Reinforcement learning applications in dynamic pricing of retail markets

In this paper, we investigate the use of reinforcement learning (RL) techniques to the problem of determining dynamic prices in an electronic retail market. As representative models, we consider a single seller market and a two seller market, and formulate the dynamic pricing problem in a setting that easily generalizes to markets with more than two sellers. We first formulate the single seller dynamic pricing problem in the RL framework and solve the problem using the Q-learning algorithm through simulation. Next we model the two seller dynamic pricing problem as a Markovian game and formulate the problem in the RL framework. We solve this problem using actor-critic algorithms through simulation. We believe our approach to solving these problems is a promising way of setting dynamic prices in multi-agent environments. We illustrate the methodology with two illustrative examples of typical retail markets.

Omni-channel retail strategies in the luxury world

It’s impossible to neglect the changes that internet and e-commerce caused in the retail sector, by increasing customers’ expectations and forcing retailers to adapt the business to the new digital era. Internet is characterized by the increase in accessibility to everyone, which can be good or not so. For instance, luxury products rely on the sense of exclusivity, instead of being accessible to everyone. Hence, internet represents a challenge for luxury brands once, although they are able to provide a fullness service to their customers, they need to maintain the exclusiveness in which luxury is sustained. Consequently, the appearance of omni-channel was more than a challenge for the luxury sector, in particular, given the need to provide a full integrated experience through different channels. The aim of this dissertation is to find out how important is omni-channel, even in the luxury industry, and how it’s actually implemented based on the case of one of the most successful companies on luxury fashion e-commerce industry – Farfetch. Even though the company started in London, its founder is a Portuguese entrepreneur, and it’s in Portugal where most of its employees work, divided in two offices – Guimarães e Porto. Therefore, a literature review was written on relevant concepts and ideas about luxury, e-commerce and the different channels’ approaches. There were formulated five propositions that were after discussed according to the information gathered about the company and its strategies. In the end, it was possible to identify which propositions are in accordance with theory and which are not, as well as understand which are the most important strategies and trends about omni-channel in the luxury fashion e-commerce sector.

E-commerce: Past, Present, & Future Trends : INFO2009 2012-13 Group 4 (E-vengers)

An EdShare folder containing a collection of resources created on the subject area of past, present and future e-commerce trends. The primary resource is an interactive website and quiz, with a video commentary and supplementary flyer advertising the proposed resource is also included.

Propuesta de mejoramiento de la política de inventarios de la empresa Wholesale and Retail Place LLC

Wholesale and Retail place LLC, es una empresa que nace en el año 2012 en la ciudad de Carteret, Nueva Jersey dedicada a la comercialización y distribución de ropa para mujer colombiana en Estados Unidos. De esta manera, la problemática abordada en este proyecto será la influencia de la política de inventarios en el desempeño de la empresa. A partir de esto, se plantea realizar un mejoramiento de la política de gestión de inventarios, recurso que procure cambiar el modelo operativo de negocio mediante un enfoque a la transición, desde una pequeña hasta una mediana empresa, con énfasis en la perdurabilidad y sostenibilidad de la compañía.

SPARTIAN: Propuesta de mejoramiento de la gestión comercial de la empresa Wholesale and Retail Place LLC

El propósito básico de este proyecto es optimizar el proceso de ventas de la empresa internacional Wholesale and Retail Place LLC a través de una solución tecnológica. Para esto, se busca diagnosticar los procesos de gestión comercial de la empresa a través de indicadores que permitan medir su situación actual, con el propósito de implementar una aplicación móvil que se articule con la fuerza comercial que apoya el proceso de ventas, y se genere un impacto positivo en los indicadores formulados después de la aplicación de la herramienta móvil.

Taking the shopping centre online: new models in e-commerce

Purpose – This paper aims to provide a brief re´sume´ of previous research which has analysed the impact of e-commerce on retail real estate in the UK, and to examine the important marketing role of the internet for shopping centre managers, and retail landlords. Design/methodology/approach – Based on the results from a wider study carried out in 2003, the paper uses case studies from two different shopping centres in the UK, and documents the innovative uses of both web-based marketing and online retailing by organisations that historically have not directly been involved in the retailing process. Findings – The paper highlights the importance of considering online sales within a multi-channel approach to retailing. The two types of emerging shopping centre model which are identified are characterised by their ultimate relationship with the physical shopping centre on whose web site they reside. These can be summarised as: the “centre-led” approach, and the “brand-led” or “marketing-led” approach. Research limitations/implications – The research is based on a limited number of in-depth case studies and secondary data. Further research is needed to monitor the continuing impact of e-commerce on retail property and the marketing strategies of shopping centre managers and owners. Practical implications – Internet-based sales provide an important adjunct to conventional retail sales and an important source of potential risk for landlords and tenants in the real estate investment market. Regardless of whether retailers use the internet as a sales channel, as a product-sourcing tool, or merely to provide information to the consumer, the internet has become a keystone within the greater retail marketing mix. The findings have ramifications for understanding the way in which landlords are structuring their retail property to defray potential risks. Originality/value – The paper examines shopping centre online marketing models for the first time in detail, and will be of value to retail occupiers, owners and other stakeholders of shopping centres.

Ecommerce and retail in the UK and USA

Presents findings from separate research projects conducted in the UK and the USA on the impact of e-commerce on retailers and retail property. Examines differences between UK and US retailers along several dimensions: Internet strategies, perceptions of the Internet, barriers to e-commerce growth, and future space requirements. Overall, findings indicate that UK and US retailers have similar attitudes about e-commerce. Specifically, retailers in both samples perceive little threat or impact from e-commerce. Second, barriers to e-commerce growth are similar for UK and US retailers and include fulfillment and security issues. Third, UK and US retailers indicate that their retail space needs will remain the same or increase in the short term, despite the threat of e-commerce. Finally, both sets of retailers believe that entertainment is an important strategy if shopping centers are to remain viable.

E-commerce environment and trade promotion for Latin America: policy implications from East Asian and advanced economies' experiences

Includes bibliography

Analysis of quality in Brazilian e-commerce (B2C)

The business world has changed the way how people think and act on products and services. In this context, the most recent amendment of the scenarios of retail operations has been the use of technology in sales and distribution. The internet has revolutionized the way people communicate, and moreover as they purchase their goods and services. Thus, the e-commerce, specifically the relation business to customer, or simply B2C, has acted so convincingly in this change of paradigm, namely the purchases in the physical location for the virtual site. Quotes online, ease of payment, price, speed of delivery, have become real order winners of applications for companies that compete in this segment. With the focus on quality of services on e-commerce, the research examines the dimension related to the quality of services, and looks for what of these factors are winners of applications. © 2010 IFIP International Federation for Information Processing.

E-commerce in Europe: parcel delivery prices in a digital single market. Bruegel Policy Contribution ISSUE 2016/09 May 2016

Highlights • In its Digital Single Market strategy, the European Commission has rightly noted the importance of reducing the price paid for basic cross-border parcel delivery by consumers and by small and medium size retail senders. • The payment flows for cross-border parcel delivery are strikingly similar to those for telecommunications. Comparisons with roaming can be instructive. As with roaming, it is clear that the links between wholesale payments between the national postal operators and retail prices need to be properly understood in order to craft good policy. Another useful lesson is that national postal regulatory authorities are unlikely to address cross-border problems because of limitations in their respective mandates and because they have no incentive to take measures to benefit residents of other countries. • There are also significant differences between roaming and parcel delivery.While high wholesale charges were a major driver of high retail prices for international mobile roaming, the wholesale payments for cross-border parcel delivery appear to be below cost.This implies that it is the ‘spread’ between retail price and thewholesale payment that is inflated, at least for small retail senders and for consumers. • Comprehensive statistics gathering, coordinated at European level, is indispensable.

1982 census of retail trade.

Mode of access: Internet.

1982 census of retail trade.

Mode of access: Internet.

1982 census of retail trade.

Mode of access: Internet.

1982 census of retail trade.

Mode of access: Internet.

1982 census of retail trade.

Mode of access: Internet.