一、幸福的多维定义与理论依据
This algorithm does not presuppose a single definition of "happiness," but synthesizes multiple perspectives from ancient and modern times, East and West, mapping them onto four layers of the model:
本算法不预设单一的"幸福"定义,而是综合古今中外的多元视角,将其映射到模型的四个层次:
- 亚里士多德《尼各马可伦理学》:幸福(eudaimonia)是灵魂合乎德性的现实活动,是人生的终极目的(至善),而非享乐——为"贡献维度"提供哲学依据(德性即价值)。
- 《尚书·洪范》"五福":长寿、富贵、康宁、好德、善终——中国最古老的幸福标准,其中"长寿""康宁"为"生存系数(健康)"提供了依据。
- 马斯洛需求层次理论:生理、安全、归属、尊重、自我实现——为"物质→社会→贡献"的递进结构提供依据。
- 积极心理学 PERMA(塞利格曼):积极情绪、投入、关系、意义、成就——"关系"对应社会维度(婚姻),“意义”对应贡献维度。
- 联合国《世界幸福报告》:以坎特里尔阶梯量表测量生活满意度,识别人均 GDP、社会支持、健康寿命、自由、慷慨、清廉六项驱动因素——本指数的“生存+生活+贡献+舆论”四层结构与之呼应。
- Brookings 幸福研究(Carol Graham,2010):"幸福悖论"——穷人可能幸福、富人可能痛苦,幸福取决于适应与期望而非绝对收入——直接决定"收入取对数"的非线性处理。
- CSIS《全球青年福祉指数》(2014):公民参与、教育、经济机会、健康、安全、信息通信六维——为多维框架提供参照。
二、模型的数学结构
The happiness index does not use linear weighting but is composed of four nonlinear components:
幸福指数不采用线性加权,而由四个非线性组件构成:
生存系数 S = (寿命′ × 空气′ × 含氧′)1/3
The three health elements use geometric mean: any health shortcoming (such as high-altitude low oxygen or short lifespan) will drag down the whole, reflecting the "barrel effect"—health is the hard threshold of happiness (a multiplicative relationship in which every element is indispensable).
健康三要素取几何平均:任何一个健康短板(如高原低含氧、寿命短)都会把整体压低,体现"木桶效应"——健康是幸福的硬门槛(乘法关系,缺一不可)。
生活指数 W = 0.20·log₂(1+收入′) + 0.20·存款′ + 0.20·房价比′ + 0.20·婚姻′ + 0.20·拥堵′
Income is log-transformed: according to the Easterlin paradox and Brookings' happiness paradox, the contribution of income to happiness has diminishing marginal returns—high income does not equal high happiness (offset by high housing prices and involution).
收入取对数:依据 Easterlin 悖论与 Brookings 幸福悖论,收入对幸福的贡献边际递减——高收入不等于高幸福(高房价、内卷抵消)。
贡献指数 C = 0.25·第二产业′ + 0.30·人均GDP′ + 0.20·GDP′ + 0.15·税收′ + 0.10·研发′
The Contribution dimension embodies "virtue is value" and the "altruistic view of happiness": the secondary industry (local production) carries the highest weight because it is the direct vehicle for "creating real value for the country and the nation."
贡献维度体现"德性即价值"与"利他幸福观":第二产业(属地生产)权重最高,因为它是"给国家和民族创造实物价值"的直接载体。
幸福指数 = 100 × [ S × (0.70·W + 0.30·C) + 0.10·舆论′ ]
The survival coefficient S serves as a multiplier (health is a hard threshold, so poor health discounts the whole); living W and contribution C are added (mutually compensating); and public opinion accounts for only 10% (a fine-tuning of subjective satisfaction that does not override the objective).
生存系数 S 作为乘数(健康是硬门槛,健康差则整体打折);生活 W 与贡献 C 相加(可互补补偿);舆论仅占 10%(主观满意度微调,不盖过客观)。
三、指标与权重依据
| 指标 | 方向 | 权重 | 所属层 | 依据 |
| 平均预期寿命 | 正向 | 生存 | 健康 | 五福之长寿;世界幸福报告之健康寿命 |
| 空气质量 | 正向 | 生存 | 健康 | 五福之康宁;环境健康 |
| 空气含氧量 | 正向 | 生存 | 健康 | 高原低氧与宜居幸福相悖的地域修正 |
| 人均可支配收入 | 对数 | 生活 0.20 | 物质 | Easterlin 悖论;边际递减 |
| 人均存款 | 正向 | 生活 0.20 | 物质 | 家底/抗风险能力(存量财富) |
| 房价收入比 | 反向 | 生活 0.20 | 物质 | 居住成本是生活舒适的核心 |
| 婚姻比例 | 正向 | 生活 0.20 | 社会 | PERMA 之关系;世界幸福报告之社会支持 |
| 交通拥堵 | 反向 | 生活 0.20 | 便利 | 生活便利/通勤质量 |
| 第二产业增加值 | 正向 | 贡献 0.25 | 贡献 | 属地生产;修正总部经济扭曲 |
| 人均 GDP | 正向 | 贡献 0.30 | 贡献 | 人均创造价值,公平化中小城市 |
| GDP 总量 | 正向 | 贡献 0.20 | 贡献 | 经济总产出(国家贡献) |
| 财政收入(税收) | 正向 | 贡献 0.15 | 贡献 | 对国家的财政贡献 |
| 研发经费 | 正向 | 贡献 0.10 | 贡献 | 科技创新贡献 |
四、总部经济修正
China's GDP is calculated by the place of legal registration (headquarters), creating the distortion of "production at the grassroots, statistics at headquarters": the real output of resource-based and production cities with reservoirs, mines, and factories is absorbed by the city where the group headquarters is located, with value added and income recorded at the headquarters rather than the production site.
中国 GDP 按法人注册地(总部)核算,导致"生产在基层、统计在总部"的扭曲:水库、矿山、工厂等资源型、生产型城市的真实产出,被集团总部所在城市吸走,增加值与收入记在总部而非生产地。
Correction method: ① the Contribution dimension centers on the value added of the secondary industry (local production)—where the factories, mines, and water sources are, there the output belongs; ② at the city level, a "local production correction coefficient" is introduced, equal to the secondary industry share ÷ the national average (40%)—the higher the share, the stronger the local production and the more output absorbed by the headquarters, so the contribution is correspondingly raised (industrial cities can reach 1.2-1.5 times), while headquarters and service cities are correspondingly lowered. This correction restores the true contribution of grassroots resource-based and industrial cities.
修正方法:①贡献维度以第二产业增加值(属地生产)为核心,工厂、矿山、水源在哪,产值就归属哪;②城市层面引入"属地修正系数"=第二产业占比 ÷ 全国均值(40%),占比越高说明属地生产越强、被总部吸走越多,贡献相应上调(工业城市可达 1.2~1.5 倍),总部/服务业城市相应下调。这一修正还原了基层资源型、工业型城市的真实贡献。
五、数据来源与局限性
Income, average life expectancy, GDP, taxes, R&D, and secondary industry value added use official public data (annual data from the National Bureau of Statistics and the Seventh National Population Census); per capita deposits, house-price-to-income ratio, air quality, traffic congestion, marriage ratio, and per capita GDP are approximate values from public knowledge, marked "subject to official figures"; the public-opinion layer uses the "2024 Happiest Cities" selection results from Xinhua's Oriental Outlook Weekly. This model does not include subjective well-being that is hard to quantify (such as a sense of security and freedom), and approximate values contain errors, so the ranking is for research and reference only.
收入、平均预期寿命、GDP、税收、研发、第二产业增加值采用官方公开数据(国家统计局年度数据、第七次全国人口普查);人均存款、房价收入比、空气质量、交通拥堵、婚姻比例、人均 GDP 为公开知识近似值,标注"以官方为准";舆论层采用新华社《瞭望东方周刊》"2024 最具幸福感城市"评选结果。本模型不包含难以量化的主观幸福感(如安全感、自由感),且近似值存在误差,排名仅供研究与参考。
六、参考文献
- 亚里士多德:《尼各马可伦理学》(Eudaimonia 与德性伦理)。
- 《尚书·洪范》:"五福"(长寿、富贵、康宁、好德、善终)。
- 边沁《道德与立法原理导论》、密尔《功利主义》:最大多数人的最大幸福。
- 马斯洛《动机与人格》:需求层次理论。
- 塞利格曼《持续的幸福》:PERMA 模型。
- Helliwell, J., Layard, R., & Sachs, J.(编):《World Happiness Report》,联合国可持续发展解决方案网络(SDSN)。
- Graham, C.(2010):"Adaptation amidst Prosperity and Adversity: Insights from Happiness Studies from Around the World",Brookings Institution。
- Goldin, N.(2014):"The Global Youth Wellbeing Index",CSIS & International Youth Foundation。
- Easterlin, R.(1974):"Does Economic Growth Improve the Human Lot? Some Empirical Evidence",Nations and Households in Economic Growth。
- 国家统计局:年度国民经济与社会发展统计公报。
- 国务院第七次全国人口普查领导小组办公室:第七次全国人口普查数据。
- 新华社《瞭望东方周刊》:"2024 最具幸福感城市"调查推选结果。