{"schema_version":1,"assessment_id":"eoa_inverse_innovation_exp03_opportunity320_20260801","source_experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"layer_decay_and_expiration_management__education_pedagogy","archetype_slug":"layer_decay_and_expiration_management","domain_slug":"education_pedagogy","title":"Governed Lifecycle for Stale Instructional Artifacts","opportunity_summary":"Test whether authority labeling, class-based retention, dependency checks, restricted archiving, and reversible disposition can reduce mistaken use and search burden from superseded instructional artifacts without impairing access, reconstruction, preservation, or recovery. The candidate is operationally specific and safely testable, but problem prevalence, stakeholder demand, effect size, and differentiation from existing educational content and records practices remain unsupported.","adopter_authorizer":"Likely adopters are curriculum or program leads, course owners, and learning-platform administrators. Course owners authorize validation and supersession; platform administrators execute access-state changes; designated institutional records authorities authorize treatment of held, regulated, contested, or destruction-eligible material.","scores":{"meaningful_impact":{"score":3,"rationale":"Preventing obsolete guidance from affecting learning or assessment while preserving reconstructability could be meaningful, but the candidate supplies no evidence about prevalence, severity, or realized impact."},"stakeholder_pull":{"score":2,"rationale":"Several affected roles and plausible burdens are identified, but no stakeholder requests, observed adoption demand, budget commitment, or demonstrated dissatisfaction with current cleanup practices are provided."},"incremental_advantage":{"score":3,"rationale":"Shared inventory, authority labels, dependency gating, reversible archiving, and restoration testing offer a concrete improvement over the specified annual checklist cleanup, but comparative benefit is still a hypothesis."},"distinctiveness_plausibility":{"score":2,"rationale":"The lifecycle composition is coherent, but prior art is explicitly unsearched and the packet identifies novelty evidence as weak; differentiation from platform versioning, records schedules, preservation workflows, and curriculum governance is unknown."},"technical_implementability":{"score":4,"rationale":"A read-only inventory, labeling, restricted archive, audit markers, and restoration test appear technically achievable within one program, although dependency detection and platform-specific access controls may require integration work."},"adoption_authority_feasibility":{"score":3,"rationale":"Decision rights are explicitly partitioned, but implementation requires coordinated approval and action across course owners, platform administrators, and records, accessibility, and assessment functions."},"evidence_readiness":{"score":4,"rationale":"The candidate provides separate problem and intervention falsifiers, measurable comparison outcomes, exclusions, and rollback conditions. Matching rules, measurement procedures, and harm tolerances still require preregistration."},"safety_net_benefit":{"score":4,"rationale":"Restricted archiving, quarantine, audit markers, restoration testing, explicit halt criteria, and exclusion of hard deletion materially limit harm during evaluation, though access and sensitive-data risks remain."},"scalability":{"score":3,"rationale":"Class rules and shared states could generalize, but course-context differences, distributed authority, local retention requirements, exception handling, and platform variation may make scaling labor-intensive."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Design and conduct the specified 12-week, one-program comparison across two completed cohorts, including inventory construction, artifact sampling, authority review, access controls, outcome measurement, workload accounting, restoration tests, and evaluation.","confidence":"LOW","assumptions":["Existing platform data can be exported or queried without major product development.","The program supplies course-owner, administrator, records, accessibility, and evaluation labor.","Only a reviewed sample enters reversible restricted archive.","No hard deletion or alteration of grades and learner submissions occurs."]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"Prepare an institution-scale implementation with lifecycle taxonomy, governance rules, platform integration, dependency checks, access-control design, audit logging, migration procedures, staff training, and compliance review.","confidence":"LOW","assumptions":["Deployment covers one institution rather than a multi-institution network.","Existing learning and records platforms can support or be extended for required states.","Material customization is needed for local policies and artifact classes.","Legacy artifact remediation is bounded and phased."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Execute the first production rollout across multiple programs, including inventory and classification, owner validation, archive transitions, exception adjudication, communications, monitoring, restoration drills, and launch evaluation.","confidence":"LOW","assumptions":["Launch follows a successful pilot and excludes automatic hard deletion.","Multiple academic and administrative units participate.","A substantial legacy backlog requires human review.","Existing infrastructure remains usable without wholesale platform replacement."]},"annual_recurring":{"band_2026_usd":"50K_TO_250K","scope":"Maintain lifecycle rules, recurring validations, exception and hold review, access monitoring, dependency checks, audit records, restoration drills, training, and outcome reporting for one institution.","confidence":"LOW","assumptions":["Most workflows become partially automated after launch.","Content owners retain responsibility for substantive authority decisions.","The institution has moderate course volume and platform complexity.","Major platform replacement and large-scale backlog remediation are excluded."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"UNCERTAIN","reason":"The candidate describes a recognizable failure mode and observable indicators, but supplies no external or empirical evidence that stale-artifact accumulation, mistaken use, or cleanup burden is material in the proposed setting."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"Course owners, curriculum or program leads, platform administrators, and institutional records authorities are named, with distinct validation, execution, and disposition powers."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposed governed lifecycle is explicitly compared with annual checklist cleanup and can be tested on mistaken-version selection, authoritative-material search time, dependencies, workload, access errors, and restoration."},"bounded_next_evidence_step":{"status":"YES","reason":"A 12-week, one-program, two-cohort pilot is bounded, uses matched untouched courses, limits transitions to a reviewed reversible archive sample, and specifies problem and intervention falsifiers."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"Hard deletion and alteration of learner records are excluded; sensitive and contested materials receive protections; authority is partitioned; and broken dependencies, access breaches, failed restores, disputes, or learner impacts trigger halt and rollback."},"implementation_cost_scope_and_range":{"status":"YES","reason":"The candidate defines enough pilot activities, roles, controls, and evaluation work to bound resource-equivalent cost categories, although the ranges remain low-confidence without platform and volume data."}},"blocking_evidence":["Empirical evidence that the scoped program contains a non-negligible temporal stack of duplicated or superseded instructional artifacts that users sometimes misidentify or struggle to locate.","Evidence that affected instructors, learners, program leads, administrators, or records staff regard the problem as sufficiently important to sponsor and maintain the workflow.","Prior-art comparison establishing whether the proposed composition adds a distinct causal or operational advantage beyond learning-platform versioning, records schedules, digital-preservation workflows, curriculum governance, and content-lifecycle systems.","Preregistered matching criteria, artifact sampling rules, outcome definitions, workload accounting, restore-success criteria, and acceptable thresholds for dependency, access, and learner harms.","Platform-specific evidence that authority labels, restricted archives, dependency checks, audit markers, and reliable restoration can be implemented without exposing sensitive learner or assessment material."],"next_evidence_step":"Before live deployment, preregister and run the proposed 12-week, one-program reversible pilot: inventory two completed cohorts, compare baseline conditions with lifecycle labeling and restricted archiving on a reviewed sample, and use matched untouched courses as the comparator. Stop or reject the intervention if it fails to reduce mistaken-version selection or authoritative-material search time, or if dependency failures, access errors, added workload, or failed restores exceed preset tolerances.","research_questions":["How often do duplicated or superseded instructional artifacts remain discoverable as current in the scoped program?","Can users reliably identify authoritative versions under the baseline, and how are errors associated with age, validation status, naming, copying, or search quality?","Which artifact classes require preservation, restricted access, prompt destruction, or continued ordinary discovery, and who has final authority for each?","What distinguishes this lifecycle composition from existing platform version controls, records schedules, preservation systems, curriculum-governance practices, and educational content-lifecycle tools?","Does labeling and reversible restricted archiving improve mistaken-version selection and search time relative to matched untouched courses?","What staff workload, dependency failures, accessibility barriers, access errors, and restoration failures does the intervention introduce?","Can dependencies and uniquely reconstructive materials be identified reliably enough to prevent unsafe disposition?","Do useful historical examples become less available or pedagogically valuable after lifecycle transitions?","What thresholds should trigger halt, rollback, broader adoption, redesign, or rejection?","How do recurring validation, holds, and exceptions avoid becoming a new permanent accumulation layer?"],"recommendation":"PRIOR_ART_RESEARCH","uncertainty_constraints":["Closed-book assessment provides no evidence of problem prevalence, market size, stakeholder demand, realized effect, or institutional willingness to pay.","World novelty and prior-art differentiation are unmeasured.","Cost bands are resource-equivalent planning ranges, not quotations, and depend heavily on platform capability, course volume, legacy backlog, policy complexity, and required human review.","The candidate does not specify matching variables, sampling rules, measurement procedures, or quantitative harm tolerances.","Artifact age cannot independently establish staleness, pedagogical value, authority, retention status, or deletion eligibility.","Institutional records, privacy, accessibility, assessment-security, and destruction obligations may vary and require local authoritative review."],"closed_book_prior_art_boundary":"No prior-art, prevalence, market, impact, or cost sources were consulted. The packet explicitly classifies prior art as UNSEARCHED and novelty evidence as weak; therefore this assessment makes no claim that the proposed mechanism composition is new, uncommon, commercially differentiated, or superior to existing educational platform, records, preservation, or curriculum-governance practices."}