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  • All HBS Web  (7,390)
    • People  (4)
    • News  (1,210)
    • Research  (5,252)
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  • Article

Offline Showrooms in Omni-channel Retail: Demand and Operational Benefits

By: David R. Bell, Santiago Gallino and Antonio Moreno
Omnichannel environments where customers shop online and offline at the same retailer are ubiquitous and are deployed by online-first and traditional retailers alike. We focus on the relatively understudied domain of online-first retailers and the engagement of a key... View Details
Keywords: Experience Attributes; Marketing–operations Interface; Omnichannel Retailing; Quasi-experimental Methods; Retail Operations; Showrooms; Marketing Channels; Demand and Consumers; Performance Efficiency; Retail Industry
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Bell, David R., Santiago Gallino, and Antonio Moreno. "Offline Showrooms in Omni-channel Retail: Demand and Operational Benefits." Management Science 64, no. 4 (April 2018): 1629–1651. (Winner of the 2014 POMS Applied Research Challenge. Workshop on Information Systems Economics Overall Best Paper Award 2014.)
  • 2009
  • Working Paper

Unraveling Results from Comparable Demand and Supply: An Experimental Investigation

By: Muriel Niederle, Alvin E. Roth and M. Utku Unver
Markets sometimes unravel, with offers becoming inefficiently early. Often this is attributed to competition arising from an imbalance of demand and supply, typically excess demand for workers. However this presents a puzzle, since unraveling can only occur when firms... View Details
Keywords: Labor; Marketplace Matching; Quality; Competition; Balance and Stability
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Niederle, Muriel, Alvin E. Roth, and M. Utku Unver. "Unraveling Results from Comparable Demand and Supply: An Experimental Investigation." NBER Working Paper Series, No. 15006, May 2009.
  • 27 Sep 2018
  • Working Paper Summaries

Large-Scale Demand Estimation with Search Data

Keywords: by Tomomichi Amano, Andrew Rhodes, and Stephan Seiler; Retail
  • Research Summary

Measuring and Managing Risk in the Supply Chain

Understanding risk factors associated with supply chain decisions and how to appropriately model and quantify those factors. View Details
  • June 2016
  • Supplement

Supply Chain Finance at Procter & Gamble Spreadsheet Supplement

By: Benjamin C. Esty, Scott Mayfield and David Lane
In April 2013, Procter & Gamble (P&G), the world’s largest consumer packaged goods (CPG) company, announced that it would extend its payment terms to suppliers by 30 days. At the same time, P&G announced a new supply chain financing (SCF) program giving suppliers the... View Details
Keywords: Working Capital; Supply Chain Finance; Corporate Treasury; Consumer Packaged Goods; Value Creation; Supply Chain; Supplier Relationships; Banking; Liquidity; Accounts Payable; Accrual Accounting; Financial Reporting; Cash Flow; Cost Management; Banks and Banking; Financial Strategy; Multinational Firms and Management; Supply Chain Management; United States; Brazil
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Esty, Benjamin C., Scott Mayfield, and David Lane. "Supply Chain Finance at Procter & Gamble Spreadsheet Supplement." Harvard Business School Spreadsheet Supplement 216-713, June 2016.
  • 2006
  • Chapter

Corruption and the Demand for Regulating Capitalists

By: Rafael Di Tella and Robert MacCulloch
Keywords: Crime and Corruption; Governing Rules, Regulations, and Reforms; Economic Systems
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Di Tella, Rafael, and Robert MacCulloch. "Corruption and the Demand for Regulating Capitalists." Chap. 12 in International Handbook on the Economics of Corruption, edited by Susan Rose-Ackerman, 352–380. Edward Elgar Publishing, 2006.
  • 2010
  • Working Paper

Unraveling Results from Comparable Demand and Supply: An Experimental Investigation

By: Muriel Niederle, Alvin E. Roth and M. Utku Unver
Markets sometimes unravel, with offers becoming inefficiently early. Often this is attributed to competition arising from an imbalance of demand and supply, typically excess demand for workers. However this presents a puzzle, since unraveling can only occur when firms... View Details
Keywords: Labor; Marketplace Matching; Quality; Competition; Balance and Stability
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Niederle, Muriel, Alvin E. Roth, and M. Utku Unver. "Unraveling Results from Comparable Demand and Supply: An Experimental Investigation." Harvard Business School Working Paper, No. 10-095, May 2010.
  • April 1989
  • Case

Norton Auto Supply

By: Janice H. Hammond
Describes a multiechelon distribution system for the distribution of automobile spare parts. An analyst has been hired by the Norton Auto Supply Co. to improve the company's inventory planning and control techniques. Includes demand, cost, weight, and supplier lead... View Details
Keywords: Business or Company Management; Operations; Distribution Channels; Management Practices and Processes; Management; Strategy; Industrial Products Industry; Auto Industry
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Hammond, Janice H. "Norton Auto Supply." Harvard Business School Case 689-084, April 1989.
  • August 1, 2022
  • Article

The Supply Chain, Explained

By: Willy C. Shih
Why have supply chains been such a mess? For starters, there are a lot more layers than you think. This article describes some common features of supply chains that help the reader to understand how things could have gone so far off track during the pandemic. View Details
Keywords: COVID-19 Pandemic; Supply Chain; Manufacturing Industry; United States
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Shih, Willy C. "The Supply Chain, Explained." Wall Street Journal (August 1, 2022). (Online Edition, July 22, 2022.)
  • 2021
  • Working Paper

Demand Learning and Pricing for Varying Assortments

By: Kris Ferreira and Emily Mower
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Ferreira, Kris, and Emily Mower. "Demand Learning and Pricing for Varying Assortments." Working Paper, April 2021.
  • 1990
  • Chapter

Chartists, Fundamentalists, and the Demand for Dollars

By: Jeffrey A. Frankel and Kenneth A. Froot
Keywords: Currencies; Exchange Rates; International Macroeconomics; Monetary Policy; Currency Controls; Fixed Exchange Rates; Floating Exchange Rates; Currency Bands; Currency Zones; Currency Areas; Rational Expectations; Currency Exchange Rate; Asset Pricing; Macroeconomics
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Frankel, Jeffrey A., and Kenneth A. Froot. "Chartists, Fundamentalists, and the Demand for Dollars." In Private Behaviour and Government Policy in Interdependent Economies, edited by Anthony Courakis and Mark Taylor, 73–128. Oxford: Clarendon Press, 1990. (Reprinted in Greek Economic Review 10 (June 1988): 49-102; and translated in Cuadernos Economicos de ICE, No. 38 (1988): 195-242.)
  • 25 Jan 2021
  • Working Paper Summaries

India’s Food Supply Chain During the Pandemic

Keywords: by Matt Lowe, G V Nadhanael, and Benjamin N. Roth; Food & Beverage; Agriculture & Agribusiness
  • 2024
  • Working Paper

Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions

By: Caleb Kwon, Ananth Raman and Jorge Tamayo
We investigate whether corporate officers should grant managers discretion to override AI-driven demand forecasts and labor scheduling tools. Analyzing five years of administrative data from a large grocery retailer using such an AI tool, encompassing over 500 stores,... View Details
Keywords: AI and Machine Learning; Forecasting and Prediction; Working Conditions; Performance Productivity
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Kwon, Caleb, Ananth Raman, and Jorge Tamayo. "Human-Computer Interactions in Demand Forecasting and Labor Scheduling Decisions." Working Paper, April 2024.
  • 2025
  • Working Paper

Markups and Cost Pass-through Along the Supply Chain

By: Santiago Alvarez-Blaser, Alberto Cavallo, Alexander MacKay and Paolo Mengano
We study markups and pricing strategies along the supply chain. Our unique dataset combines detailed price and cost information from a large global manufacturer with matched retail prices collected online for the period July 2018 through June 2023. We show that total... View Details
Keywords: Markups; Pricing; Price; Supply Chain; Inflation and Deflation; Cost
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Alvarez-Blaser, Santiago, Alberto Cavallo, Alexander MacKay, and Paolo Mengano. "Markups and Cost Pass-through Along the Supply Chain." Harvard Business School Working Paper, No. 25-009, August 2024. (Revised February 2025.)
  • 2012
  • Working Paper

Learning by Supplying

By: Juan Alcacer and Joanne Oxley
Learning processes lie at the heart of our understanding of how firms build capabilities to generate and sustain competitive advantage: learning by doing, learning by exporting, learning from competitors, users, and alliance partners. In this paper we focus attention... View Details
Keywords: Learning; Supply Chain; Competitive Advantage; Mobile and Wireless Technology; Competency and Skills; Relationships; Telecommunications Industry
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Alcacer, Juan, and Joanne Oxley. "Learning by Supplying." Harvard Business School Working Paper, No. 12-093, April 2012.
  • Winter 2016
  • Article

Analytics for an Online Retailer: Demand Forecasting and Price Optimization

By: Kris J. Ferreira, Bin Hong Alex Lee and David Simchi-Levi
We present our work with an online retailer, Rue La La, as an example of how a retailer can use its wealth of data to optimize pricing decisions on a daily basis. Rue La La is in the online fashion sample sales industry, where they offer extremely limited-time... View Details
Keywords: Internet and the Web; Price; Forecasting and Prediction; Revenue; Sales; Retail Industry
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Ferreira, Kris J., Bin Hong Alex Lee, and David Simchi-Levi. "Analytics for an Online Retailer: Demand Forecasting and Price Optimization." Manufacturing & Service Operations Management 18, no. 1 (Winter 2016): 69–88.
  • October 2020
  • Article

The Supply Chain Economy: A New Industry Categorization for Understanding Innovation in Services

By: Mercedes Delgado and Karen G. Mills
An active debate has centered on the importance of manufacturing for driving innovation in the U.S. economy. This paper offers an alternative framework that focuses on the role of suppliers of goods and services (the “supply chain economy”) in national performance. We... View Details
Keywords: Supply Chain Industries; Business-to-consumer Industries; Services; Innovation; Economy; Framework; Supply Chain; Service Operations; Innovation and Invention; Economic Growth; United States
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Delgado, Mercedes, and Karen G. Mills. "The Supply Chain Economy: A New Industry Categorization for Understanding Innovation in Services." Research Policy 49, no. 8 (October 2020).
  • Article

Unraveling Results from Comparable Demand and Supply: An Experimental Investigation

By: Muriel Niederle, Alvin E. Roth and M. Utku Ünver
Markets sometimes unravel, with offers becoming inefficiently early. Often this is attributed to competition arising from an imbalance of demand and supply, typically excess demand for workers. However this presents a puzzle, since unraveling can only occur when firms... View Details
Keywords: Two-side Matching; Unraveling; Experiments; Market Design
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Niederle, Muriel, Alvin E. Roth, and M. Utku Ünver. "Unraveling Results from Comparable Demand and Supply: An Experimental Investigation." Games 4, no. 2 (June 2013): 243–282. (Special Issue on Games and Matching Markets.)
  • April 2024
  • Article

Pay-As-You-Go Insurance: Experimental Evidence on Consumer Demand and Behavior

By: Raymond Kluender
Pay-as-you-go contracts reduce minimum purchase requirements which may increase market participation. We randomize the introduction and price(s) of a novel pay-as-you-go contract to the California auto insurance market where 17 percent of drivers are uninsured. The... View Details
Keywords: Contracts; Consumer Behavior; Price; Personal Finance; Insurance Industry; California
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Kluender, Raymond. "Pay-As-You-Go Insurance: Experimental Evidence on Consumer Demand and Behavior." Review of Financial Studies 37, no. 4 (April 2024): 1118–1148.
  • August 2022
  • Article

What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features

By: Shunyuan Zhang, Dokyun Lee, Param Vir Singh and Kannan Srinivasan
We study how Airbnb property demand changed after the acquisition of verified images (taken by Airbnb’s photographers) and explore what makes a good image for an Airbnb property. Using deep learning and difference-in-difference analyses on an Airbnb panel dataset... View Details
Keywords: Sharing Economy; Airbnb; Property Demand; Computer Vision; Deep Learning; Image Feature Extraction; Content Engineering; Property; Marketing; Demand and Consumers
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Zhang, Shunyuan, Dokyun Lee, Param Vir Singh, and Kannan Srinivasan. "What Makes a Good Image? Airbnb Demand Analytics Leveraging Interpretable Image Features." Management Science 68, no. 8 (August 2022): 5644–5666.
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