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Stockout
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A stockout, or out-of-stock (OOS) event is an event that causes inventory to be exhausted. While out-of-stocks can occur along the entire supply chain, the most visible kind are retail out-of-stocks in the fast-moving consumer goods industry (e.g., sweets, diapers, fruits). Stockouts are the opposite of overstocks, where too much inventory is retained. A backorder is an order placed for an item which is out-of-stock and awaiting fulfillment.[1]
Extent
[edit]According to a study by researchers Thomas Gruen and Daniel Corsten, the global average level of out-of-stocks within retail fast-moving consumer goods sector across developed economies was 8.3% in 2008.[2] This means that shoppers would have a 42% chance of fulfilling a ten-item shopping list without encountering a stockout. Despite the initiatives designed to improve the collaboration of retailers and their suppliers, such as Efficient Consumer Response (ECR), and despite the increasing use of new technologies such as radio-frequency identification (RFID) and point-of-sales data analytics, this situation has improved little over the past decades.[3]
Bob Heaney refers to a measure of "out-of-stock frequency", which is measured as the ratio of out-of-stock inventory to average on-hand inventory. Comparisons may be made year-on-year or between competing companies. Heaney notes that market leaders can expect to maintain low levels of out-of-stock frequency.[4]
Causes
[edit]Recent surveys on retail out-of-stocks suggest that instore operations are fundamental to reducing retail out-of-stocks.[5] Around 70-90% of stockouts are caused by defective shelf replenishment practices, as opposed to the 10-30% resulting from the upstream supply chain, such as a shortage of supply from a supplier.[6] This broad knowledge offers retailers the opportunity to improve on-shelf availability through internal measures. However, it requires a detailed understanding of the causes of out-of-stocks.
A shortage of working capital may limit the value of orders that can be placed each month. This could be caused by poor cash flow management or other inventory issues such as too much cash tied up in high levels of excess.
Shopper response
[edit]Stockouts frustrate shoppers and force them to take a number of corrective actions that are beyond the retailer's control. Understanding how consumers respond to stockouts is therefore the starting point for retailers who wish to improve on-shelf availability.[7] When shoppers are unable to find an item that they had intended to purchase, they might switch stores, purchase substitute items (brand switch, size switch, category switch), postpone their purchase or decide not to buy the item at all.[8] Although these responses differ in severity, each entails negative consequences for retailers. Stockouts cause lost sales, dissatisfy shoppers, diminish store loyalty, jeopardize marketing efforts, and obstruct sales planning, because substitution disguises true demand. Moreover, shopper surveys reveal stockouts to currently be the most prevalent annoyance to shoppers. Shoppers spend a considerable amount of time looking for and asking for out-of-stock items.[9] Shopper response to stockouts has been investigated by researchers with respect to cognitive response (e.g. perceived availability), affective response (e.g. store satisfaction), behavioral response (e.g. brand switching) and aggregated response in terms of category sales effects.[10] Studies find shopper response to out-of stocks depends on brand-related antecedents (e.g. brand equity), product and category-related antecedents (hedonic level), store-related antecedents (e.g. service or price-oriented), shopper-related antecedents (e.g. shopper age) and situational antecedents (e.g. purchase urgency).[11]
Impact
[edit]Manufacturers and retailers incur various losses as a result of stockouts, but the extent depends upon customer responses.[12] Both manufacturer and retailer face a direct loss of the potential sale when a consumer faces an out-of-stock if the shopper purchases the item at another store or does not purchase it at all. Additionally, when a substitution is made, the retailer also loses an additional portion of the potential sale because the shopper tends to switch to smaller and/or cheaper substitutes.[5] In addition to the direct losses, both the retailer and the manufacturer incur additional indirect losses due to decreased customer satisfaction that results in less overall reliance on the particular retailers and brands. When an out-of-stock leads to purchase at another store, this provides the consumer an opportunity to try a different store. Consumer behavior theory argues that trial precedes adoption, and, thus, an out-of-stock sets the stage for possible permanent store switching. When an out-of-stock leads to purchase of a competing brand, the consumer trial can lead to possible permanent brand switching as well.[5] Research findings show that a typical retailer loses about 4 percent of sales due to having items out-of-stock. A loss of sales of 4 percent translates into an earnings per share loss of about $0.012 (1.2 cents) for the average firm in the grocery retailing sector, where the average earnings per share, already is about $0.25 (25 cents) per year.[5]
Identifying and reducing retail out-of-stocks
[edit]Identification of stock levels can reduce out-of-stocks.[13] The traditional method is to perform a manual audit of the store and manually look for "gaps" on the shelves. Due to differing sales velocities and replenishment schedules, the effectiveness of manual stockout audits depends heavily on their frequency and timing, and on avoiding human counting errors.[5] A second method makes use of point-of-sale data or, more specifically, scanner data. Based upon historical sales data, the latency period between sales is taken as a gauge of whether an item is on the shelf. It is a preferred method for investigating fast-selling retail items, such as soda cans.[14] Out-of-stocks may also be identified by using inventory data, depending on its accuracy.[15] Finally, various types of technology, such as RFID, shelf stoppers and weight or light sensors, can be used. A future-prediction report issued by Accenture in 2015 anticipated that "smart shelves" in stores will detect and report when inventory is running low.[16] However, these technologies are so far not equipped to monitor the condition of the retail items (e.g. undamaged labels).[citation needed]
See also
[edit]References
[edit]- ^ Kenton, W., Backorder: Definition, Causes, Example, Vs. Out-of-Stock, updated 26 December 2022, accessed 9 February 2024
- ^ Gruen, Thomas W. and Corsten, Daniel (2008), A Comprehensive Guide to Retail Out-of-Stock Reduction in the Fast-Moving Consumer Goods Industry, Washington, DC, ISBN 978-3-905613-04-9
- ^ Aastrup, J. and Kotzab, H. (2010), "Forty years of out-of-stock research – and shelves are still empty", International Review of Retail, Distribution and Consumer Research, Vol. 20 No. 1, pp. 147-64.
- ^ Heaney, B., Supply Chain Visibility and Segmentation: Control Tower Approach, p. 6, Aberdeen Group, published in July 2014
- ^ a b c d e Gruen, Thomas W., Daniel Corsten and Sundar Bharadwaj (2002), Retail Out of Stocks: A Worldwide Examination of Causes, Rates, and Consumer Responses, Washington, D.C.: Grocery Manufacturers of America
- ^ McKinnon, A.C., Mendes, D. and Nabateh, M. (2007), "In-store logistics: an analysis of on-shelf availability and stockout response for three product groups", International Journal of Logistics: Research and Applications, Vol. 10 No. 3, pp. 251-68.
- ^ Rajaram, K. and Tang, C.S. (2001), "The impact of product substitution on retail merchandising", European Journal of Operational Research, Vol. 135 No. 3, pp. 582-601.
- ^ Campo, K., Gijsbrechts, E. and Nisol, P. (2003), "The impact of retailer stockouts on whether, how much, and what to buy", International Journal of Research in Marketing, Vol. 20 No. 3, pp. 273-86.
- ^ EMFI (2008), Consumer Trends, Leusden, The Netherlands.
- ^ Zinn, W. and Liu, P.C. (2008), "A comparison of actual and intended consumer behavior in response to retail stockouts", Journal of Business Logistics, Vol. 29 No. 2, pp. 141-59.
- ^ Sloot, L.M., Verhoef, P.C. and Franses, P.H. (2005), "The impact of brand equity and the hedonic level of products on consumer stock-out reactions", Journal of Retailing, Vol. 81 No. 1, pp. 15-34.
- ^ Ehrenthal, J.C.F., Gruen, T. W., & Hofstetter, J. S. (2012). Value-attenuation in distribution networks: Insights from a service dominant-logic perspective on retail out-of-stocks, presented at 2012 AMA Winter Marketing Educator's Conference, St.Petersburg, FL, USA
- ^ Ehrenthal, J.C.F., & Stölzle, W. (2011). Improving On-Shelf Availability Through Store-Level Root Cause Analysis: LOG-HSG.
- ^ Papakiriakopoulos, D., Pramatari, K. and Doukidis, G. (2009), "A decision support system for detecting products missing from the shelf based on heuristic rules", Decision Support Systems, Vol. 46, pp. 685-94.
- ^ Raman, A., DeHoratius, N. and Ton, Z. (2001), "Execution: the missing link in retail operations", California Management Review, Vol. 43 No. 3, pp. 136-52.
- ^ Gregory, J., The Internet of Things: Revolutionizing the Retail Industry, Accenture, p. 3, accessed on 22 January 2025
Stockout
View on GrokipediaFundamentals
Definition
A stockout occurs when customer demand for a product exceeds the available inventory at the point of sale, rendering the item unavailable for immediate purchase.[8] This situation arises in various contexts, including physical retail stores, e-commerce platforms, and supply chain operations, where the absence of stock directly impacts sales fulfillment.[9] Stockouts exhibit key characteristics such as their temporary or prolonged nature: a temporary stockout may resolve quickly upon restocking, while a prolonged one persists due to extended delays in replenishment.[2] They differ from overstock, which involves excess inventory that ties up capital without meeting additional demand, and from backorders, where customer orders are recorded but delayed until inventory arrives.[2] Early documentation of stockout rates dates back to 8.5% in grocery stores as reported in 1963.[2] It evolved alongside the adoption of just-in-time (JIT) inventory practices in the 1980s, which prioritized minimal stock levels to reduce costs but heightened vulnerability to stockouts under uncertain demand.[10] In inventory management, stockout risk is often quantified through probabilistic models that account for demand uncertainty. More advanced models, such as those assuming normal demand distribution, calculate safety stock as , where is the z-score corresponding to the desired service level (non-stockout probability) and is lead time, ensuring the stockout probability aligns with business tolerance.[11]Types
Stockouts can be classified by their duration, distinguishing between temporary and chronic occurrences. Temporary stockouts involve short-term unavailability of a product, typically lasting from a few hours to several days, often arising from transient factors such as sudden demand spikes or minor logistical delays.[12] In contrast, chronic stockouts are recurring or prolonged shortages, extending over weeks or longer due to systemic issues like persistent supply chain inefficiencies or inadequate inventory planning.[12] Another key classification is by context, separating retail stockouts from those originating in the broader supply chain. Retail stockouts manifest at the point of sale, where products are unavailable in physical stores or on online platforms, directly impacting individual customer transactions.[13] Supply chain stockouts, however, stem from upstream disruptions such as supplier failures or transportation bottlenecks, which can cascade to affect inventory across multiple retailers simultaneously.[14] Emerging types of stockouts have gained prominence with digital commerce. E-commerce-specific stockouts occur when out-of-stock notices appear during the shopping process, prompting immediate cart abandonment as customers discover unavailability at checkout or while browsing.[15] Seasonal stockouts are tied to predictable demand surges during holidays or events, such as Black Friday, where retailers deplete inventory faster than anticipated due to promotional activities.[13] Within these categories, stockouts vary in scope, including partial and complete forms. Partial stockouts allow some availability of product variants, such as certain sizes or colors remaining in stock while others are depleted, enabling limited fulfillment.[16] Complete stockouts, by comparison, involve zero units of the product, preventing any sales or orders from being met.[16]Prevalence
Global and Regional Statistics
Stockouts represent a significant challenge in the global retail sector, contributing to inventory distortion that costs retailers approximately $1.73 trillion annually as of 2025, equivalent to about 6.5% of total global retail sales.[17] This figure encompasses lost sales from out-of-stock situations, estimated at $1.2 trillion, alongside overstock inefficiencies.[18] Industry analyses indicate that stockout rates average 8% worldwide, accounting for approximately 4% of potential retail sales lost, highlighting their pervasive economic impact.[19] Post-2020 supply chain disruptions, triggered by the COVID-19 pandemic, substantially elevated stockout rates, with food retail sectors experiencing median increases of up to 130% in fixed-weight item stockouts after March 2020.[20] Overall, global out-of-stock incidents rose sharply, contributing to a 12.7% year-over-year increase in total inventory distortion costs from 2020 to 2022.[21] In e-commerce, recent data from 2024-2025 reflects ongoing challenges, with out-of-stock issues cited as a primary reason for 38% of cart abandonments, underscoring elevated rates amid rapid order volumes.[22] Regional variations in stockout prevalence are pronounced, with developing and logistics-intensive areas facing higher rates compared to advanced markets. In Asia-Pacific, out-of-stock costs surged 45.2% from 2020 to 2022, reaching $209 billion, largely due to supply chain complexities.[21] Conversely, North America benefited from more robust systems, achieving a 19.2% reduction in out-of-stock incidents over the same period, limiting costs to $182.2 billion in 2022.[21] Europe, Middle East, and Africa (EMEA) saw an 18.7% decline in out-of-stocks, while Latin America experienced a milder 10.4% drop.[21] Historically, pre-2020 stockout rates averaged around 4% of lost sales in retail, reflecting more stable supply chains before pandemic-era volatility.[19] Projections for 2025 suggest stabilization, with overall inventory distortion improving by 3.7% from 2023 levels to $1.7 trillion, driven by increasing AI adoption in forecasting and inventory management, which could further reduce stockout incidences by optimizing demand prediction.[18] By 2025, up to 74% of warehouses are expected to integrate AI tools, potentially mitigating regional disparities through enhanced visibility and efficiency.[23]| Region | Out-of-Stock Cost Change (2020-2022) | Key Factor Influencing Rates |
|---|---|---|
| North America | -19.2% ($182.2B in 2022) | Advanced inventory systems |
| Asia-Pacific | +45.2% ($209B in 2022) | Logistics challenges |
| EMEA | -18.7% | Supply chain improvements |
| Latin America | -10.4% | Moderate recovery |