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  • All HBS Web  (1,650)
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    • News  (313)
    • Research  (975)
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  • 2016
  • Working Paper

The Mirroring Hypothesis: Theory, Evidence and Exceptions

By: Lyra J. Colfer and Carliss Y. Baldwin
The mirroring hypothesis predicts that organizational ties within a project, firm, or group of firms (e.g., communication, collocation, employment) will correspond to the technical patterns of dependency in the work being performed. A thorough understanding of the... View Details
Keywords: Modularity; Innovation; Product And Process Development; Organization Design; Design Structure; Organizational Ties; Mirroring Hypothesis; Industry Architecture; Product Architecture; Complex Technical Systems; Information Technology; Organizational Design; Organizational Structure; Relationships; Innovation and Invention; Product Development
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Colfer, Lyra J., and Carliss Y. Baldwin. "The Mirroring Hypothesis: Theory, Evidence and Exceptions." Harvard Business School Working Paper, No. 16-124, April 2016. (Revised May 2016.)
  • October 2014
  • Article

Hidden Structure: Using Network Methods to Map System Architecture

By: Carliss Y. Baldwin, Alan MacCormack and John Rusnak
In this paper, we describe an operational methodology for characterizing the architecture of complex technical systems and demonstrate its application to a large sample of software releases. Our methodology is based upon directed network graphs, which allows us to... View Details
Keywords: Architecture; Modularity; Dominant Designs; Complexity; Product Design; Software
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Baldwin, Carliss Y., Alan MacCormack, and John Rusnak. "Hidden Structure: Using Network Methods to Map System Architecture." Research Policy 43, no. 8 (October 2014): 1381–1397.
  • 1990
  • Chapter

Cost of Product and Process Complexity

By: S. Datar, R. Banker, S. Kekre and T. Mukhopadhyay
Keywords: Complexity; Cost; Product Development; Business Processes
Citation
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Datar, S., R. Banker, S. Kekre, and T. Mukhopadhyay. "Cost of Product and Process Complexity." Chap. 9 in Measures for Manufacturing Excellence, edited by Robert S. Kaplan, 269–290. Boston: Harvard Business School Press, 1990.
  • 2010
  • Working Paper

The Architecture of Complex Systems: Do Core-periphery Structures Dominate?

By: Alan MacCormack, Carliss Y. Baldwin and John Rusnak

Any complex technological system can be decomposed into a number of subsystems and associated components, some of which are core to system function while others are only peripheral. The dynamics of how such "core-periphery" structures evolve and become embedded in a... View Details

Keywords: Innovation and Management; Product Design; Practice; Core Relationships; Software; Information Technology Industry
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MacCormack, Alan, Carliss Y. Baldwin, and John Rusnak. "The Architecture of Complex Systems: Do Core-periphery Structures Dominate?" Harvard Business School Working Paper, No. 10-059, January 2010.
  • October 1990 (Revised November 1992)
  • Case

Ceramics Process Systems Corp. (A)

By: Clayton M. Christensen
A small ceramics company started by a group of MIT professors struggles with some basic technology strategy issues. A plan to take "one commercializable step" at a time in order to get a foothold in the market goes awry because of incompatibility between the company's... View Details
Keywords: Business Startups; Technology; Problems and Challenges; Market Entry and Exit; Innovation Strategy; Technological Innovation; Research and Development; Production; Manufacturing Industry; Cambridge
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Christensen, Clayton M. "Ceramics Process Systems Corp. (A)." Harvard Business School Case 691-028, October 1990. (Revised November 1992.)
  • May 2018
  • Case

Harvest City: The Intelligent Procurement System Project

By: Lynda M. Applegate and Ramiro Montealegre
The Harvest City case describes the implementation of a cloud- and IoT-based intelligent procurement system at a new convention complex in the U.S. Midwest. The decision to build a convention complex is a strategic initiative for this city and involves extensive use of... View Details
Keywords: Information Technology; Projects; Management; Decision Making; Business and Government Relations; Information Technology Industry
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Applegate, Lynda M., and Ramiro Montealegre. "Harvest City: The Intelligent Procurement System Project." Harvard Business School Brief Case 918-507, May 2018.
  • 5 Nov 2005 - 8 Nov 2005
  • Conference Presentation

Exploring the Architecture of Complex Software Products

By: Alan MacCormack
Keywords: Product Design; Applications and Software; Complexity
Citation
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MacCormack, Alan. "Exploring the Architecture of Complex Software Products." In Design Structure Matrix Applications. Paper presented at the INFORMS Annual Meeting, San Francisco, CA, November 5–8, 2005.
  • 2014
  • Working Paper

Hidden Structure: Using Network Methods to Map System Architecture

By: Carliss Baldwin, Alan MacCormack and John Rusnak
In this paper, we describe an operational methodology for characterising the architecture of complex technical systems and demonstrate its application to a large sample of software releases. Our methodology is based upon directed network graphs, which allows us to... View Details
Keywords: Complexity; Applications and Software; Product Design
Citation
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Baldwin, Carliss, Alan MacCormack, and John Rusnak. "Hidden Structure: Using Network Methods to Map System Architecture." Harvard Business School Working Paper, No. 13-093, May 2013. (Revised April 2014.)
  • Article

Look 'Outside the Building' for the Future of Leadership

By: Rosabeth M. Kanter
The author discusses what she terms “outside the building” issues, such as climate change, pandemics, and racial/gender justice. These complex issues are “beyond the boundaries of single organizations.” As she writes, “I call this new leadership for the future... View Details
Keywords: Change Leadership; Advanced Leadership; Innovation; Complex Systems; Impact; Leadership; Change; Leading Change; Innovation Leadership
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Kanter, Rosabeth M. "Look 'Outside the Building' for the Future of Leadership." Leader to Leader 100 (Spring 2021): 31–34.
  • 15 Aug 2007
  • Op-Ed

3 Steps to Reduce Financial System Risk

Regulatory authorities face 2 challenges that need to be addressed forcefully if they are to contain a new source of systemic risk in international finance. First, the increasing migration of complex market... View Details
Keywords: by Mohamed El-Erian; Financial Services; Banking
  • March 2010 (Revised August 2010)
  • Case

Systems Infrastructure at Google (A)

By: Linda A. Hill and Emily Stecker
This case describes how a senior vice president of engineering at Google, Bill Coughran, leads a high-performing engineering organization. The case focuses specifically on Coughran's encouraging two teams of engineers to develop competing solutions for application... View Details
Keywords: Independent Innovation and Invention; Innovation and Management; Innovation Leadership; Leadership Development; Product Design; Groups and Teams; Creativity; Motivation and Incentives; Competitive Strategy; Technology Industry; United States
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Hill, Linda A., and Emily Stecker. "Systems Infrastructure at Google (A)." Harvard Business School Case 410-110, March 2010. (Revised August 2010.)
  • 2025
  • Chapter

Leapfrog Leaders: Accelerating Systems Leadership Skills

By: Laura Cabrera, Derek Cabrera and Hise O. Gibson
We need leaders who can execute at the Strategic, Operational, and Tactical (SOT) levels. But, research shows it takes time for skills to develop at all three levels—too much time. Why does it take too much time? First, because expertise is borne of experience. An... View Details
Keywords: DSRP; VCML; Strategy; Operations; Leadership Development; Decision Making; Organizational Structure
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Cabrera, Laura, Derek Cabrera, and Hise O. Gibson. "Leapfrog Leaders: Accelerating Systems Leadership Skills." In The Routledge Handbook of Systems Thinking, edited by Derek Cabrera, Laura Cabrera, and Gordon Midgley. London: Routledge, forthcoming.
  • March 2021
  • Article

Increasing the Level of Abstraction as a Strategy for Accelerating the Adoption of Complex Technologies

By: Willy C. Shih
Many new technologies are complex and embody high levels of technical sophistication, and applying them should require significant knowledge and experience. Yet, the rapid adoption and incorporation of these technologies into other innovations seems inconsistent with... View Details
Keywords: Abstraction; Technological And Scientific Innovation; Technological Progress; Diffusion Of Innovation; Technology Adoption; Technological Innovation; Complexity; Information Technology; Strategy
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Shih, Willy C. "Increasing the Level of Abstraction as a Strategy for Accelerating the Adoption of Complex Technologies." Strategy Science 6, no. 1 (March 2021): 54–61. (ISSN 2333-2050 (print), ISSN 2333-2077 (online))
  • January 2020
  • Article

Compensation Consultants and the Level, Composition, and Complexity of CEO Pay

By: Kevin J. Murphy and Tatiana Sandino
We provide fresh evidence regarding the relation between compensation consultants and CEO pay. First, firms that employ consultants have higher-paid CEOs—this result is robust to firm fixed effects and matching on economic and governance variables. Second, while this... View Details
Keywords: Consultants; Benchmarking; Incentive Pay; Executive Compensation; Complexity; Motivation and Incentives; Governance
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Murphy, Kevin J., and Tatiana Sandino. "Compensation Consultants and the Level, Composition, and Complexity of CEO Pay." Accounting Review 95, no. 1 (January 2020): 311–341.
  • 2019
  • Working Paper

Compensation Consultants and the Level, Composition, and Complexity of CEO Pay

By: Kevin J. Murphy and Tatiana Sandino
We provide fresh evidence regarding the relation between compensation consultants and CEO pay. First, firms that employ consultants have higher-paid CEOs—this result is robust to firm fixed effects and matching on economic and governance variables. Second, while this... View Details
Keywords: Consultants; Benchmarking; Incentive Pay; Executive Compensation; Complexity; Motivation and Incentives; Governance
Citation
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Murphy, Kevin J., and Tatiana Sandino. "Compensation Consultants and the Level, Composition, and Complexity of CEO Pay." Harvard Business School Working Paper, No. 18-027, September 2017. (Revised March 2019. Accepted and forthcoming at The Accounting Review.)
  • December 2020
  • Article

The Parable of the Auctioneer: Complexity in Paul R. Milgrom's Discovering Prices

By: Scott Duke Kominers and Alexander Teytelboym
Designing marketplaces in complex settings requires both novel economic theory and real-world engineering, often drawing upon ideas from fields such as computer science and operations research. In Discovering Prices, Milgrom (2017) explains the theory and design... View Details
Keywords: Pricing; Design; Auctions; Market Design; Complexity
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Kominers, Scott Duke, and Alexander Teytelboym. "The Parable of the Auctioneer: Complexity in Paul R. Milgrom's Discovering Prices." Journal of Economic Literature 58, no. 4 (December 2020): 1180–1196.
  • 31 Jul 2008
  • Working Paper Summaries

Communication (and Coordination?) in a Modern, Complex Organization

Keywords: by Adam M. Kleinbaum, Toby E. Stuart & Michael L. Tushman
  • Research Summary

Management Control Systems in Multiunit Companies

By: Tatiana Sandino

Professor Sandino conducts research on early-stage multiunit companies that introduce management control systems to help maintain operations, as well as company culture, as they grow, but also to enable adaptation to the different markets that they serve. Building... View Details

  • 1979
  • Other Unpublished Work

Does Equal Opportunity Mean Equal Results - HBS Technical Note

By: J. Ronald Fox
Keywords: Equality and Inequality
Citation
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Fox, J. Ronald. "Does Equal Opportunity Mean Equal Results - HBS Technical Note." December 1979.
  • September 1992
  • Case

Kodak Business Imaging Systems Division

By: Marie-Therese M. Flaherty and Steven C. Wheelwright
Describes Kodak's decision regarding a manufacturing site for some of its products. Compares several types of products (with different cost structures) and several worldwide locations (with different characteristics). Provides a framework (model) for comparing and... View Details
Keywords: Framework; Production; Product; Global Range; Supply Chain Management; Factories, Labs, and Plants; Electronics Industry
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Flaherty, Marie-Therese M., and Steven C. Wheelwright. "Kodak Business Imaging Systems Division." Harvard Business School Case 693-043, September 1992.
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