{"schema_version":1,"research_id":"eoa_inverse_innovation_exp05_external_evaluation_20260803","source_assessment_id":"deadweight_loss_reduction__robotics_automation:P3:v0","cell_id":"deadweight_loss_reduction__robotics_automation","search_queries":["site:iso.org industrial robots ISO 10218 2025 safety standard","internal service chargeback marginal cost allocation business units academic transfer pricing fixed costs","robotics automation adoption barriers cost manufacturers survey 2024 official","FinOps Foundation cost allocation shared costs chargeback principles official","site:sciencedirect.com transfer pricing marginal cost divisional decision distortion empirical study","site:papers.ssrn.com internal chargeback shared services cost allocation decision making","management accounting transfer prices marginal cost investment decisions full cost paper pdf","site:nist.gov manufacturing robotics adoption cost barrier small manufacturers","manufacturer robotics center of excellence chargeback internal cost allocation robot deployment","robotics center of excellence manufacturing shared services governance safety finance adoption","case study internal chargeback automation center of excellence business units","industrial automation center of excellence funding model chargeback","site:bls.gov occupational outlook handbook accountants auditors median pay 2025 industrial engineers","site:bls.gov OEWS accountants industrial engineers management analysts median hourly wage 2025","OSHA industrial robot safety standards robot systems integration official","NIST cybersecurity manufacturing industrial control systems robotics guidance","BLS Occupational Outlook Handbook accountants auditors median pay May 2024","BLS Occupational Outlook Handbook industrial engineers median pay May 2024","BLS management analysts median pay 2024","\"Transfer pricing for aligning divisional and corporate decisions\" full text","\"Transfer pricing for aligning divisional and corporate decisions\" DOI","site:ideas.repec.org \"transfer pricing\" \"corporate decisions\" divisional"],"sources":[{"source_id":"S1","title":"Research Opportunities for Advancing Measurement Science for Manufacturing Robotics","publisher":"National Institute of Standards and Technology","url":"https://tsapps.nist.gov/publication/get_pdf.cfm?pub_id=958147","source_class":"PRIMARY_RESEARCH","publication_date":"2024-06","accessed_at":"2026-08-03","claims_supported":["Robot adoption is impeded by capital cost, integration difficulty, limited internal robotics expertise, uncertain ROI, and support requirements.","Robotics integration and ongoing technical support consume real resources, so not every onboarding cost is an avoidable wedge.","The report does not document uniform internal onboarding fees or fee-caused project rejection."]},{"source_id":"S2","title":"9.4 Describe the Effects of Various Decisions on Performance Evaluation of Responsibility Centers","publisher":"OpenStax, Rice University","url":"https://openstax.org/books/principles-managerial-accounting/pages/9-4-describe-the-effects-of-various-decisions-on-performance-evaluation-of-responsibility-centers","source_class":"AUTHORITATIVE_SECONDARY","publication_date":"2019-02-14","accessed_at":"2026-08-03","claims_supported":["Full-cost transfer prices can include fixed costs that persist regardless of an internal transaction.","Including irrelevant fixed costs in a transfer price can unnecessarily influence divisional decisions.","Cost-driver analysis and justification of internal charges are established managerial-accounting practices."]},{"source_id":"S3","title":"The Value of Negotiating Cost-Based Transfer Prices","publisher":"Business Research","url":"https://www.researchgate.net/publication/48989555_The_Value_of_Negotiating_Cost-Based_Transfer_Prices","source_class":"PRIMARY_RESEARCH","publication_date":"2010","accessed_at":"2026-08-03","claims_supported":["Two-step transfer prices combining a variable-cost unit price with a lump-sum fixed-cost payment are established prior art.","Administered variable- and full-cost transfer prices can create underinvestment, overinvestment, or coordination failures in decentralized firms.","More precise or negotiated pricing is not automatically optimal because measurement, investment incentives, and coordination interact."]},{"source_id":"S4","title":"Allocation FinOps Framework Capability","publisher":"FinOps Foundation","url":"https://www.finops.org/framework/capabilities/allocation/","source_class":"OFFICIAL_GUIDANCE","publication_date":"undated","accessed_at":"2026-08-03","claims_supported":["Organizations commonly distinguish direct and shared costs for showback, chargeback, and central budgeting.","The framework explicitly recognizes centrally budgeting selected shared costs while allocating others by fixed, proportional, or proxy-based methods.","Allocation requires ownership, metadata, consistency controls, and a policy selected for decision value."]},{"source_id":"S5","title":"How Johnson Controls Enabled Cost Accountability for its Sales CoE","publisher":"PK4 Tech","url":"https://pk4.tech/how-johnson-controls-enabled-cost-accountability-for-its-sales-coe/","source_class":"COMMERCIAL_FIRST_PARTY","publication_date":"undated","accessed_at":"2026-08-03","claims_supported":["Johnson Controls provides an identifiable enterprise analogue whose central center of excellence bills business units for services.","That center expressed a need for accurate chargebacks supported by standardized time tracking.","The case supports adopter plausibility for auditable attributable-effort charging but concerns sales operations, not industrial-robot onboarding."]},{"source_id":"S6","title":"ISO 10218-1:2025 — Robotics — Safety requirements — Part 1: Industrial robots","publisher":"International Organization for Standardization","url":"https://www.iso.org/standard/73933.html","source_class":"STANDARD","publication_date":"2025-02","accessed_at":"2026-08-03","claims_supported":["Industrial robots are subject to substantive design and risk-reduction requirements.","Robot-system integration and application safety are addressed separately by ISO 10218-2:2025.","A chargeback redesign cannot establish that safety work is fixed or dispensable; application-specific hazards remain relevant."]},{"source_id":"S7","title":"Protecting Information and System Integrity in Industrial Control System Environments: Cybersecurity for the Manufacturing Sector","publisher":"National Institute of Standards and Technology","url":"https://csrc.nist.gov/News/2022/sp-1800-10-cybersecurity-for-manufacturing-sector","source_class":"OFFICIAL_GUIDANCE","publication_date":"2022-03-16","accessed_at":"2026-08-03","claims_supported":["Connected manufacturing systems have cybersecurity-integrity risks requiring continuing safeguards.","Manufacturing organizations integrate operational and information technology for productivity, creating real security work that must not be removed by accounting redesign.","Commercially available safeguards and implementation guidance exist, supporting preservation of the incumbent cybersecurity pathway."]},{"source_id":"S8","title":"Accountants and Auditors","publisher":"U.S. Bureau of Labor Statistics","url":"https://www.bls.gov/ooh/business-and-financial/accountants-and-auditors.htm","source_class":"GOVERNMENT_OR_REGULATOR","publication_date":"2025-08","accessed_at":"2026-08-03","claims_supported":["The May 2024 median annual wage for accountants and auditors was $81,680.","Public wage data provide a conservative labor anchor for broad resource-equivalent estimates.","Actual manufacturer-loaded rates, specialist engineering rates, software costs, and pilot reserves remain unknown."]}],"problem_evidence":{"support":"WEAK","rationale":"The general mechanism is credible: robotics integration, safety, cybersecurity, expertise, and ROI barriers are documented, and managerial-accounting sources show that internal full-cost prices can distort divisional decisions. However, no located source documents the candidate's specific state—a manufacturer imposing one uniform per-robot onboarding fee that bundles shared services, or an otherwise positive-attributable-value robot project rejected because of that fee. The exact problem therefore remains a plausible organizational hypothesis requiring proprietary records, not a visibly established robotics practice.","source_ids":["S1","S2","S3","S6","S7"]},"stakeholder_evidence":{"support":"WEAK","rationale":"Johnson Controls is an identifiable enterprise analogue that needed accurate chargebacks for a central center of excellence, while FinOps guidance identifies finance, cost centers, and centers of excellence as owners of allocation policy. This supports credible controller/CoE authority and general demand for accurate allocation. It does not show that Johnson Controls or any named manufacturer's robotics, safety, or finance leader wants this intervention, nor that a funder has committed resources.","source_ids":["S4","S5"]},"prior_art":{"proximity":"SUBSTANTIAL_COLLISION","closest_analogues":[{"name":"Two-step cost-based transfer pricing","similarity":"Separates variable or transaction-caused charges from an up-front or lump-sum mechanism covering fixed costs—the central economic structure of the proposal.","remaining_difference":"The paper models divisional production and investment incentives rather than robot-onboarding bands, safety-service funding, shadow accounting, and a bounded factory pilot.","source_ids":["S3"]},{"name":"FinOps shared-cost allocation and central budgeting","similarity":"Explicitly permits centrally budgeting shared services while allocating direct costs using fixed, proportional, or proxy measures, with governance and metadata controls.","remaining_difference":"It addresses technology/cloud costs rather than industrial-robot safety, OT integration, and per-deployment entry decisions.","source_ids":["S4"]},{"name":"Johnson Controls CoE attributable-effort chargeback","similarity":"A central enterprise service organization bills multiple business units and uses recorded staff time to support accurate internal charges.","remaining_difference":"It is a vendor-reported sales-operations case, not a comparison of uniform and cost-causal robot-onboarding prices or their effect on deployment entry.","source_ids":["S5"]},{"name":"Full-cost versus decision-relevant internal pricing","similarity":"Established managerial-accounting guidance warns that fixed costs irrelevant to a transaction can influence internal decisions and recommends understanding cost drivers.","remaining_difference":"It supplies the general diagnosis but not a robotics-specific classification rule, replacement-funding safeguard, or causal field test.","source_ids":["S2"]}],"distinctive_claim_remaining":"For one manufacturer's eligible projects at one site and one approved robot family, replacing a uniform onboarding charge with prospectively classified attributable integration bands—while separately and fully funding shared safety, cybersecurity, governance, training, monitoring, and incident-readiness services—will change at least one deployment decision whose conservative value exceeds all real incremental lifecycle costs, without reducing protected review scope, funding adequacy, access, service quality, or safety. This is falsified if no decision changes, the uniform fee approximates incremental lifecycle cost, bands are not reproducible, administrative cost consumes the recovered value, or protected services deteriorate.","confidence":"HIGH"},"implementation_evidence":{"support":"MODERATE","rationale":"Cost decomposition, time/expense attribution, central treatment of selected shared costs, chargeback, and prospective classification are technically routine and have close analogues. A read-only shadow analysis is legally and operationally low risk. Feasibility is limited by access to contemporaneous proposal records, reliable time and infrastructure data, treatment of lifecycle support and capacity costs, controller authority over budgets, and potential gaming. ISO and NIST evidence also show why safety and cybersecurity requirements cannot be assumed fixed or reduced merely because a reference robot is reused.","source_ids":["S2","S3","S4","S5","S6","S7"]},"scores":{"meaningful_impact":{"score":3,"rationale":"Robot integration costs and ROI barriers matter, and a distorted entry price could block valuable automation; the prevalence and magnitude of this particular fee wedge are unmeasured.","source_ids":["S1","S2"]},"stakeholder_pull":{"score":2,"rationale":"An analogous enterprise CoE sought accurate chargebacks, but no named robotics adopter, controller, safety authority, or funder has expressed demand for this proposal.","source_ids":["S4","S5"]},"incremental_advantage":{"score":3,"rationale":"Prospective bands plus separate shared funding could outperform a uniform fee or bespoke negotiation on decision relevance and predictability, but no comparative organizational data establish a net advantage after measurement and governance costs.","source_ids":["S2","S3","S4"]},"distinctiveness_plausibility":{"score":2,"rationale":"The robotics application and safety-preserving pilot boundary are specific, but the core two-part cost-allocation mechanism substantially collides with established transfer-pricing and FinOps practice.","source_ids":["S3","S4"]},"technical_implementability":{"score":4,"rationale":"A retrospective ledger decomposition and shadow rate card require ordinary accounting, audit, and workflow capabilities; data completeness and lifecycle attribution are the main uncertainties.","source_ids":["S4","S5","S8"]},"adoption_authority_feasibility":{"score":3,"rationale":"Corporate controllers and portfolio-budget owners normally have plausible chargeback authority, while safety and cybersecurity owners retain separate control. The actual manufacturer's governance and accounting authority have not been verified.","source_ids":["S4","S5","S6","S7"]},"evidence_readiness":{"score":2,"rationale":"The necessary records are well specified but proprietary, and no public baseline supplies fee levels, rejected projects, cost decomposition, or attributable-value estimates.","source_ids":["S1","S5"]},"safety_net_benefit":{"score":4,"rationale":"Separate authorization of shared-service funding, unchanged safety/cybersecurity pathways, shadow mode, bounded exposure, expiry, and rollback directly protect against an unfunded fee cut; their effectiveness still requires live governance evidence.","source_ids":["S4","S6","S7"]},"scalability":{"score":3,"rationale":"Simple bands and shared-cost policies can scale, but robot applications have heterogeneous hazards, infrastructure, and OT requirements, so classifications will need local validation and periodic revision.","source_ids":["S1","S4","S6","S7"]}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"10K_TO_50K","scope":"Read-only decomposition of one site's completed accounting period, audit of a bounded time/expense sample, reconstruction of all contemporaneous robot proposals, and baseline-versus-shadow analysis; no rate or approval changes.","confidence":"MODERATE","assumptions":["Approximately 150-400 combined hours from finance, robotics engineering, site operations, and audit personnel.","A 2026 resource-equivalent loaded rate of roughly $80-$180 per hour, inferred from the BLS accountant wage anchor plus benefits, overhead, inflation, and specialist mix.","Required ledger, proposal, and time records already exist in accessible systems.","Excludes robot capital expenditure and the continuing cost of protected central services."],"source_ids":["S5","S8"]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Design and approval of shared-cost pools and integration bands, data mapping, independent classification procedure, shadow-accounting configuration, training, legal/accounting review, and rollback controls for one site and robot family.","confidence":"LOW","assumptions":["Roughly 500-1,500 cross-functional hours plus limited ERP or business-intelligence configuration.","No new enterprise accounting platform or major systems integration is purchased.","Existing safety, cybersecurity, and project-governance workflows remain unchanged.","Replacement funding for shared services is an internal allocation, not counted as a new real cost unless it increases resources."],"source_ids":["S3","S4","S5","S8"]},"operational_launch":{"band_2026_usd":"50K_TO_250K","scope":"One-accounting-period live pilot for one site and approved robot family, including parallel reconciliation, independent band review, monitoring, dispute handling, evaluation, and a bounded funding reserve; excludes robot purchases and normal onboarding work.","confidence":"LOW","assumptions":["Approximately 0.5-1.5 FTE-years distributed across finance, robotics, audit, safety, and operations.","Accounting-system changes remain lightweight and reversible.","The pilot reserve covers classification variance but not a permanent increase in central-service capacity.","No safety or cybersecurity control is waived."],"source_ids":["S4","S5","S6","S7","S8"]},"annual_recurring":{"band_2026_usd":"10K_TO_50K","scope":"Per-site recurring classification review, reconciliation, audit sample, band maintenance, incidence reporting, dispute resolution, and monitoring after a successful limited rollout; excludes protected service delivery and project-attributable onboarding work.","confidence":"LOW","assumptions":["Approximately 150-400 hours annually for a modest project portfolio.","Automation and existing accounting metadata limit manual reconciliation.","A portfolio-wide rollout or poor data quality could move recurring cost into the next band.","Rates are resource-equivalent, not vendor quotations."],"source_ids":["S4","S5","S8"]}},"verified_pipeline_gates":{"externally_supported_problem":{"status":"UNCERTAIN","reason":"External evidence supports costly robotics integration and the general capacity of internal full-cost pricing to distort decisions, but not the existence, prevalence, or behavioral effect of the stated uniform per-robot fee.","source_ids":["S1","S2","S3"]},"externally_credible_adopter_or_authorizer":{"status":"UNCERTAIN","reason":"A named manufacturer has an analogous CoE chargeback need, and finance/CoE owners are credible authority classes, but no named robotics organization has expressed interest or confirmed authority for this pilot.","source_ids":["S4","S5"]},"distinct_testable_incremental_claim":{"status":"YES","reason":"The candidate pre-specifies a baseline, bounded population, accounting intervention, protected outcomes, decision-change endpoint, and falsifiers separating a price wedge from genuine marginal cost or low project value.","source_ids":["S2","S3","S4","S6","S7"]},"bounded_next_evidence_step":{"status":"YES","reason":"One site, one completed period, all proposals in that period, an audited record sample, contemporaneous estimates, conservative unresolved-cost treatment, and no operational change form a finite shadow comparison.","source_ids":["S4","S5","S8"]},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The next step is read-only and changes neither deployment decisions nor safety, cybersecurity, budgets, or charges. Any live pilot remains conditional on controller, operations, safety, and cybersecurity approvals and replacement funding.","source_ids":["S6","S7"]},"credible_cost_scope_and_range":{"status":"YES","reason":"All four estimates state boundaries, labor assumptions, exclusions, and confidence. BLS supplies a public wage anchor, but local loaded rates, data quality, ERP effort, and reserve size keep deployment estimates low-confidence.","source_ids":["S4","S5","S8"]}},"next_evidence_step":"With a willing manufacturer, pre-register a retrospective shadow study covering one site, one completed accounting period, and one approved robot family. Finance and the robotics group classify central costs as shared fixed, project-attributable labor, project-attributable infrastructure, capacity-step cost, or unresolved; an independent reviewer audits a random bounded sample of time and expense records, and unresolved costs are treated as attributable in the conservative analysis. Recompute every proposed, approved, rejected, and deferred project's business case using only pre-decision benefit, capital, operating, maintenance, training, risk-control, and support estimates. Comparator A is the actual uniform fee; comparator B is the prospectively written integration-band rule with separately stated shared funding. Primary endpoint: the number of decisions that would change while conservative project value remains positive after every attributable lifecycle cost. Secondary endpoints: realized-cost variance for completed projects, funding adequacy, reviewer workload, inter-rater band agreement, site/function incidence, and sensitivity to disputed classifications. Falsify the problem if no decision changes, no rejected project clears the conservative attributable-cost test, or the uniform fee approximates incremental lifecycle cost. Falsify the intervention if classifications are not reproducible, administrative cost erases modeled gain, shared funding is inequitable or inadequate, or protected-service capacity would decline. End without changing charges or approvals.","blocking_evidence":["No public evidence that a manufacturer actually uses the stated uniform per-robot onboarding charge.","No contemporaneous project-level evidence that the charge caused rejection or deferral independently of capital scarcity, risk, capacity, or low value.","No audited decomposition of shared, attributable, lifecycle, and capacity-step robotics costs.","No named robotics adopter or internal controller has expressed demand, confirmed data access, or accepted the proposed authority split.","No evidence that proposed integration bands can be applied reproducibly without strategic understatement or excessive administration.","No quantified incidence analysis showing how central funding or site contributions would affect small, infrequent, or unusually complex sites.","No live evidence that shared-service funding, review queues, safety, cybersecurity, training, incident readiness, or service quality remain intact."],"research_disposition":"PARTNERED_RESEARCH_PROGRAM","world_novelty_boundary":"This evaluation measures neither world novelty nor patentability, freedom to operate, market size, or realized impact. Bounded search found substantial prior art for two-part transfer prices, central treatment of shared costs, cost-driver chargeback, and CoE time attribution. It did not establish whether the exact combination of industrial-robot integration bands, separately authorized protected-service funding, shadow comparison, and safety-preserving bounded pilot has previously been implemented. Any distinctiveness claim is therefore limited to the contrastive field hypothesis, not invention novelty.","arm":"COMPLETE_PROPOSAL_PORTFOLIO","candidate_version":0,"controller_recommendation":{"action":"STOP_EMPIRICAL_RESEARCH_NEEDED","repairable":false,"material_progress_observed":true,"progress_targets":["Secure a named manufacturer partner and written authorization for read-only access to one site's complete fee, cost, proposal, decision, and support records.","Demonstrate at least one contemporaneously documented rejected or deferred project whose conservative value exceeds all audited attributable lifecycle and capacity-step costs but not the uniform fee.","Produce an independently audited cost decomposition with explicit treatment of unresolved costs and evidence that shared-service costs do not materially scale with each eligible robot.","Pre-register the baseline-versus-band comparator, inclusion rules, project-value assumptions, incidence measures, protected outcomes, and falsifiers before examining decision changes.","Show reproducible band classification by independent reviewers and quantify classification, reconciliation, dispute, and system-administration costs.","Obtain finance, automation-portfolio, site-operations, functional-safety, EHS, and cybersecurity concurrence before any live pilot, including protected-service funding bounds and rollback accounting."],"reason":"Web evidence establishes the general economic mechanism, substantial adjacent prior art, and a feasible low-risk shadow study, but cannot verify the candidate's defining premise or effect. Resolution requires proprietary project and accounting records, independent cost attribution, named internal authority, and eventually live workflow evidence. Under the required controller rule, this fieldwork-dependent gap warrants STOP_EMPIRICAL_RESEARCH_NEEDED with repairable set to false."},"proposal_index":3}