{"title":"消费者反应的社会动力学:整合统计物理学和营销动力学的统一框架","authors":"Javier Marin","doi":"arxiv-2404.02175","DOIUrl":null,"url":null,"abstract":"Comprehending how consumers react to advertising inputs is essential for\nmarketers aiming to optimize advertising strategies and improve campaign\neffectiveness. This study examines the complex nature of consumer behaviour by\napplying theoretical frameworks derived from physics and social psychology. We\npresent an innovative equation that captures the relation between spending on\nadvertising and consumer response, using concepts such as symmetries, scaling\nlaws, and phase transitions. By validating our equation against well-known\nmodels such as the Michaelis-Menten and Hill equations, we prove its\neffectiveness in accurately representing the complexity of consumer response\ndynamics. The analysis emphasizes the importance of key model parameters, such\nas marketing effectiveness, response sensitivity, and behavioural sensitivity,\nin influencing consumer behaviour. The work explores the practical implications\nfor advertisers and marketers, as well as discussing the limitations and future\nresearch directions. In summary, this study provides a thorough framework for\ncomprehending and forecasting consumer reactions to advertising, which has\nimplications for optimizing advertising strategies and allocating resources.","PeriodicalId":501372,"journal":{"name":"arXiv - QuantFin - General Finance","volume":"81 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Social Dynamics of Consumer Response: A Unified Framework Integrating Statistical Physics and Marketing Dynamics\",\"authors\":\"Javier Marin\",\"doi\":\"arxiv-2404.02175\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Comprehending how consumers react to advertising inputs is essential for\\nmarketers aiming to optimize advertising strategies and improve campaign\\neffectiveness. This study examines the complex nature of consumer behaviour by\\napplying theoretical frameworks derived from physics and social psychology. We\\npresent an innovative equation that captures the relation between spending on\\nadvertising and consumer response, using concepts such as symmetries, scaling\\nlaws, and phase transitions. By validating our equation against well-known\\nmodels such as the Michaelis-Menten and Hill equations, we prove its\\neffectiveness in accurately representing the complexity of consumer response\\ndynamics. The analysis emphasizes the importance of key model parameters, such\\nas marketing effectiveness, response sensitivity, and behavioural sensitivity,\\nin influencing consumer behaviour. The work explores the practical implications\\nfor advertisers and marketers, as well as discussing the limitations and future\\nresearch directions. In summary, this study provides a thorough framework for\\ncomprehending and forecasting consumer reactions to advertising, which has\\nimplications for optimizing advertising strategies and allocating resources.\",\"PeriodicalId\":501372,\"journal\":{\"name\":\"arXiv - QuantFin - General Finance\",\"volume\":\"81 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-04-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"arXiv - QuantFin - General Finance\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/arxiv-2404.02175\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - QuantFin - General Finance","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2404.02175","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Social Dynamics of Consumer Response: A Unified Framework Integrating Statistical Physics and Marketing Dynamics
Comprehending how consumers react to advertising inputs is essential for
marketers aiming to optimize advertising strategies and improve campaign
effectiveness. This study examines the complex nature of consumer behaviour by
applying theoretical frameworks derived from physics and social psychology. We
present an innovative equation that captures the relation between spending on
advertising and consumer response, using concepts such as symmetries, scaling
laws, and phase transitions. By validating our equation against well-known
models such as the Michaelis-Menten and Hill equations, we prove its
effectiveness in accurately representing the complexity of consumer response
dynamics. The analysis emphasizes the importance of key model parameters, such
as marketing effectiveness, response sensitivity, and behavioural sensitivity,
in influencing consumer behaviour. The work explores the practical implications
for advertisers and marketers, as well as discussing the limitations and future
research directions. In summary, this study provides a thorough framework for
comprehending and forecasting consumer reactions to advertising, which has
implications for optimizing advertising strategies and allocating resources.