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Analytical Business Model for Sustainable Distributed Retail Enterprises in a Competitive Market

机译:竞争市场中可持续分布式零售企业的分析商业模式

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摘要

Retail enterprises are organizations that sell goods in small quantities to consumers for personal consumption. In distributed retail enterprises, data is administered per branch. It is important for retail enterprises to make use of data generated within the organization to determine consumer patterns and behaviors. Large organizations find it difficult to ascertain customer preferences by merely observing transactions. This has led to quantifiable losses, such as loss of market share to competitors and targeting the wrong market. Although some enterprises have implemented classical business models to address these challenging issues, they still lack analytics-based marketing programs to gain a competitive advantage to deal with likely catastrophic events. This research develops an analytical business (ARANN) model for distributed retail enterprises in a competitive market environment to address the current laxity through the best arrangement of shelf products per branch. The ARANN model is built on association rules, complemented by artificial neural networks to strengthen the results of both mutually. According to experimental analytics, the ARANN model outperforms the state of the art model, implying improved confidence in business information management within the dynamically changing world economy.
机译:零售企业是销售商品,以少量为消费者提供个人消费。在分布式零售企业中,数据每分支管理。对于零售企业来利用组织内产生的数据非常重要,以确定消费者模式和行为。大型组织发现难以通过观察交易来确定客户偏好。这导致了可量化的损失,例如市场份额损失到竞争对手并针对错误的市场。虽然有些企业已经实施了古典商业模式,以解决这些挑战性问题,但他们仍然缺乏基于分析的营销计划,以获得可能的灾难性事件的竞争优势。本研究开发了竞争激烈的市场环境中分布式零售企业的分析业务(Arann)模型,通过每分支的最佳布置产品安排解决目前的松懈。 Arann模型建立在关联规则上,由人工神经网络补充,以加强双方的结果。根据实验分析,Arann模型优于现有技术的模型,这意味着在动态不断变化的世界经济中提高了对商业信息管理的信心。

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