{"schema_version":1,"assessment_id":"eoa_inverse_innovation_exp03_opportunity320_20260801","source_experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"invariant_mode_decomposition_design__accounting_auditing","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"accounting_auditing","title":"Mode-guided allocation of audit testing for coupled close exceptions","opportunity_summary":"A retrospective decision-support method would model checkpoint-to-checkpoint combinations of close exceptions and use only stable, separated, traceable modes to prioritize audit evidence at equal reviewer effort. The proposed problem, estimability, comparative benefit, and distinctiveness remain unverified hypotheses.","adopter_authorizer":"The audit engagement leader and responsible controller jointly authorize retrospective evaluation; the auditor alone retains authority over audit procedures and conclusions.","scores":{"meaningful_impact":{"score":4,"rationale":"If the stated propagation hypothesis holds, earlier detection of combinations leading to material adjustments, repeated control failures, or reporting delays would be consequential. The packet does not establish how often these outcomes occur."},"stakeholder_pull":{"score":2,"rationale":"Controllers, auditors, and audit committees have plausible interests in earlier close-risk detection, but the sealed candidate provides no expressed demand, adoption inquiry, prevalence evidence, or evidence that current planning is materially inadequate."},"incremental_advantage":{"score":3,"rationale":"Invariant directions, stability, spectral-gap, conditioning, and residual gates offer a specific potential advantage over coordinate thresholds and the named multivariate risk-score rival. No held-out equal-effort improvement has been demonstrated."},"distinctiveness_plausibility":{"score":3,"rationale":"The checkpoint-transition and qualified-mode mechanism is specifically differentiated from the stated nearest rival, but prior-art status is explicitly unsearched and overlap with existing audit analytics is unknown."},"technical_implementability":{"score":2,"rationale":"A retrospective prototype is technically conceivable, but four fitting closes may be insufficient for the account-entity-control dimensionality, and stationarity, conditioning, leakage, mode separation, residual adequacy, and mode identity are unresolved."},"adoption_authority_feasibility":{"score":4,"rationale":"The candidate identifies the engagement leader and controller as pilot authorizers, reserves audit decisions to the auditor, and bounds the initial use to retrospective analysis. Access permissions and organizational willingness are not established."},"evidence_readiness":{"score":3,"rationale":"A preregisterable six-close retrospective comparison, baseline, equal-effort constraint, metrics, falsifiers, and halt rules are specified. Readiness is limited by unknown data lineage, checkpoint count, effective sample size, dimensionality, and availability of consequential outcomes."},"safety_net_benefit":{"score":4,"rationale":"The ordinary audit process remains the fallback; mandated procedures cannot be displaced, baseline-detected consequential items are protected by a stop rule, and scores cannot change bookings or personnel decisions. Residual risks include false reassurance, sensitive-data exposure, and stigmatization."},"scalability":{"score":2,"rationale":"Scaling would require locally stable transitions, consistent checkpoint definitions, secure ledger access, traceable mappings, and repeated validation across entities and changing policies. The packet supplies no evidence that modes transfer beyond the two-unit scope."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Retrospective fitting on four completed closes for two units and held-out comparison on two later closes, including data preparation, lineage review, preregistration, modeling, auditor review, secure analysis, and evaluation.","confidence":"LOW","assumptions":["Historical checkpoint data are already retained and accessible in an approved environment.","State granularity can be reduced to an estimable dimension without new data collection.","No live-system integration or production use is included.","Auditor and controller review time is included."]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"A limited controlled implementation after successful retrospective evidence, covering data pipelines, access controls, lineage, monitoring, worklist integration, validation, documentation, training, and governance.","confidence":"LOW","assumptions":["Deployment remains decision support and does not automate audit conclusions or journal actions.","Existing ledger and audit-workflow interfaces can be reused.","Security and compliance review do not require major platform replacement.","The model requires local calibration rather than a new research program for every unit."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Launching controlled use across a bounded set of close teams and engagements, including parallel baseline operation, user support, validation, change management, drift monitoring, and independent review.","confidence":"LOW","assumptions":["Retrospective evaluation first satisfies conditioning, gap, residual, stability, and equal-effort benefit criteria.","Ordinary planning continues in parallel during launch.","Launch covers a limited organization rather than an enterprise-wide or multi-client rollout.","Sensitive data remain inside approved environments."]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Annual operation for a bounded organizational deployment, including secure data processing, model refitting and validation, drift and residual monitoring, audit oversight, support, access review, and periodic governance assessment.","confidence":"LOW","assumptions":["Several units or engagements use the capability throughout the year.","Human review remains material and cannot be eliminated.","Policy, system, and close-process changes require periodic recalibration.","The estimate excludes enterprise-wide expansion and regulatory litigation costs."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"UNCERTAIN","reason":"The candidate states observable accounting consequences and a falsifiable coupled-propagation problem, but explicitly labels the problem a hypothesis and provides no retrospective evidence of prevalence or incremental explanatory value."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The audit engagement leader and responsible controller are named as retrospective-pilot authorizers, with audit authority explicitly retained by the auditor."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposal claims that qualified invariant modes improve detection or lead time over ordinary coordinate-level planning and a multivariate risk-score rival at equal reviewer-hours, with explicit intervention and problem falsifiers."},"bounded_next_evidence_step":{"status":"YES","reason":"The candidate specifies fitting on four completed closes for two consenting units, testing on two later completed closes, and comparing against ordinary planning under preregistered metrics and stop rules."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The first step is retrospective, prohibited actions are explicit, audit judgment is preserved, and lineage, privacy, conditioning, residual, drift, and baseline-miss conditions trigger termination and reversion."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The retrospective scope is bounded enough for a broad first-evidence resource band, but production scope, integration requirements, data condition, effective dimensionality, deployment scale, and compliance workload are unspecified."}},"blocking_evidence":["Whether consequential late adjustments or repeated control failures exhibit reproducible cross-account or cross-entity structure beyond coordinate-level baselines.","Whether the available checkpoints provide enough independent transition observations for the effective state dimension.","Whether a sufficiently conditioned, locally stable operator with separated, traceable modes and acceptable held-out residuals can be estimated without leakage.","Whether a mode-guided worklist improves detection or lead time at equal reviewer-hours without missing consequential baseline findings.","Whether sensitive-data access, lineage, and consent can be maintained in the approved environment.","Whether the claimed mechanism is distinct from existing audit analytics; prior art is unsearched."],"next_evidence_step":"With the engagement leader and controller, preregister a retrospective two-unit study that fits only on four completed closes and evaluates on two later completed closes. Compare the qualified mode-guided worklist with ordinary audit planning and a feasible multivariate account-level risk-score baseline at equal reviewer-hours. Reject the candidate if conditioning, separation, stability, lineage, leakage, or held-out residual criteria fail, if detection or lead time does not improve, or if any consequential baseline-detected item is missed.","research_questions":["Do consequential late adjustments and repeated control failures arise from reproducible coupled combinations beyond individual-coordinate explanations?","How many independent checkpoint transitions exist relative to the preregistered effective state dimension?","Are fitted modes stable, separated, traceable to source units, and robust to scaling and calendar controls?","Do held-out residuals retain consequential structure or indicate model misspecification?","At equal reviewer-hours, does the mode-guided worklist improve detection or lead time over ordinary planning and a strong multivariate risk score?","How sensitive are rankings to policy changes, system changes, regularization choices, and near-degenerate mode swapping?","Can ledger data, employee implications, and audit documentation be governed without data escape, stigmatization, or displacement of mandated procedures?","Does bounded prior-art research reveal established close-process, temporal, dynamic-factor, state-space, or audit-risk methods implementing the same incremental mechanism?"],"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Closed-book assessment contains no external evidence of problem prevalence, stakeholder demand, prior art, market size, realized impact, or exact cost.","All benefit claims are conditional on reproducible coupled propagation and successful held-out comparison.","The proposed historical sample may be too sparse for the effective model dimension.","Human-governed, nonlinear, and changing close processes may prevent stable mode identity.","Resource bands depend heavily on data quality, integration scope, security requirements, and number of participating units.","No live deployment is authorized or implied by the recommended retrospective research."],"closed_book_prior_art_boundary":"Prior-art status is UNSearched. This assessment makes no claim that invariant-mode, dynamic-factor, state-space, temporal-anomaly, close-process-mining, or related audit-allocation methods are novel, absent, or uncommon."}