{"schema_version":1,"experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"deadweight_loss_reduction__film_media_production","trajectory_id":"R","attempt_index":0,"archetype_slug":"deadweight_loss_reduction","domain_slug":"film_media_production","decision":"CANDIDATE","problem_id":"stale_production_capacity_hold_rules","causal_lever_id":"conditional_hold_release_and_reallocation","proposal":{"problem":"Studio stages, edit suites, or specialized equipment can remain reserved by productions that are not ready to use them while ready productions are denied access. The independently recognizable problem is a stale hold-and-allocation rule, not merely scarce capacity: non-transferable reservations and late release can convert schedule protection into avoidable idle capacity and production delay.","actors_substrate":["productions holding reservations","ready productions awaiting capacity","stage and equipment operations teams","crew and performers","financiers and distributors","labor, safety, accessibility, and contractual-rights representatives"],"observable_state":"HYPOTHESIS: booking records show reserved-but-unused capacity alongside denied or delayed ready requests; late cancellations and unofficial swaps occur; off-peak capacity may also remain unused.","consequence":"INFERENCE: when protected setup and contingency time cannot explain the pattern, the rule destroys usable stage-days, delays releases, and induces costly substitutes without creating an offsetting production benefit.","affected_objective":"Increase completed production use of fixed capacity while preserving safe preparation, schedule reliability, contractual priority, fair access, confidentiality, and labor protections.","structural_mapping":[{"archetype_element":"value-blocking wedge","domain_realization":"Non-transferable holds, weak readiness requirements, and late-release rules prevent reassignment of unused production capacity.","claim_kind":"HYPOTHESIS"},{"archetype_element":"blocked beneficial activity","domain_realization":"A ready production could use a relinquished slot while the former holder avoids carrying an unusable reservation.","claim_kind":"INFERENCE"},{"archetype_element":"protected purpose","domain_realization":"Reservation certainty permits crew commitments, set preparation, safety review, confidentiality, and contingency planning.","claim_kind":"INFERENCE"},{"archetype_element":"incidence","domain_realization":"Ready productions gain from reassignment; incumbents lose unconditional flexibility; crews and vendors face schedule changes; protected-priority productions may be disproportionately exposed.","claim_kind":"HYPOTHESIS"},{"archetype_element":"redesign","domain_realization":"Make tentative holds conditional on disclosed readiness milestones and notice periods, then release failed holds to a transparent waitlist without changing firm safety-cleared bookings.","claim_kind":"HYPOTHESIS"},{"archetype_element":"bounded learning loop","domain_realization":"Pilot the rule on one capacity class with automatic expiry, monitored safeguards, and restoration of prior booking terms on breach.","claim_kind":"HYPOTHESIS"}],"component_map":[{"component":"Distortion Map","status":"direct","domain_realization":"Trace each hold rule to reserved-unused days, blocked requests, and its original scheduling purpose."},{"component":"Protected Constraint Safeguard","status":"direct","domain_realization":"Ring-fence safety clearance, union turnaround, accessibility, confidentiality, contractual priority, and necessary setup buffers."},{"component":"Surplus Estimate","status":"adapted","domain_realization":"Estimate recoverable stage/equipment-days and avoided delay ranges, excluding required buffers."},{"component":"Affected-Party Incidence Map","status":"direct","domain_realization":"Record gains, losses, schedule exposure, and indirect crew effects by production type."},{"component":"Redesign Lever","status":"direct","domain_realization":"Conditional holds, readiness milestones, earlier release, and transparent waitlist reassignment."},{"component":"Distributional Review","status":"direct","domain_realization":"Test whether small, independent, accessibility-intensive, or protected-priority productions lose reliable access."},{"component":"Behavioral Response Model","status":"direct","domain_realization":"Model inflated readiness claims, fragmented holds, premature commitments, migration to other resources, and peak shifting."},{"component":"Implementation Boundary","status":"direct","domain_realization":"One capacity class, limited dates and hold types; firm safety-cleared bookings remain outside scope."},{"component":"Monitoring and Rebound Check","status":"direct","domain_realization":"Track utilization, blocked-ready requests, late releases, overruns, disputes, safety events, workload, and access distribution."},{"component":"Rollback or Adjustment Rule","status":"direct","domain_realization":"Pause reassignment and restore prior terms if safety, contractual, workload, or distribution thresholds breach."},{"component":"Cost–Benefit Assessment Frame","status":"direct","domain_realization":"Compare recovered use and avoided delay against lost certainty, administration, transition, and rescheduling costs."},{"component":"Price-Wedge Diagnostic","status":"adapted","domain_realization":"Confirm that internal charges or budget rates are not the binding cause; no dynamic pricing is presumed."},{"component":"Friction Source Breakdown","status":"direct","domain_realization":"Separate allocation-rule delay from search, approval, setup, genuine shortage, and downstream dependency."},{"component":"Compensating Adjustment Plan","status":"adapted","domain_realization":"Grandfather firm bookings, provide notice and appeal, and offer equivalent replacement windows where feasible."},{"component":"Legitimacy and Authority Review","status":"direct","domain_realization":"Verify who may alter booking entitlements and which contracts or collective agreements constrain reassignment."},{"component":"Sensitivity Analysis","status":"direct","domain_realization":"Vary required-buffer definitions, readiness thresholds, displaced-project costs, and demand forecasts."},{"component":"Pilot or Sunset Path","status":"direct","domain_realization":"Time-limited pilot expires unless evidence supports renewal or revision."}],"mechanism_dispositions":[{"slug":"congestion_or_capacity_pricing_adjustment","disposition":"considered_rejected","contribution_type":"NONE","adaptation_or_rejection":"Reject: willingness to pay can privilege large budgets, and the diagnosed wedge is stale holds rather than flat pricing.","counterfactual_removal":"No change; the causal chain uses rule-based release and reassignment."},{"slug":"cost_benefit_assessment_protocol","disposition":"selected_supporting","contribution_type":"TEST_DESIGN","adaptation_or_rejection":"Compare recovered production use with certainty, transition, labor, and distribution costs under sensitivity ranges.","counterfactual_removal":"The pilot could run, but its continuation decision would lack a full welfare test."},{"slug":"distortion_reduction_review","disposition":"selected_load_bearing","contribution_type":"CORE_CAUSAL","adaptation_or_rejection":"Establish whether unused reservations are avoidable rather than necessary buffers or genuine scarcity.","counterfactual_removal":"Without it, the intervention could erase valuable schedule protection and the problem diagnosis would fail."},{"slug":"impact_assessment_table","disposition":"selected_supporting","contribution_type":"SAFETY_GUARDRAIL","adaptation_or_rejection":"Track each party's access, loss, protected interest, and halt indicator.","counterfactual_removal":"Aggregate utilization could conceal concentrated harm and weaken the safety gate."},{"slug":"matching_improvement_program","disposition":"considered_rejected","contribution_type":"NONE","adaptation_or_rejection":"Reject if demand and reserved supply are already visible; the binding obstacle is entitlement to a held slot, not discovery or pairing.","counterfactual_removal":"No change unless evidence instead identifies hidden or thin matching."},{"slug":"permit_or_approval_streamlining","disposition":"considered_rejected","contribution_type":"NONE","adaptation_or_rejection":"Reject because approval delay is not the proposed primary wedge; substantive production and safety approvals remain intact.","counterfactual_removal":"No change to hold-release causation."},{"slug":"price_control_redesign","disposition":"incompatible","contribution_type":"NONE","adaptation_or_rejection":"No administered price cap, floor, or subsidy is posited.","counterfactual_removal":"No effect."},{"slug":"quota_or_allocation_rule_review","disposition":"selected_load_bearing","contribution_type":"CORE_CAUSAL","adaptation_or_rejection":"Separate legitimate capacity limits from the stale rule assigning reservations, then redesign only assignment and release.","counterfactual_removal":"Removing it eliminates the lever connecting diagnosed idle holds to transparent reassignment."},{"slug":"regulatory_simplification_pilot","disposition":"selected_supporting","contribution_type":"TEST_DESIGN","adaptation_or_rejection":"Adapt from regulation to a walled-off internal booking-rule pilot with expiry and protected-outcome monitoring.","counterfactual_removal":"The redesign would lack the bounded, reversible test required under uncertain scheduling and safety effects."},{"slug":"sunset_clause_review","disposition":"unused","contribution_type":"NONE","adaptation_or_rejection":"A standing-rule sunset is unnecessary for the first test because the pilot already expires automatically.","counterfactual_removal":"No change; expiry is supplied by the pilot design."},{"slug":"tariff_fee_or_toll_redesign","disposition":"incompatible","contribution_type":"NONE","adaptation_or_rejection":"No authority-imposed tariff, fee, or toll is posited.","counterfactual_removal":"No effect."}],"causal_chain":["Conditional milestones make tentative reservation claims verifiable.","Failed or voluntarily released holds return earlier to a transparent waitlist.","Ready productions receive otherwise idle windows without increasing the physical cap.","Earlier reassignment raises completed use and reduces avoidable production delay.","Safeguards, incidence monitoring, expiry, and rollback limit lost certainty, gaming, and protected-party harm."],"baseline":"Ordinary practice is first-come or relationship-based holds that remain with the reserving production until voluntary release or a late deadline, with conflicts handled manually and idle time treated as unavoidable.","nearest_rival":"A matching or shared-booking improvement is nearest. It is preferable if parties cannot discover compatible slots; this proposal applies only if parties and slots are already visible but the allocation rule prevents reassignment.","authority_safety":{"affected_parties":["current reservation holders","waitlisted productions","crew and performers","operations and safety staff","contractual or protected-priority users"],"decision_authority":"The studio or facility booking authority, subject to production contracts, collective agreements, safety governance, and any jointly governed access commitments.","authorized_first_step":"Audit historical holds, buffers, cancellations, blocked-ready requests, and protected priorities; then authorize an eight-week pilot on one non-safety-critical capacity class after affected-party review.","excluded_actions":["reassigning firm or safety-cleared bookings without consent","overriding union, accessibility, confidentiality, or contractual protections","allocating solely by willingness to pay or speculative commercial value","expanding capacity hours beyond safe staffing limits"],"halt_rollback":"Immediately suspend new reassignments and restore prior terms if a safety event is plausibly linked, required preparation is compressed, contractual rights are breached, workload exceeds the approved bound, or protected-group access falls beyond a predeclared threshold."}},"negative_tests":{"strongest_counterevidence":"Reserved-unused time may be necessary setup, weather, talent, continuity, confidentiality, maintenance, or contingency capacity; apparent demand may be unready or incompatible. If so, observed idleness is protective slack or real scarcity rather than avoidable loss.","analogy_break":"Production slots are heterogeneous and interdependent, creative readiness is difficult to verify, and schedule certainty itself creates value; unlike fungible inventory, a released slot may not be usable by the next project.","failure_condition":"The redesign fails if milestones are gameable, waitlisted productions cannot mobilize safely, reassignment increases overruns or disputes, or recovered utilization is outweighed by lost certainty and distributional harm.","problem_falsifier":"After classifying necessary buffers and compatibility, records show no meaningful overlap between reserved-unused capacity and ready compatible denied demand, or the physical shortage—not the allocation rule—explains delays.","intervention_falsifier":"The overlap exists, but the pilot does not improve completed utilization or delay, or it breaches predeclared safety, contractual, workload, quality, or equitable-access thresholds relative to baseline.","risks":["premature declarations of readiness","strategic milestone gaming or fragmented holds","unsafe compression of preparation and turnaround","loss of confidentiality or schedule certainty","favoring well-resourced productions able to mobilize quickly","crew volatility and uncompensated rescheduling","utilization gains that shift bottlenecks downstream"]},"null_rationale":null,"classification":{"candidate_kind":"MECHANISM_ADAPTATION","prior_art_status":"UNSEARCHED","evidence_maturity":"HYPOTHESIS"},"revision_change_log":{"revision_kind":"ORIGINAL","prior_problem_id":null,"prior_causal_lever_id":null,"problem_changed":false,"causal_lever_changed":false,"conceptual_changes":[],"operational_changes":[],"repairs_addressed":[]},"confidence":0.84,"generator_notes":"Closed-book structural inference from the supplied packet. The candidate is conditional on demonstrating a rule-created overlap between unused reservations and ready compatible demand; no claim of novelty or observed prevalence is made."}