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 …

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 …

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 …

Classification-based model selection in retail demand forecasting

M Ulrich, H Jahnke, R Langrock, R Pesch… - International Journal of …, 2022 - Elsevier
Retailers supply a wide range of stock keeping units (SKUs), which may differ for example in
terms of demand quantity, demand frequency, demand regularity, and demand variation …

[图书][B] Segmentation, revenue management and pricing analytics

T Bodea, M Ferguson - 2014 - taylorfrancis.com
The practices of revenue management and pricing analytics have transformed the
transportation and hospitality industries, and are increasingly important in industries as …

Distributional regression for demand forecasting in e-grocery

M Ulrich, H Jahnke, R Langrock, R Pesch… - European Journal of …, 2021 - Elsevier
E-grocery offers customers an alternative to traditional store grocery retailing. Customers
select e-grocery for convenience, making use of the home delivery at a selected time slot. In …

Forecasting retailer product sales in the presence of structural change

T Huang, R Fildes, D Soopramanien - European Journal of Operational …, 2019 - Elsevier
Grocery retailers need accurate sales forecasts at the Stock Keeping Unit (SKU) level to
effectively manage their inventory. Previous studies have proposed forecasting methods …

A seasonal model with dropout to improve forecasts of purchase levels

R Wünderlich, NV Wünderlich… - Journal of Interactive …, 2022 - journals.sagepub.com
Predicting future purchase levels is an important and constant challenge for marketing
professionals, as purchase patterns often vary over time and across customers. Moreover …

Comparing statistical and machine learning methods for sales forecasting during the post-promotional period

HC Hewage, HN Perera - 2021 IEEE International Conference …, 2021 - ieeexplore.ieee.org
Retail sales promotions lead to complexity in the retail supply chain. Generally, sales
promotions consist of three types of periods: a normal period, a promotional period, and a …

Driver moderator method for retail sales prediction

Ö GÜR ALI - International Journal of Information Technology & …, 2013 - World Scientific
We introduce a new method for stock keeping unit (SKU)-store level sales prediction in the
presence of promotions to support order quantity and promotion planning decisions for retail …