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Prices and Global Inequality: New Evidence from Worldwide Scanner Data 价格与全球不平等:来自全球扫描数据的新证据
Pub Date : 2020-08-11 DOI: 10.2139/ssrn.3671980
Gunter W. Beck, Xavier Jaravel
How do prices affect inequality and living standards worldwide? To address existing biases in the measurement of prices and expenditure patterns across countries, this paper introduces a new global scanner database. This dataset provides harmonized barcode-level data on expenditures and prices for fast-moving consumer goods during the last decade in thirty four countries, which include both developing (e.g., Brazil, China, India, and South Africa) and developed countries (e.g., the United States, Russia, and most European countries) and represent 70% of world GDP and 60% of world population. We quantify the importance of several common biases stemming from substitution, product variety, and taste shocks, and how they vary with the level of economic development. We then build purchasing power parity indices using identical barcodes across countries. We show that adjustments for product variety, non-homotheticities, and taste heterogeneity are quantitatively important. Overall, these findings indicate that using micro data on prices and expenditures is crucial to accurately describe patterns of inclusive growth worldwide.
价格如何影响全球的不平等和生活水平?为了解决在衡量各国价格和支出模式方面存在的偏见,本文引入了一个新的全球扫描仪数据库。该数据集提供了34个国家在过去十年中快速消费品支出和价格的统一条形码级数据,这些国家包括发展中国家(如巴西、中国、印度和南非)和发达国家(如美国、俄罗斯和大多数欧洲国家),占世界GDP的70%和世界人口的60%。我们量化了几种常见偏差的重要性,这些偏差源于替代、产品种类和口味冲击,以及它们如何随着经济发展水平而变化。然后,我们使用各国相同的条形码构建购买力平价指数。我们表明,调整产品品种,非同质性和口味异质性是定量的重要。总体而言,这些发现表明,使用价格和支出的微观数据对于准确描述全球包容性增长模式至关重要。
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引用次数: 5
Pricing Joint Sales and Rentals: When are Purchase-Conversion Discounts Optimal? 联合销售和租赁定价:何时购买转换折扣最优?
Pub Date : 2020-07-30 DOI: 10.2139/ssrn.3251599
M. Jalili, Michael S. Pangburn
Product sales and rentals often occur in parallel, allowing customers to choose their preferred option. In settings where consumers face significant valuation uncertainty, rentals also provide a mechanism for consumers to discover whether they like a product. For some products, such as movies and books, the rental option may yield a significant proportion of the utility associated with ownership. The convenience of renting products in digital forms (e.g., e-books) makes the managerial challenge of jointly pricing rentals and sales increasingly relevant. Rental and sales prices are interdependent not only because consumers can choose between the two options, but also because a customer may rent before purchasing. Given these considerations and allowing for consumer uncertainty, we analyze the optimal joint pricing of product rentals and sales. We show that when consumers have a relatively high probability of liking a product and will experience a significant drop in their post-rental residual utility, then the practice of allowing a portion of the rental price to apply to a future purchase is optimal.
产品销售和租赁通常同时进行,让客户可以选择自己喜欢的产品。在消费者面临重大估值不确定性的情况下,租赁也为消费者提供了一种机制,让他们发现自己是否喜欢一种产品。对于某些产品,如电影和书籍,租赁选项可能会产生与所有权相关的很大一部分效用。以数字形式租赁产品(例如电子书)的便利性使得租赁和销售联合定价的管理挑战越来越重要。租赁价格和销售价格是相互依赖的,不仅因为消费者可以在两种选择之间进行选择,还因为客户可能在购买之前先租赁。考虑到这些因素并考虑到消费者的不确定性,我们分析了产品租赁和销售的最优联合定价。我们的研究表明,当消费者有相对较高的可能性喜欢某件产品,并且他们在租赁后的剩余效用将显著下降时,允许一部分租赁价格用于未来购买的做法是最优的。
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引用次数: 5
Low-Price Guarantees in a Dual-Channel of Distribution 双渠道分销中的低价保证
Pub Date : 2020-07-14 DOI: 10.2139/ssrn.3651349
Juncai Jiang, Chuan He
Manufacturers routinely rely on retailers to reach potential customers. Concurrently, they often offer low-price guarantees (LPGs) to customers who purchase through their direct channel. That is, should consumers find a lower price from distribution partners, manufacturers promise to match or even beat the lower price. Many manufacturers, such as Apple, Dell, Hewlett-Packard, Lenovo, and Goodyear, use price-matching guarantees (PMGs) against retailers. In the online travel industry, price-beating guarantees (PBGs) are prevalent among travel suppliers. In this paper, we develop a game-theoretic model to investigate the manufacturer's optimal choice of LPG policies and its implications for the manufacturer, retailer, and channel. Our analysis demonstrates that no LPG, PMG, and PBG can each emerge in equilibrium depending on consumer characteristics. While LPGs can improve channel profit, they may benefit the manufacturer at the expense of the retailer. As such, LPGs can intensify vertical channel conflict. However, both horizontal channel conflict and vertical channel conflict are present in dual channels. LPGs are not merely price discrimination device, they mitigate horizontal channel conflict. The benefit of LPGs in reducing horizontal channel conflict outweighs the loss from intensified vertical channel conflict under a wide range of conditions. Therefore, LPGs serve as channel coordination devices.
制造商通常依靠零售商来接触潜在客户。同时,他们经常向通过其直接渠道购买的客户提供低价保证(lpg)。也就是说,如果消费者从分销伙伴那里找到更低的价格,制造商承诺会提供与之相当甚至更低的价格。许多制造商,如苹果、戴尔、惠普、联想和固特异,对零售商使用价格匹配保证(pmg)。在在线旅游行业,低价保证(pbg)在旅游供应商中很流行。在本文中,我们建立了一个博弈论模型来研究制造商对液化石油气政策的最佳选择及其对制造商、零售商和渠道的影响。我们的分析表明,根据消费者的特点,LPG、PMG和PBG都不可能达到平衡。虽然液化石油气可以提高渠道利润,但它们可能以牺牲零售商为代价使制造商受益。因此,液化石油气会加剧垂直渠道的冲突。但在双渠道中,既有横向渠道冲突,也有纵向渠道冲突。液化石油气不仅仅是价格歧视的工具,它还缓解了横向渠道冲突。在广泛的条件下,液化石油气在减少水平渠道冲突方面的好处超过了垂直渠道冲突加剧所带来的损失。因此,lpg作为通道协调设备。
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引用次数: 0
Virus Shook the Streaming Star: Estimating the COVID-19 Impact on Music Consumption 病毒撼动流媒体明星:估计COVID-19对音乐消费的影响
Pub Date : 2020-07-11 DOI: 10.2139/ssrn.3649085
J. Sim, D. Cho, Youngdeok Hwang, Rahul Telang
How has the COVID-19 pandemic affected the consumption of audio music streaming?
新冠肺炎疫情对音频音乐流媒体的消费有何影响?
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引用次数: 29
Firms Growth, Distribution, and Non-Self Averaging Revisited 公司成长、分布和非自我平均再考察
Pub Date : 2020-07-07 DOI: 10.2139/ssrn.3644742
Y. Fujiwara
During my last conversation with Masanao Aoki, he told me that the concept of non-self averaging in statistical physics, frequently appearing in economic and financial systems, has important consequences to policy implication. Zipf's law in firms-size distribution is one of such examples. Recent Malevergne, Saichev and Sornette (MSS) model, simple but realistic, gives a framework of stochastic process including firms entry, exit and growth based on Gibrat's law of proportionate effect, and shows that the Zipf's law is a robust consequence. By using the MSS model, I would like to discuss about the breakdown of Gibrat's law and the deviation from Zipf's law, often observed for the regime of small and medium firms. For the purpose of discussion, I recapitulate the derivation of exact solution for the MSS model with some correction and additional information on the distribution for the age of existing firms. I argue that the breakdown of Gibrat's law is related to the underlying network of firms, most notably production network, in which firms are mutually correlated among each other leading to the larger volatility in the growth for smaller firms that depend as suppliers on larger customers.
在我与青木正雄的最后一次谈话中,他告诉我,统计物理学中的非自我平均概念经常出现在经济和金融体系中,对政策含义具有重要影响。公司规模分配中的齐夫定律就是这样一个例子。Malevergne, Saichev和Sornette (MSS)模型基于Gibrat的比例效应定律,给出了包括企业进入、退出和成长在内的随机过程的框架,并证明了Zipf定律是一个稳健的结果。通过使用MSS模型,我想讨论Gibrat定律的崩溃和对Zipf定律的偏离,这在中小企业制度中经常观察到。为了讨论的目的,我概述了MSS模型精确解的推导过程,并对现有企业年龄分布进行了一些修正和补充信息。我认为直布罗陀定律的崩溃与公司的潜在网络有关,最明显的是生产网络,在生产网络中,公司之间相互关联,导致依赖于大客户的供应商的小公司的增长波动较大。
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引用次数: 0
Product Selection in Online Marketplaces 在线市场中的产品选择
Pub Date : 2020-07-02 DOI: 10.2139/ssrn.3641307
Federico Etro
A marketplace such as Amazon hosts a variety of products by third party sellers and acts as a first party or private label retailer. Assuming an advantage of Amazon in logistics and of sellers in marketing, we investigate whether entry by Amazon is excessive from the point of view of consumers (as through self-preferencing to win the Featured Offer position or promote its own products). With competitive sellers, entry may be either over-provided or under-provided, but the incentives of Amazon and consumers are correctly aligned for a family of power surplus functions (generating for instance linear, isoelastic and log-linear demands). Platform competition for customers reduces commissions and prices preserving the efficiency result. Market power by sellers increases (reduces) the incentives to retail private label (first party) products, and generates a bias toward under-provision of entry. We also study issues related to delivery fulfillment by Amazon, advertising and dynamic incentives to launch products on the platform.
像亚马逊这样的市场由第三方卖家提供各种各样的产品,并充当第一方或自有品牌零售商。假设亚马逊在物流上有优势,卖家在营销上有优势,我们从消费者的角度(比如通过自我偏好来赢得Featured Offer的位置,或者推广自己的产品)来调查亚马逊的进入是否过度。对于竞争激烈的卖家来说,进入可能是供应过剩或供应不足,但亚马逊和消费者的动机是正确地与一系列电力剩余函数(例如产生线性、等弹性和对数线性需求)保持一致的。平台对客户的竞争降低了佣金和价格,保持了效率的结果。卖家的市场支配力增加(减少)了零售自有品牌(第一方)产品的激励,并产生了对供应不足的准入的偏见。我们还研究了与亚马逊配送、广告和在平台上推出产品的动态激励相关的问题。
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引用次数: 33
Exploring the Role of Trust Indicators in the P2P Economy: Analysis and Simulations of an Airbnb Market 探索信任指标在P2P经济中的作用:对Airbnb市场的分析与模拟
Pub Date : 2020-06-30 DOI: 10.2139/ssrn.3683366
A. Fleischer, E. Ert, Z. Bar-Nahum
We propose a structural econometric model in which listings in an Airbnb market differ not only in their attributes, but also in their seller’s characteristics as trust indicators. Applying the model to Stockholm’s Airbnb market reveals that hosts’ attributes significantly affect market performance. Simulations of market scenarios show that the very high review scores and the Superhost certification help Airbnb compete with hotels and increase its market welfare. We also show that the “Airbnb plus” luxury program, which makes the apartments a closer substitute for hotels, leads to an increase in Airbnb’s market welfare. Our analysis provides a framework for understanding the full impact of the different attributes of the products, their providers and their management in the sharing-economy accommodation market.
我们提出了一个结构计量模型,在这个模型中,Airbnb市场上的房源不仅在属性上不同,而且在作为信任指标的卖家特征上也不同。将该模型应用于斯德哥尔摩的Airbnb市场,可以发现房东的属性对市场表现有显著影响。市场情景模拟表明,极高的评论分数和Superhost认证有助于Airbnb与酒店竞争,并增加其市场福利。我们还表明,“Airbnb plus”豪华项目使公寓更接近酒店的替代品,从而增加了Airbnb的市场福利。我们的分析提供了一个框架,以理解产品的不同属性、供应商及其管理在共享经济住宿市场中的全面影响。
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引用次数: 0
Dynamic Pricing and Inventory Control with Fixed Ordering Cost and Incomplete Demand Information 固定订货成本和不完全需求信息下的动态定价与库存控制
Pub Date : 2020-06-21 DOI: 10.2139/ssrn.3632475
Boxiao Chen, D. Simchi-Levi, Yining Wang, Yuanshuo Zhou
We consider the periodic review dynamic pricing and inventory control problem with fixed ordering cost. Demand is random and price dependent, and unsatisfied demand is backlogged. With complete demand information, the celebrated [Formula: see text] policy is proved to be optimal, where s and S are the reorder point and order-up-to level for ordering strategy, and [Formula: see text], a function of on-hand inventory level, characterizes the pricing strategy. In this paper, we consider incomplete demand information and develop online learning algorithms whose average profit approaches that of the optimal [Formula: see text] with a tight [Formula: see text] regret rate. A number of salient features differentiate our work from the existing online learning researches in the operations management (OM) literature. First, computing the optimal [Formula: see text] policy requires solving a dynamic programming (DP) over multiple periods involving unknown quantities, which is different from the majority of learning problems in OM that only require solving single-period optimization questions. It is hence challenging to establish stability results through DP recursions, which we accomplish by proving uniform convergence of the profit-to-go function. The necessity of analyzing action-dependent state transition over multiple periods resembles the reinforcement learning question, considerably more difficult than existing bandit learning algorithms. Second, the pricing function [Formula: see text] is of infinite dimension, and approaching it is much more challenging than approaching a finite number of parameters as seen in existing researches. The demand-price relationship is estimated based on upper confidence bound, but the confidence interval cannot be explicitly calculated due to the complexity of the DP recursion. Finally, because of the multiperiod nature of [Formula: see text] policies the actual distribution of the randomness in demand plays an important role in determining the optimal pricing strategy [Formula: see text], which is unknown to the learner a priori. In this paper, the demand randomness is approximated by an empirical distribution constructed using dependent samples, and a novel Wasserstein metric-based argument is employed to prove convergence of the empirical distribution. This paper was accepted by J. George Shanthikumar, big data analytics.
研究了具有固定订货成本的定期评审、动态定价和库存控制问题。需求是随机的,依赖于价格,未满足的需求积压。在需求信息完全的情况下,证明了著名的[公式:见文]策略是最优的,其中s和s分别是订货策略的再订货点和订货水平,[公式:见文]是现货库存水平的函数,表征了定价策略。在本文中,我们考虑了不完全的需求信息,并开发了在线学习算法,该算法的平均利润接近于具有紧[公式:见文]遗憾率的最优[公式:见文]。我们的工作与运营管理(OM)文献中现有的在线学习研究有许多显著的特点。首先,计算最优策略需要解决涉及未知数量的多个周期的动态规划(DP)问题,这与OM中大多数只需要解决单周期优化问题的学习问题不同。因此,通过DP递归建立稳定性结果是具有挑战性的,我们通过证明利润-走函数的一致收敛来完成。分析多个时期的动作依赖状态转移的必要性类似于强化学习问题,比现有的强盗学习算法困难得多。其次,定价函数[公式:见文]是无限维的,接近它比接近现有研究中有限数量的参数要困难得多。需求-价格关系基于上置信区间估计,但由于DP递推的复杂性,无法明确计算置信区间。最后,由于[公式:见文]政策的多周期性质,需求随机性的实际分布在确定最优定价策略[公式:见文]方面起着重要作用,这对于学习者先验来说是未知的。本文用依赖样本构造的经验分布来近似需求随机性,并采用一种新颖的基于度量的Wasserstein论证来证明经验分布的收敛性。本文被大数据分析J. George Shanthikumar接受。
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引用次数: 9
Search, Selectivity, and Market Thickness in Two-Sided Markets: Evidence from Online Dating 双边市场的搜索、选择性和市场厚度:来自在线约会的证据
Pub Date : 2020-06-12 DOI: 10.2139/ssrn.3458373
Jessica Fong
This paper investigates search and matching in online marketplaces, emphasizing how user behavior responds to the presence of others on the platform, which I call ``market thickness". Unlike standard settings in which firms typically benefit from increasing their customer base, in two-sided markets, changes in market thickness can induce complex effects in matching due to the endogenous adjustment of search and selectivity. This paper explores how changes in one side of the marketplace can affect the platform as a whole by causally measuring the independent effects of market size and competition size on behavior. I implement a field experiment that varies information sent to platform participants about the number of potential matches (market size) and number of competitors. I use this experimentally-induced variation to estimate the parameters of a microfounded model to measure general equilibrium matching outcomes. Consistent with intuition and observational patterns, individuals generally become more selective when they are told they have more potential matches, and less selective when they are told they have more competition. I find that an increase in market size does not necessarily increase match quality due to heterogeneous effects of market thickness on selectivity. I then show how changing selectivity by adjusting the cost of sending match proposals may mitigate negative effects of changes in market and competition size.
本文研究了在线市场中的搜索和匹配,强调用户行为如何响应平台上其他人的存在,我称之为“市场厚度”。在双边市场中,由于搜索和选择性的内生调整,市场厚度的变化可能会导致匹配的复杂效应,而在标准环境中,企业通常会从增加客户基础中受益。本文通过因果关系测量市场规模和竞争规模对行为的独立影响,探讨了市场一方的变化如何影响整个平台。我执行了一个现场实验,该实验改变了发送给平台参与者的关于潜在匹配数量(市场规模)和竞争对手数量的信息。我使用这种实验诱导的变化来估计微建立模型的参数,以测量一般平衡匹配结果。与直觉和观察模式一致,当人们被告知有更多潜在的伴侣时,他们通常会变得更有选择性,而当他们被告知有更多竞争对手时,他们的选择性就会降低。我发现,由于市场厚度对选择性的异质性影响,市场规模的增加并不一定会增加匹配质量。然后,我展示了如何通过调整发送匹配建议的成本来改变选择性,从而减轻市场和竞争规模变化的负面影响。
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引用次数: 17
Price Leadership and Uncertainty about Future Costs 价格领导与未来成本的不确定性
Pub Date : 2020-06-06 DOI: 10.2139/ssrn.3186144
Jorge Lemus, Fernando Luco
Does uncertainty about future wholesale prices facilitate coordination? We address this question in the context of the Chilean retail-gasoline industry, where a policy intervention (Mepco) limited the week-to-week variation of wholesale prices. First, we show that Mepco caused a decrease in retail-gasoline margins in Chile. Second, using price leadership intensity as a proxy for the strength of coordination in a market, we show that margins decreased more in markets with higher leadership intensity. We rationalize these findings in a repeated-game framework, showing that a reduction in uncertainty about future wholesale prices hinders price coordination incentives, and has a greater impact in more coordinated markets.
未来批发价格的不确定性是否有利于协调?我们在智利零售汽油行业的背景下解决这个问题,政策干预(Mepco)限制了批发价格的每周变化。首先,我们表明,墨西哥电力公司导致智利零售汽油利润率下降。其次,使用价格领导强度作为市场协调强度的代理,我们表明,在领导强度较高的市场中,利润率下降得更多。我们在重复博弈框架中合理化了这些发现,表明未来批发价格不确定性的减少阻碍了价格协调激励,并在更协调的市场中产生更大的影响。
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引用次数: 7
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IO: Theory eJournal
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