THE BULLWHIP EFFECT IN LEAN MANUFACTURING
Abstract
The Bullwhip Effect represents a critical challenge in lean manufacturing and supply chain management, wherein minor fluctuations in end-customer demand are progressively amplified as one moves upstream through the supply chain. This amplification leads to overproduction, excessive safety stock, idle capacity, and elevated operational costs — all directly opposing core lean principles. This paper delivers a rigorous mathematical derivation using the Chen et al. (2000) framework with Simple Moving Average (SMA) forecasting and an order-up-to policy. A comprehensive FMCG shampoo supply chain case study quantifies multi-stage variance amplification (Bullwhip Ratio = 4 per stage). Statistical analyses including sensitivity heatmaps, Q-Q plots, KDE distributions, and 3D surface plots accompany actionable mitigation strategies. Results confirm that reducing lead time (L) and increasing forecast window (n) are the two highest-leverage interventions, with combined application reducing BWR from 4.0 to approximately 1.33 — a 66.7% variance reduction.
Fields of Study & Subjects
Supply Chain and Inventory Management
Quality and Supply Management
Sustainable Supply Chain Management
Publication details
- Journal / source
- Zenodo (CERN European Organization for Nuclear Research)
- Publication date
- 6 March 2026
- Language
- EN