{"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__human_computer_interaction","archetype_slug":"invariant_mode_decomposition_design","domain_slug":"human_computer_interaction","title":"Modal diagnosis of coupled digital-workflow breakdowns","opportunity_summary":"Test whether a locally estimated interaction-transition operator can reveal stable combinations of retries, backtracking, errors, delays, help use, and handoffs that predict failure better than funnel metrics or process mining, then determine whether a mode-targeted accessible prototype improves task outcomes without subgroup harm. The proposal is well bounded and falsifiable, but problem prevalence, operator stability, incremental performance, intervention efficacy, and distinctiveness are unsupported hypotheses.","adopter_authorizer":"A product organization operating a sufficiently instrumented workflow, with release authority held by a cross-functional product owner and required UX-research, accessibility, privacy, analytics, and operations review.","scores":{"meaningful_impact":{"score":4,"rationale":"If the hypothesized coupled mode exists, earlier diagnosis could reduce abandonment, repeated error, accessibility failures, and support escalation; the score is limited because the packet supplies no prevalence or realized-impact evidence."},"stakeholder_pull":{"score":2,"rationale":"Product, UX, analytics, accessibility, support, and operations stakeholders are identifiable, but the packet contains no interviews, adoption requests, documented unmet demand, or evidence that existing dashboards are causing material decisions to fail."},"incremental_advantage":{"score":3,"rationale":"The proposal makes a coherent incremental claim—stable modal combinations and control sensitivity beyond funnel and process-mining features—but supplies no fitted operator, held-out comparison, or evidence that the extra complexity improves diagnosis or intervention selection."},"distinctiveness_plausibility":{"score":3,"rationale":"Invariant directions, modal gains, residual gates, and intervention sensitivity form a specific design relative to the stated baselines, but prior art is explicitly unsearched, so distinctiveness remains plausible rather than established."},"technical_implementability":{"score":3,"rationale":"Aggregate event-transition telemetry and retrospective estimation are technically conceivable for one versioned workflow, while stationarity violations, aggregation artifacts, non-normal or near-degenerate modes, missingness, instrumentation changes, and weak spectral separation could make the operator unusable."},"adoption_authority_feasibility":{"score":4,"rationale":"The packet identifies a cross-functional product owner, preserves human release authority, excludes adverse person-level uses, and defines halt and rollback conditions; feasibility still depends on securing data, privacy, accessibility, and operational approvals in an actual organization."},"evidence_readiness":{"score":4,"rationale":"The candidate names baselines, a nearest rival, held-out tests, residual and stability checks, problem and intervention falsifiers, and a retrospective first step. Readiness is limited by the underspecified estimation protocol and absence of an identified dataset or partner."},"safety_net_benefit":{"score":4,"rationale":"Aggregate analysis, sensitive-attribute exclusion from the modeled vector, subgroup harm limits, accessibility review, prohibited adverse actions, and rollback rules provide meaningful safeguards and potential accessibility benefit, though aggregate telemetry can still conceal harms or create consent risks."},"scalability":{"score":2,"rationale":"The method must be fitted to a bounded workflow and interface version, and releases may change both behavior and measurement. Repeated instrumentation validation, refitting, stability testing, and accessibility review would constrain transfer across workflows and organizations."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"50K_TO_250K","scope":"A preregistered retrospective benchmark on one workflow and one compatible interface version, including data preparation, operator estimation, resampling and residual checks, held-out comparisons with funnel and process-mining features, privacy review, and an accessibility-aware analysis plan.","confidence":"MODERATE","assumptions":["Usable version-consistent aggregate event traces already exist.","No new production instrumentation or live deployment is required.","A small cross-functional analytics, UX-research, accessibility, and privacy team can complete the study.","The estimate excludes a subsequent prototype experiment."]},"initial_deployment_startup":{"band_2026_usd":"250K_TO_1M","scope":"Conditional preparation of a governed prototype-testing capability, including invariant instrumentation, reproducible estimation pipelines, monitoring and halt controls, accessible prototype development, review documentation, and integration with existing analytics workflows.","confidence":"LOW","assumptions":["Retrospective evidence clears stability and incremental-value gates.","The organization has an established experimentation and telemetry platform.","Only one workflow is initially supported.","No regulated high-stakes decision or person-level model use is introduced."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"A controlled, harm-aware launch for one workflow after research clearance, including assignment infrastructure, accessibility testing, operational readiness, support coordination, evaluation, rollback capability, and post-release validation of instrumentation and modes.","confidence":"LOW","assumptions":["Required organizational approvals are obtainable.","The prototype does not require a major platform redesign.","Existing support and release processes can absorb the trial.","This band describes a possible later launch, not authorization for live deployment."]},"annual_recurring":{"band_2026_usd":"250K_TO_1M","scope":"Ongoing operation across a limited portfolio of workflows, including telemetry quality assurance, version-specific refitting, drift and residual monitoring, accessibility and subgroup audits, incident review, analyst and product labor, and periodic comparison against simpler methods.","confidence":"LOW","assumptions":["Several interface releases or workflows require separate validation each year.","Human review and rollback governance remain mandatory.","Existing data infrastructure covers core storage and experimentation needs.","Material re-instrumentation or enterprise-wide deployment would exceed this scope."]}},"research_burden":"HIGH","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"UNCERTAIN","reason":"The packet articulates an intelligible HCI failure pattern and observable consequences, but labels the problem a hypothesis and provides no external evidence that coupled hidden modes recur or materially delay diagnosis."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"The candidate identifies product, UX-research, analytics, accessibility, privacy, support, and operations participants, with final authority assigned to a cross-functional product owner rather than the model."},"distinct_testable_incremental_claim":{"status":"YES","reason":"It claims that stable modal features add held-out predictive and intervention value beyond funnel metrics and process mining, with explicit problem and intervention falsifiers."},"bounded_next_evidence_step":{"status":"YES","reason":"A retrospective aggregate study on one workflow and compatible interface version can compare modes against the ordinary baseline and nearest rival without live deployment, using preregistered stability, residual, spectral-gap, and harm criteria."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The candidate excludes person-level labeling and automated adverse actions, requires cross-functional review, and specifies halt and rollback conditions; the proposed first retrospective step does not itself require production intervention."},"implementation_cost_scope_and_range":{"status":"UNCERTAIN","reason":"The one-workflow scope is bounded enough for broad resource bands, but the packet does not identify a partner, dataset condition, instrumentation maturity, compliance requirements, staffing model, or integration burden needed to validate those ranges."}},"blocking_evidence":["No matched-version dataset demonstrates a stable, traceable interaction-transition operator with acceptable residuals and spectral separation.","No held-out result shows modal features add predictive or diagnostic value beyond funnel metrics and process-mining or sequence features.","Task mix, missingness, instrumentation changes, aggregation choices, and cohort shifts have not been ruled out as sources of apparent modes.","No controlled prototype evidence shows that a mode-targeted change improves failure outcomes through the proposed modal mechanism without worsening completion, accessibility, error, or support outcomes.","No external adopter evidence establishes problem frequency, decision urgency, data availability, governance willingness, or acceptable implementation burden.","Prior art is unsearched, so the claimed differentiator from existing HCI, sequence-modeling, and dynamical-systems approaches is unresolved."],"next_evidence_step":"With one willing data partner, preregister and run a retrospective, version-matched analysis of one bounded workflow that compares modal features with funnel metrics and process-mining features on held-out tasks or time blocks; reject the conjecture if operators or modes rotate materially under resampling, lack usable separation or residual fit, track instrumentation or task-mix changes, or add no held-out prediction of task failure.","research_questions":["Do coupled breakdown patterns recur within matched tasks and interface versions, and how often do ordinary metrics materially delay their detection?","Which estimation unit, interval, scaling, missing-data treatment, regularization, and aggregation choices produce reproducible operators rather than artifacts?","Are modes stable and traceable across resamples, time blocks, and compatible cohorts while retaining acceptable residuals and spectral separation?","Do modal features improve held-out prediction or diagnosis beyond funnel, per-event, and process-mining features by a preregistered practically meaningful margin?","Can sensitivity estimates identify interface changes whose effects remain consistent under alternative model specifications?","In a later controlled accessible prototype test, does assignment to the mode-targeted design reduce both harmful-mode persistence and task failure without exceeding subgroup harm limits?","Will product, accessibility, privacy, analytics, support, and operations leaders authorize and sustain the required telemetry and version-specific governance?","What direct precedents or nearest implementations exist, and what testable differentiator remains after a bounded prior-art review?","How much refitting and review is required after interface releases, and does that burden outweigh incremental diagnostic value?"] ,"recommendation":"PARTNERED_RESEARCH","uncertainty_constraints":["Closed-book assessment: no external validation of prevalence, demand, prior art, market size, realized impact, or costs was available.","All empirical claims remain hypotheses; the packet contains no fitted operator, prototype result, or identified adopter commitment.","Cost bands are resource-equivalent planning ranges, not quotations, and are highly sensitive to telemetry quality, compliance obligations, staffing, and integration maturity.","The local linear and approximately stationary representation may fail because users adapt and releases alter both behavior and measurement.","Aggregate improvement may conceal accessibility or subgroup harm even when sensitive attributes are excluded from the modeled state vector.","A successful retrospective benchmark would not establish causal intervention benefit or authorize production deployment."],"closed_book_prior_art_boundary":"Prior art status is UNSearched. This assessment makes no claim that invariant-mode analysis of interaction telemetry is novel, rare, protectable, or absent from HCI, process mining, sequence modeling, control, or dynamical-systems practice; those questions require external research."}