Joint in-season and out-of-season promotion demand forecasting in a retail environment

J Wolters, A Huchzermeier - Journal of Retailing, 2021 - Elsevier
Inaccurate forecasts of demand during promotions diminish the already meager profit
margins of retailers. No forecasting method described in the literature can accurately …

On the identification of sales forecasting models in the presence of promotions

JR Trapero, N Kourentzes, R Fildes - Journal of the operational …, 2015 - Taylor & Francis
Shorter product life cycles and aggressive marketing, among other factors, have increased
the complexity of sales forecasting. Forecasts are often produced using a Forecasting …

PromoCast™: A new forecasting method for promotion planning

LG Cooper, P Baron, W Levy, M Swisher… - Marketing …, 1999 - pubsonline.informs.org
This article describes the implementation of a promotion-event forecasting system,
PromoCast™, and its performance in several pilot applications and validity studies. Pilot …

Demand forecasting in the presence of systematic events: Cases in capturing sales promotions

M Abolghasemi, J Hurley, A Eshragh… - International Journal of …, 2020 - Elsevier
Reliable demand forecasts are critical for effective supply chain management. Several
endogenous and exogenous variables can influence the dynamics of demand, and hence a …

Demand forecasting with high dimensional data: The case of SKU retail sales forecasting with intra-and inter-category promotional information

S Ma, R Fildes, T Huang - European Journal of Operational Research, 2016 - Elsevier
In marketing analytics applications in OR, the modeler often faces the problem of selecting
key variables from a large number of possibilities. For example, SKU level retail store sales …

SKU demand forecasting in the presence of promotions

ÖG Ali, S Sayın, T Van Woensel, J Fransoo - Expert Systems with …, 2009 - Elsevier
Promotions and shorter life cycles make grocery sales forecasting more difficult, requiring
more complicated models. We identify methods of increasing complexity and data …

The value of competitive information in forecasting FMCG retail product sales and the variable selection problem

T Huang, R Fildes, D Soopramanien - European Journal of Operational …, 2014 - Elsevier
Sales forecasting at the UPC level is important for retailers to manage inventory. In this
paper, we propose more effective methods to forecast retail UPC sales by incorporating …

Retail forecasting: Research and practice

R Fildes, S Ma, S Kolassa - International Journal of Forecasting, 2022 - Elsevier
This paper reviews the research literature on forecasting retail demand. We begin by
introducing the forecasting problems that retailers face, from the strategic to the operational …

How to use aggregation and combined forecasting to improve seasonal demand forecasts

M Dekker, K Van Donselaar, P Ouwehand - International Journal of …, 2004 - Elsevier
Standard forecasting methods that are designed to cope with seasonal demand often are no
longer applicable in practice. Due to growing assortments and shorter product life cycles …

Identifying the underlying structure of demand during promotions: A structural equation modelling approach

U Ramanathan, L Muyldermans - Expert systems with applications, 2011 - Elsevier
It is widely recognized that promotions enhance product sales. Other factors such as
seasonality, special days, customer preferences and economic factors may also have an …