{"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__ethnography_qualitative_methods","archetype_slug":"layer_decay_and_expiration_management","domain_slug":"ethnography_qualitative_methods","title":"Lifecycle Governance for Accumulated Qualitative Research Artifacts","opportunity_summary":"Introduce artifact-level lifecycle, currentness, consent, dependency, and supersession states into qualitative repositories, with recurring review and authorized disposition paths, so obsolete material loses active authority without destroying context needed for interpretation, accountability, or reconstruction. The candidate is structurally coherent and safely testable, but problem prevalence, causal benefit, novelty, and governance feasibility remain unverified.","adopter_authorizer":"The accountable principal investigator and research-data steward, subject to consent, ethics approval, law, institutional policy, and any recognized participant or community governance authority.","scores":{"meaningful_impact":{"score":4,"rationale":"The proposal targets consequential errors: consent-incompatible reuse, silent influence from obsolete interpretations, privacy exposure, and loss of evidentiary reconstructability. Impact could be substantial where these failures occur, but their prevalence and realized severity are unsupported."},"stakeholder_pull":{"score":3,"rationale":"Participants, researchers, principal investigators, data stewards, and ethics or records authorities all have plausible interests in safer corpus governance. The packet supplies no evidence that these stakeholders currently demand the proposed artifact-level workflow or would prioritize it over existing practices."},"incremental_advantage":{"score":4,"rationale":"Relative to the stated fixed-retention, project-level baseline, the composition adds artifact-level currentness labels, dependency gates, supersession links, recurring revalidation, restoration tests, and differentiated disposition. Whether these additions materially outperform well-executed existing governance remains untested."},"distinctiveness_plausibility":{"score":3,"rationale":"The integrated composition is plausibly distinct from the sealed nearest rival, especially in combining currentness, dependencies, supersession, preservation exceptions, and reversible disposition. Prior-art status is explicitly unsearched, so world-level distinctiveness cannot be credited."},"technical_implementability":{"score":3,"rationale":"A read-only inventory, labels, change logs, restricted views, and restore drill appear feasible for a bounded corpus. Reliable artifact identity, dependency tracing, consent-state representation, restoration, and protection against metadata leakage may be difficult in heterogeneous repositories."},"adoption_authority_feasibility":{"score":3,"rationale":"The candidate identifies accountable institutional authorizers and appropriately constrains them. Adoption may still require alignment among principal investigators, stewards, ethics and legal authorities, and participant or community governance, with unresolved conflicts capable of halting implementation."},"evidence_readiness":{"score":4,"rationale":"The packet supplies separate problem and intervention falsifiers plus a bounded, read-only shadow classification, baseline comparison, dependency review, and restore drill. Measurement definitions and a representative sampling method still need specification."},"safety_net_benefit":{"score":4,"rationale":"Uncertainty blocks irreversible deletion, preservation exceptions protect active claims, restoration is tested, and halt and rollback paths preserve existing controls. The approach could reduce both inappropriate reuse and unsafe destruction, although inventories, tombstones, and restricted tiers create new exposure risks."},"scalability":{"score":3,"rationale":"Lifecycle states and review triggers could be reused across repositories, but artifact-level classification, dependency mapping, authority resolution, exception review, and contextual interpretation are likely labor-intensive and locally governed."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"10K_TO_50K","scope":"One completed study: define measures, inventory and shadow-classify a bounded artifact sample, compare baseline and lifecycle-assisted retrieval and interpretation, review dependency traces, and conduct one authorized restore drill without changing access or deleting content.","confidence":"MODERATE","assumptions":["The corpus is already accessible under existing authorization.","The sample is bounded rather than repository-wide.","Existing repository exports and staff can support read-only analysis.","The estimate includes researcher, steward, governance-review, and evaluation labor but no production integration."]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Production preparation for one institution or research program, including lifecycle taxonomy, authority workflow, metadata model, repository integration, access controls, change logging, policy review, training, and migration of an initial corpus.","confidence":"LOW","assumptions":["One principal repository environment is in scope.","Existing identity, backup, archive, and security services can be reused.","No large-scale manual reconstruction of missing consent or provenance records is required.","Community or participant governance can be incorporated without creating a new standing organization."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Launch across multiple active and completed studies within one institution, including corpus triage, dependency review, exception adjudication, security and privacy validation, restoration exercises, user support, and monitored evaluation.","confidence":"LOW","assumptions":["Repository heterogeneity and corpus volume are moderate.","A material share of classification and dependency work requires expert human review.","Launch includes governance coordination and remediation of discovered gaps.","It excludes a multi-institution or national repository rollout."]},"annual_recurring":{"band_2026_usd":"50K_TO_250K","scope":"Recurring reviews, exception revalidation, consent and policy updates, dependency maintenance, restore testing, audit support, training, security monitoring, and authorized disposition for one institutional program.","confidence":"LOW","assumptions":["Review cadence is periodic rather than continuous.","Corpus growth and dispute volume remain moderate.","Existing platform licensing and infrastructure cover most storage and access-control needs.","Expert data-steward and qualitative-researcher time remains necessary."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The sealed candidate specifies observable missing lifecycle states and independently recognizable consequences involving obsolete interpretation, consent-incompatible reuse, exposure, maintenance burden, and lost reconstructability, while appropriately leaving prevalence unmeasured."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The accountable principal investigator and research-data steward are identified as decision authorities, constrained by ethics, law, policy, consent, and recognized participant or community governance."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposal can be compared with existing search and project-level retention practice on stale-artifact retrieval, correct interpretation, dependency coverage, exposure, disputes, and reconstruction performance."},"bounded_next_evidence_step":{"status":"YES","reason":"A completed study and bounded artifact sample support a read-only shadow classification, baseline comparison, dependency trace review, and restore drill without access changes or deletion."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The first evidence step stays within existing authorization, is non-destructive, and has explicit halts for exposure, contested use, unresolved dependencies, or failed restoration. This does not establish authority for production deployment or disposition."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The candidate defines the operational components, but corpus size, repository heterogeneity, missing metadata, integration requirements, review volume, and governance complexity are unspecified; therefore even broad deployment ranges have low confidence."}},"blocking_evidence":["No evidence establishes how often users mistake obsolete qualitative artifacts for current evidence or how much burden results.","No pilot evidence shows that lifecycle labels and dependency review improve retrieval or interpretation relative to current practice.","Prior art is unsearched, so the proposed composition may overlap existing qualitative repository, provenance, consent-governance, preservation, or records-retention workflows.","The feasibility and completeness of representing artifact identity, consent status, dependencies, supersession, and contextual authority are unknown.","The ability to resolve institutional, participant, and community governance authority for disposition is untested.","Scale-sensitive implementation and recurring-review costs cannot be narrowed without corpus and repository characteristics."],"next_evidence_step":"On one completed study, predefine stale-retrieval, interpretation-accuracy, dependency-coverage, exposure, dispute, and reconstruction measures; shadow-classify a bounded representative artifact sample; compare baseline search and interpretation with lifecycle-assisted results; and conduct an authorized restore drill. Falsify advancement if the intervention shows no improvement or increases context loss, unauthorized exposure, unresolved disputes, or reconstruction failures.","research_questions":["Across a bounded representative corpus, are currentness, consent, retention, dependency, and supersession states already inspectable, and do users actually mistake obsolete artifacts for current evidence?","Which lifecycle operations are absent from or already standard in qualitative data-management plans, repository preservation, provenance systems, consent governance, and records-retention practice?","Can artifact identity and dependencies be represented with sufficient coverage without stripping relational context or creating false confidence?","Do lifecycle labels improve retrieval and interpretation compared with the existing repository interface, including cases where older or inconsistent material remains authoritative or analytically valuable?","What privacy exposure is created by inventories, metadata, tombstones, successor links, archives, and restore procedures?","How are conflicts among principal investigators, institutional authorities, participants, and community governors resolved for restriction, preservation, or destruction?","What corpus volume, repository heterogeneity, and review cadence determine startup and recurring resource burden?","Can restoration reliably reconstruct claims and participant-facing decisions after archival or disposition actions?"] ,"recommendation":"PRIOR_ART_RESEARCH","uncertainty_constraints":["Problem prevalence and stakeholder demand are not measured.","World novelty and prior-art overlap are unmeasured.","Effectiveness is hypothetical and supported only by a proposed pilot.","Cost bands are resource-equivalent planning ranges, not observed prices or estimates from external benchmarks.","Corpus size, repository architecture, metadata quality, and governance structure are unspecified.","Lifecycle state must not be treated as a technical determination of epistemic or ethical worth.","Authority for the read-only evidence step does not imply authority for access changes, archiving, quarantine, or destruction."],"closed_book_prior_art_boundary":"This assessment supports only structural comparison with the sealed baseline and nearest rival. It makes no claim about prevalence, market size, realized impact, standard practice, or world novelty; external research must compare the composition with qualitative data-management plans, repository preservation and provenance systems, consent and access governance, and records-retention workflows."}