HUMAN READINESS FOR AI IN EDUCATION
The technology is rarely why AI fails in a school.
A field-founding framework arguing that human readiness not the tools determines whether AI adoption succeeds. Five preprints and a full theory volume, from Dr. Nirmala Krishnan.
PURPOSE
GROWTH
HUMAN
READINESS
CAPABILITY
JUDGMENT
RELATIONSHIPS
THE FRAMEWORK
Five dimensions. Four maturity stages. One construct.
Five co-equal dimensions — Purpose, Capability, Relationships, Judgment, and Growth — together determine whether a school is ready for AI, independent of which tools it buys. Schools move through four maturity stages as adoption deepens.
The five dimensions
01 Purpose
02 Capability
School AI Maturity Matrix
STAGE 1
Explore
STAGE 2
Build
Embed
STAGE 3
STAGE 4
Sustain
03 Relationships
04 Judgment
05 Growth
Human Readiness Index™
Decision Architecture™
Human Failure Chain™
Human Readiness Operating System™
PREPRINT SERIES · OSF / EDARXIV
Five papers
Open-access, DOI-registered, and citable now.
Introducing Human Readiness for AI in Education: A New Theoretical Framework for School Transformation
2026 A
Introduces Human Readiness — a multidimensional capacity spanning purpose, capability, relationships, judgment, and growth — as the variable that determines whether AI helps or harms a school, not the technology itself.
Why AI Implementation Fails in Schools: The Human Readiness Gap
2026 B
Audits the leading adoption theories against two well-resourced AI initiatives that collapsed anyway, and names the recurring causal sequence — the Human Failure Chain — that existing models don't explain.
Human Readiness as the Missing Variable in AI Adoption in Education
2026 C
Positions Human Readiness against seven established adoption and change theories, and specifies the discriminant-validity tests it must pass to count as genuinely new rather than a relabeling.
Towards a Human Readiness Theory for AI-Era Schools
2026 D
Completes the move from construct to formal theory using Dubin's framework — four system states (Latent Readiness, Amplification, Failure-Chain, Renewal) and a full set of testable propositions, plus the evidence that would falsify them.
A Future Research Agenda for Human Readiness in AI Education
2026 E
Lays out a six-workstream research agenda — instrument validation, discriminant testing, longitudinal, comparative, implementation, and policy research — sequenced so validation precedes the studies that depend on it.
Listed in reading order, which matches the series' own citation lettering (2026a–e).
THE BOOK
The full theory volume
GET IT ON AMAZON
Human Readiness for AI in Education
Live worldwide on Amazon; India listing in progress.
Why AI succeeds in some schools and fails in others, even when the tools themselves are nearly identical.
Volume 1
REFERENCE LIST
How to cite
APA 7th edition. Click to copy.
Krishnan, N. (2026). Human readiness for AI in education: Why AI succeeds in some schools and fails in others, even when the tools themselves are nearly identical.
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Krishnan, N. (2026a). Introducing human readiness for AI in education: A new theoretical framework for school transformation. EdArXiv. https://doi.org/10.35542/osf.io/32kr8_v2
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Krishnan, N. (2026b). Why AI implementation fails in schools: The human readiness gap. EdArXiv. https://doi.org/10.35542/osf.io/t4uzm_v2
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Krishnan, N. (2026c). Human readiness as the missing variable in AI adoption in education. EdArXiv. https://doi.org/10.35542/osf.io/jz9h7_v2
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Krishnan, N. (2026d). Towards a human readiness theory for AI-era schools. EdArXiv. https://doi.org/10.35542/osf.io/4tzhx_v1
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Krishnan, N. (2026e). A future research agenda for human readiness in AI education. EdArXiv. https://doi.org/10.35542/osf.io/6akmn_v1
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Dr. Nirmala Krishnan
INDEPENDENT EDUCATION RESEARCHER · FOUNDER, HRAIE
PhD, University of Madras, with executive studies at MIT Sloan and Nanyang Technological University. Former school principal across India and Malaysia, now based in Bengaluru, India, researching and writing full-time on human readiness for AI in education.
Human Readiness for AI in Education™, the Human Readiness Index™, Decision Architecture™, Human Failure Chain™, and the Human Readiness Operating System™ are trademarks of Dr. Nirmala Krishnan. The Human Readiness Theory and the Human Readiness Model are offered as open scholarly constructs for citation and adoption. All work follows a Research Integrity Charter: evidence-tier labeling, explicit falsification conditions, and no fabricated citations.
© 2026 Nirmala Krishnan