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An Econometric Analysis of Inventory Turnover Performance in Retail Services
Abstract
Inventory turnover varies widely across retailers and over time. This variation undermines the usefulness of inventory turnover in performance analysis, benchmarking, and working capital management. We develop an empirical model using financial data for 311 publicly listed retail firms for the years 1987–2000 to investigate the correlation of inventory turnover with gross margin, capital intensity, and sales surprise (the ratio of actual sales to expected sales for the year). The model explains 66.7% of the within-firm variation and 97.2% of the total variation (across and within firms) in inventory turnover. It yields an alternative metric of inventory productivity, adjusted inventory turnover, which empirically adjusts inventory turnover for changes in gross margin, capital intensity, and sales surprise, and can be applied in performance analysis and managerial decision making. We also compute time trends in inventory turnover and adjusted inventory turnover, and find that both have declined in retailing during the 1987–2000 period.
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“Overstocking can increase storage, obsolescence, and opportunity expenses, which can hurt a company's profitability (Gaur et al., 2005).”
From Inventory Management and Financial Performance of Listed Manufacturing Firms in Nigeria (2024) · cites this paper as Gaur et al., 2005
In the citing paper
“A lengthy inventory conversion period may imply ineffective inventory management, which keeps items idle, wasting money and perhaps causing obsolescence or spoilage.ROA might decline due to asset utilisation and profitability issues (Koumanakos, 2008;Gaur et al., 2005).”
From Inventory Management and Financial Performance of Listed Manufacturing Firms in Nigeria (2024) · cites this paper as Gaur et al., 2005
In the citing paper
“retail firms can benefit from high inventory turnover”
From Working capital management, COVID-19, and profitability of UK retail firms (2025) · cites this paper as Gaur et al. (2005)
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Items 201–300 of 383
Inventory management over firm life cycle: some empirical evidence
Elsayed, K. (2014) · International Journal of Services and Operations Management · doi:10.1504/ijsom.2014.065668 · Cited by 8
Feng, M., Li, C., McVay, S. E., & Skaife, H. A. (2014) · doi:10.2139/ssrn.2187599 · Cited by 8
Do High and Low Inventory Turnover Retailers Respond Differently to Demand Shocks?
Kesavan, S., Kushwaha, T., & Gaur, V. (2016) · Manufacturing & Service Operations Management · doi:10.1287/msom.2015.0571 · Cited by 8
“We work with the logarithmic transformations for purchases (LPURCH), gross margin (LGM), and demand (LCOGS) to account for scale differences (Gaur et al. 2005).”
InfluentialSelf-citationJin, T., Liu, X., Wu, Y., & Xie, Z.-H. (2025) · The British Accounting Review · doi:10.1016/j.bar.2025.101816 · Cited by 7
Inventory Productivity and Stock Returns in Manufacturing Networks
Agrawal, D., & Osadchiy, N. (2023) · Manufacturing & Service Operations Management · doi:10.1287/msom.2022.0229 · Cited by 7
Managerial flexibility, capacity investment, and inventory levels
Aral, K. D., Giambona, E., & Wassenhove, L. V. V. (2023) · Production and operations management · doi:10.1111/poms.14067 · Cited by 7
“We further find that Capital Intensity ( Cash ) enters the estimation with a significantly negative coefficient indicating a potential substitution between production capacity (cash) and inventory levels (e.g., Gaur et al., 2005; Kesavan et al., 2010).”
BackgroundMethodJayawardane, K., Musthaffa, S., & Dias, M. (2022) · Moratuwa Engineering Research Conference · doi:10.1109/mercon55799.2022.9906192 · Cited by 7
“[21] define inventory turnover as the ratio of a firm’s cost of goods sold to its average inventory level.”
BackgroundCho, W., Ke, J.-Y. F., & Han, C. (2017) · International Journal of Physical Distribution & Logistics Management · doi:10.1108/ijpdlm-01-2017-0015 · Cited by 7
“specifications in previous studies (Gaur et al., 2005; Shah and Shin, 2007; Han et al., 2008), we include the explanatory variable of research interest (GD) while controlling for other firm 12”
A Performance Measurement System to Support Materials Management in Engineer-to-Order Companies
Sjøbakk, B., Bondarenko, O., & Kamran, T. (2014) · doi:10.4028/www.scientific.net/amr.1039.569 · Cited by 7
Evans, J. R., & Mathur, A. (2014) · doi:10.1080/09593969.2013.801360 · Cited by 7
Hu, S., Ye, Q., Chi, W., & Flynn, B. B. (2010) · SSRN Electronic Journal · doi:10.2139/ssrn.1670261 · Cited by 7
“Consistent with Gaur et al. (2005), we found that gross margin was positively related to DIR, supporting their view that managers tend to trade off inventory turns and gross margin in their decision making.”
BackgroundResultDeterminants of Inventory Trends in the Indian Automotive Industry: An Empirical Study
Saranga, H., Mukherji, A., & Shah, J. (2009) · doi:10.2139/ssrn.2138131 · Cited by 7
Should Inventory Policy Be Lean or Responsive? Evidence for US Public Companies
Rumyantsev, S., & Netessine, S. (2007) · doi:10.2139/ssrn.2319834 · Cited by 7
“measure of inventory investment (see Gaur et al. 2005, Gaur and Kesavan 2005, Rumyantsev and”
The Geography of Retail Inventory
Lai, R. K. (2005) · doi:10.2139/ssrn.892266 · Cited by 7
Supply Chain Nearshoring in Response to Regional Value Content Requirements
Hsu, J., Li, Z., & Wu, J. (2026) · Manufacturing & Service Operations Management · doi:10.1287/msom.2024.1555 · Cited by 6
Chief operating officers’ long-term orientation and corporate lean production
Xue, X., Hu, N., Qiu, F., & Li, G. (2025) · Journal of Business Research · doi:10.1016/j.jbusres.2025.115247 · Cited by 6
A Structural Model of a Firm's Operating Cash Flow with Applications
Arora, K., & Gaur, V. (2025) · Management Sciences · doi:10.1287/mnsc.2021.03790 · Cited by 6
Self-citationProfit or Growth? The Impacts of Supplier Dependence and Customer Dependence on SMEs’ Performance
Zhang, H., Hu, M., & Jiang, S. (2025) · Sustainability · doi:10.3390/su17031302 · Cited by 7
Joo, M. H., Nishikawa, Y., Dandapani, K., & Jayaraman, V. (2024) · Production and Operations Management · doi:10.1177/10591478241254853 · Cited by 8
“The existing literature has established that economic factors, such as demand uncertainty, gross margin, capital investment, and firm size (Gaur et al., 2005; Han et al., 2013; Kesavan et al., 2010; Roumiantsev and Netessine, 2007), are determinants of inventory levels.”
Li, H., Wu, Y., Luo, R., Yu, Y., & Liao, Z. (2024) · Emerging Markets Finance and Trade · doi:10.1080/1540496x.2024.2302009 · Cited by 7
“Based on Cannon (2008), Gaur, Fisher, and Raman (2014), and Lo, Yeung, and Cheng (2009), supply chain governance performance includes three dimensions: supplier governance performance (APTD), internal governance performance (ITD), and customer governance performance (ARTD).”
Eroglu, C., Hofer, C., Hofer, A. R., & Hou, Y. (2023) · International Journal of Production Economics · doi:10.1016/j.ijpe.2023.108984 · Cited by 6
Managing the retail operations in the COVID‐19 pandemic: Evidence from Morocco
Benchekroun, S., Venkatesh, V., Dkhissi, I., Persis, D., Manimuthu, A., Suresh, M., & Sreedharan, V. (2022) · Managerial and Decision Economics · doi:10.1002/mde.3691 · Cited by 6
“Second, speed is a significant factor in the retail sector because most consumer goods have a shorter life cycle (Gaur et al., 2005; Hardgrave et al., 2013).”
BackgroundPati, N., & Lee, J. (2022) · Benchmarking An International Journal · doi:10.1108/bij-05-2022-0294 · Cited by 7
Gołaś, Z. (2020) · EUROPEAN RESEARCH STUDIES JOURNAL · doi:10.35808/ersj/1908 · Cited by 11
“A characteristic example is retail trade companies where these ratios reach the highest levels (Gaur et al., 2005; Kolias et al., 2011).”
BackgroundGrubor, A., Milićević, N., & Mijić, K. (2014) · Engineering Economics · doi:10.5755/j01.ee.24.5.3546 · Cited by 6
“Following managerial practices in retail companies and results in other research papers (Gaur et al., 2005; Gaur & Kesavan, 2008; Kolias et al., 2011), we tested the hypotheses: H1: Inventory turnover ratio is negatively correlated with gross margin.”
BackgroundMethodResultInfluentialSystematic Risk and the Bullwhip Effect in Supply Chains
Osadchiy, N., Gaur, V., & Seshadri, S. (2011) · doi:10.2139/ssrn.1931737 · Cited by 6
“…bullwhip effect, recent empirical research in operations has examined inventory productivity using data at the industry level (Rajagopalan and Malhotra 2001), and at the firm level (e.g., Gaur et al. (2005), Kesavan et al. (2010), Rumyantsev and Netessine (2007), and Cachon and Olivares (2010)).”
BackgroundMethodSelf-citationChief stores officer and retailer performance
Feng, C., & Fay, S. (2020) · Journal of Retailing and Consumer Services · doi:10.1016/j.jretconser.2020.102321 · Cited by 6
Inventory Management and Financial Performance of Listed Manufacturing Firms in Nigeria
Akinleye, G. T., & Adesina, O. D. (2024) · Journal of Applied And Theoretical Social Sciences · doi:10.37241/jatss.2024.116 · Cited by 5
Liu, L., Zhu, Y.-Q., & Miao, Y. (2026) · doi:10.1080/13547860.2025.2522646 · Cited by 5
“On the other hand, supply chain finance can reduce various uncertainty risks faced by enterprises by providing financial support and optimizing cash flow management (Gaur, Fisher, and Raman 2005).”
Kim, M., Seo, W., & Kang, Y. (2025) · Journal of Management in Engineering · doi:10.1061/jmenea.meeng-7096 · Cited by 4
Career Incentives of Political Leaders and Corporate Operational Efficiency
Cheng, H., Qi, S., & Qiu, L.-F. (2024) · Production and operations management · doi:10.1177/10591478241265648 · Cited by 5
“In accordance with this viewpoint, studies have consistently reported positive relationships between various forms of efficiency and firms’ performance metrics (Browning and Heath, 2009; Gaur et al., 2005; Krasnikov and Jayachandran, 2008; Shah and Ward, 2003).”
Evaluation of dynamic buffer management for adjusting stock level: a simulation-based approach
Narita, V. T., Ikeziri, L. M., & de Souza, F. B. (2021) · Journal of Industrial and Production Engineering · doi:10.1080/21681015.2021.1931493 · Cited by 5
“Normally, it is calculated using the ratio between the cost of mer-chandise sold and the average stock costs [47,48].”
MethodThe impact of inventory productivity on new venture survival
Lin, Y., Wang, J., & Shi, Y. (2021) · International Journal of Productivity and Performance Management · doi:10.1108/ijppm-10-2019-0479 · Cited by 6
Market competition and pricing strategies in retail supply chains
Park, I., Jung, I., & Choi, J. (2020) · doi:10.1002/mde.3200 · Cited by 5
Jhang, S., Lin, W. T., & Fang, I. (2020) · Asia Pacific Management Review · doi:10.1016/j.apmrv.2019.08.001 · Cited by 5
The Optimal Allocation of Current Assets Using Mean-Variance Analysis
Kolias, G. K., & Arnis, N. (2018) · Accounting and Management Information Systems · doi:10.2139/ssrn.3304608 · Cited by 6
“There are also academic studies confirming the negative relationship of gross margin and inventory turnover ratio (positive for the level of inventories) (Gaur et al., 2005; Kolias et al., 2011).”
BackgroundThe impact of acquisitions on inventory performance
Hameri, A., & Weiss, L. A. (2017) · Journal of Advances in Management Research · doi:10.1108/jamr-05-2016-0033 · Cited by 5
Applications of grey prediction model for quantity prediction of medical supplies: A case study
Shen, X., Ou, L., & Tan, X.-R. (2013) · IEEE International Conference on Grey systems and Intelligent Services · doi:10.1109/gsis.2013.6714772 · Cited by 5
“The most commonly used forecasting methods for inventory requirement can be generally classified into two categories: causal analysis and time-series models, such as the multiple linear regression analysis[1, 2], econometric models[3, 4] and the autoregressive integrated moving average (ARIMA)…”
MethodPinto, F., & Soares, C. (2013) · Lecture notes in computer science · doi:10.1007/978-3-642-40994-3_34 · Cited by 5
“They used Econometrics to model sales behaviour of product categories and estimated the respective space elasticity for each.”
MethodInventory and the Shape of the EarthPreprint
Lai, R. K. (2006) · SSRN Electronic Journal · doi:10.2139/ssrn.983943 · Cited by 5
The Effects of Wal-Mart on the Profitability and Investor Valuation of its SuppliersPreprint
Gosman, M., & Kohlbeck, M. J. (2006) · SSRN Electronic Journal · doi:10.2139/ssrn.906606 · Cited by 6
Saha, S. (2025) · Supply Chain Analytics · doi:10.1016/j.sca.2025.100127 · Cited by 4
Arianpoor, A., & Moghaddampoor, B. (2024) · Journal of General Management · doi:10.1177/03063070241285145 · Cited by 4
Appointment scheduling for logistics parks under truck heterogeneity and order fulfillment delay
Sun, Y., Zeng, S., Zhou, W., Lu, Y., & Zhong, Y. (2024) · International Journal of Production Research · doi:10.1080/00207543.2024.2347557 · Cited by 4
“Timely service is critical for customers (agents and truck drivers) and challenging for the LP manager, improving inventory turnover is the core content of warehouse management in the LP (Bayram, Gzara, and Elhedhli 2019; Gaur, Fisher, and Raman 2005; Reddy and Kumar 2021).”
Qian, Z., Wang, C. X., & Yang, H. (2024) · International Journal of Operations & Production Management · doi:10.1108/ijopm-03-2023-0199 · Cited by 4
Evaluating Count Prioritization Procedures for Improving Inventory Accuracy in Retail Stores
DeHoratius, N., Holzapfel, A., Kuhn, H., Mersereau, A., & Sternbeck, M. (2022) · Manufacturing & Service Operations Management · doi:10.1287/msom.2022.1119 · Cited by 4
Product variety in retail: the moderating influence of demand variability
Sweeney, K. D., Riley, J. M., & Duan, Y.-R. (2022) · International Journal of Physical Distribution & Logistics Management · doi:10.1108/ijpdlm-12-2020-0407 · Cited by 4
Optimal Timing of Inventory Decisions with Price Uncertainty
Gaur, V., Osadchiy, N., Seshadri, S., & Subrahmanyam, M. (2017) · doi:10.2139/ssrn.2677045 · Cited by 4
“This result is consistent with the news vendor model, with our theoretical model and with evidence obtained in prior empirical research on other industries (see, for example, Gaur et al. (2005) and Roumianetsev and Netessine (2006)).”
ResultSelf-citationEffects of Warehouse Management and engineering system on cost reduction and operations improvement
Harb, A., Kassem, A., Chartouni, M., & Chaaya, L. B. (2016) · International Conference on Digital Information Processing and Communications · doi:10.1109/icdipc.2016.7470783 · Cited by 4
“Many authors such as [27] and [28] explained the existence of a relationship between levels of inventory and determinants like inventory lead time, gross profit and demand uncertainty [29].”
BackgroundInventory turns and finite-horizon Little’s Laws
Melamed, B., Leuschner, R., Chen, W., Rogers, D. S., & Cao, M. (2016) · Annals of Operations Research · doi:10.1007/s10479-016-2157-9 · Cited by 2
“In practice, companies may be content to use just economic efficiency by computing some estimate of inventory turns of the form (Gaur et al. 2005) Total monetary flow through the inventory during a reporting period Time average of monetary value of inventory over same reporting period (23) Monetary…”
BackgroundMethodInfluentialInformation Technology Implementation and Operational Efficiency
Kwak, J. (2013) · doi:10.7737/msfe.2013.19.2.013 · Cited by 4
“It is common to use inventory turnover as an operational performance measure (Dehning et al ., 2007; De-meter, 2003; Gaur et al ., 2005; Vastag and Whybark, 2005).”
MethodInfluentialRFID and supply chain performance: adoption issues in the retail supply chain
Waters, S., & Rahman, S. U. (2007) · International Journal of Internet Protocol Technology · doi:10.1504/ijipt.2007.016220 · Cited by 4
“Retailers have recognised that improvements throughout the entire supply chain will impact positively on their own performance (Gaur et al., 2005; Taylor and Fawcett, 2001).”
BackgroundDoes Digital Technologies Deployment Promote Environmental Performance? Evidence From China
Zhu, M., Liang, C., Lee, P. K. C., Yeung, A. C. L., & Zhou, H. (2025) · IEEE Transactions on Engineering Management · doi:10.1109/tem.2025.3647213 · Cited by 5
“This is calculated as the ratio of a firm’s cost of goods sold to its inventory level, normalized within each industry [81].”
Enterprise Risk Management and Firm Operations: Evidence from Inventory Management
Shadaei, M., & Xu, J.-R. (2023) · Social Science Research Network · doi:10.2139/ssrn.4429714 · Cited by 4
Teno, M. N., Anyingang, R. A., & Chenaa, T. (2017) · doi:10.20431/2349-0349.0507005 · Cited by 4
Inventory Writedowns , Sales Growth , and Ordering Policy : An Empirical Investigation
Larson, C. R., Turcic, D., & Zhang, F.-Q. (2011) · doi:10.2139/ssrn.1762892 · Cited by 4
“Gaur et al. (2005) and Gaur and Kesavan (2007) develop empirical models to study the correlation between inventory turnover and firm characteristics such as gross margin, size, and sales growth.”
BackgroundWang, C.-N., Nguyen, T. T. M., Chung, Y.-C., Nguyen, T., & Nguyen, T. D. (2025) · Humanities and Social Sciences Communications · doi:10.1057/s41599-025-06266-w · Cited by 3
“Ef fi cient inventory management has a bene fi cial in fl uence on a business ’ s overall pro fi tability (Gaur et al. 2005).”
Effects of Financial Constraints on Supply Chain Financing Choices and Operational Decisions
Wu, A., Wu, Q., & Seshadri, S. (2025) · Management Sciences · doi:10.1287/mnsc.2024.08465 · Cited by 3
OM Forum - Operations Management Research: Relevance and Impact
Swaminathan, J. M. (2024) · Manufacturing & Service Operations Management · doi:10.1287/msom.2023.0691 · Cited by 3
Park, Y. S., & Na, J. (2024) · Heliyon · doi:10.1016/j.heliyon.2024.e39365 · Cited by 3
“Although inventory turnover and inventory days have been widely used in traditional studies that examine inventory performance [31,56], inventory needs to be understood using specific industry and year characteristics [54].”
Guha, S., Upadhyay, A., & Gupta, M. (2024) · International Journal of Logistics Management · doi:10.1108/ijlm-01-2024-0048 · Cited by 3
Gaining From Losing a Competition in Product Variety
Wan, X., & Li, H. A. (2024) · Production and operations management · doi:10.1177/10591478241231853 · Cited by 3
“We also include the log-transformed average wholesale price ( Price dt ) and number of SKUs ( SKU dt ) as con-trol variables because both the price and product variety of the firm may affect its inventory levels (Gaur et al. 2005, Ton and Raman 2010, Wan and Sanders 2017).”
BackgroundMethodChoi, J. H., Choi, S., & Suresh, N. C. (2023) · International Journal of Operations & Production Management · doi:10.1108/ijopm-07-2022-0461 · Cited by 8
Uncertainty shocks, network position, and inventory
Wu, D.-Z., Sepehri, M., Hua, J., & Xu, F. (2022) · Journal of Modelling in Management · doi:10.1108/jm2-02-2022-0043 · Cited by 3
News Sentiment in Bankruptcy Prediction Models: Evidence from Russian Retail Companies
Makeeva, E., & Sinilshchikova, M. (2020) · Journal of Corporate Finance Research / Корпоративные Финансы | ISSN: 2073-0438 · doi:10.17323/j.jcfr.2073-0438.14.4.2020.7-18 · Cited by 3
Lin, Y., Zhao, Q., Liu, P., & Zhang, Q. (2019) · International Regional Science Review · doi:10.1177/0160017619849632 · Cited by 3
“Based on Shirley and Winston (2004), Gaur, Fisher, and Raman (2005), Liu and Liu (2005), Kolias, Dimelis, and Filios (2011), and Li and Li (2013), we adopt the following variables: IVit, which is the inventory levels in the manufacturing sector of province i in year t, railway and road density…”
BackgroundMethodLow interest rate environment: inventory management in Finland and Baltic states
Hilmola, O., Li, W., & Tolli, A. (2020) · International Journal of Productivity and Performance Management · doi:10.1108/ijppm-10-2019-0480 · Cited by 5
The Nuisance of Slow Moving Products in Electronic Commerce
Chodak, G. (2016) · doi:10.18483/pcbr.57 · Cited by 3
Ke, J.-Y. F., Dresner, M., & Yao, Y. (2014) · Transportation Journal · doi:10.5325/transportationj.53.1.0005 · Cited by 2
“The length of our time series (13 years) is in line with other empirical papers examining inventory decisions, which use data series in the range of 11–20 years (e.g., Chen, Frank, and Wu 2005 ; Gaur, Fisher, and Raman 2005 ; Rumyantsev and Netessine 2007 ).”
BackgroundMethodResultInfluentialThe Role of Innovation Efficiency and Labor Productivity in Inventory Turnover PerformancePreprint
Zhou, J.-E., Lee, H.-H., & Hsu, P.-H. (2011) · SSRN Electronic Journal · doi:10.2139/ssrn.1921926 · Cited by 3
“For example, Gopal et al. (2011) find an average of 20% increase in the number of labor hours per vehicle for a new product launch in the North American automotive industry.”
InfluentialEconomic Order Quantity and the Value of the Firm
Serrano, A., & Kraiselburd, S. (2007) · doi:10.2139/ssrn.1027547 · Cited by 3
Supply Chain Information Signaling and Capital Market
Lai, G., & Xiao, W.-Q. (2017) · doi:10.1007/978-3-319-32441-8_11 · Cited by 3
Some empirical evidence on the relationship between inventory management and social responsibility
Elsayed, K. K. (2013) · Journal of Governance and Regulation · doi:10.22495/jgr_v2_i3_c1_p2 · Cited by 4
“This is more likely to enrich literature given the evidence that firms in different life cycle stages demonstrate different levels of corporate social responsibility (Elsayed and Paton 2009) and inventory level differs with firm’s growth (Gaur et al. 2005).”
BackgroundChen, C. (2015) · Journal of Business Ethics · doi:10.1007/s10551-015-2809-8 · Cited by 41
“…ISO 9001 certification as used in King and Lenox (2002)), is that the annual inventory of listed companies is available for open access (e.g., Compustat), allowing researchers to objectively carry out a longitudinal comparison of lean performance (e.g., Gaur et al, 2005; Chen et al, 2005, 2007).”
BackgroundXin, Y.-Z., Zeng, X.-H., Gao, J.-R., & Xu, G.-L. (2026) · Sustainability · doi:10.3390/su18115388 · Cited by 2
Li, Y., & Zhang, M. (2026) · International Review of Economics & Finance · doi:10.1016/j.iref.2026.105399 · Cited by 2
Hu, Y., Yan, X., Duan, C., Yang, X., & Yang, J. (2026) · Systems · doi:10.3390/systems14040377 · Cited by 2
Do shields drive value? Capital structure as a mediator in Indonesia’s stock market
Sakir, A., Majid, M., Zainul, Z. R., & Agustina, M. (2026) · Cogent Business & Management · doi:10.1080/23311975.2026.2624875 · Cited by 2
Social credit and supply chain resilience: Insights from China's social credit system construction
Zhou, D., Yang, Y.-Y., & Zhao, Y. (2025) · International Review of Financial Analysis · doi:10.1016/j.irfa.2025.104568 · Cited by 2
Economic policy uncertainty and corporate inventory holding: evidence from emerging economies
Mir, S. M., Sheikh, I., & Muhmmad, R. (2025) · Journal of economic and administrative sciences · doi:10.1108/jeas-08-2023-0209 · Cited by 2
Mathematical Models to Determine Optimum Inventory Level in a Supply Chain System
Ogumeyo, S. A., Oloda, F. S., Ehiwario, J. C., & Adigwe, R. U. (2024) · Earthline Journal of Mathematical Sciences · doi:10.34198/ejms.15125.085103 · Cited by 2
Choi, S. (2019) · Decision Sciences Journal of Innovative Education · doi:10.1111/dsji.12172 · Cited by 2
An Empirical Analysis of Inventory Turnover Performance in the Indian Trading SectorPreprint
Chandra, S., & Arrawatia, R. (2015) · SSRN Electronic Journal · doi:10.2139/ssrn.2635886 · Cited by 2
“Inventory turnover is the ratio of a firm’s cost of goods sold to the average inventory level (Gaur et al. 2005).”
BackgroundMethodResultInfluentialKermani, A. R. M., Baslu, L., & Alizadehshahi, S. R. (2015) · doi:10.13005/bpj/602 · Cited by 2
Production Outsourcing and Demand Uncertainty
Atasoy, H., Banker, R., & Byzalov, D. (2014) · doi:10.2139/ssrn.2647114 · Cited by 2
“The results also hold when we estimate the models in Table 2 using maximum likelihood following Gaur et al. (2005a).”
MethodDoes Inventory Productivity Predict Future Stock Returns? A Retailing Industry PerspectivePreprint
Alan, Y., Gao, G. P., & Gaur, V. (2014) · SSRN Electronic Journal · doi:10.2139/ssrn.1971774 · Cited by 2
“We consider different measures of inventory productivity, including gross margin return on inventory and adjusted inventory turnover (Gaur et al. 2005).”
Self-citationDO HAPPIER EMPLOYEES REALLY STAY LONGER
Wyld, D. (2014) · doi:10.5465/amp.2014.0023 · Cited by 2
“…sector, where high turnover rates in areas such as retail and fast food of 100-200%—or more—have a signifi cant impact on the ability of the organization to both deliver quality services to their customer (Babakus, 2011; Slåtten, et al., 2011) and profi ts to their investors (Gaur et al., 2005).”
BackgroundYao, Y.-L., & Zhu, K. (2012) · Information systems research · doi:10.1287/isre.1110.0394 · Cited by 2
Inventory management and performance in wholesale industry
Wang, Y., & Zhang, J.-Y. (2010) · International Conference on Information Science and Engineering · doi:10.1109/icise.2010.5691442 · Cited by 2
Corporate use of AI and Subsequent Product Market PerformancePreprint
Tucker, J. W., Wang, J., & Zhao, R. (2025) · SSRN Electronic Journal · doi:10.2139/ssrn.5044024 · Cited by 3
INVENTORY MANAGEMENT: METHODS, APPROACHES, BENEFITS AND CHALLENGES
al Ruqeishi, I. M. S., & Ullah, A. (2024) · International Journal of Social Sciences and Management Review · doi:10.37602/ijssmr.2024.7402 · Cited by 2
“Cost Savings: First, there is risk of holding excess inventory that tends to increase costs in storage, insurance, and some may become obsolete as was pointed out by number of authors including Gaur, Fisher and Raman (2005).”
BackgroundApplication of Econometrics in Business Research
Sengupta, J. (2021) · doi:10.4018/978-1-7998-6673-2.ch010 · Cited by 2
Improvements in Inventory Management: Past Success and Future Opportunities
Thomas, D. J. (2016) · doi:10.1142/9789813144347_0001 · Cited by 2
The Bottleneck: Product Variety and Coordination Failures at A Major Soft Drink Bottling Company
Zhou, Y., & Wan, X. (2013) · doi:10.5465/ambpp.2013.10302abstract · Cited by 2
Working capital management, COVID-19, and profitability of UK retail firms
Elfeituri, H., & Alfitouri, T. (2025) · Corporate Ownership and Control · doi:10.22495/cocv22i2art7 · Cited by 1
“Gaur et al. (2005) argue that retail firms can benefit from high inventory turnover.”
The impact of smart city policy on a firm’s supply chain performance: evidence from China
Wu, X., Choi, K.-S., & Setamanit, S.-O. (2026) · International Journal of Logistics Management · doi:10.1108/ijlm-12-2025-0883 · Cited by 1
Do regulatory sandboxes diffuse innovation and efficiency? A difference-in-differences analysis
Nguyen, P. V., & Ngo, V. M. (2026) · Journal of Open Innovation Technology Market and Complexity · doi:10.1016/j.joitmc.2026.100856 · Cited by 1
Supply Chain Disruptions and Retail & Wholesale Inventory Dynamics: An Empirical Investigation
Marzolf, M. J., Miller, J. W., & Peinkofer, S. T. (2026) · Transportation journal · doi:10.1002/tjo3.70022 · Cited by 1
Metadata
- Authors
- Gaur, V., Fisher, M. L., & Raman, A.
- Affiliations
- New York University (US)
- University of Pennsylvania (US)
- Harvard University (US)
- Venue
- Management Science
- Published
- 2005-02
- Volume
- 51
- Issue
- 2
- Pages
- 181-194
- ISSN
- 0025-1909 (ISSN-L)
- 1526-5501
- OpenAlex
- W2130158558
- Cited by
- 469
- References
- 0
- Citations by year
- 2026: 33 · 2025: 39 · 2024: 32 · 2023: 35 · 2022: 19 · 2021: 19 · 2020: 28 · 2019: 24 · 2018: 15 · 2017: 17 · 2016: 24 · 2015: 28 · 2014: 22 · 2013: 31 · 2012: 25
- FWCI
- 48.66
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Management Science (publishedVersion)
- Topics
- Social Sciences › Business, Management and Accounting › Accounting › Working Capital and Financial Performance
- Social Sciences › Decision Sciences › Management Science and Operations Research › Supply Chain and Inventory Management
- Social Sciences › Business, Management and Accounting › Accounting › Financial Analysis and Corporate Governance
- Keywords
- inventory turnover, retail trade, gross margin, capital intensity, working capital management, performance benchmarking
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