{"schema_version":1,"experiment_id":"eoa_inverse_innovation_exp05_complete_proposal_portfolio20_20260803","cell_id":"deadweight_loss_reduction__robotics_automation","arm":"COMPLETE_PROPOSAL_PORTFOLIO","candidate_id":"dwl_robotics_onboarding_chargeback_redesign_p03","proposal_index":3,"version":0,"title":"Cost-Causal Chargebacks for Robot Onboarding","problem":"A manufacturer's central robotics-enablement group charges each business unit the same upfront robot-onboarding fee to fund safety review, network integration, training, monitoring, and incident readiness. The uniform fee bundles shared fixed services with project-specific effort. A deployment using an already approved robot design may therefore face a charge above its attributable onboarding cost, while a complex deployment may be subsidized by the same average rate. A locally beneficial low-complexity deployment can fail its business case because of the charge even though its operational value exceeds the additional resources required to support it. The candidate distortion is the behavior caused by a coarse internal price, not the accounting transfer itself or the legitimate need to fund safety and support.","actors":["Business units proposing robot deployments","Production workers and robot operators","Central robotics-enablement group","Functional-safety and environmental-health-and-safety reviewers","Operational-technology and cybersecurity teams","Robot integrators and maintenance personnel","Corporate finance and site controllers","Small sites with infrequent automation projects","Sites proposing unusually complex integrations","Plant and automation-portfolio managers"],"observable_state":"For proposed robot deployments, records permit comparison of the uniform onboarding charge, documented project-specific labor and infrastructure requirements, expected operational value stated before the decision, approval status, and reasons for deferral or cancellation. The diagnostic state exists when an otherwise eligible project is rejected after inclusion of the uniform charge, its conservative value estimate exceeds the resources attributable to onboarding and operation, and the difference between the charge and attributable cost is primarily funding shared services or subsidizing other project classes.","consequence":"Robot deployments that would cover their additional resource and risk-control costs may be deferred or abandoned, leaving feasible automation value unrealized. The fee itself is an internal transfer, but its influence on project entry can destroy value. Meanwhile, complex projects may not face their full attributable support burden, shared robotics services may depend on an unstable project count, and smaller sites may bear disproportionate barriers to entry.","affected_objective":"Allow robot projects to face charges that more closely reflect the costs their decisions cause while maintaining sustainable funding for safety assurance, cybersecurity, training, monitoring, incident response, equitable access, and central robotics expertise.","intervention":"Replace the uniform per-robot onboarding charge, for a bounded pilot, with a cost-causal two-part funding rule. First, identify shared services whose cost does not materially change when one eligible robot is added, such as maintaining standard architectures, incident readiness, and core governance. Fund that portion through an explicitly authorized annual portfolio appropriation or predeclared site contribution rather than loading it entirely onto the marginal project. Second, charge each project for auditable attributable effort and infrastructure using a small set of prospectively defined integration bands. Band criteria may include use of an approved reference design, new guarding or tooling, novel human interaction, new network zones, exceptional training, and required engineering hours, but may not reduce any safety requirement. Independently review classifications, publish inclusions and exclusions, preserve total approved support funding, prohibit retroactive reclassification, and cap pilot exposure. Compare the new rule with the existing rate card in shadow mode before applying it to one site and one approved robot family for a fixed accounting period. Monitor project decisions, realized support effort, funding adequacy, safety-review queues, classification disputes, cost shifts between sites, strategic project splitting, incidents, and service quality. The pilot expires unless finance, operations, and safety authorities affirmatively renew it.","structural_mapping":[{"archetype_element":"Distortion map","domain_realization":"The wedge is an administered uniform onboarding charge that bundles shared fixed robotics services with project-attributable work and therefore sends a coarse marginal-cost signal to deployment decisions."},{"archetype_element":"Blocked mutually beneficial activity","domain_realization":"A safety-eligible deployment can be rejected when its estimated operational value exceeds the additional resources it would consume but does not exceed an average fee carrying unrelated shared or cross-subsidy costs."},{"archetype_element":"Protected purpose","domain_realization":"The charge finances safety engineering, cybersecurity integration, training, monitoring, support capacity, and incident readiness that cannot responsibly disappear when the price rule changes."},{"archetype_element":"Surplus estimate","domain_realization":"Estimate blocked value from contemporaneous project cases using conservative operational benefits minus attributable capital, onboarding, operating, risk-control, and transition costs; do not count a reduction in an internal transfer as surplus."},{"archetype_element":"Affected-party incidence","domain_realization":"Low-complexity projects may face lower marginal charges; complex projects may bear more attributable cost; all sites may contribute to shared services; finance inherits appropriation risk; central teams retain their approved resource base; workers retain the same protections."},{"archetype_element":"Redesign lever","domain_realization":"Separate shared funding from project-specific charges and replace the average per-robot fee with prospectively defined integration bands tied to attributable effort."},{"archetype_element":"Distributional safeguard","domain_realization":"Publish site-level cost shifts, phase material changes, preserve access for infrequent users, and reject a funding formula that merely moves the barrier from project charges to an inequitable fixed assessment."},{"archetype_element":"Behavioral response and rebound check","domain_realization":"Monitor project splitting, band shopping, understated complexity, excess entry, delayed disclosure, overengineering, safety-review congestion, and migration of costs into untracked support work."},{"archetype_element":"Implementation boundary and rollback","domain_realization":"Use shadow accounting followed by a fixed-period pilot for one site and approved robot family, preserve the incumbent safety pathway, and revert the rate card if funding or protected services deteriorate."}],"mechanism_mapping":[{"mechanism_slug":"distortion_reduction_review","role":"Decompose the uniform charge into shared funding, attributable project cost, cross-subsidy, and any legitimate externality-related component; then test whether the charge changes deployment behavior rather than treating its accounting magnitude as lost welfare.","counterfactual_removal":"Without this diagnostic, the analysis could falsely label every charge a distortion, count an internal transfer as social loss, or overlook that the fee reflects genuine marginal safety and support costs."},{"mechanism_slug":"tariff_fee_or_toll_redesign","role":"Retain portions justified by attributable cost recovery or risk while removing unrelated shared-cost loading from the marginal project decision and replacing it with an authorized funding source.","counterfactual_removal":"Without this mechanism, the proposal would amount to an unfunded fee cut rather than a recalibration that preserves the legitimate services the charge supports."},{"mechanism_slug":"cost_benefit_assessment_protocol","role":"Compare project value, attributable resource consumption, shared-service funding, transition cost, safety exposure, access, and distribution under the baseline and pilot; stress uncertain benefit, utilization, and labor assumptions.","counterfactual_removal":"Without a full welfare comparison, a lower project charge could be declared beneficial even if it creates a support deficit, induces low-value deployments, transfers large burdens to other sites, or weakens protected services."},{"mechanism_slug":"impact_assessment_table","role":"Show for each site and affected function its current contribution, modeled contribution, project-charge change, service dependency, gain or loss, uncertainty, protected constraint, and post-change trigger.","counterfactual_removal":"Without a party-level register, a nominally revenue-neutral redesign could hide concentrated losses, access barriers, or uncompensated workload imposed on central safety and support teams."},{"mechanism_slug":"regulatory_simplification_pilot","role":"Contain the alternative chargeback rule to one site, one approved robot family, and one accounting period while monitoring funding and safety services, with automatic expiry and reversion.","counterfactual_removal":"Without bounded implementation, classification errors or a funding shortfall could propagate across the robotics portfolio before their effects on support quality, access, and safety become observable."}],"causal_chain":["A uniform per-robot onboarding charge combines shared fixed services and project-attributable work into one administered price.","Because the charge does not vary with the resources caused by a project, approved low-complexity deployments may face a marginal charge above attributable cost while complex deployments may face one below it.","A business unit includes the full charge in its deployment decision even though much of the payment is an internal transfer funding services that would exist regardless of that particular robot.","A project whose conservative value exceeds its additional resource cost can consequently fail the local decision threshold and remain undeployed.","Separating shared-service funding from attributable project charges removes unrelated fixed costs from the marginal entry decision without eliminating their funding.","Prospective integration bands cause projects with greater attributable demands to bear more of those demands while approved reference deployments face only their attributable portion.","Independent classification, incidence review, funding safeguards, and unchanged safety requirements constrain gaming and cost shifting.","If the pilot changes decisions only for projects that clear a full attributable-cost assessment while shared services, access, and protected outcomes remain intact, the evidence supports the price-wedge hypothesis; otherwise the baseline rate card returns."],"baseline":"Each business unit pays the same published onboarding charge for every new robot, regardless of whether the deployment reuses an approved reference design or requires novel integration. The charge is booked to the proposing project's business case and funds a mixture of shared and project-specific robotics services. Exceptions require discretionary negotiation. Baseline measures include fee revenue, service budgets, estimated and realized project effort, proposed and approved deployments, recorded rejection reasons, safety-review workload, support demand, classification characteristics, and site-level incidence.","nearest_rivals":["Reduce the uniform fee without replacing shared-service funding: may admit more projects but creates a fiscal or safety-support gap and does not distinguish avoidable loading from legitimate cost recovery.","Provide automation grants or capital subsidies: appropriate if the binding issue is a capital-budget constraint or desired redistribution, but it can preserve the distorted marginal charge and subsidize projects irrespective of attributable value.","Negotiate a bespoke fee for each project: can improve precision but introduces bargaining, delay, inconsistency, and influence costs; the proposed bands instead change the standing price rule prospectively.","Automate or standardize onboarding work: appropriate if the underlying resource cost is excessive, but cost reduction alone does not correct a charge that continues to bundle shared fixed costs into every marginal project.","Add robotics-finance staff or improve cost visibility: may reduce estimation friction but cannot change project entry while the administered rate card remains binding.","Eliminate centralized robotics support: would remove the charge by removing its protected services and therefore fails the preserve-protected-purpose rule.","Require complex projects to pay actual overruns while retaining the uniform entry fee: improves ex-post cost recovery but leaves the entry wedge for approved low-complexity projects."],"remaining_contrastive_claim":"The candidate is supported only if the uniform charge, rather than genuine marginal cost, project risk, capital scarcity, or low underlying value, changes entry decisions for identifiable robot projects. Its defining repair is a cost-causal redesign of an administered internal price with replacement funding for protected shared services; it is not a subsidy, accounting relabeling, negotiated exception, onboarding-process improvement, or safety-review reduction.","authority_safety":{"decision_authority":"The corporate or divisional controller who owns the chargeback policy and the automation-portfolio executive who owns the shared-service budget may authorize the pilot, with concurrence from the functional-safety, environmental-health-and-safety, cybersecurity, and participating-site operations owners. Safety authorities retain exclusive control over review scope, acceptance, and stop decisions; finance cannot trade those protections for a lower band.","authorized_first_step":"Conduct a read-only decomposition of one accounting period of central robotics costs and a retrospective shadow calculation for robot proposals at one site. Do not change a charge, project approval, budget, safety pathway, or deployment decision.","excluded_actions":["Reducing or waiving functional-safety, cybersecurity, training, monitoring, documentation, guarding, or acceptance requirements","Counting a lower internal payment as recovered welfare without identifying changed behavior and real resource effects","Changing the rate card before replacement funding for shared services is authorized","Allowing project sponsors to select their own integration band without independent review","Charging projects according to their estimated value or willingness to pay rather than attributable cost","Applying retroactive charges or changing a quoted band after commitment except for prospectively disclosed scope changes","Using safety incidents as a routine cost to offset against aggregate financial gain","Expanding the pilot beyond the approved site, robot family, or accounting period","Permanently reducing the central robotics budget based solely on pilot charge revenue"],"halt_rollback":"Suspend new pilot quotations and return subsequent projects to the baseline rate card if shared-service funding falls below its approved bound, safety or cybersecurity review capacity degrades, attributable work is systematically unrecorded, band classifications cannot be reproduced, project splitting or material misstatement appears, an access safeguard is breached, or a safety authority invokes stop authority. Honor already issued pilot quotations unless doing so would violate law or safety requirements, reconcile the bounded funding difference through the authorized pilot reserve, and restore the prior accounting treatment at the next close."},"negative_tests":{"strongest_counterevidence":"The uniform fee closely approximates the true additional lifecycle cost and risk-control burden of even an approved reference deployment, or rejected projects lack sufficient value once all attributable capital, operating, maintenance, training, and support costs are included. In either case, the apparent wedge is a real cost rather than avoidable distortion.","problem_falsifier":"The problem hypothesis fails if project decisions do not change at or around the onboarding charge, no rejected or deferred project conservatively clears an attributable-cost assessment, the charge is already reconciled to project-specific effort, or its supposedly shared components actually scale materially with each additional robot.","intervention_falsifier":"The intervention hypothesis fails if shadow or pilot accounting identifies no projects whose decision changes after full attributable costs are included, if banding is not reproducible, if total classification and reconciliation costs erase the prospective gain, or if maintaining shared funding requires inequitable assessments, degraded services, or charges that recreate the original entry wedge.","risks":["Project sponsors may split deployments or understate complexity to obtain a lower band.","Central teams may fail to record attributable effort, making low bands appear artificially sustainable.","Fixed portfolio funding may become vulnerable during budget reductions even when project demand continues.","Sites with few robots may contest contributions to shared services they rarely use.","High-complexity projects may be deterred even when they create sufficient system value.","Additional project entry may congest safety review, integration, maintenance, or training capacity.","Standard bands may become stale as robot architectures and support requirements change.","Finance may treat the redesign as justification to reduce protected service budgets.","Projected operational value may be optimistic, incomparable across sites, or influenced by project sponsors.","Cost shifts may favor sites already using approved reference designs and burden sites with unusual accessibility, environment, or production requirements.","A revenue-neutral target may preserve an inefficient total budget if underlying service costs are not separately reviewed."]},"next_evidence_step":"For one site and one completed accounting period, have finance and the central robotics group classify recorded costs into shared fixed services, project-attributable effort, infrastructure attributable to specific deployments, and unresolved items. Independently audit a bounded sample of time and expense records. Then examine every robot proposal from that site during the same period, including rejected and deferred proposals, using only estimates documented before the decision. Recalculate each business case under the baseline fee and a shadow set of prospectively defined integration bands while holding safety requirements, capital costs, operating costs, and conservative benefit assumptions constant. Report which decisions could change, why, realized-cost variance for completed projects, shared-funding requirements, site and function incidence, reviewer workload, and sensitivity to disputed classifications. Treat unresolved costs as attributable in the conservative case. End the exercise without changing any charge or approval; a live pilot is ineligible unless replacement funding, reproducible bands, and rollback accounting are approved.","prior_art_status":"UNSEARCHED","diversity_from_prior_proposals":"Proposal 1 addresses a quantity-allocation wedge: nontransferable departmental reservations can strand usable robot safety-validation slots while eligible jobs wait. Its intervention reallocates expiring reservations under the same price and validation scope. Proposal 3 does not allocate validation capacity and does not require an idle-slot-and-queue condition; it redesigns the administered onboarding charge that affects whether a robot project enters at all. Proposal 2 addresses an approval-scope wedge: every robot software change receives complete revalidation even when a narrower impact boundary may be demonstrable. Its intervention creates an evidence-gated review pathway. Proposal 3 leaves safety-review scope and software-change approval unchanged and instead separates shared service funding from project-attributable onboarding charges. It is independently adoptable if reservation allocation remains fixed and all software changes continue through complete revalidation.","revision_record":{"parent_version":null,"progress_targets_addressed":["Generate one additional complete candidate at proposal index 3","Address a problem and causal path materially different from proposals 1 and 2","Apply the deadweight-loss archetype to an administered robotics charge while preserving legitimate cost recovery and safety services","Specify operational authority, incidence, safeguards, rivals, falsifiers, rollback, and bounded first evidence","Explain diversity from every earlier sealed proposal"],"conceptual_changes":["Initial version; located the avoidable wedge in a uniform internal onboarding price rather than validation-slot allocation or software-change approval scope.","Distinguished the accounting transfer from the behavioral loss caused when a project whose value exceeds attributable cost does not enter.","Separated shared robotics services from costs caused by individual deployments."],"operational_changes":["Initial version; specified a two-part funding rule, prospective integration bands, independent classification, replacement-funding authorization, one-site and one-family pilot boundaries, incidence monitoring, expiry, and rollback accounting."],"evidence_changes":["Initial version; bounded first evidence to a read-only cost decomposition and retrospective shadow business-case analysis using contemporaneous records."],"claim_changes":["No novelty, prevalence, demand, or effect-size claim is made.","The candidate remains conditional on showing that the fee changes project entry after all attributable costs and protected services are counted.","Prior art remains unsearched."]}}