the unit of analysis, so that it is clear what is being counted, and the evidence tier at which it would be designed, so that the claim cannot be quietly upgraded after the result is known. Each can come out against the assumption behind it. That property is what separates a research question from a brief.

Conditions on any question proceeding

These are proposals, not a programme. A question proceeds only when it has a school partner, written clearance from the ethics review panel under section four, funding declared under section six, and an entry on the public register under section seven carrying a registration number and a scheduled reporting date. Before a school is asked to agree to anything, it receives a one-page description of the study in plain language, with no methodological vocabulary in it: what is being asked, what will happen in the classroom, who will be present, and what it will cost the school in pupil hours, teacher hours and instructional hours. Fieldwork is placed in a window the board calendar leaves usable, and is never compressed to meet a publication date. The Founding Chair may sequence or drop a question. The Chair cannot commence one the panel has not cleared, and a question dropped after registration remains on the register, shown as dropped with the reason, rather than deleted. Whether a completed study is published is not the Chair's to decide alone: publication is governed by Charter Article 12, and the ethics review panel may veto it. The order below is not a ranking.

  1. 01 Proposed

    Learning outcomes under Indian conditions

    In Class 9 mathematics sections of forty pupils or more, does one term of AI-assisted practice added to normal teaching change performance on a common, blind-marked end-of-term paper, compared with matched sections that continued normal teaching alone?

    Unit: the pupil within a section. Designed at E5; at E6 only if a school agrees to allocation by design. Prior attainment recorded before allocation, marking blind to group. The protocol names the product that delivered the practice, by vendor and version. Where that product is PrepGraph's, this is an evaluation of a PrepGraph product and the Charter forbids the Council to publish it on PrepGraph's money, whatever the question is called.

  2. 02 Proposed

    Teacher workload, measured not estimated

    For a secondary teacher carrying five sections, how many hours per week go to setting work, marking and feedback before and after AI-assisted tools are introduced, and which of those hours are removed rather than moved?

    Unit: the teacher-week. Designed at E4. Time diaries kept prospectively; recall is not accepted as a primary measure. Hours moved to another task are reported separately from hours removed.

  3. 03 Proposed

    Teacher judgement and deskilling

    When a teacher sees an AI-generated mark or diagnosis before forming a judgement, how often does the teacher's independent judgement change to match it, and does that rate rise over a term of use?

    Unit: the marking decision. Designed at E6 by within-teacher randomisation: the teacher marks first in half the cases, sees the machine first in the other half, order assigned by design.

  4. 04 Proposed

    Multilingual and vernacular performance

    For the same curricular task attempted in English, in Hindi and in one state language, how does the accuracy, curricular fit and appropriateness of AI-generated feedback differ?

    Unit: the pupil response and the feedback returned on it. Designed at E5. Rated by subject experts blind to the language pipeline; inter-rater agreement reported with the result, not omitted if poor.

  5. 05 Proposed

    The weakest quartile against the strongest

    Over one academic term, does AI-assisted practice narrow or widen the attainment gap between the lowest and highest prior-attainment quartiles within the same class?

    Unit: the pupil, stratified by prior-attainment quartile, stratification pre-specified. Results reported by quartile; a class mean alone is not an acceptable answer to this question and will not be published as one.

  6. 06 Proposed

    Academic integrity behaviour

    Where a school permits AI tools for homework, what proportion of submitted work is substantially machine-generated and unedited, and does an explicit school policy, taught to pupils, change that proportion?

    Unit: the submitted assignment. Designed at E4, or E5 where a comparison school adopts no policy. Pupils and parents informed in advance; no covert detection; no disciplinary use of study data, stated in writing to the school before consent is sought.

  7. 07 Proposed

    Parent trust and consent

    What do parents of children in schools using AI understand about what is collected from their child and what is done with it, and which disclosures raise or lower their willingness to consent?

    Unit: the parent or guardian. Designed at E3. Refusal and non-response rates published with the findings; below a fifty per cent response rate no figure is published as a proportion of parents.

  8. 08 Proposed

    Whether readiness predicts anything

    Where a school's governance of AI is stronger at baseline on a separate, consented instrument that is not the self-assessment sheet, does that school differ twelve months later in incident rate, teacher confidence and policy completeness from a school that was weaker?

    The Council does not collect readiness self-assessment sheets. Keep the sheet in the school. The Council does not want a copy and will not accept one, and no study run under this framework may ask for one, receive one or be designed around one. Baseline for this question is taken on a separate, consented instrument that is not the self-assessment sheet: shorter, written for research use, covering the same eight domains, agreed in writing by the school before anything is collected, and published with the study so anyone can see what was asked. Unit: the school. Designed at E4. The School AI Readiness Framework exists at version 1.0 as a founding draft; what this question waits for is field use of it, not its publication. If the baseline measure predicts none of the three, the Council publishes that and the framework is rebuilt or withdrawn.

The evidence tiers cited in the method notes are defined in standards of evidence, below.

On what counts as evidence

A claim never tested in a class of fifty, in a second language, under a board examination calendar, is not evidence about Indian classrooms, however often it is repeated.

Stated before anything else

The convener conflict, stated plainly

PrepGraph founded the Council, funds it, staffs its secretariat and gives it its name. PrepGraph also sells software to schools. That is a conflict, not the appearance of one, and it is not cured by denial or by a quieter name. The name is on the door so that a reader knows exactly what to be sceptical about.

Read the section in full, with its controls

The instrument in full

The research agenda is section two of the instrument as adopted and is set out above. From standards of evidence onward, the numbers in this column therefore run one behind the section numbers cited in the text.

Why the Council conducts research

The Council's working assumption, which its first two years of research are designed to test, is that almost all published evidence on artificial intelligence in education was produced elsewhere: in classes of twenty to twenty-five, in the child's first language, with a teacher carrying one or two sections, under a different examination calendar and a different school year. The Council has not conducted the systematic review that would establish the proportion, and states no figure until it has. That work is not worthless. It is about other classrooms.

The classroom this Council is concerned with is a secondary section of forty to sixty pupils, taught by someone carrying five or six such sections, often in a language that is not the home language of a substantial part of the class, under a board calendar that decides how much teaching time exists at all. The Council is not aware of a body of evidence describing what AI-assisted teaching and practice do under those conditions, and it records that as a premise it must test rather than as a finding it has made. Its impression is that purchase and policy decisions are nevertheless being taken on foreign trial data, vendor case material, or nothing; that impression comes from correspondence and not from a survey, and a body that requires a denominator of everyone else states plainly that it has none here.

The Council's mission is: "To help build an Indian education system strengthened by responsible, research-led AI innovation — preparing students, teachers and institutions for an AI-enabled future by advancing responsible adoption, educator capability, academic innovation, student safety, research evidence and ethical governance." Research is the sixth pillar and the test the other five have to pass. Its purpose is not to build support for adoption. A study that finds no effect is worth as much as one that finds an effect, and at present more, because it is rarer.

At adoption the Council has commenced no study, holds no data and has published no findings. It has no members and no ethics review panel. The School AI Readiness Framework does exist: it is published in this same release as a founding draft, and what it lacks is field use, which is a different thing. Everything below is either a rule that binds the Council from the day this is adopted, or a proposal marked as such. The rules are the only part of this document that is already true.

Standards of evidence

Most disputes about AI in education are not disputes about facts but about what counts as one. The Council uses a single hierarchy. Every output it issues carries its tier on the front page, in the same type size as the title, with one line saying why it sits there.

Nothing in the lower tiers is forbidden. A careful account of one school is often the most useful thing a principal can read. What is forbidden is writing lower-tier work in higher-tier language.

A body that has published nothing should not expect to publish at the top of its own hierarchy. The Council expects its 2026-28 output to sit at E3 to E5, with at most one study designed at E6, and will label it accordingly rather than let a reader assume more. Nothing is described as established on the strength of a single Council study, including a favourable one.

Every publication states, without exception: how many pupils, teachers, classes and schools took part; how many were approached and declined; how many left before the end; who funded the work and what it cost; who conducted it; every conflict of interest held by anyone named on it; and a limitations section written by the authors and published as they wrote it.

  • E1 Vendor testimonial

    A school or teacher says the tool helped. Unverified, unquantified, and selected by the party with an interest in it. A record of what someone believes. It carries no evidential weight and the Council does not cite it as evidence.

  • E2 Vendor-reported usage metric

    Logins, questions attempted, minutes engaged, drawn from the vendor's own systems with no external check and no comparison group. Measures use. It answers whether a product was used, never whether it worked.

  • E3 Documented case description

    An independent, structured account of what one school did, what changed, what it cost and what went wrong, against measures fixed before the account began. Honest description, and often practically useful. It is not evidence of effect.

  • E4 Pre-post pilot

    The same pupils measured before and after on an instrument set in advance. Cannot separate the intervention from ordinary teaching, maturation, examination timing or the attention the pilot itself attracts. No causal claim may be drawn from this tier.

  • E5 Matched comparison

    Comparable sections or schools, one with the intervention and one without, prior attainment accounted for, marking blind to group. Supports a cautious statement of association, provided the confounders that remain are named in the same paragraph as the finding.

  • E6 Randomised or stepped-wedge study

    Allocation determined by design rather than by preference, pre-registered before collection, analysed as allocated. Supports a causal claim bounded strictly to the population, subject, tool and conditions studied.

  • E7 Replication and synthesis

    The same question answered independently in different settings, with converging results. The only tier on which the Council would use the word established, and not a tier a first-year council reaches alone or reaches quickly.

Research ethics where children are involved

Children cannot consent as an adult can, cannot easily refuse an adult in their own school, and did not choose the class in which a study is running. Every rule in this section follows from those three facts.

One rule admits no exception, for funding, timetable or any other reason. No child's education is degraded to serve a study. A design that gives a child less teaching, less feedback or less attention than that child would otherwise have had is rejected, not adjusted.

The ethics review panel does not yet exist. Until it exists, no pupil data may be collected. Its composition is fixed here rather than left to convenience: not fewer than five members, none of whom is an employee, director, shareholder, contractor or paid adviser of PrepGraph or of any other supplier of AI products to schools, none of whom otherwise derives material income from one, and none of whom has been in any of those positions in the preceding three years. That is the Charter's bar on holding office, applied to this panel without relaxation; an earlier draft of this framework allowed a minority of the funder's own people to sit on the body that clears studies of children, and it was wrong. At least one member holds child-protection responsibility in a school. At least one is a parent of a school-age child and holds no commercial interest in education technology. Quorum is three members.

The panel is appointed and paid on terms that do not depend on the goodwill of the party it restrains. Members are appointed by the Founding Chair from nominations, each appointment concurred in writing by the Reviewer of Concerns and published with the appointee's declared interests. Terms are three years, staggered so that no more than two expire together. A member is removed only for stated cause, by the voting members, and not by the Chair, the secretariat or PrepGraph. Sitting fees are met from a sum committed for the whole term that cannot be reduced during it, and the amount and the fee are published. A member with an interest in a study takes no part in its decision, and the withdrawal is minuted. If the panel cannot be constituted, or loses quorum during a study, that study is suspended: a lapse of quorum never operates as clearance. A researcher refused clearance may ask once, in writing, for the refusal to be reviewed, and the reasons for the second decision are recorded. The panel may halt a study it has cleared, at any point, without the agreement of the Council, the Founding Chair or PrepGraph. Its membership, terms of reference, meeting dates and the number of protocols cleared, deferred and refused are published. This panel is the Council's only ethics gate; where another Council instrument refers to a reviewing body, a named reviewer or a separate relationship test, this panel is the body meant.

Child protection is not a clause of a research protocol. It is a personal legal duty that attaches to each individual whatever the Council has agreed with a school. Under section 19 of the Protection of Children from Sexual Offences Act, 2012, a person who apprehends that an offence under that Act is likely to be committed, or has knowledge that one has been committed, must report it to the Special Juvenile Police Unit or to the local police, and section 21 makes a failure to report an offence in itself. That duty rests personally on every researcher, author, panel member, office-holder and secretariat member working under this framework. No confidentiality undertaking, consent form, research agreement, non-disclosure clause, school instruction or direction from the Council or PrepGraph qualifies it, and any term purporting to do so is void to that extent. The Council's safeguarding lead is the Founding Chair, Ms. Sri Lakshmi. The deputy is the panel member who holds child-protection responsibility in a school and, until the panel is constituted, the Reviewer of Concerns. Both are named, with a direct contact route, in every consent document and on the study register, and no study begins before both offices are filled.

  • Consent and assent both

    Written consent from a parent or guardian, and separately the child's own assent in language the child understands. A child's refusal ends that child's participation even where the parent has consented. Assent is revocable at any time and is not sought again after refusal.

  • Opt-out without penalty

    Any pupil, parent or teacher may decline or withdraw at any point without giving a reason. Refusal has no effect on marks, class placement, teaching received, teacher appraisal or the school's standing with the Council. Non-participating pupils receive the ordinary lesson.

  • Ethics review before pupil data

    No collection involving pupils begins before written clearance from the panel, covering protocol, consent materials, stated burden and data plan. A protocol changed after clearance returns for review, and collection stops while it does.

  • No covert observation

    Pupils, parents and teachers are told what is being collected, by whom and for what purpose, before collection begins. The Council does not conduct covert observation, undisclosed recording, or any study that depends on deceiving a child.

  • No education withheld

    Comparison groups receive normal teaching in full. Where an intervention is withheld for comparison, it is offered to that group at the close of the study if the school wishes. Instructional time the study will consume is stated in hours before consent is sought.

  • The teacher may stop it

    The class teacher may suspend a study in their own classroom at any moment, without notice and without justification, and it resumes only if that teacher agrees. Suspensions are recorded on the study register and are not renegotiated with the teacher.

  • Safeguarding overrides the study

    Anything observed or disclosed during research that suggests risk to a child is acted on the same day: reported to the school's designated authority, and, where the Protection of Children from Sexual Offences Act, 2012 is engaged, reported by the individual concerned to the Special Juvenile Police Unit or the local police under section 19, whether or not the school agrees, whether or not the Council agrees, and whether or not the school is itself the institution implicated. Research confidentiality does not extend to child safety, and every consent document says so in those terms.

  • A disclosure made to a researcher

    A child who tells a researcher something is not handled as a data point. The researcher promises no confidentiality, does not question the child further or investigate, records the child's own words as soon as possible afterwards, and reports under the rule above the same day. The child is told what will happen next, in language the child understands, and is not told the matter will be kept secret.

  • Vetted, and undertaken in writing

    Every adult who will have contact with children on Council fieldwork verifies identity to the school in advance and signs a safeguarding undertaking that names the section 19 duty and the two rules below. Access is refused without both. The school may refuse any individual without giving a reason, and is told in writing that it may.

  • Two adults, and no private contact

    No researcher is alone with a child. A member of the school's staff is present at every observation, interview and assessment. No researcher contacts a child directly by telephone, message, e-mail or social media, at any time, for any purpose connected with a study or otherwise, and no study design may require it.

  • Adverse incidents are logged and counted

    Every safeguarding concern, near miss, breach of this section and complaint is entered in an adverse-incident log with its date, what was done and how it ended. The ethics review panel inspects the log at each meeting, and the number of entries and their disposal appear in the Council's annual public record. A breach of this section suspends the person from all Council work immediately, before and regardless of the removal procedure in the Charter.

  • Burden stated, then honoured

    Consent materials state pupil time, teacher time and instructional time in hours. If actual burden exceeds stated burden, collection pauses and consent is sought afresh. Overruns are recorded on the register with the amount.

Data governance for research

Research data about children is the most sensitive material the Council will hold. Its answer to that is to hold as little as possible, for as short a time as possible, under rules that do not depend on anyone watching or on a study being convenient.

The Digital Personal Data Protection Act, 2023 is the legal context in which Indian schools already operate. The Council treats its provisions on children's data as a floor rather than a target, and where the Act leaves discretion the Council takes the stricter option by default. Where a school's own data policy is stricter than this framework, the school's policy governs the study in that school. No endorsement of the Council by any authority is claimed or implied by this reference.

The Act's duties attach to a named person, so this framework names one for every study rather than leaving them with a body that has no legal personality and can carry nothing. The Data Fiduciary is the school in respect of data it already holds about its own pupils, and PrepGraph, acting as bare trustee for the Council under the Charter, in respect of data collected for the study. The Council is neither and cannot be: what it does is settle the protocol, and the protocol binds whoever processes the data as written processing instructions from which no departure is permitted without fresh clearance. Verifiable consent under section 9 of the Act is obtained by the school from the parent or guardian recorded in its own admission record, verified against that record and against a one-time code sent to the contact the school already holds; the school's named coordinator certifies in writing that each consent was verified in that way, and the certificate is kept with the consent record. Every consent form names the Data Fiduciary's grievance officer and the Council's, which is the Founding Chair, Ms. Sri Lakshmi, at [email protected]; both answer in writing within thirty days, and the form states that a person who is not satisfied may complain to the Data Protection Board of India and how. A personal data breach is notified to affected participants and to the Data Protection Board of India within seventy-two hours of the Council identifying it, and the notification and its date are recorded on the study register.

  • De-identify at source

    Direct identifiers are replaced with a study code at the earliest technically feasible point, normally within the school. The key linking code to child is held by the school or a named custodian, never by the analysis team, and is destroyed at the close of the study.

  • Collect only what is listed

    A study collects only the fields named in its published protocol. Data outside that list is not collected, not derived and not inferred, whether or not it is available and whether or not it might later be interesting.

  • Stored and processed in India

    Research data is stored and processed on infrastructure located in India. Any cross-border transfer requires the school's specific, separate written agreement and is disclosed in the resulting publication.

  • Retention limits, then destruction

    Identifiable data is destroyed within thirty days of the close of collection, and the key linking code to child is destroyed at the close of the study. Withdrawal can be executed only while that key exists: afterwards nobody can find a particular child's records in the de-identified set, and the right to have them removed ends. That date is stated in the consent form in those words, so no parent is given a right that expires silently. De-identified datasets are retained three years from publication so findings can be checked, then destroyed. Consent records and the coordinator's verification certificates are kept separately for seven years, because they are the proof that consent was given at all; they are not research data and are not destroyed with it, and a deletion request does not reach them. Each destruction is recorded with its date on the study register and the record is given to the school.

  • A named access register

    Every individual with access is named in a register kept with the protocol, with the date access was granted and withdrawn. Access is by name. Shared credentials and role-based access to research data are prohibited.

  • No secondary use, no re-identification

    Research data is not used for product development, marketing, sales targeting, model training or any purpose beyond the study named in the protocol. No attempt to re-identify a de-identified dataset is permitted, by anyone, at any time.

  • What survives the study

    At the close of a study the school receives its own data and the analysis. The Council itself holds nothing, because it has no legal personality and cannot. The de-identified set is held by PrepGraph as bare trustee for the Council under the Charter, segregated from PrepGraph's commercial systems, on the terms above and on no others, and PrepGraph may not use it for any purpose of its own. PrepGraph retains nothing else gathered for the study, and nothing beyond what its ordinary service agreement with that school already permits. That the funder is also the custodian is a conflict this framework contains rather than removes, and it is stated here so that a reader can weigh it instead of discovering it.

The convener conflict, stated plainly

PrepGraph founded the Council, funds it, staffs its secretariat and gives it its name. PrepGraph also sells software to schools. That is a conflict, not the appearance of one, and it is not cured by denial or by a quieter name. The name is on the door so that a reader knows exactly what to be sceptical about.

The controls below are structural, not reputational. Pre-registration is the load-bearing one, and it works only if the record is outside the interested party's reach: every Council study is registered on a public research registry that neither the Council nor PrepGraph controls, edits or can withdraw, with a timestamp. A result later suppressed, softened or reshaped is therefore visible from outside without access to anything the Council holds.

If PrepGraph disputes a finding, the finding is published as written on the scheduled date, and PrepGraph may publish its objection alongside in its own words. It has no veto, no delay, and no revision beyond a verifiable factual error about its own systems. The review clock runs whether or not PrepGraph replies. The Council also publishes each year the money it received, from whom, and the hours of PrepGraph staff time it consumed. If it ever fails to publish a completed study, the register carries the overdue entry and the authors may publish without it.

  • Disclosure on the first page

    Where PrepGraph has contributed funding, platform access, anonymised data or staff time, that role is stated on the first page in full sentences, with amounts or hours where they are known, not in an endnote or a footer.

  • Pre-registration outside our control

    Questions, outcome measures, sample, exclusion rules and analysis plan are lodged on an independent public registry before collection begins. Deviations are reported with reasons. Analyses run after the fact are labelled exploratory and cannot support a conclusion.

  • Factual review only, in writing

    PrepGraph has no editorial review. It receives one written factual-accuracy pass, limited to statements about its own systems, of ten working days. Silence publishes. Every comment it makes and every change that follows is logged and published with the output. It cannot delay, amend or withhold anything.

  • Negative results, equal prominence

    A study finding no effect, or finding harm, is published on the same channel, at the same length, with the same announcement as one finding benefit. Studies abandoned before completion stay on the register with the reason for abandonment.

  • Product evidence stays PrepGraph's own

    PrepGraph's internal results and product claims are never restated as Council findings. The Council does not validate, verify, certify or endorse them, and any Council document that refers to them says so in the same sentence.

  • No comparative product evaluation

    The Council does not test vendors against one another, publish shortlists, rate products or advise on procurement. "The Council does not endorse individual procurement decisions or technology vendors. Its role is to advance responsible AI readiness, educator capability and evidence-based innovation in schools."

  • Publication decided outside the secretariat

    Publication is governed by Charter Article 12: no study is published in the Council's name without the approval of the Founding Chair and a majority of the voting members, and none while fewer than seven voting members are in office. The ethics review panel holds a veto over publication of a study, exercisable on grounds of ethics or participant protection and overridable by nobody; it holds no share in the approval. The secretariat prepares, formats and distributes. It does not decide what is published, when, or in what words.

  • Authors may publish regardless

    If the Council has not published a completed study within sixty days of its registered reporting date, the authors may publish it themselves, in full, under the same open licence. The Council signs nothing: it has no legal personality and enters into no contracts. Research agreements are made by PrepGraph as bare trustee for the Council, on the Council's terms, under the Charter's article on legal personality. Every such agreement contains that right, no agreement may remove it, and it is not waivable on the authors' behalf by the Council, the Chair or PrepGraph.

  • No evaluation of a PrepGraph product on PrepGraph's money

    The Charter prohibits the Council from publishing an evaluation of a PrepGraph product funded by PrepGraph, and this framework supplies no way of packaging one. An earlier draft gave that study a front-page label, which was a way of formatting the thing the constitution forbids, and it has been removed. Until a funder independent of PrepGraph is found, the Council cannot examine PrepGraph's products at all, and the absence of a finding about them is not a favourable one.

  • The convener's product cannot be studied sideways

    Where the intervention studied is the convener's product, the study is an evaluation of that product whatever it is titled, and the prohibition applies to it. Every protocol names the product that delivered the intervention, by vendor and version, and that name is published with the finding. A study of AI-assisted practice run on PrepGraph's platform is a study of PrepGraph's platform; reporting it as a general finding about AI in Indian classrooms is the evasion this rule exists to stop.

  • Independence is claimed narrowly

    The labelling rule survives only for the case the Charter does contemplate: a study funded by a funder independent of PrepGraph in which PrepGraph supplied data, platform access or staff time. That study states on its front page who funded it, what PrepGraph supplied, what PrepGraph was not permitted to do, and that it is not independent of PrepGraph in the respects in which PrepGraph contributed.

  • A duty to find the funder that would allow it

    A restraint that happens to suit the party restrained is not left open-ended. The Council seeks a funder independent of PrepGraph for an evaluation of PrepGraph's products within the inaugural term, and again in each term after it. Whom it approached, when, and what came of it are recorded in the annual public record whether or not the attempt succeeded. Until such a study is published, every Council research output states on its first page that no product of the convener has been examined and why.

  • The same right of reply for anyone criticised

    A third party identified and criticised in an output receives the passages that concern it on the same terms and the same ten working days that PrepGraph receives, may publish its objection alongside in its own words, and can no more delay, amend or withhold the output than PrepGraph can. A pre-publication right held by the funder and not by the subject of the criticism is not a control.

  • Legal risk is not managed by quiet deletion

    Any output naming a third party adversely is read before publication by a lawyer instructed for that purpose, and the fact and date of that reading are recorded with the study. On receipt of a legal notice nothing is silently unpublished: the notice, the response and the decision are minuted, the document stays at its address, and any change is made as a dated correction under section seven. PrepGraph is the publisher of record and carries the risk of publication, as bare trustee for the Council under the Charter.

Open publication

Research a school cannot read is not a contribution to Indian education. Everything the Council publishes is free, ungated and downloadable, and stays so. No output sits behind a form, a registration wall, a login, a membership tier or a request-a-demo step. A principal who will never buy anything from anyone can read all of it.

Outputs are licensed for reuse so that a school may translate a report into its language of instruction, lift a rubric into its staff handbook, or teach from it in an in-service session without asking permission. Attribution is the only condition.

  • Free and ungated

    Every report, instrument and dataset summary downloads without registration, e-mail address or form of any kind. No Council research output is used as a lead-generation mechanism, for PrepGraph or for anyone else.

  • Licensed for school reuse

    Published under Creative Commons Attribution 4.0. Copyright is held by PrepGraph as bare trustee for the Council under the Charter, because the Council can hold nothing in its own name, and PrepGraph cannot alter the licence the Council has settled. Schools may copy, translate, adapt and teach from Council material, including in paid staff training of their own, provided the Council is credited. The licence covers the text. It does not license the Council's name or marks, whose use is governed by the Charter, and no reuse may present the Council as endorsing a product.

  • Instruments published with findings

    Question wording, rubrics, marking schemes, consent forms and analysis plans are published with each report, so another party can repeat the work and reach its own conclusion without asking the Council for anything.

  • A public register of studies

    Every study is listed when it starts, not when it succeeds, with a registration number and a scheduled reporting date. Entries record studies running, completed, overdue and abandoned, with reasons. Entries are never removed.

  • A two-page summary in plain language

    Each report carries a summary a principal can read in ten minutes: what was found, in how many schools, and what the finding does not support. Limitations appear in the summary itself, not only in the full text.

  • Corrections made in the open

    Errors are corrected publicly, in a dated correction log. The superseded version stays accessible at its original address, and the correction states what changed and why. Silent revision of a published document is prohibited.

How schools and researchers take part

Participation is voluntary, unpaid in both directions and reversible at any point. A school should take part because it wants an honest reading of its own classrooms, and it gets that reading whether or not the wider finding turns out to be interesting.

Independent researchers, university faculty and doctoral students may propose studies under this framework. Proposals are assessed on method and ethics, in writing, with reasons given for refusal. They are not assessed on whether the likely answer suits the Council, PrepGraph or a participating school. Proposals and enquiries go to [email protected], and everything the Council has published is at council.prepgraph.com, free, without registration, an e-mail address or a request.

What a correspondent gets in reply is stated here so that nobody waits on an answer that is not coming. A research proposal receives a written decision with reasons. An enquiry about taking part receives a written answer about taking part. A report that this framework has been breached receives the register entry described in section nine, whether or not it is upheld. A question about AI in schools is not answered privately: under Charter Article 5 the Council gives no advice it does not publish, so such a question is answered, if at all, by a published output available to every reader at the same time. Nobody has to give an e-mail address to read anything.

  • What a school provides

    A named coordinator, agreed access to specified classes, teacher time stated in hours in advance, and permission for the data named in the protocol. Nothing beyond that is asked, and no commercial conversation is attached to participation at any stage.

  • No fee in either direction

    Schools pay nothing to take part and are paid nothing to take part. No discount, licence, product, preference, priority or recognition is offered for participating, for continuing, or for a favourable result.

  • Its own data, read honestly

    Each school receives its own results before publication, in plain language, including results that are unflattering, with sample size and the limits of interpretation stated. The school is told what its data cannot support as well as what it can.

  • Anonymous by default

    Schools are not named unless they ask in writing to be named. Reporting is aggregate by default, and no combination of published details is permitted that would identify a school, a class or a teacher indirectly.

  • Right to withdraw, unconditionally

    A school may withdraw at any point without a reason, and chooses whether its data is destroyed or retained de-identified. A withdrawing school is not named, not characterised in the report, and not approached to reconsider.

  • Researcher obligations

    Researchers declare funding and conflicts on the same terms that bind PrepGraph, submit to the same ethics review, register on the same external registry, and publish under the same open licence. There is no separate track for anyone.

  • Authorship reflects work

    Authorship reflects contribution to the study. Office-holders of the Council and employees of PrepGraph are not added to papers they did not work on. Honorary and courtesy authorship are prohibited, including for the Founding Chair.

What the Council will not claim

The Council has published nothing and has no record to trade on. These rules therefore constrain its language before it has anything to say, and bind every report, summary, slide and spoken statement it issues. They apply to findings the Council likes exactly as they apply to findings it does not.

A breach is corrected in public under the correction procedure in section seven, with the breach named and the wording that caused it quoted. Anyone may write to [email protected] alleging a breach of this section; the allegation and its outcome are recorded on the public register whether or not the allegation is upheld.

  • No causal claim from a pilot

    Improved, raised, increased and reduced are not used of a pre-post pilot. Association is described as association, with the alternative explanations named in the same paragraph, not in a later section.

  • No proven, validated or guaranteed

    These words do not appear in Council outputs about AI in education, in any tense, including in summaries and spoken statements. Nor does the Council permit its material to be quoted as though it had used them.

  • No proprietary metric as a standard

    Any index or framework the Council builds is published with its full construction, its scoring and its known weaknesses. It is never described as an industry, national or recognised standard, or as a benchmark a school must meet.

  • No number without its denominator

    No percentage is published without the sample size, the comparison it is measured against, the attrition, and a statement of uncertainty. A figure that cannot carry those four things is not published at all.

  • No system claim from a few schools

    Findings are stated for the population actually studied. The Council does not extrapolate from participating schools to Indian schools, to a board, to a state, or to a phase of education.

  • No verdict on a vendor

    No product, including PrepGraph's, is described as effective or ineffective on the Council's authority. The Council does not rank, rate, shortlist or advise against named products, in publication or in private correspondence.

  • No representativeness from volunteers

    Schools that volunteer for research are not a sample of Indian schools. Every publication drawn from volunteer participation states that limitation in the summary, each time, without softening.

  • No announcement before the report

    No press statement, briefing, presentation or public claim precedes publication of the document it describes. The document comes first, and the claim may not exceed it.

  • No status conferred by participation

    "The Council is a voluntary, non-statutory initiative. It is not a government, regulatory or accrediting body, and it does not certify, rate or approve schools, curricula or products." Taking part in research confers no rating, recognition or approval on a school.

Taking part

No question above proceeds without a school.

Participation is voluntary, unpaid in both directions and reversible at any point. A school should take part because it wants an honest reading of its own classrooms, and it gets that reading whether or not the wider finding turns out to be interesting.