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Quantifying the impact of green leasing on energy use in a retail portfolio: limits to big data analytics

机译:量化绿色租赁对零售业务中能源使用的影响:大数据分析的局限性

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The retail sector is a significant contributor to any industrialised economy and, as a result, a major consumer of energy. Large retailers are aware of the contribution energy makes to their operational costs and of many opportunities available for efficiency measures. However, many retailers are tenants rather than owner-occupiers greatly complicating the implementation of energy and carbon saving technologies ('energy upgrades') because of this predominance of leasehold properties. This introduces a barrier as many of the larger, and hence more impactful, energy efficiency measures require active collaboration between the (landlord) owner and (tenant) occupier for successful implementation, possibly requiring changes to either the building fabric or plant/equipment. New mechanisms have been developed aiming to smooth this possible barrier, through the use of environmentally conscious legal instruments: either Memorandum of Understanding (MoU) between parties with existing tenancy agreements; or directly inserted clauses specifying mechanisms for collaboration between parties within new lease agreements, so called 'Green Leases' (GL). This paper aims to explore whether there are quantifiable benefits from their use. Using data from a large UK retail chain we have investigated, using a number of different analytical methods, the visibility of consumption changes after the introduction of an MoU or GL for a number of different classes of stores operated. With the limited dataset available it is, however, difficult to establish a clear causal link between their introduction and statistically significant consumption changes. As such we discuss these limitations and how with the addition of further sources of information we may be able to improve on the analyses performed.
机译:零售业是任何工业化经济的重要贡献者,因此也是能源的主要消耗者。大型零售商意识到能源对其运营成本的贡献以及提高效率措施的许多机会。但是,由于租赁物业的这种优势,许多零售商都是租户,而不是业主,这极大地简化了节能和减碳技术(“能源升级”)的实施。这引入了障碍,因为许多更大的,因此影响更大的能效措施需要(房东)业主和(租户)占用者之间积极协作才能成功实施,可能需要更改建筑结构或厂房/设备。已经开发出新的机制,旨在通过使用具有环保意识的法律文书来消除这一可能的障碍:拥有现有租赁协议的当事方之间的谅解备忘录(MoU);或直接插入的条款,指定新的租赁协议中当事方之间的协作机制,即所谓的“绿色租赁”(GL)。本文旨在探讨使用它们是否会带来可量化的收益。我们使用来自英国大型零售连锁店的数据,使用多种不同的分析方法,研究了针对许多不同类别的商店引入谅解备忘录或总帐后,消费可见性的变化。但是,由于可用的数据集有限,因此很难在其引入与统计上显着的消费变化之间建立明确的因果关系。因此,我们讨论了这些局限性,以及如何通过添加更多信息源来改善所进行的分析。

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