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Managing sales surprise: The role of operational slack and volume flexibility

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  • Manikas, Andrew S.
  • Patel, Pankaj C.

Abstract

Investors use sales surprise or revenue surprise (the degree to which actual sales exceed expected sales) as an important component of firm valuation. Rapidly scaling operations in the short-run to meet higher than expected demand, however, could increase adjustment costs and lower efficiency, thereby lowering performance. Operational slack (excess capacity internally in the firm and longer cash-conversion cycles externally in the supply chain) and volume flexibility could help mitigate the negative effect of sales surprise on firm performance. Based on a sample of 1286 firms representing 38,473 firm-quarter observations from 2003 to 2013, and using fixed-effects regression, the proposed relationships, except for mitigating effects of internal operational slack (or, excess capacity measured as standardized industry-adjusted Sales to PPE ratio) are supported for short-term performance (ROA). Findings are robust to long-term firm performance outcomes (Tobin's Q and market-to-book ratio), to controlling for autoregressive effects of past sales surprise, alternate proxies for firm size, squared-term specification for slack, an alternate forecasting method for sales surprise, and controlling for inventory efficiency.

Suggested Citation

  • Manikas, Andrew S. & Patel, Pankaj C., 2016. "Managing sales surprise: The role of operational slack and volume flexibility," International Journal of Production Economics, Elsevier, vol. 179(C), pages 101-116.
  • Handle: RePEc:eee:proeco:v:179:y:2016:i:c:p:101-116
    DOI: 10.1016/j.ijpe.2016.05.019
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    1. Kolias, Georgios D. & Dimelis, Sophia P. & Filios, Vasilios P., 2011. "An empirical analysis of inventory turnover behaviour in Greek retail sector: 2000-2005," International Journal of Production Economics, Elsevier, vol. 133(1), pages 143-153, September.
    2. Gordon E Greenley & Mehmet Oktemgil, 1998. "A Comparison of Slack Resources in High and Low Performing British Companies," Journal of Management Studies, Wiley Blackwell, vol. 35(3), pages 377-398, May.
    3. Saravanan Kesavan & Tarun Kushwaha, 2014. "Differences in Retail Inventory Investment Behavior During Macroeconomic Shocks: Role of Service Level," Production and Operations Management, Production and Operations Management Society, vol. 23(12), pages 2118-2136, December.
    4. Everette S. Gardner, 1990. "Evaluating Forecast Performance in an Inventory Control System," Management Science, INFORMS, vol. 36(4), pages 490-499, April.
    5. Danese, Pamela & Kalchschmidt, Matteo, 2011. "The role of the forecasting process in improving forecast accuracy and operational performance," International Journal of Production Economics, Elsevier, vol. 131(1), pages 204-214, May.
    6. Vishal Gaur & Saravanan Kesavan & Ananth Raman & Marshall L. Fisher, 2007. "Estimating Demand Uncertainty Using Judgmental Forecasts," Manufacturing & Service Operations Management, INFORMS, vol. 9(4), pages 480-491, April.
    7. Daniel, Francis & Lohrke, Franz T. & Fornaciari, Charles J. & Turner, R. Jr., 2004. "Slack resources and firm performance: a meta-analysis," Journal of Business Research, Elsevier, vol. 57(6), pages 565-574, June.
    8. Vishal Gaur & Marshall L. Fisher & Ananth Raman, 2005. "An Econometric Analysis of Inventory Turnover Performance in Retail Services," Management Science, INFORMS, vol. 51(2), pages 181-194, February.
    9. Jegadeesh, Narasimhan & Livnat, Joshua, 2006. "Revenue surprises and stock returns," Journal of Accounting and Economics, Elsevier, vol. 41(1-2), pages 147-171, April.
    10. Saravanan Kesavan & Vishal Gaur & Ananth Raman, 2010. "Do Inventory and Gross Margin Data Improve Sales Forecasts for U.S. Public Retailers?," Management Science, INFORMS, vol. 56(9), pages 1519-1533, September.
    11. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and Sustainability of Competitive Advantage," Management Science, INFORMS, vol. 35(12), pages 1504-1511, December.
    12. Sampath Rajagopalan, 2013. "Impact of Variety and Distribution System Characteristics on Inventory Levels at U.S. Retailers," Manufacturing & Service Operations Management, INFORMS, vol. 15(2), pages 191-204, May.
    13. William J. Baumol & Edward A. Ide, 1956. "Variety in Retailing," Management Science, INFORMS, vol. 3(1), pages 93-101, October.
    14. Johnson, Robert & Soenen, Luc, 2003. "Indicators of Successful Companies," European Management Journal, Elsevier, vol. 21(3), pages 364-369, June.
    15. Yasin Alan & George P. Gao & Vishal Gaur, 2014. "Does Inventory Productivity Predict Future Stock Returns? A Retailing Industry Perspective," Management Science, INFORMS, vol. 60(10), pages 2416-2434, November.
    16. Donald Gerwin, 1993. "Manufacturing Flexibility: A Strategic Perspective," Management Science, INFORMS, vol. 39(4), pages 395-410, April.
    17. McInnis, John & Collins, Daniel W., 2011. "The effect of cash flow forecasts on accrual quality and benchmark beating," Journal of Accounting and Economics, Elsevier, vol. 51(3), pages 219-239, April.
    18. P. J. Harrison, 1967. "Exponential Smoothing and Short-Term Sales Forecasting," Management Science, INFORMS, vol. 13(11), pages 821-842, July.
    19. Ingemar Dierickx & Karel Cool, 1989. "Asset Stock Accumulation and the Sustainability of Competitive Advantage: Reply," Management Science, INFORMS, vol. 35(12), pages 1514-1514, December.
    20. Cannon, Alan R., 2008. "Inventory improvement and financial performance," International Journal of Production Economics, Elsevier, vol. 115(2), pages 581-593, October.
    21. Lev, B & Zarowin, P, 1999. "The boundaries of financial reporting and how to extend them," Journal of Accounting Research, Wiley Blackwell, vol. 37(2), pages 353-385.
    22. Rachel Croson & Karen Donohue, 2006. "Behavioral Causes of the Bullwhip Effect and the Observed Value of Inventory Information," Management Science, INFORMS, vol. 52(3), pages 323-336, March.
    23. Zhao, Xiande & Xie, Jinxing & Leung, Janny, 2002. "The impact of forecasting model selection on the value of information sharing in a supply chain," European Journal of Operational Research, Elsevier, vol. 142(2), pages 321-344, October.
    24. Bichescu, Bogdan & Raturi, Amitabh, 2015. "The antecedents and consequences of plant closing announcements," International Journal of Production Economics, Elsevier, vol. 168(C), pages 197-210.
    25. Fernando F. Suarez & Michael A. Cusumano & Charles H. Fine, 1996. "An Empirical Study of Manufacturing Flexibility in Printed Circuit Board Assembly," Operations Research, INFORMS, vol. 44(1), pages 223-240, February.
    26. Seyed M. Iravani & Mark P. Van Oyen & Katharine T. Sims, 2005. "Structural Flexibility: A New Perspective on the Design of Manufacturing and Service Operations," Management Science, INFORMS, vol. 51(2), pages 151-166, February.
    27. Kalchschmidt, Matteo & Zotteri, Giulio & Verganti, Roberto, 2003. "Inventory management in a multi-echelon spare parts supply chain," International Journal of Production Economics, Elsevier, vol. 81(1), pages 397-413, January.
    28. Diebold, Francis X & Mariano, Roberto S, 2002. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 134-144, January.
    29. Nikos Vafeas & Adamos Vlittis, 2012. "An agency-based perspective on the performance consequences of COO adoption," Review of Quantitative Finance and Accounting, Springer, vol. 39(3), pages 361-382, October.
    30. Lynn Rees & K. Sivaramakrishnan, 2007. "The Effect of Meeting or Beating Revenue Forecasts on the Association between Quarterly Returns and Earnings Forecast Errors," Contemporary Accounting Research, John Wiley & Sons, vol. 24(1), pages 259-290, March.
    31. Olhager, Jan, 1993. "Manufacturing flexibility and profitability," International Journal of Production Economics, Elsevier, vol. 30(1), pages 67-78, July.
    32. Christopher Edmonds & Ryan Leece & John Maher, 2013. "CEO bonus compensation: the effects of missing analysts’ revenue forecasts," Review of Quantitative Finance and Accounting, Springer, vol. 41(1), pages 149-170, July.
    33. Vishal Gaur & Sridhar Seshadri, 2005. "Hedging Inventory Risk Through Market Instruments," Manufacturing & Service Operations Management, INFORMS, vol. 7(2), pages 103-120, April.
    34. Howrey, E Philip, 1984. "Data Revision, Reconstruction, and Prediction: An Application to Inventory Investment," The Review of Economics and Statistics, MIT Press, vol. 66(3), pages 386-393, August.
    35. Christian Terwiesch & Z. Justin Ren & Teck H. Ho & Morris A. Cohen, 2005. "An Empirical Analysis of Forecast Sharing in the Semiconductor Equipment Supply Chain," Management Science, INFORMS, vol. 51(2), pages 208-220, February.
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