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 …

Considerations of a retail forecasting practitioner

B Seaman - International Journal of Forecasting, 2018 - Elsevier
Forecasts can be used in an extraordinarily diverse range of ways across many domains in
which forecasting practitioners work continuously towards improving their forecasts. Each of …

Forecasting retail sales using alternative models

MD Geurts, JP Kelly - International Journal of Forecasting, 1986 - Elsevier
This paper explores the issues associated with adapting forecasting techniques used by
manufacturers to produce accurate forecasts for retail sales. A case study is presented that is …

A survey on retail sales forecasting and prediction in fashion markets

S Beheshti-Kashi, HR Karimi, KD Thoben… - Systems Science & …, 2015 - Taylor & Francis
Sales forecasting is an essential task in retailing. In particular, consumer-oriented markets
such as fashion and electronics face uncertain demands, short life cycles and a lack of …

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 …

Forecasting sales in the supply chain: Consumer analytics in the big data era

T Boone, R Ganeshan, A Jain, NR Sanders - International journal of …, 2019 - Elsevier
Forecasts have traditionally served as the basis for planning and executing supply chain
activities. Forecasts drive supply chain decisions, and they have become critically important …

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 …

Comparative study on retail sales forecasting between single and combination methods

S Aras, İ Deveci Kocakoç, C Polat - Journal of Business Economics …, 2017 - Taylor & Francis
In today's competitive global economy, businesses must adjust themselves constantly to
ever-changing markets. Therefore, predicting future events in the market-place is crucial to …

A comparative study of demand forecasting models for a multi-channel retail company: a novel hybrid machine learning approach

A Mitra, A Jain, A Kishore, P Kumar - Operations research forum, 2022 - Springer
Demand forecasting has been a major concern of operational strategy to manage the
inventory and optimize the customer satisfaction level. The researchers have proposed …

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 …