failure family

research design limitation

95 claims across 36 works.

• insufficient-explanation: State Blue Sky investment adviser registration exemptions are not by themselves sufficient to explain retailization or to justify the absence of data
• Spot contract blindness to relational elements: Analyzing executive compensation as a single contract between an executive agent and a corporate principal fails, because it ignores the informal rela
• fee-precedent-not-generalizable: The Converium fee holding is a weak predictor of Dutch practice because lead counsel's work in that case was performed largely within the American leg
• no-usable-control-group: A treatment and control design is unavailable for studying registration effects, because managers who did not have to register have no exposure to the
• pre-effective-date-surveys-measure-expectations: Prior surveys of hedge fund manager expectations left the central questions unanswered because they were fielded before the registration effective dat
• scholarly neglect of regulatory cyclicality: The existing literature on financial regulation has not adequately addressed the underlying causes and consequences of cyclical regulation.
• scholarly neglect of dynamic elements: Although some regulators use the term dynamic regulation in the context of SEC exemptive powers, the literature on financial regulation mostly ignores
• limited transferability of CIAs beyond health care: Because CIAs have so far been used predominantly in the health care industry, and because that industry has a public or quasi-public good character, t
• Literature blind spot on regulation: Because hedge funds developed under little or no regulatory supervision before the Dodd-Frank Act, the existing hedge fund performance literature larg
• Low explanatory power of linear specification: The linear regression models are jointly valid on the F-statistic but their explanatory power measured by R-squared remains very limited, with R-squar
• Short observation window: The study's most important limitation is data availability: the preliminary findings rest on only ten months of hedge fund adviser earnings data.
• short-run-cost-horizon: The study's cost findings are bounded to the short run: the data cannot establish what it will cost the private fund industry to keep completing and f
• anecdotal-evidence-base: Prior scholarship on the corporate governance effects of non and deferred prosecution agreements rests largely on anecdotal evidence and individual ca
• outlier sensitivity of least squares regression: Least squares linear regression is non-robust to outliers: in the presence of outliers its predictions can be dragged toward the outliers and the vari
• indeterminacy of weights in weighted least squares: Weighted least squares regression depends on estimated weights, and contrary to the theory behind the method the exact weights are almost never determ
• cost-imposition-hypothesis-unsupported: The authors reject Hypothesis 1: they find no evidence that the market reacts negatively to the N/DPA announcement and the start of the term and posit
• single-date-rd-identification-weakness: A single point in time RD design anchored to March 30, 2012 is inadequate on its own because advisers could and did register before the deadline, fund
• Cost offset inference in tension with fee practice: The finding that advisers size AUM around regulatory cost is in tension with anecdotal evidence, since only a minority of private investment funds pay
• Anonymity versus descriptive depth tradeoff: Guaranteeing complete anonymity is essential to obtaining a sufficient response rate from private fund advisers, but that guarantee prevents a broader
• underdetermined-legacy-explanation: The authors undercut their own legacy systems explanation: legacy systems in the EU should theoretically create the same barriers, and there is no rea
• no adequate sample at the time of decision: Establishing the facts about a new technology is often impossible in practice because there is no adequate sample or other reliable data on the effect
• ideal-model-implementation-gap: The quantity theory calculations behind minting and burning hold only in the ideal case; in practice the success of a stabilization scheme depends on
• assumption-escape: For any game, a new assumption can be added that generalizes the game so that the previous winning strategy becomes a losing strategy and a new winnin
• assumption-escape: Finding a correct by construction algorithm that incorporates all possible or even all practical assumptions about network status is not possible, bec
• expert opinion underperformance: The centralization of scientific methods and output has produced suboptimal outcomes for society, as evidenced by widespread irreproducibility, by non
• Biomimicry Experimentation Deficit: Biomimicry as a route to decentralized design optimization is disadvantaged ab initio, because nature's decentralized design is the product of million
• volatility assumption mismatch: The Longstaff model's assumptions are inconsistent with reality on two fronts: investors do not have perfect timing, and its assumed volatility of ten
• Evidence Free Token Design: Many current blockchain projects critically fail to use existing social impact evidence in their design and management, which Kaal identifies as a sou
• classical-paradigm-blind-spots: The classical paradigm underlying mainstream economics, built on independence, rationality, and optimal equilibrium, cannot adequately address money c
• phenomenological-quantum-models: Existing quantum economic models carry unresolved defects that the field must address: some lack a realistic connection with financial markets, and ot
• classical-paradigm-blind-spots: The classical paradigm underlying mainstream economics, with its emphasis on independence, rationality, and optimal equilibrium, cannot adequately acc
• broken-quantum-analogy: The quantum econophysics models of Baaquie and Ilinski breach the analogy they rely on: without the imaginary unit their formulations cannot produce i
• unpartitionable-utility-and-attraction: Quantum decision models break down on complex real world decisions such as mortgages, because there is no clear way to partition the utility and the a
• preference-reversal-unexplained: Both classical and behavioral approaches fail to account adequately for preference reversal, and that joint failure, not mere novelty, is what justifi
• actor-mapping-without-solutions: The existing framework for monitoring AI agents on cryptocurrency payment rails identifies the key actors but fails to deliver viable solutions, becau
• unvalidated retention uplift: The retention uplifts claimed for LER remain unvalidated: empirical pilots are needed to confirm them and to refine the smart contract designs, partic
• collapse of the hierarchy rationale: When hyper rational agents can write and execute complete state contingent contracts at negligible cost, the Williamsonian justification for hierarchi
• Nashian idealization: Nash's model, by presuming homo economicus unbound, overestimates human computational capacity and perpetuates a normative ideal that distorts policy
• judgment leakage in outcome prediction: Prediction on a test set of existing judgments is not the same task as predicting outcomes for a party mid-litigation, because the precise formulation
• missing longitudinal evidence: The literature offers high short term accuracy figures for judicial AI but almost no evidence on how these tools affect decision quality, case backlog
• absent real-world deployment evidence: Experimental studies suggest risks such as bias amplification from judicial AI, but there is little empirical data on how those risks actually manifes
• misapplied equilibrium proof: Existing proofs that validators have a truth-telling equilibrium for quality ranking do not establish that job-performing agents have incentive-compat
• validator assessment assumption: The proof of Theorem 3b assumes that validators can meaningfully assess citation accuracy, an assumption that may not hold in highly specialized domai
• collusive under-citation unaddressed: Because the analysis rests on the Nash equilibrium concept, it does not rule out coordinated under-citation among colluding groups; coalition-proof eq
• Non-Extension of Classical Existence: Because agents generate the set of producible outputs rather than selecting from a fixed commodity space, the commodity space over which the Arrow-Deb
• Proximate Consumption Assumption Failure: Demand-side analyses that assume a proximate-consumption structure lose descriptive accuracy where the computative primitive holds, because most trans
• Welfare Theorem Breakdown: The First Welfare Theorem requires a fixed production possibility frontier, so when the frontier is endogenous to generative activity Pareto optimalit
• Price Signal Insufficiency: Contrary to the Hayekian account in which price is the summary statistic that coordinates dispersed knowledge, the coordinating signal in Computative
• Price-Cost Severance: Marginal cost collapse severs the price-cost relationship underlying competitive market theory: when additional realizations cost effectively nothing,
• Missing Normative Apparatus: The standard welfare theorems lose their foundation in the computative domain, and while human welfare plausibly remains the evaluative criterion at t
• conditional-security-bound: The two times corruption cost bound of the 2018 framework is conditional, not general: subsequent analysis shows it holds only under specific conditio
• underdeveloped-citation-graph: The 2018 framework contained a citation graph concept, but its mathematics were underdeveloped and no game theoretic analysis established incentives f
• Missing generation side: The Human-Derived Coordination Architecture implements only the consumption side of the computative labor market: job specifications, expertise taxono
• Neoclassical collapse: Because the agent action space in HDCA is closed and workers only select among existing postings, the architecture collapses to the Neoclassical labor
• Unimprovable generation: An architecture with generative surfaces and reward channels but only single-timescale resolution implements generation without being able to improve
• Unallocatable compute: An architecture with per-surface reflection but no cross-surface reflection improves each surface in isolation yet cannot improve the agent's allocati
• Surface aggregation breaks continuity: Collapsing two distinct generative components into a single loop forces aggregation of distinct quality signals into one reputation scalar, which viol
• Parametric remedy insufficient: The transition from HDCA to an operational implementation of Computative Economics is architectural rather than parametric: it cannot be achieved by a
• Demand Side Descriptive Failure: Humans remain the terminal consumers of AI generated value but cease to be its proximate driver, and this distinction is why traditional demand side e
• Marshallian Cross Dissolution: The Marshallian supply and demand cross loses its analytical purchase when marginal cost approaches zero for the dominant inputs of the knowledge econ
• Subfield Foundation Collapse: Welfare theorems, growth accounting, cost benefit analysis, and public economics each lose their foundation when the dominant inputs into production a
• DSGE Friction Obsolescence: The Calvo pricing frictions and persistence parameters that dominate modern DSGE models become unnecessary when contracts and prices adjust continuous
• Causal Primitive Attribution Not Established: The paper treats RLHF as applying a scarcity-economic primitive to a computative signal-generation task, but cited agreement rates do not establish th
• Fisher Information Dominance Unproved: Fisher information dominance is an open empirical question under assumptions that the paper identifies as necessary but insufficient.
• Equilibrium Trajectory Separation Open: Equilibrium-trajectory separation is the paper's first open problem, not an established result.
• Conjecture Withdrawn: Conjecture 1 is withdrawn.
• Selector Does Not Test Mechanism: The measured selector is an argmax over a record, not the reputation-weighted aggregation specified by RLRF, and the cohort contains no validation poo
• Simulation Is Not Validation: The 225-configuration sweep covers 4,500 trials, treats party accuracy as an input, and is reported as simulation rather than validation.
• Arrow Analogy Overreach: Arrow's theorem is only an analogy to RLHF aggregation and does not derive reward hacking or overoptimization.
• Incomplete Contracts Analogy Overreach: The incomplete-contracts comparison treats out-of-distribution behavior as unresolved, but remains an analogy rather than a derivation of reward overo
• Format D Increment Untested: Format D combines reasoning supervision with adversarial argument, and its claimed increment is selecting revisions by which arguments moved a staked
• Nearest Mechanism Comparison Missing: The paper's remaining residue is a combination rather than a primitive, and it is not compared with the nearest sequential peer-prediction, prediction
• Repeated Game Preconditions Unestablished: Repeated-game cooperation results require persistent identity, patient agents, observable deviations, and enforceable punishments, none of which RLRF
• Added Transcript Information Unproved: The two-round protocol is proposed to collect more structured data than a scalar label, but the paper does not establish that the added fields contain
• Positive Information Terms Unproved: Every mutual-information term in equation 5 is nonnegative, but the paper shows none to be strictly positive.
• Transcript Informativeness Unproved: The two rounds are intended to capture contested quality dimensions and the reasons they matter, but the paper does not show that either collection is
• Efficiency Conjecture Incoherent: The paper withdrew its earlier Cramer-Rao efficiency conjecture because revisions could not make it coherent and comparable with deployed RLHF, and it
• Measured Cohort Omits Mechanism: The measured cohort contains real artifacts and deterministic verdicts, but contains no validation pool, stake, deliberation round, or reputation weig
• Parameterized Accuracy Is Not Measurement: The sweep's reported RLRF accuracy above 0.97 is an output of parameters set by the sweep, not a measurement of a system.
• Stability Statistics Do Not Test Trajectory Separation: Finding 7 reports opposing stability orderings but does not define or test equilibrium-trajectory separation.
• RLRF Equilibrium Conditions Unverified: The paper does not establish that the RLRF best-response map satisfies the continuity, convexity, or contraction conditions required for equilibrium a
• Demonstration Mistaken For Field Evidence: The Article disclaims three specific inferences its own experiment cannot support: that deployed agents value their records, that real representatives
• Effect Contingent On Instructed Payoff Objective: The author identifies the run's most important finding as the condition in which his own predicted contrast disappeared, rather than the condition tha
• Model Audit Is Not Peer Review: Model engines served as blind auditors of the design, the code and the text, and they are not independent peer review.
• Stage 1 Status Forfeited By Prior Outcomes: Because the Gaussian outcomes already exist, written before any venue reviewed the design, the paper does not claim untouched Stage 1 status.
• No Accumulation Arm: The study runs fixed-size replacement, the protocol on which collapse was first shown, and includes no accumulation arm, so no result it produces bear
• Goodhart Channel Left Unopened: The channel the RLRF program claims reputation can resist is the one this study does not open, because its validators are stationary, its stake has no
• Coin Flip Effect Voids Confirmatory Status: A coin-flip family is a negative control, because a coin-flip pool knows nothing about validity, and if it meets the registered leak criterion or fail
• Fill From Rejects Invalidates Tests: A threshold arm that accepts too few candidates fills the shortfall uniformly from rejected candidates, and an arm whose minimum over generations of t
• Institution Reduced To A Weighted Vote: The pool under test omits most of what makes RLRF an institution: it has no economy, no strategy, no adversary, no deliberation, and no reputation dyn
• Operator Invalidation Without A Rule: A substrate was declared procedure-invalid by the operator before any run or reading, with no pre-run rule fired and no written reason recorded, and i
• Skipped Pilot Gate Not Cured: The preregistered pilot meant to confirm that every arm completes was never run, the confirmatory seeds ran without it, and the paper states that thei
• Comparator Ceiling Blocks Any Positive: A positive reading on substrate G needs nine superior labels, and if the ten percent arm's retention exceeds 0.90 in a family the pool cannot be label
• Oracle Premise Failure Blocks Attribution: The two ways the oracle premise can fail license different readings: missing the registered margin is consistent with the validity-rarity limit withou
• High Label Bar Masks Modest Effect: Nine superior labels set a high bar, so a real but modest effect may be reported as not positive.