{"schema_version":1,"research_id":"eoa_inverse_innovation_exp06_external_evaluation_20260803","source_assessment_id":"predictive_residual_processing__accounting_auditing:P4:v0","cell_id":"predictive_residual_processing__accounting_auditing","search_queries":["site:pcaobus.org AS 2301 audit responses significant risks financial statement disclosures official","site:sec.gov financial reporting manual disclosure controls procedures periodic reports official","Workiva financial reporting roll forward documents linking data review changes disclosure management","academic financial report disclosure checklist automation semantic change detection prior year annual reports","financial reporting disclosure process manual repetitive review survey controllers close disclosure management source data","site:dfinsolutions.com ActiveDisclosure roll forward compare documents data linking SEC reporting","\"Lazy Prices\" annual report changes predict returns paper","financial report numerical consistency checks paper tables text disclosures","eCFR 17 CFR 240.13a-15 disclosure controls procedures designed ensure information recorded processed summarized reported","SEC Final Rule certification disclosure controls procedures Exchange Act 13a-15 periodic reports","PCAOB AS 2201 period-end financial reporting process disclosures official","Microsoft support compare document differences track changes official","site:dfinsolutions.com/products/activedisclosure \"roll forward\"","site:dfinsolutions.com ActiveDisclosure financial reporting collaboration version control linking data compare","site:insightsoftware.com Certent Disclosure Management roll forward narrative reporting source data workflow","site:oracle.com narrative reporting disclosure management report packages review compare","site:ecfr.gov/current/title-17/chapter-II/part-240 \"§ 240.13a-15\" \"Controls and procedures\"","site:govinfo.gov/content/pkg/CFR-2025-title17-vol4 \"240.13a-15\""],"sources":[{"source_id":"S1","title":"Joint effort needed to tackle disclosure problem","publisher":"IFRS Foundation / International Accounting Standards Board","url":"https://www.ifrs.org/news-and-events/news/2013/01/joint-effort-needed-to-tackle-disclosure-problem/","source_class":"OFFICIAL_ORGANIZATION_DATA","publication_date":"2013-01","accessed_at":"2026-08-03","claims_supported":["An IASB survey received 225 responses, approximately half from preparers and 20% from financial-statement users.","More than 80% of respondents agreed financial-information disclosure could be improved.","Preparers identified excessive requirements and insufficient exclusion of immaterial information as disclosure overload; users reported having to sift through large amounts of data.","The IASB chairman identified a need for standard setters, auditors, preparers, regulators, and investors to work together on disclosure improvements."]},{"source_id":"S2","title":"AS 2201: An Audit of Internal Control Over Financial Reporting That Is Integrated with An Audit of Financial Statements","publisher":"Public Company Accounting Oversight Board","url":"https://pcaobus.org/oversight/standards/auditing-standards/details/AS2201","source_class":"STANDARD","publication_date":"2007; current standard accessed 2026-08-03","accessed_at":"2026-08-03","claims_supported":["The period-end financial-reporting process, including preparation of annual and quarterly financial statements and related disclosures, must be evaluated in an integrated audit.","The evaluation addresses process inputs, procedures, outputs, IT involvement, participants, locations, entries, and management and audit-committee oversight.","Internal control has inherent limitations and may fail to prevent or detect misstatements, supporting continued independent review rather than reliance on residual silence."]},{"source_id":"S3","title":"Title 17, Code of Federal Regulations, Part 240 (2025), including §240.13a-15 Controls and Procedures","publisher":"U.S. Government Publishing Office / Securities and Exchange Commission","url":"https://www.govinfo.gov/content/pkg/CFR-2025-title17-vol4/pdf/CFR-2025-title17-vol4.pdf","source_class":"GOVERNMENT_OR_REGULATOR","publication_date":"2025-04-01","accessed_at":"2026-08-03","claims_supported":["Covered issuers must maintain disclosure controls and procedures and evaluate their effectiveness with participation by principal executive and financial officers.","Disclosure controls must ensure required information is recorded, processed, summarized, reported, accumulated, and communicated to management in time for disclosure decisions.","Management and the board retain authority and responsibility for reliable financial reporting; a residual tool cannot itself authorize filing or establish completeness."]},{"source_id":"S4","title":"Roll forward a folder","publisher":"Workiva Support Center","url":"https://support.workiva.com/hc/en-us/articles/360046881351-Roll-forward-a-folder","source_class":"OFFICIAL_PRODUCT_DOCUMENTATION","publication_date":"2024-09-03","accessed_at":"2026-08-03","claims_supported":["Existing disclosure software copies prior-period document sets while maintaining links and source-file relationships.","Users must update dates, content, hyperlinks, and document-health issues after roll-forward.","Workiva requires workspace-owner authority for copying and warns that omitted linked documents can break links."]},{"source_id":"S5","title":"Reviewing, Signing, and Receiving Report Packages in Narrative Reporting","publisher":"Oracle","url":"https://docs.oracle.com/en/cloud/saas/enterprise-performance-reporting-cloud/urprv/GUID-E9770B7E-1D45-4E28-AF2B-67C03543796C.pdf","source_class":"OFFICIAL_PRODUCT_DOCUMENTATION","publication_date":"2026-07-02","accessed_at":"2026-08-03","claims_supported":["Oracle Narrative Reporting compares review cycles, displays change indicators, and explicitly lets secondary reviewers focus on changed content.","Detailed comparisons can be generated in Microsoft Word through Smart View.","The product includes owner-assigned revision, review completion, rejection, and final sign-off workflows."]},{"source_id":"S6","title":"Global Statutory Reporting","publisher":"Donnelley Financial Solutions","url":"https://www.dfinsolutions.com/products/activedisclosure/global-statutory-reporting","source_class":"COMMERCIAL_FIRST_PARTY","publication_date":"n.d.","accessed_at":"2026-08-03","claims_supported":["ActiveDisclosure already offers disclosure libraries, controlled collaboration, structured workflows, roll-forward, Excel linking, and audit-ready reporting.","The platform combines local financial statements, annual reports, and board materials and is marketed to regulated enterprise reporting teams.","Reusable components and source connectivity substantially overlap the proposal's workflow and document-state infrastructure."]},{"source_id":"S7","title":"Lazy Prices","publisher":"Harvard University DASH repository; research by Lauren Cohen, Christopher Malloy, and Quoc Nguyen","url":"https://dash.harvard.edu/server/api/core/bitstreams/837f965d-78fd-4f8e-8f8e-78622de15a26/content","source_class":"PRIMARY_RESEARCH","publication_date":"2020","accessed_at":"2026-08-03","claims_supported":["Using U.S. quarterly and annual filings from 1995–2014, the study found that changes in report language and construction predicted later firm outcomes.","Risk-factor, litigation, and executive-related changes were especially informative, supporting the materiality of small or localized textual changes.","The paper reports substantial growth in 10-K length and year-over-year textual changes and attributes delayed use of these signals partly to inattention and processing difficulty."]},{"source_id":"S8","title":"Towards Automating Numerical Consistency Checks in Financial Reports","publisher":"arXiv; primary research by Hillebrand et al.","url":"https://arxiv.org/abs/2211.06112","source_class":"PRIMARY_RESEARCH","publication_date":"2022-11-11","accessed_at":"2026-08-03","claims_supported":["KPI-Check extracts and links semantically equivalent financial KPIs across narrative text and statements to automate numerical consistency checking.","The reported system combines financial entity and relation extraction, BERT filtering, and text-pair classification.","The paper reports 73% micro-F1 on a holdout set and deployment work with a major audit firm, showing feasibility but also leaving substantial error unsuitable for completeness decisions."]}],"problem_evidence":{"support":"MODERATE","rationale":"The disclosure-overload survey, longitudinal filing research, and numerical-consistency research establish that reports contain large volumes of recurring material, localized changes can matter, and cross-document checking consumes attention. They do not directly measure how much internal disclosure-team time is spent rereading stable content, how many consequential issues are buried during assembly, or whether that burden is binding at a representative issuer.","source_ids":["S1","S7","S8"]},"stakeholder_evidence":{"support":"MODERATE","rationale":"Preparers, users, and the IASB expressly identified disclosure improvement as needed; SEC rules identify issuer management and principal officers as responsible authorizers; PCAOB standards identify management, boards, audit committees, and auditors as workflow stakeholders. Workiva, Oracle, and DFIN offerings show organizations purchase roll-forward and change-focused reporting workflows. No source expresses demand for the proposal's full predictive-residual architecture or commits an adopter, funder, or data partner.","source_ids":["S1","S2","S3","S4","S5","S6"]},"prior_art":{"proximity":"SUBSTANTIAL_COLLISION","closest_analogues":[{"name":"Oracle Narrative Reporting review comparison","similarity":"Compares report-review cycles, highlights changes, directs secondary attention to changed content, supports owner revision and final sign-off, and generates detailed Word comparisons.","remaining_difference":"It is document-version-relative rather than a frozen source-aware prediction of required current-period disclosure state; the opened documentation does not show missing-source heartbeats, consequence-weighted semantic residual packets, independent random full-section sampling, or residual-driven model updates.","source_ids":["S5"]},{"name":"Workiva linked-document roll-forward","similarity":"Copies prior-period reporting documents, preserves links and permissions, updates linked source files, and requires post-roll-forward checks of dates, hyperlinks, and document health.","remaining_difference":"It is a linked copy-and-update workflow, not an uncertainty-calibrated generative expectation with reconstructive residual packets and declared decompression triggers.","source_ids":["S4"]},{"name":"DFIN ActiveDisclosure","similarity":"Provides controlled collaboration, disclosure libraries, reusable components, roll-forward, live Excel linking, structured workflow, and audit-ready reporting.","remaining_difference":"The opened product description does not establish frozen pre-observation expectations, signed semantic residuals, silence heartbeats, independent raw-review sampling, or prediction-error learning.","source_ids":["S6"]},{"name":"KPI-Check","similarity":"Automatically identifies semantically equivalent financial KPIs and cross-checks narrative and statement values, producing discrepancy-oriented audit assistance.","remaining_difference":"It addresses numerical consistency rather than reconstructive assembly of complete disclosure units, and reported holdout performance is insufficient to treat unflagged content as complete.","source_ids":["S8"]}],"distinctive_claim_remaining":"At equivalent consequential-issue recall and complete final-review coverage, a frozen, source-aware expected disclosure state plus provenance-bearing numerical and semantic residual packets, explicit missing-source heartbeats, independent full-section sampling, and governed fallback will reduce total intermediate coordination effort relative to linked roll-forward plus ordinary change comparison. This is contrastive and falsifiable, but neither the effort reduction nor non-inferior issue recall has been demonstrated.","confidence":"HIGH"},"implementation_evidence":{"support":"MODERATE","rationale":"Commercial products demonstrate that linked roll-forward, versioning, source connectivity, change-focused review, assignments, and sign-off are technically and operationally feasible. KPI-Check demonstrates automated semantic/numerical matching but also shows material residual error. Regulatory and auditing sources require management-controlled disclosure processes, sufficient evidence, and independent judgment, making the proposed read-only shadow architecture feasible while foreclosing autonomous completeness, approval, filing, or auditor-evidence decisions. Real-data semantic recall, source-map completeness, access control, privacy handling, drift triggers, and fallback reliability remain untested.","source_ids":["S2","S3","S4","S5","S6","S8"]},"scores":{"meaningful_impact":{"score":4,"rationale":"Disclosure overload and material but subtle filing changes are externally visible; avoiding late omissions while redirecting review attention could matter. The issuer-side burden and effect size are unmeasured.","source_ids":["S1","S7","S8"]},"stakeholder_pull":{"score":3,"rationale":"Relevant preparers, users, regulators, officers, audit committees, and auditors are identifiable, and adjacent products have customers. Pull for this specific architecture is not documented.","source_ids":["S1","S2","S3","S4","S5","S6"]},"incremental_advantage":{"score":2,"rationale":"Most workflow components already exist in disclosure-management products. Advantage depends on unproven source-aware semantic expectations, missingness handling, and independent audit sampling outperforming established change comparison at equal coverage.","source_ids":["S4","S5","S6","S8"]},"distinctiveness_plausibility":{"score":2,"rationale":"The integrated governed residual loop is distinguishable in the opened sources, but it combines close, established practices rather than establishing a new technical primitive.","source_ids":["S4","S5","S6","S8"]},"technical_implementability":{"score":3,"rationale":"Document roll-forward, linking, workflow, comparison, and numerical semantic checking are demonstrated. Reliable semantic completeness, reconstruction, rare-event recall, and model synchronization across heterogeneous source systems remain difficult.","source_ids":["S4","S5","S6","S8"]},"adoption_authority_feasibility":{"score":3,"rationale":"Issuer management and principal officers can authorize a shadow tool within disclosure controls, while audit committees and auditors remain involved. Production use would require control design, validation, retention, security, and change-management approval.","source_ids":["S2","S3"]},"evidence_readiness":{"score":3,"rationale":"A one-cycle retrospective replay is well bounded, but it requires proprietary drafts, source materials, issue logs, reviewer time, and independent labeling unavailable from open-web research.","source_ids":["S2","S5","S8"]},"safety_net_benefit":{"score":4,"rationale":"Complete authoritative drafts, final human review, protected bypasses, independent full-section samples, and full-review fallback directly address silent suppression risk. Their effectiveness still requires rehearsal.","source_ids":["S2","S3","S8"]},"scalability":{"score":3,"rationale":"Existing enterprise products show scalable document and workflow infrastructure, but each issuer's source map, policy model, sensitive-topic rules, and reviewer governance require substantial configuration and maintenance.","source_ids":["S4","S5","S6"]}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"Read-only replay of one completed reporting cycle across 20 preselected disclosure units, including secure data preparation, two comparator pipelines, independent source-to-draft review, adjudication, and effort measurement.","confidence":"LOW","assumptions":["Eight to sixteen person-weeks across reporting, data engineering, accounting review, and project governance.","Existing completed-cycle materials can be copied into an approved secure environment without extensive legal remediation.","No live workflow integration or production-grade model is included.","No opened source provides project pricing; this is a resource-equivalent estimate, not a vendor quote."],"source_ids":["S2","S4","S5","S6","S8"]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"Build a governed shadow system for one issuer and one report family, including source connectors, disclosure-unit schema, frozen baselines, provenance, access control, version checks, residual queues, audit sampling, and fallback controls.","confidence":"LOW","assumptions":["Uses an existing disclosure-management platform and document repository rather than replacing them.","Covers one accounting framework and a limited set of disclosures.","Includes security and control-design review but not global rollout.","Semantic models require issuer-specific configuration and validation."],"source_ids":["S2","S3","S4","S5","S6","S8"]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"One prospective shadow reporting cycle followed, if successful, by committee-controlled intermediate coordination for selected low-risk disclosure units, with parallel conventional review, incident drills, training, and independent evaluation.","confidence":"LOW","assumptions":["No final-review suppression and no autonomous approval or filing.","Parallel operation temporarily duplicates effort.","External-auditor access remains unrestricted.","Launch includes contingency capacity for full fallback."],"source_ids":["S2","S3","S5","S6"]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Platform licensing or hosting, source maintenance, model validation, security and retention controls, quarterly roll-forward, independent sampling, full-snapshot reconciliation, training, and governance reviews for one issuer.","confidence":"LOW","assumptions":["Four periodic reporting cycles plus an annual report.","Existing finance and disclosure staff absorb part of review work.","Major acquisitions, policy changes, or source-system migrations would add project costs.","Commercial sources establish scope but publish no usable prices."],"source_ids":["S3","S4","S5","S6"]}},"verified_pipeline_gates":{"externally_supported_problem":{"status":"YES","reason":"Independent official and primary sources show disclosure overload, increasing report complexity, informative localized changes, and time-consuming consistency checking, although issuer-side prevalence is not quantified.","source_ids":["S1","S7","S8"]},"externally_credible_adopter_or_authorizer":{"status":"YES","reason":"Covered issuers' management and principal officers are identifiable authorizers of disclosure controls; disclosure committees and audit committees can govern an offline replay, and adjacent products demonstrate an established enterprise adopter class.","source_ids":["S2","S3","S4","S5","S6"]},"distinct_testable_incremental_claim":{"status":"YES","reason":"The proposal can be tested against linked roll-forward, ordinary redlines, Oracle-style changed-content review, the contemporaneous issue log, and complete independent review at equal consequential-issue coverage.","source_ids":["S4","S5","S6","S8"]},"bounded_next_evidence_step":{"status":"YES","reason":"A 20-unit, one-cycle read-only historical replay has fixed data cutoffs, comparators, independent labeling, measured effort, and explicit rejection conditions.","source_ids":["S2","S5","S8"]},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The authorized next step is offline and read-only, preserves complete materials, changes no live drafts or workpapers, suppresses no required review, and leaves accounting, legal, filing, and audit authority with existing owners. Data-access approval and confidentiality controls are prerequisites, not unresolved permission to alter operations.","source_ids":["S2","S3"]},"credible_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The work packages can be bounded from demonstrated product and control components, but no opened source provides comparable implementation prices, proprietary labor data, or integration complexity. Bands are resource-equivalent planning estimates with low confidence.","source_ids":["S2","S4","S5","S6","S8"]}},"next_evidence_step":"Secure disclosure-committee and data-owner approval for a preregistered, read-only replay of one completed cycle covering 20 disclosure units selected before fitting. Freeze each expectation using only information available at each historical cutoff. Compare (A) conventional linked roll-forward plus ordinary redlines and the contemporaneous issue log, (B) Oracle-style changed-content review, and (C) the proposed source-aware residual packets. An independent accountant, blinded to residual scores, must perform complete source-to-draft review and adjudicate consequential issues. Measure consequential-issue recall, issues found only in suppressed units, numerical and semantic reconstruction error, missing-source detection, false escalations, bypass and fallback behavior, reviewer minutes, model-maintenance minutes, and total resource-equivalent cost. Falsify the incremental claim if the residual arm misses any predesignated material or protected issue surfaced by complete review, exceeds predeclared reconstruction tolerances, cannot distinguish missing input from confirmed stability, or fails to reduce total intermediate effort at non-inferior consequential-issue recall. The replay must not affect live drafts, final review, workpapers, approval, certification, or filing.","blocking_evidence":["No representative measurement of reviewer time spent re-establishing unchanged disclosure context versus resolving consequential changes.","No real-issuer head-to-head evidence against modern disclosure-management roll-forward and changed-content review.","Unknown semantic and source-map recall for omissions, new obligations, qualifiers, contingencies, and other rare high-consequence matters.","Unknown operational reliability of missing-source heartbeats, version checks, protected bypasses, independent sampling, and full-review fallback.","No committed issuer, disclosure committee, auditor liaison, proprietary data set, or independent adjudicator.","No verified implementation, integration, licensing, or recurring-cost data.","No evidence that disclosure owners and auditors would accept residual packets as useful coordination artifacts without anchoring or automation bias."],"research_disposition":"PARTNERED_RESEARCH_PROGRAM","world_novelty_boundary":"The search establishes substantial adjacent and colliding practice but does not measure world novelty, patentability, freedom to operate, market size, or realized impact. No opened source showed the exact combination of a frozen source-aware disclosure expectation, reconstructive semantic residual packets, verified missingness, independent raw-section sampling, and governed fallback; absence from eight sources is not evidence of novelty.","arm":"COMPLETE_PROPOSAL_PORTFOLIO","candidate_version":0,"controller_recommendation":{"action":"STOP_EMPIRICAL_RESEARCH_NEEDED","repairable":false,"material_progress_observed":true,"progress_targets":["Obtain an authorized proprietary completed-cycle data set containing cutoff-specific drafts, source evidence, issue logs, approvals, and final disclosures.","Preregister disclosure-unit selection, consequential-issue taxonomy, reconstruction tolerances, non-inferiority criteria, effort accounting, and protected-topic falsifiers.","Run blinded complete source-to-draft review and adjudication independently of the residual model.","Quantify total reviewer plus model-maintenance effort against linked roll-forward, ordinary redlines, and changed-content review at equivalent issue recall.","Exercise missing-source, version-mismatch, protected-topic, reconstruction-failure, and full-fallback scenarios.","Document a feature-level differentiation from Workiva, Oracle Narrative Reporting, DFIN ActiveDisclosure, and numerical consistency-checking systems.","Replace low-confidence cost estimates with observed labor, integration, security, licensing, and recurring-governance data."],"reason":"Open-web evidence verifies a meaningful domain, credible authorizers, substantial prior-art collision, and a bounded falsifiable replay. The decisive claims—non-inferior consequential-issue recall, reduced total effort, semantic completeness, safe fallback, adopter acceptance, and actual cost—require proprietary historical materials and human field evaluation, so bounded web research cannot resolve them."},"proposal_index":4}