Demand planning for the digital supply chain: How to integrate human judgment and predictive analytics

R Brau, J Aloysius, E Siemsen - Journal of operations …, 2023 - Wiley Online Library
Our research examines how to integrate human judgment and statistical algorithms for
demand planning in an increasingly data‐driven and automated environment. We use a …

The human factor in supply chain forecasting: A systematic review

HN Perera, J Hurley, B Fahimnia, M Reisi - European Journal of …, 2019 - Elsevier
Demand forecasts are the lifeblood of supply chains. Academic literature and common
industry practices indicate that demand forecasts are often subject to human interventions …

Investigating the added value of integrating human judgement into statistical demand forecasting systems

P Baecke, S De Baets, K Vanderheyden - International Journal of …, 2017 - Elsevier
Whilst the research literature points towards the benefits of a statistical approach, business
practice continues in many cases to rely on judgmental approaches for demand forecasting …

Effective forecasting and judgmental adjustments: an empirical evaluation and strategies for improvement in supply-chain planning

R Fildes, P Goodwin, M Lawrence… - International journal of …, 2009 - Elsevier
Demand forecasting is a crucial aspect of the planning process in supply-chain companies.
The most common approach to forecasting demand in these companies involves the use of …

Integrating human judgement into quantitative forecasting methods: A review

M Arvan, B Fahimnia, M Reisi, E Siemsen - Omega, 2019 - Elsevier
Product forecasts are a critical input into sourcing, procurement, production, inventory,
logistics, finance and marketing decisions. Numerous quantitative models have been …

The sum and its parts: Judgmental hierarchical forecasting

M Kremer, E Siemsen, DJ Thomas - Management Science, 2016 - pubsonline.informs.org
Firms require demand forecasts at different levels of aggregation to support a variety of
resource allocation decisions. For example, a retailer needs store-level forecasts to manage …

[图书][B] Demand and supply integration: The key to world-class demand forecasting

MA Moon - 2018 - books.google.com
Supply chain professionals: master pioneering techniques for integrating demand and
supply, and create demand forecasts that are far more accurate and useful! In Demand and …

Demand forecasting with supply‐chain information and machine learning: Evidence in the pharmaceutical industry

X Zhu, A Ninh, H Zhao, Z Liu - Production and Operations …, 2021 - journals.sagepub.com
Accurate demand forecasting is critical for supply chain efficiency, especially for the
pharmaceutical (pharma) supply chain due to its unique characteristics. However, limited …

Integrating judgmental and quantitative forecasts: methodologies for pooling marketing and operations information

NR Sanders, LP Ritzman - International Journal of Operations & …, 2004 - emerald.com
Accurate forecasting has become a challenge for companies operating in today's business
environment, characterized by high uncertainty and short response times. Rapid …

[图书][B] Data science for supply chain forecasting

N Vandeput - 2021 - degruyter.com
Using data science in order to solve a problem requires a scientific mindset more than
coding skills. Data Science for Supply Chain Forecasting, Second Edition contends that a …