{"schema_version":1,"assessment_id":"eoa_inverse_innovation_exp03_opportunity320_20260801","source_experiment_id":"eoa_inverse_innovation_exp03_full320_20260801","cell_id":"negative_space_design__behavioral_economics","archetype_slug":"negative_space_design","domain_slug":"behavioral_economics","title":"Protected Private-Evaluation Interval for Sequential Choices","opportunity_summary":"Temporarily delay nonessential popularity, ranking, recommendation, and prior-choice signals until a chooser records a provisional choice and rationale, then restore the signals and measure revisions. The proposal could preserve independent information and reduce erroneous cascades, but the prevalence of harmful signal displacement, comparative effectiveness, stakeholder demand, and distinctiveness are unestablished.","adopter_authorizer":"A digital choice-platform owner may authorize a reversible, low-stakes interface study, subject to applicable research, accessibility, privacy, and data-governance review; participants retain authority over their choices.","scores":{"meaningful_impact":{"score":4,"rationale":"If premature social cues suppress valid private evidence, protecting an initial independent judgment could improve information aggregation, accuracy, and chooser agency. Impact is capped because the packet provides no evidence about problem prevalence or affected decision volume, and social information can itself improve decisions."},"stakeholder_pull":{"score":3,"rationale":"Platform operators and parties affected by aggregate outcomes have a plausible interest in better decision quality, while choosers may value agency. The packet contains no adopter interviews, expressed demand, procurement signal, or evidence that users perceive the diagnosed problem."},"incremental_advantage":{"score":4,"rationale":"Unlike the baseline or a prompt that leaves competing cues visible, the design directly changes cue timing, records an independent provisional response, and permits measurement of post-reveal revision. Whether this produces a practically important advantage remains untested."},"distinctiveness_plausibility":{"score":2,"rationale":"The staged reveal and provisional-choice mechanism is coherently differentiated within the packet, but prior art is explicitly unsearched and closely equivalent protected-evaluation or staged-disclosure designs may already exist."},"technical_implementability":{"score":5,"rationale":"A three-arm, low-stakes simulated-choice study requires ordinary interface sequencing, provisional response capture, cue restoration, and outcome instrumentation. The design includes explicit rollback and does not require irreversible or high-stakes deployment."},"adoption_authority_feasibility":{"score":4,"rationale":"The platform owner is identified as an authorizer and can run a reversible interface experiment while participants retain choice authority. Feasibility is not maximal because applicable research, accessibility, and data-governance approvals are unspecified and may vary by platform."},"evidence_readiness":{"score":5,"rationale":"The packet specifies baseline and prompt comparators, measurable mediators and outcomes, separate problem and intervention falsifiers, negative outcomes, consent, exclusions, halt criteria, and rollback conditions suitable for a preregistered first study."},"safety_net_benefit":{"score":4,"rationale":"The intervention could prevent early mistaken public patterns from becoming self-reinforcing while preserving full cue restoration and reversible final choice. Benefit is conditional because delayed consensus may burden novices or withhold genuinely diagnostic information."},"scalability":{"score":4,"rationale":"The mechanism is a replicable digital interaction pattern that could be instrumented across sequential-choice interfaces. Scaling would still require setting-specific determinations about material information, accessibility, cue diagnosticity, and whether added friction is acceptable."}},"score_confidence":"MODERATE","costs":{"first_evidence":{"band_2026_usd":"10K_TO_50K","scope":"Design, preregister, build, recruit, and analyze a consented three-arm simulated-choice study comparing baseline, debiasing prompt, and protected interval, including comprehension and basic accessibility checks.","confidence":"MODERATE","assumptions":["The study is remote and low stakes.","A modest participant sample can detect a decision-relevant effect.","No proprietary platform data or specialized equipment is required.","Existing research and interface-development staff can support the study."]},"initial_deployment_startup":{"band_2026_usd":"50K_TO_250K","scope":"Prepare a limited, reversible production implementation after favorable simulated evidence, including product design, engineering, event instrumentation, accessibility review, privacy and research review, quality assurance, and rollback controls.","confidence":"LOW","assumptions":["Implementation occurs within one existing digital platform.","The platform already supports experimentation and feature flags.","Only nonmaterial social cues are delayed.","No major legal or data-system redesign is required."]},"operational_launch":{"band_2026_usd":"250K_TO_1M","scope":"Launch a controlled operational evaluation in selected low-stakes choice flows, including partner coordination, production monitoring, subgroup and accessibility analysis, incident handling, user communication, and decision-quality evaluation.","confidence":"LOW","assumptions":["Launch spans several choice flows but not an enterprise-wide redesign.","The operator supplies engineering, compliance, support, and analytics labor.","Final choices remain revisable after cue restoration.","High-stakes and legally constrained settings remain excluded."]},"annual_recurring":{"band_2026_usd":"50K_TO_250K","scope":"Maintain the sequencing logic, monitoring, accessibility validation, experiment governance, periodic outcome and subgroup audits, user-support handling, and rollback readiness for a bounded platform deployment.","confidence":"LOW","assumptions":["The feature is deployed on one platform with a limited number of maintained variants.","Monitoring uses existing analytics infrastructure.","No continuous manual review of individual choices is required.","Expansion into new regulated contexts would be separately budgeted."]}},"research_burden":"MODERATE","earliest_credible_horizon":"3_TO_12_MONTHS","pipeline_gates":{"recognizable_externally_supportable_problem":{"status":"YES","reason":"The candidate identifies an observable problem: later choices may track visible social cues more strongly than elicited private signals, reducing rationale diversity and information aggregation. External evidence is still needed to establish its prevalence in any target setting."},"identifiable_adopter_or_authorizer":{"status":"YES","reason":"A digital choice-platform owner is explicitly identified as able to authorize a reversible experiment, subject to applicable reviews."},"distinct_testable_incremental_claim":{"status":"YES","reason":"The protected interval claims greater private-signal sensitivity and initial-choice independence than both the ordinary simultaneous display and a debiasing prompt, without offsetting losses in accuracy, comprehension, accessibility, or post-reveal quality."},"bounded_next_evidence_step":{"status":"YES","reason":"The packet authorizes a preregistered, consented, low-stakes three-arm simulation with restored information, measurable revisions, explicit comparators, and defined falsifiers."},"no_unresolved_safety_or_authority_stop":{"status":"YES","reason":"The first study excludes high-stakes settings and material disclosures, preserves participant choice, restores delayed cues, and specifies comprehension, accessibility, distress, restoration, and rollback stops. Applicable review is required but no unresolvable stop is identified."},"implementation_cost_scope_and_range":{"status":"YES","reason":"The simulated test and a bounded platform implementation have sufficiently defined interface, instrumentation, review, monitoring, and rollback components to support broad resource-equivalent ranges, although production estimates remain low confidence without a named platform."}},"blocking_evidence":["No sealed evidence establishes that visible social cues materially displace useful private signals or worsen aggregation in a target choice setting.","No comparative evidence shows that the protected interval outperforms both simultaneous display and a debiasing prompt on private-signal use or decision quality.","It is unknown whether gains, if any, survive full cue restoration rather than merely postponing imitation.","Potential losses in accuracy, comprehension, accessibility, novice performance, trust, and post-reveal decision quality have not been measured.","No adopter or user evidence establishes demand, acceptable friction, or willingness to authorize the design.","Prior art is unsearched, so distinctiveness and protectable novelty cannot be assessed."],"next_evidence_step":"Run a preregistered, consented, low-stakes simulated-choice study that randomizes participants among simultaneous display, simultaneous display plus a debiasing prompt, and protected private evaluation followed by full cue restoration. Compare private-signal sensitivity, initial-choice independence, aggregate accuracy, rationale diversity, revisions, comprehension, accessibility, trust, and post-reveal quality; reject the problem diagnosis if visible cues do not displace private-signal use or degrade aggregation, and reject the intervention if it does not beat both comparators or if benefits are offset by harms.","research_questions":["In which bounded choice settings do visible social cues measurably displace private evidence rather than add diagnostic information?","Does protected sequencing improve private-signal sensitivity and aggregate accuracy relative to both baseline and a debiasing prompt?","Do effects persist after social cues are restored, or does the design only delay convergence?","How do expertise, private-signal strength, accessibility needs, and reliance on consensus moderate benefits and harms?","Can users reliably understand that cues are delayed rather than unavailable, failed, or manipulatively concealed?","Which cues can be delayed without withholding material, safety-critical, legally required, or accessibility-relevant information?","Would platform operators and users accept the added step and explicit revision process?","Do protected private-evaluation intervals or closely equivalent staged-reveal mechanisms already exist?"] ,"recommendation":"PILOT_NOW","uncertainty_constraints":["Closed-book assessment provides no external evidence of prevalence, realized impact, stakeholder demand, market size, prior art, or exact cost.","All effectiveness claims remain hypotheses tied to the specified low-stakes comparison.","Cost bands are resource-equivalent estimates based only on the described scope and generic platform assumptions.","The recommendation authorizes only the bounded simulated-choice evidence step, not live or high-stakes deployment.","Any use must preserve prices, risks, eligibility, uncertainty, conflicts, required disclosures, accessibility, cue restoration, and participant choice authority."],"closed_book_prior_art_boundary":"Prior art is explicitly unsearched. This assessment supports only the plausibility and testability of the mechanism relative to the packet's stated baseline and prompt rival; it makes no claim that protected evaluation intervals, provisional judgments, staged cue reveal, or equivalent designs are novel, rare, or commercially distinctive."}