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 …

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 judgmental forecasting in the context of fashion products

M Seifert, E Siemsen, AL Hadida… - Journal of Operations …, 2015 - Elsevier
We study the conditions that influence judgmental forecasting effectiveness when predicting
demand in the context of fashion products. Human judgment is of practical importance in this …

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 …

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 …

Evaluating human behaviour in response to AI recommendations for judgemental forecasting

N Khosrowabadi, K Hoberg, C Imdahl - European Journal of Operational …, 2022 - Elsevier
Various advanced systems deploy artificial intelligence (AI) and machine learning (ML) to
improve demand forecasting. Supply chain planners need to become familiar with these …

Expertise, credibility of system forecasts and integration methods in judgmental demand forecasting

J Alvarado-Valencia, LH Barrero, D Önkal… - International Journal of …, 2017 - Elsevier
Expert knowledge elicitation lies at the core of judgmental forecasting—a domain that relies
fully on the power of such knowledge and its integration into forecasting. Using experts in a …

The efficacy of using judgmental versus quantitative forecasting methods in practice

NR Sanders, KB Manrodt - Omega, 2003 - Elsevier
In an era where forecasts drive entire supply chains forecasting is seen as an increasingly
critical organizational capability. However, business forecasting continues to rely on …

A survey of human judgement and quantitative forecasting methods

M Zellner, AE Abbas, DV Budescu… - Royal Society open …, 2021 - royalsocietypublishing.org
This paper's top-level goal is to provide an overview of research conducted in the many
academic domains concerned with forecasting. By providing a summary encompassing …

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 …