Measuring forecast accuracy: Omissions in today's forecasting engines and demand-planning software

J Hoover - Foresight: The International Journal of Applied …, 2006 - ideas.repec.org
In this article Jim discusses 1) forecast error calculations for intermittent (sporadic) demand
items, 2) issues with measuring forecast error aggregated across items, and 3) metrics for …

Measuring the Quality of Intermittent-Demand Forecasts: It's Worse than We've Thought!

S Morlidge - Foresight: The International Journal of Applied …, 2015 - search.ebscohost.com
In this eye-opening article, Steve Morlidge shows that when our demand histories are
intermittent, we should rethink the use of our most common accuracy metrics for selecting a …

[PDF][PDF] Another look at forecast-accuracy metrics for intermittent demand

RJ Hyndman - Foresight: The International Journal of …, 2006 - datascienceassn.org
Preview: Some traditional measurements of forecast accuracy are unsuitable for intermittent-
demand data because they can give infinite or undefined values. Rob Hyndman …

Mean-based error measures for intermittent demand forecasting

S Prestwich, R Rossi, S Armagan Tarim… - International Journal of …, 2014 - Taylor & Francis
To compare different forecasting methods on demand series, we require an error measure.
Many error measures have been proposed, but when demand is intermittent some become …

[PDF][PDF] Forecast-accuracy metrics for intermittent demands: Look at the entire distribution of demand

TR Willemain - Foresight, 2006 - researchgate.net
As Jim Hoover points out in the preceding article, intermittent demand, with its frequent zero
values, forces us to consider new ways of assessing forecast accuracy. The most obvious …

Review and compilation of demand forecasting experiences: an aggregation of estimation procedures

Y Chan - 1979 - trid.trb.org
It has long been recognized that there is a need in urban transportation planning for the
development of a" fast response" procedure which would allow the determination of …

Evaluation of forecasting techniques and forecast errors: with focus on intermittent demand

P Wallström - 2009 - diva-portal.org
To decide in advance the amount of resources that is required next week or next month can
be both a complicated and hazardous task depending on the situation, despite the known …

'Horses for Courses' in demand forecasting

F Petropoulos, S Makridakis, V Assimakopoulos… - European Journal of …, 2014 - Elsevier
Forecasting as a scientific discipline has progressed a lot in the last 40 years, with Nobel
prizes being awarded for seminal work in the field, most notably to Engle, Granger and …

[PDF][PDF] Demand forecasting II: Evidence-based methods and checklists

JS Armstrong, KC Green - Journal of Applied …, 2017 - faculty.wharton.upenn.edu
Problem: Decision makers in the public and private sectors would benefit from more
accurate forecasts of demand for goods and services. Most forecasting practitioners are …

[图书][B] Demand-driven forecasting: a structured approach to forecasting

CW Chase - 2013 - books.google.com
An updated new edition of the comprehensive guide to better business forecasting Many
companies still look at quantitative forecasting methods with suspicion, but a new …