Displayed to two decimal places.
PERSON · STARLIGHT
Kenneth Arrow
Recorded name: 肯尼斯·阿罗
Kenneth Arrow studied how individual choices form collective decisions, how markets coordinate with each other, and how people make decisions under incomplete information. His work spans social choice, general equilibrium, information economics, and dynamic decision-making.
Original Chinese introduction
肯尼斯·阿罗研究个人选择如何形成集体决策、市场怎样相互协调,以及人们如何在信息不完整时作出决定。他的工作横跨社会选择、一般均衡、信息经济学与动态决策。
From voting rules to insurance, medical services, and inventory management, Arrow used mathematical models to reveal the conditions under which institutions function. He and multiple co-authors separately studied the existence and stability of market equilibrium, and how risk is shared.
Original Chinese context
从投票规则到保险、医疗服务和库存管理,阿罗用数学模型揭示制度发挥作用所需的条件。他与多位合作者分别研究了市场均衡的存在、稳定,以及风险如何分担。
- Cowles:Social Choice and Individual Values ↗
- Arrow—Debreu general equilibrium paper ↗Original Chinese label · Arrow—Debreu一般均衡论文
- Arrow: Uncertainty in medical services ↗Original Chinese label · Arrow:医疗服务中的不确定性
- Arrow, Harris, Marschak: Review of stochastic inventory research ↗Original Chinese label · Arrow、Harris、Marschak:随机库存研究回顾
Derived from the current score.
Contribution groups assessed so far; coverage is still being expanded.
ASSESSMENT SCOPEWhat this score covers
All included contribution titles and notes are available in English. The complete original text remains available in Chinese; both editions use the same scores and source links.
Uncovered contributions and unresolved harms are not treated as zero. This is not a complete assessment of a lifetime.
9 included contributions have incomplete evidence; the relevant gap appears with that contribution.
Original scope note
This research record currently lists 9 outcomes within a limited scope; M and attribution shares are revisable judgments. Uncovered content and negative effects not yet clarified are not treated as zero; specific gaps appear in the item-by-item explanations.
Original Chinese scope
本轮当前已列9项有限研究账;M与归功份额为可修订判断。未覆盖内容和未核清的负面作用不按零处理,具体缺口见逐项说明。
CALCULATIONHow the score is calculated
Q = 10^(M/2) − 1; Lᵢ = aᵢ × Qᵢ; L = Σ Lᵢ; S = 2 × log₁₀(1 + L).
M is an outcome’s assessed magnitude and a is the person’s allocated share. A standalone score is only a per-item reference; the attributed light from distinct contributions is what can be combined.
SCORE DETAILS
9 evaluated contributions
M is the assessed magnitude of an outcome; attribution is the person’s share of credit. Attributed light can be added. The standalone score is only a per-item reference and must not be added across rows.
Scroll sideways for scores and attribution.
| Outcome | M | Attribution share | Attributed light | Standalone score | Share of total | Status |
|---|---|---|---|---|---|---|
| 01Impossibility framework for aggregating social preferences社会偏好聚合的不可能性框架OUT-SL0138-1950-1963-SOCIAL-CHOICE-IMPOSSIBILITY · 1950–1963 | 6.6 | 46% | 917.360665 | 5.93 | 32.4205% | Provisional estimate · incomplete evidence |
| 02Proof of the existence of competitive equilibrium in a unified model of production, exchange, and consumption生产、交换与消费一体模型的竞争均衡存在性证明OUT-SL0138-1954-COMPETITIVE-GENERAL-EQUILIBRIUM-EXISTENCE · 1954 | 6.7 | 24% | 537.053073 | 5.46 | 18.9801% | Provisional estimate · incomplete evidence |
| 03Welfare analysis of information commodity characteristics and invention resource allocation信息商品特性与发明资源配置的福利分析OUT-SL0138-1962-INFORMATION-INVENTION-MARKET-ALLOCATION · 1962 | 5.7 | 42% | 296.917229 | 4.95 | 10.4934% | Provisional estimate · incomplete evidence |
| 04Welfare analysis of uncertainty in medical services, trust institutions, and market boundaries医疗服务不确定性、信任制度与市场边界的福利分析OUT-SL0138-1963-MEDICAL-CARE-UNCERTAINTY-INSTITUTIONS · 1963 | 5.8 | 35% | 277.664882 | 4.89 | 9.8130% | Provisional estimate · incomplete evidence |
| 05Theoretical framework of state securities, risk allocation, and risk aversion状态证券、风险配置与风险厌恶的理论框架OUT-SL0138-1952-1965-SECURITIES-RISK-ALLOCATION-AND-RISK-AVERSION · 1952–1965 | 5.6 | 40% | 251.982938 | 4.81 | 8.9054% | Provisional estimate · incomplete evidence |
| 06Growth model in which learning by doing drives endogenous technological progress做中学驱动内生技术进步的增长模型OUT-SL0138-1962-LEARNING-BY-DOING-ENDOGENOUS-TECHNICAL-CHANGE · 1962 | 5.4 | 43% | 215.080510 | 4.67 | 7.6012% | Provisional estimate · incomplete evidence |
| 07Analysis of dual-threshold policies for stochastic dynamic inventory随机动态库存的双阈值政策分析OUT-SL0138-1951-STOCHASTIC-DYNAMIC-INVENTORY · 1951 | 5.5 | 24% | 134.721918 | 4.27 | 4.7612% | Provisional estimate · incomplete evidence |
| 08Bayesian, minimax, and recursive representations of sequential decision-making序贯决策的贝叶斯、极小极大与递归表示OUT-SL0138-1949-SEQUENTIAL-DECISION-BAYES-MINIMAX · 1949 | 5.3 | 25% | 111.420898 | 4.10 | 3.9377% | Provisional estimate · incomplete evidence |
| 09Stability conditions for the price adjustment process in competitive equilibrium竞争均衡价格调整过程的稳定性条件OUT-SL0138-1958-1959-COMPETITIVE-EQUILIBRIUM-STABILITY-CONDITIONS · 1958–1959 | 5.2 | 22% | 87.363578 | 3.89 | 3.0875% | Provisional estimate · incomplete evidence |
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NOTES AND SOURCES
Contribution notes and source links
English translations of the included notes appear below, with their Chinese originals available for comparison.
01Impossibility framework for aggregating social preferences社会偏好聚合的不可能性框架OUT-SL0138-1950-1963-SOCIAL-CHOICE-IMPOSSIBILITY
Record year1950–1963
summaryFormalizes individual preference orderings, social welfare functions, and a set of normative conditions, proving that with at least three options these conditions generally cannot be simultaneously satisfied by a non-dictatorial social ordering rule.
Original Chinese · summary
把个人偏好排序、社会福利函数和一组规范条件形式化,证明在至少三个选项下这些条件一般不能由非独裁的社会排序规则同时满足。
M rationaleThis result provides a formal boundary that is continuously reused across economics, politics, and group decision-making, and can change how institutional questions are posed, earning M6.6. Condition dependence and the non-prescriptive nature regarding actual institutions cap the upper bound; no adjustment is made for reputation or awards.
Original Chinese · M rationale
该成果给出跨经济、政治与群体决策持续复用的形式边界,能改变制度问题的提问方式,取M6.6。条件依赖性与对实际制度的非处方性质限制上档,不因名望或奖项调整。
attribution rationaleArrow 0.46; prehistory of voting and welfare theory 0.26; discussion review community 0.09; Cowles institution 0.07; unresolved 0.12.
Original Chinese · attribution rationale
Arrow 0.46;投票与福利理论前史0.26;讨论审阅共同体0.09;Cowles机构0.07;未解析0.12。
overlap boundaryIn the 1950 paper, the 1951 "Social Choice and Individual Values," and the 1963 second edition, with individual weak orderings as input, under conditions of non-dictatorship, unrestricted domain, Pareto/citizen sovereignty, and independence of irrelevant alternatives, the impossibility of aggregating social orderings is proved. Only the conditional formal framework and theorems are attributed; not all voting systems, democratic practices, or subsequent mechanism designs are attributed to Arrow.
Original Chinese · overlap boundary
1950论文、1951《Social Choice and Individual Values》及1963第二版中,以个人弱排序为输入,在非独裁、广域、帕累托/公民主权、无关选项独立等条件下证明社会排序聚合的不可能性。只计条件化的形式框架与定理;不把所有投票制度、民主实践或后继机制设计归阿罗。
Evidence gapsIt is necessary to check chapter by chapter the axiom statements and proof revisions in the 1951 and 1963 editions. It is also necessary to further separate contemporaneous independent results by Black and others from direct precursor inputs.
Original Chinese · evidence gaps
需逐章核对1951与1963版公理表述和证明修订。;需把Black等同时代独立成果与直接前驱输入进一步分开。
Full attribution budget
Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.
- 0.46Kenneth ArrowOriginal Chinese · 肯尼斯·阿罗Person
- 0.26Precursors to voting paradox, social welfare, and collective choice theoryOriginal Chinese · 投票悖论、社会福利与集体选择理论前驱Predecessor pool
- 0.09Cowles community for social choice discussion, review, and formal correctionOriginal Chinese · Cowles社会选择讨论、审阅与形式校正共同体Team
- 0.07Cowles Commission and Yale Cowles FoundationOriginal Chinese · Cowles委员会与耶鲁Cowles基金会Institution
- 0.12Pending-verification pool for social-choice versions, advisor feedback, and technical inputsOriginal Chinese · 社会选择版本、导师反馈与技术输入待核池Unallocated
Source links
- Cowles:Social Choice and Individual Values ↗
- Cowles: Kenneth J. Arrow bibliography ↗Original Chinese label · Cowles:Kenneth J. Arrow书目
- Stanford Encyclopedia of Philosophy: Arrow's theorem ↗Original Chinese label · 斯坦福哲学百科:阿罗定理
02Proof of the existence of competitive equilibrium in a unified model of production, exchange, and consumption生产、交换与消费一体模型的竞争均衡存在性证明OUT-SL0138-1954-COMPETITIVE-GENERAL-EQUILIBRIUM-EXISTENCE
Record year1954
summaryArrow and Gérard Debreu, under explicit assumptions on preferences, technology, and convexity, proved the existence of equilibrium for a competitive economy including production, exchange, and consumption.
Original Chinese · summary
阿罗与Gérard Debreu在明确偏好、技术与凸性等假设下,为包含生产、交换和消费的竞争经济证明均衡存在。
M rationaleThis result provides a long-reused unified existence framework for compatibility in complex markets, rated M6.7. Abstract assumptions and non-empirical prediction boundaries enter the scope judgment, avoiding attributing the entire consequences of the market economy back to it.
Original Chinese · M rationale
该成果为复杂市场相容性提供长期复用的统一存在性框架,取M6.7。抽象假设和非经验预测边界进入范围判断,避免把整个市场经济后果回灌。
attribution rationaleArrow and Debreu each 0.24; equilibrium, fixed point, and prehistory of game theory 0.25; Cowles community 0.09; institutions 0.07; unresolved 0.11.
Original Chinese · attribution rationale
Arrow和Debreu各0.24;均衡、不动点与博弈前史0.25;Cowles共同体0.09;机构0.07;未解析0.11。
overlap boundaryIn 1954, Arrow and Debreu proved the existence of equilibrium for a competitive economy with production, exchange, and consumption, under explicit assumptions such as preferences, technology, and convexity. Only existence and the abstract economy proof framework are counted; equilibrium stability, computation, uniqueness, empirical realism, and all macroeconomic policy are excluded.
Original Chinese · overlap boundary
1954年Arrow与Debreu对包含生产、交换和消费的竞争经济,在明确偏好、技术和凸性等假设下证明均衡存在。只计存在性和抽象经济证明框架;均衡稳定、计算、唯一性、经验真实性和所有宏观政策排除。
Evidence gapsAuthor correspondence or archival calibration is needed for the item-by-item division of proof labor between Arrow and Debreu. A separate review is needed to clarify the boundaries with McKenzie's parallel proof and Debreu's early social equilibrium theorem.
Original Chinese · evidence gaps
需作者通信或档案校准Arrow与Debreu的逐项证明分工。;需独立回顾明确与McKenzie并行证明及Debreu早期社会均衡定理的边界。
Full attribution budget
Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.
- 0.24Kenneth ArrowOriginal Chinese · 肯尼斯·阿罗Person
- 0.24Gérard Debreu (co-author of the general equilibrium existence proof)Original Chinese · Gérard Debreu(一般均衡存在性证明共同作者)Person
- 0.25Walras, Cassel, Wald, and precursors in game theory and fixed point methodsOriginal Chinese · Walras、Cassel、Wald、博弈与不动点方法前驱Predecessor pool
- 0.09Cowles mathematical economics communityOriginal Chinese · Cowles数理经济学共同体Team
- 0.07Cowles Commission and Stanford UniversityOriginal Chinese · Cowles委员会与斯坦福大学Institution
- 0.11Pending-verification pool for the Arrow–Debreu division of proof labor and mathematical inputsOriginal Chinese · Arrow—Debreu证明分工与数学输入待核池Unallocated
Source links
- Arrow—Debreu: Paper on the Existence of Competitive Equilibrium ↗Original Chinese label · Arrow—Debreu:竞争均衡存在性论文
- JSTOR: Record of the Arrow—Debreu paper ↗Original Chinese label · JSTOR:Arrow—Debreu论文记录
- Nobel Prize: 1972 Economics Prize explanation ↗Original Chinese label · 诺贝尔奖:1972年经济学奖说明
03Welfare analysis of information commodity characteristics and invention resource allocation信息商品特性与发明资源配置的福利分析OUT-SL0138-1962-INFORMATION-INVENTION-MARKET-ALLOCATION
Record year1962
summaryIt analyzes how information is difficult to price before production, cheap to reproduce afterward, and difficult to fully exclude, and explains why these characteristics lead markets to underinvest in invention.
Original Chinese · summary
分析信息在产生前难定价、产生后复制成本低且难完全排他,说明这些特性为何会使市场对发明投入不足。
M rationaleThis work identifies a resource allocation mechanism that is pervasive in knowledge production and reusable across industries, rated M5.7. It is normative analysis, not evidence of the effectiveness of any patent or subsidy scheme.
Original Chinese · M rationale
该成果识别了知识生产中普遍存在、可跨产业复用的资源配置机制,取M5.7。它是规范分析而非任何专利或补贴方案的效果证明。
attribution rationaleArrow 0.42; prehistory of public goods, patents, and welfare theory 0.25; NBER conference community 0.12; institutions 0.09; unresolved 0.12.
Original Chinese · attribution rationale
Arrow 0.42;公共品、专利与福利理论前史0.25;NBER会议共同体0.12;机构0.09;未解析0.12。
overlap boundaryIn the 1962 'Economic Welfare and the Allocation of Resources for Invention', welfare analysis is conducted on the uncertainty of invention, difficulties in information dissemination/appropriation, and insufficient market incentives. Only the general information—innovation allocation framework is counted; specific patent policies, R&D institutions, internet information, or subsequent results in information economics are all excluded.
Original Chinese · overlap boundary
1962年《Economic Welfare and the Allocation of Resources for Invention》中,对发明的不确定性、信息传播/占有困难和市场激励不足进行福利分析。只计通用信息—创新配置框架;具体专利政策、R&D机构、互联网信息或后继信息经济学全部成果排除。
Evidence gapsIts conditional judgments on patents, monopoly, government, and basic research require page-by-page verification. Direct transmission to contemporaneous innovation-economics work such as Nelson's must also be distinguished from mere historical co-occurrence.
Original Chinese · evidence gaps
需逐页核对其对专利、垄断、政府与基础研究的条件性判断。;需与Nelson等同期创新经济学工作做直接传递而非同史出现的区分。
Full attribution budget
Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.
- 0.42Kenneth ArrowOriginal Chinese · 肯尼斯·阿罗Person
- 0.25Precursors to public goods, welfare, uncertainty, and patent theoryOriginal Chinese · 公共品、福利、不确定性与专利理论前驱Predecessor pool
- 0.12Editors and discussants of the NBER invention research conferenceOriginal Chinese · NBER发明研究会议编辑与讨论者Team
- 0.09NBER, SSRC, and Princeton University PressOriginal Chinese · NBER、SSRC与普林斯顿大学出版社Institution
- 0.12Pending verification pool for discussions, cases, and conceptual inputs in the invention information paperOriginal Chinese · 发明信息论文的讨论、案例与概念输入待核池Unallocated
Source links
- NBER: Invention resource allocation chapter pages ↗Original Chinese label · NBER:发明资源配置章节页
- NBER: Invention resource allocation chapter PDF ↗Original Chinese label · NBER:发明资源配置章节PDF
04Welfare analysis of uncertainty in medical services, trust institutions, and market boundaries医疗服务不确定性、信任制度与市场边界的福利分析OUT-SL0138-1963-MEDICAL-CARE-UNCERTAINTY-INSTITUTIONS
Record year1963
summaryAn open economic theoretical analysis of the medical service system, explaining how the uncertainty of illness and treatment and the differences in professional knowledge relate to insurance, trust, professional norms, and market boundaries; does not include clinical advice.
Original Chinese · summary
对医疗服务制度作公开经济理论分析,说明疾病与治疗不确定性、专业知识差异如何关联保险、信任、职业规范与市场边界;不包含临床建议。
M rationaleThis work connects general economic theory with the specific uncertainties of the medical system into an independent, long-term reusable analytical framework, scoring M5.8. The scope is strictly limited to public theoretical/institutional knowledge, consistent with the current non-clinical boundary; the evidence does not support any treatment or policy effectiveness.
Original Chinese · M rationale
该成果把通用经济理论与医疗制度的特殊不确定性连接成独立、长期复用的分析框架,取M5.8。范围严格限于公开理论/制度知识,符合当前非临床边界;证据不支持任何治疗或政策成效。
attribution rationaleArrow 0.35; prehistory of welfare, insurance, and medical markets 0.20; knowledge community of medical system 0.15; named commentators on the original text 0.10; institutions 0.08; unresolved 0.12.
Original Chinese · attribution rationale
Arrow 0.35;福利、保险与医疗市场前史0.20;医疗制度知识共同体0.15;原文具名评论者0.10;机构0.08;未解析0.12。
overlap boundaryThe 1963 public paper conducts normative economic analysis of the medical service industry, not individual health or treatment plans, explaining how the uncertainty of disease occurrence, diagnosis/treatment effectiveness, and professional knowledge correspond to insurance, information asymmetry, trust, licensing, and non-market norms. Only public theoretical and institutional knowledge is counted; no case data, clinical materials, or treatment recommendations are involved.
Original Chinese · overlap boundary
1963年公开论文对医疗服务业而非个人健康或治疗方案进行规范经济分析,说明疾病发生、诊断/治疗效果和专业知识的不确定性如何对应保险、信息不对称、信任、执照与非市场规范。只计公开理论和制度知识,不涉及病例、临床资料或治疗建议。
Evidence gapsA full section-by-section verification of the conditional conclusions on insurance, professional norms, and licensing systems is required; a medical economics review is needed to distinguish its conceptual influence from the independent increments of subsequent empirical and policy research.
Original Chinese · evidence gaps
需全文逐节核对保险、专业规范与许可制度的条件性结论。;需医疗经济学回顾区分其概念影响与后继实证、政策研究的独立增量。
Full attribution budget
Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.
- 0.35Kenneth ArrowOriginal Chinese · 肯尼斯·阿罗Person
- 0.2Precursors in welfare economics, insurance, uncertainty, and medical marketsOriginal Chinese · 福利经济学、保险、不确定性与医疗市场前驱Predecessor pool
- 0.15Knowledge community of medical practice, insurance, hospitals, and public health institutionsOriginal Chinese · 医疗执业、保险、医院与公共卫生制度知识共同体Team
- 0.1Commentators on papers including Bator, Dorfman, Fuchs, Gilson, Kessel, Mushkin, Rorem, etc.Original Chinese · Bator、Dorfman、Fuchs、Gilson、Kessel、Mushkin、Rorem等论文评论者Team
- 0.08Ford Foundation and Stanford University (project support)Original Chinese · 福特基金会与斯坦福大学(项目支持)Institution
- 0.12Pool of institutional facts, comments, and empirical inputs in medical economics to be verifiedOriginal Chinese · 医疗经济学制度事实、评论与经验输入待核池Unallocated
Source links
- Arrow:Uncertainty and the Welfare Economics of Medical Care ↗
- PMC: record of republication of medical economics papers ↗Original Chinese label · PMC:医疗经济学论文再刊记录
05Theoretical framework of state securities, risk allocation, and risk aversion状态证券、风险配置与风险厌恶的理论框架OUT-SL0138-1952-1965-SECURITIES-RISK-ALLOCATION-AND-RISK-AVERSION
Record year1952–1965
summaryIt uses state securities to show how risk is allocated under specific assumptions and develops a theoretical language for analyzing risk aversion as wealth changes; it does not imply that real financial markets are necessarily efficient.
Original Chinese · summary
以状态证券说明在特定假设下如何配置风险,并发展随财富变化分析风险厌恶的理论语言;不推断现实金融市场必然有效。
M rationaleThis result provides a general, reusable theoretical structure for cross-state risk allocation, rated M5.6. It is separated from the 1954 certainty/integrated-equilibrium existence result by its increment on uncertainty and risk allocation, and the shared equilibrium baseline cannot be accounted for twice.
Original Chinese · M rationale
该成果为跨状态风险配置提供通用、可复用的理论结构,取M5.6。与1954确定性/一体化均衡存在点按‘不确定性和风险配置增量’分边,不能两次领取共同均衡基线。
attribution rationaleArrow 0.40; expected utility, insurance, and pre-equilibrium history 0.30; conference community 0.10; institutions 0.07; unresolved 0.13.
Original Chinese · attribution rationale
Arrow 0.40;期望效用、保险和均衡前史0.30;会议共同体0.10;机构0.07;未解析0.13。
overlap boundaryThe optimal risk allocation via state securities in the 1952 report, 1953 French publication, and 1964 English version, together with the risk-aversion framework in 1965 'Aspects of the Theory of Risk-Bearing', form one family. Only the general theory of securities/preferences under uncertainty is counted; Pratt's independent results, actual financial market performance, derivatives, and all insurance products are excluded.
Original Chinese · overlap boundary
1952报告、1953法文发表及1964英文版本的状态证券最优风险配置,与1965《Aspects of the Theory of Risk-Bearing》中风险厌恶框架合为一族。只计不确定性下证券/偏好的一般理论;Pratt独立结果、实际金融市场表现、衍生品与全部保险产品排除。
Evidence gapsNeed to verify the 1965 text and strictly separate it from Pratt's contemporaneous risk-aversion measures; also need to distinguish the original proof of state securities from the later overlap with the Arrow–Debreu uncertainty model.
Original Chinese · evidence gaps
需核读1965文本并与Pratt同时期风险厌恶测度严格分边。;需区分状态证券原始证明与后来Arrow–Debreu不确定性模型的重叠。
Full attribution budget
Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.
- 0.4Kenneth ArrowOriginal Chinese · 肯尼斯·阿罗Person
- 0.3Precursors of expected utility, insurance, portfolio, and general equilibriumOriginal Chinese · 期望效用、保险、投资组合与一般均衡前驱Predecessor pool
- 0.1Paris risk measurement workshop and risk theory communityOriginal Chinese · 巴黎风险计量讨论会与风险理论共同体Team
- 0.07CNRS, Stanford, and Helsinki conference, research, and publication supportOriginal Chinese · CNRS、斯坦福与赫尔辛基的会议、研究和出版支持Institution
- 0.13Risk theory versions, Arrow–Pratt boundary, and feedback pending verification poolOriginal Chinese · 风险理论版本、Arrow—Pratt边界与反馈待核池Unallocated
Source links
- Arrow: version of the theory of risk-bearing ↗Original Chinese label · Arrow:风险承担理论版本
- Google Books:Aspects of the Theory of Risk-Bearing ↗
- University of Chicago Library: Arrow bibliography ↗Original Chinese label · 芝加哥大学图书馆:Arrow书目
06Growth model in which learning by doing drives endogenous technological progress做中学驱动内生技术进步的增长模型OUT-SL0138-1962-LEARNING-BY-DOING-ENDOGENOUS-TECHNICAL-CHANGE
Record year1962
summaryIt incorporates knowledge formed through production and investment experience into a growth model and analyzes how learning spillovers cause private investment and social returns to learning to diverge.
Original Chinese · summary
把生产和投资经验形成的知识写入增长模型,分析学习外溢如何使私人投资与社会学习收益出现差异。
M rationaleThis work elevates the empirical learning curve into an analyzable growth mechanism, with reusable value across productivity and innovation policy, and is rated M5.4. The model's simplified empirical proxy and the independent contributions of subsequent theory cap the rating.
Original Chinese · M rationale
该成果把经验性学习曲线提升为可分析的增长机制,跨生产率和创新政策具有复用价值,取M5.4。模型的简化经验代理和后继理论独立贡献限制上档。
attribution rationaleArrow 0.43; prehistory of learning curves and growth accounting 0.28; empirical community 0.09; institutions 0.07; unresolved 0.13.
Original Chinese · attribution rationale
Arrow 0.43;学习曲线与增长核算前史0.28;经验共同体0.09;机构0.07;未解析0.13。
overlap boundaryIn 1962, it treated knowledge growth as a byproduct of production and investment experience and analyzed the implications for long-run growth and resource allocation. Only this endogenous learning mechanism is counted; later endogenous growth, firm learning curves, all productivity growth, and policy effects are excluded.
Original Chinese · overlap boundary
1962年把知识增长设为生产/投资经验的副产品,并分析其对长期增长和资源配置的含义。只计这一内生学习机制;后来的内生增长、企业学习曲线、全部生产率增长和政策效果排除。
Evidence gapsThe model's precise restrictions on capital stock, experience, and knowledge spillovers require section-by-section confirmation. The independent shares of subsequent endogenous-growth work and of the empirical prehistory associated with Alchian and others require a dedicated review.
Original Chinese · evidence gaps
需逐段确认模型对资本存量、经验和知识外溢的精确限制。;后继内生增长采用与Alchian等经验前史的独立份额需专题回顾。
Full attribution budget
Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.
- 0.43Kenneth ArrowOriginal Chinese · 肯尼斯·阿罗Person
- 0.28Learning curves, aircraft manufacturing experience, and growth accounting precursorsOriginal Chinese · 学习曲线、航空制造经验与增长核算前驱Predecessor pool
- 0.09Industrial learning experience research communityOriginal Chinese · 产业学习经验研究共同体Team
- 0.07Stanford University (research and publication support)Original Chinese · 斯坦福大学(研究与发表支持)Institution
- 0.13Pool to be verified for empirical inputs and feedback of the learning-by-doing modelOriginal Chinese · 做中学模型的经验输入与反馈待核池Unallocated
Source links
- Arrow: Learning by Doing original text ↗Original Chinese label · Arrow:Learning by Doing原文
- RePEc: Learning by Doing paper record ↗Original Chinese label · RePEc:Learning by Doing论文记录
07Analysis of dual-threshold policies for stochastic dynamic inventory随机动态库存的双阈值政策分析OUT-SL0138-1951-STOCHASTIC-DYNAMIC-INVENTORY
Record year1951
summaryArrow, Theodore Harris, and Jacob Marschak combined intertemporal inventory with stochastic demand, analyzing parameters and discounted costs within a prespecified (s,S) policy class; they do not claim Scarf's later broader optimality proof.
Original Chinese · summary
阿罗、Theodore Harris和Jacob Marschak把跨期库存与随机需求结合,在预设(s,S)政策类内分析参数与折现成本;不领取Scarf后来的更广最优性证明。
M rationaleM5.5 reflects a widely reused inventory-decision method under stochastic demand and fixed adjustment costs. The original authors explicitly optimized only within a prespecified policy family, so this entry does not claim a general optimality proof; its independent increment is the inventory stochastic process and policy parameters, rather than a second claim on general recursive decision-making.
Original Chinese · M rationale
M5.5反映随机需求与固定调整成本下广泛复用的库存决策方法。原作者明确仅在预设政策族内最优,故不领取普遍最优性证明;独立增量是库存随机过程及策略参数,而非再次领取一般递归决策。
attribution rationaleSL-0138 0.24: jointly organized the stochastic intertemporal inventory problem with Marschak; EXT-NAME:JACOB-MARSCHAK 0.24: joint problem construction and inventory model; EXT-NAME:THEODORE-HARRIS 0.27: analysis of the inventory stochastic-process distribution and discounted costs; ARROW::INVENTORY-AND-CONSUMED-SEQUENTIAL-METHODS 0.13: prior inventory-theory and recursive-method inputs already accounted for; ARROW::RAND-COWLES-RESEARCH-CONTEXT 0.05: RAND and Cowles research collaboration; ARROW::LOGISTICS-BIBLIOGRAPHY-INPUT 0.03: inventory-research literature and logistics-problem support; ARROW::UNRESOLVED-1951-ROLES 0.04: original research records not fully preserved
Original Chinese · attribution rationale
SL-0138 0.24:与Marschak组织随机跨期库存问题;EXT-NAME:JACOB-MARSCHAK 0.24:共同问题构造与库存模型;EXT-NAME:THEODORE-HARRIS 0.27:库存随机过程分布与折现成本分析;ARROW::INVENTORY-AND-CONSUMED-SEQUENTIAL-METHODS 0.13:已有库存理论及递归方法输入;ARROW::RAND-COWLES-RESEARCH-CONTEXT 0.05:RAND与Cowles研究协作;ARROW::LOGISTICS-BIBLIOGRAPHY-INPUT 0.03:库存研究文献及物流问题支持;ARROW::UNRESOLVED-1951-ROLES 0.04:原始研究记录未完整保存
overlap boundaryIn 1951 Arrow, Harris, and Marschak combined intertemporal inventory with stochastic demand, deriving parameters and discounted costs within a prespecified (s,S) policy class. The deterministic two-threshold form existed earlier; this entry excludes Scarf's 1960 proof of optimality over a broader policy class and does not claim all modern supply-chain optimization.
Original Chinese · overlap boundary
1951年Arrow、Harris、Marschak把跨期库存与随机需求结合,在预设(s,S)政策类内求参数及折现成本。确定性双阈值形式先在;不把1960年Scarf对更广政策最优性的证明归入,也不领取所有现代供应链优化。
Evidence gapsAll technical assumptions and the scope of modern applications of the 1951 paper still require item-by-item verification. Arrow's account is a recollection from years later, explicitly lacking original records, so fine-grained attribution remains uncertain.
Original Chinese · evidence gaps
1951论文的全部技术假设与现代应用范围尚需逐项复核。;Arrow自述为多年后回忆,明确缺原始记录,细分归功仍有不确定性。
Full attribution budget
Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.
- 0.24Kenneth ArrowOriginal Chinese · 肯尼斯·阿罗Person
- 0.24Jacob Marschak (co-constructor of the stochastic inventory problem)Original Chinese · Jacob Marschak(随机库存问题共同构造者)Person
- 0.27Theodore Harris (co-author on stochastic inventory process and cost analysis)Original Chinese · Theodore Harris(随机库存过程与成本分析共同作者)Person
- 0.13Inventory theory and prior sequential-method inputs already accounted forOriginal Chinese · 库存理论与已消费的序贯方法输入Predecessor pool
- 0.05RAND and Cowles research collaboration environmentOriginal Chinese · RAND与Cowles研究协作环境Institution
- 0.03Inventory research literature and logistics problem inputOriginal Chinese · 库存研究文献与物流问题输入Team
- 0.041951 original research records and division-of-labor pending verification poolOriginal Chinese · 1951年原始研究记录与分工待核池Unallocated
Source links
- INFORMS: review of Arrow's inventory research ↗Original Chinese label · INFORMS:Arrow库存研究回顾
- AEA: article on inventory theory and methods ↗Original Chinese label · AEA:库存理论与方法文章
- University of Tokyo: PDF of the Arrow–Harris–Marschak inventory paper ↗Original Chinese label · 东京大学:Arrow–Harris–Marschak库存论文PDF
08Bayesian, minimax, and recursive representations of sequential decision-making序贯决策的贝叶斯、极小极大与递归表示OUT-SL0138-1949-SEQUENTIAL-DECISION-BAYES-MINIMAX
Record year1949
summaryArrow, David Blackwell, and Meyer Girshick analyzed the choice of continuing sampling or stopping action when sampling has costs, characterizing optimal sequential strategies for bounded problems via recursive structures.
Original Chinese · summary
阿罗、David Blackwell和Meyer Girshick分析有取样成本时继续取样或停止行动的选择,以递归结构刻画有界问题的最优序贯策略。
M rationaleM5.3 reflects reusable sequential-decision forms and their early input into the expression of dynamic programming. It concerns statistical decision problems and does not claim all of dynamic programming on the grounds of influence on Bellman.
Original Chinese · M rationale
M5.3反映可复用的序贯决策形式及其对动态规划表达的早期输入。对象是统计决策问题,不以影响Bellman为由领取全部动态规划。
attribution rationaleSL-0138 0.25: joint modeling and recursive decision expression; EXT-NAME:DAVID-BLACKWELL 0.25: joint statistical decision derivation; EXT-NAME:MEYER-GIRSHICK 0.25: joint statistical decision derivation; ARROW::WALD-SEQUENTIAL-ANALYSIS-DECISION-PREHISTORY 0.15: prior sequential analysis and statistical decisions; ARROW::RAND-RESEARCH-CONTEXT 0.05: research seminar and collaborative environment; ARROW::UNRESOLVED-1949-ROLES 0.05: section-by-section manuscripts and division of labor pending analysis
Original Chinese · attribution rationale
SL-0138 0.25:共同建模与递归决策表达;EXT-NAME:DAVID-BLACKWELL 0.25:共同统计决策推导;EXT-NAME:MEYER-GIRSHICK 0.25:共同统计决策推导;ARROW::WALD-SEQUENTIAL-ANALYSIS-DECISION-PREHISTORY 0.15:既有序贯分析与统计决策;ARROW::RAND-RESEARCH-CONTEXT 0.05:研究会与协作环境;ARROW::UNRESOLVED-1949-ROLES 0.05:逐段手稿与分工待解析
overlap boundaryIn 1949, Arrow, Blackwell, and Girshick studied costly choices between continued sampling and stopping, characterizing optimal sequential decisions and recursive structures. This entry does not claim Wald's prior sequential analysis or Bellman's later full dynamic-programming system; specific inventory policies are accounted for in a separate item.
Original Chinese · overlap boundary
1949年Arrow、Blackwell、Girshick研究继续取样与停止行动的有成本选择,刻画最优序贯决策与递归结构。不领取Wald先行序贯分析、Bellman后来的完整动态规划体系,库存具体政策在另一项。
Evidence gapsAll technical assumptions in the 1949 original text and the three authors' section-by-section contributions still require verification. The direct-accounting boundary with later dynamic programming and the 1951 inventory method requires further topic-specific calibration.
Original Chinese · evidence gaps
1949原文全部技术假设与三人逐段贡献尚需核读。;与后来的动态规划和1951库存方法的直接消费边界需继续专题校准。
Full attribution budget
Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.
- 0.25Kenneth ArrowOriginal Chinese · 肯尼斯·阿罗Person
- 0.25David Blackwell (co-author of sequential statistical decisions)Original Chinese · David Blackwell(序贯统计决策共同作者)Person
- 0.25Meyer Girshick (co-author of sequential statistical decisions)Original Chinese · Meyer Girshick(序贯统计决策共同作者)Person
- 0.15Wald sequential analysis and precursors to statistical decision theoryOriginal Chinese · Wald序贯分析与统计决策前驱Predecessor pool
- 0.05RAND research meetings and collaborative environmentOriginal Chinese · RAND研究会与协作环境Institution
- 0.051949 manuscript and pool pending division of labor verificationOriginal Chinese · 1949年手稿与分工待核池Unallocated
Source links
- DOI of the 1949 sequential decision paper ↗Original Chinese label · 1949年序贯决策论文 DOI
- Celebratio: Blackwell and 1949 paper abstract ↗Original Chinese label · Celebratio:Blackwell与1949论文摘要
- INFORMS: review of Arrow's inventory research ↗Original Chinese label · INFORMS:Arrow库存研究回顾
09Stability conditions for the price adjustment process in competitive equilibrium竞争均衡价格调整过程的稳定性条件OUT-SL0138-1958-1959-COMPETITIVE-EQUILIBRIUM-STABILITY-CONDITIONS
Record year1958–1959
summaryArrow, with Leonid Hurwicz and H. D. Block, studied when price adjustment tends toward competitive equilibrium under conditions such as gross substitutability, supplementing the convergence question left unanswered by the existence proof.
Original Chinese · summary
阿罗与Leonid Hurwicz、H. D. Block研究价格调整在总替代等条件下何时趋向竞争均衡,补充了存在性证明未回答的收敛问题。
M rationaleThis is an independent, condition-specific family of methods in general-equilibrium dynamics, addressing convergence questions not covered by the existence result, and is rated M5.2. Because its assumptions are narrow and it is not a general law of actual markets, it is rated below the existence framework.
Original Chinese · M rationale
这是一般均衡动态中的独立条件化方法族,弥补存在性点未覆盖的收敛问题,取M5.2;因适用假设窄且不是通用实际市场定律,低于存在性框架。
attribution rationaleArrow and Hurwicz each 0.22, Block 0.12; prehistory of dynamic stability 0.20; community 0.08; institutions 0.06; unresolved 0.10.
Original Chinese · attribution rationale
Arrow与Hurwicz各0.22,Block 0.12;动态稳定前史0.20;共同体0.08;机构0.06;未解析0.10。
overlap boundaryThe 1958 Arrow–Hurwicz and 1959 Arrow–Block–Hurwicz studies on competitive-equilibrium stability analyze when price adjustment converges locally or globally to equilibrium under conditions such as gross substitutability. They are separate from the 1954 existence proof; this entry does not claim real-market adjustment speeds or all computational equilibrium algorithms.
Original Chinese · overlap boundary
1958年Arrow–Hurwicz与1959年Arrow–Block–Hurwicz两篇竞争均衡稳定性研究,分析价格调整过程在总替代等条件下何时局部或全局趋向均衡。与1954存在性证明分开;不把现实市场调整速度或所有计算均衡算法归入。
Evidence gapsThe two proofs and version differences of the gross substitutability condition have not yet been read page by page; subsequent counterexamples and stability theory need to be reviewed to calibrate the scope of applicability.
Original Chinese · evidence gaps
尚未逐页读取两篇证明及总替代条件的版本差异。;需回顾后续反例和稳定性理论以校准适用范围。
Full attribution budget
Every recorded actor remains visible. Share (0–1) retains the ledger’s exact decimal value.
- 0.22Kenneth ArrowOriginal Chinese · 肯尼斯·阿罗Person
- 0.22Leonid Hurwicz (co-author of equilibrium stability research)Original Chinese · Leonid Hurwicz(均衡稳定性研究共同作者)Person
- 0.12H. D. Block (co-author of the 1959 stability study)Original Chinese · H. D. Block(1959年稳定性研究共同作者)Person
- 0.2Precursors to Walrasian tatonnement processes, and to Samuelson's and Hicks's dynamic theoryOriginal Chinese · Walras试探过程、Samuelson与Hicks动态理论前驱Predecessor pool
- 0.08Cowles–Stanford dynamic economics communityOriginal Chinese · Cowles—斯坦福动态经济学共同体Team
- 0.06Cowles Commission and Stanford UniversityOriginal Chinese · Cowles委员会与斯坦福大学Institution
- 0.1Pending-verification pool for extensions and feedback on the two stability papersOriginal Chinese · 两篇稳定性论文扩展与反馈待核池Unallocated
Source links
- CASBS: Kenneth Arrow person page ↗Original Chinese label · CASBS:Kenneth Arrow人物页
- JSTOR: Arrow–Hurwicz stability paper record ↗Original Chinese label · JSTOR:Arrow—Hurwicz稳定性论文记录
- JSTOR: Arrow–Block–Hurwicz stability paper record ↗Original Chinese label · JSTOR:Arrow—Block—Hurwicz稳定性论文记录
- University of Chicago Library: Arrow bibliography ↗Original Chinese label · 芝加哥大学图书馆:Arrow书目
BOUNDARIES NOT COUNTED
Not included in this score
These subjects are recorded as exclusions and are not silently treated as zero or as part of the included outcomes.
Later-life work on climate, intergenerational welfare, and sustainability
晚年气候、代际福利与可持续性工作
Reason Independent models, completed report outcomes, co-authors, and delivery boundaries have not yet been verified; they cannot be attributed solely on the basis of public participation or titles.
Original Chinese reason
尚未核明独立模型、报告终态、共同作者和交付边界,不能仅按公共参与或头衔归入。
Specific teaching, consulting, and public service deliveries
具体教学、咨询和公共服务交付
Reason There are currently no locatable courses, consulting outcomes, or institutional interventions; subsequent achievements of students and institutions are not automatically attributed.
Original Chinese reason
目前没有可定位课程、咨询成果或组织措施;学生和机构的后续成就不自动归入。
Actual electoral, market, financial, inventory, and healthcare policy consequences
实际选举、市场、金融、库存和医疗政策后果
Reason All nine items are conditional theoretical or methodological results; the implementation, effects, and harms of specific institutions require independent evidence.
Original Chinese reason
九项均为条件性理论或方法成果;具体制度的实施、效果和伤害需要独立证据。
Medical clinical, case, and personal health data
医疗临床、病例和个人健康资料
Reason Medical items are strictly limited to public economic theory and institutional knowledge; no case histories, treatments, or personal health data are read or used.
Original Chinese reason
医疗项严格限于公开经济理论与制度知识,不读取或使用病例、治疗或个人健康资料。
Subsequent extensions of research on equilibrium, risk, and information
均衡、风险与信息研究的后继扩展
Reason McKenzie, Pratt, Scarf, and subsequent mechanism design, dynamic programming, and empirical research have independent increments and cannot be subsumed by Arrow's original results.
Original Chinese reason
McKenzie、Pratt、Scarf及后继机制设计、动态规划、经验研究具有独立增量,不能由阿罗原始成果吞并。
How to read this score
Scores can change when evidence is reviewed. The method page explains how magnitude, attribution, and included results relate to the displayed score.
Read the method in English →