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      Performance AnalysisRemove Performance Analysis →

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      • March 2018
      • Case

      Sachem Head's Activism at Autodesk

      By: Suraj Srinivasan and Quinn Pitcher
      In 2015, activist hedge fund Sachem Head Capital, led by founder Scott Ferguson, launched an activist campaign at computer aided design (CAD) software maker Autodesk. The activist campaign, waged mainly in private, was over Autodesk's lackluster financial performance,... View Details
      Keywords: Shareholder Activism; Investing; Activist Investing; Technology; CEO Turnover; Hedge Fund Activism; Benchmarking; Corporate Governance; Information Technology; Investment Activism; Performance Improvement; Management Succession; United States
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      Srinivasan, Suraj, and Quinn Pitcher. "Sachem Head's Activism at Autodesk." Harvard Business School Case 118-086, March 2018.
      • March 2018 (Revised March 2018)
      • Supplement

      Sandlands Vineyards

      By: Benjamin C. Esty and Greg Saldutte
      Approximately 80% of the wineries in the US breakeven or lose money. An even greater percentage lose money on an economic basis (i.e., after a charge for the cost of equity). Tegan Passalacqua is a successful, young, Californian winemaker who specializes in making... View Details
      Keywords: Wine; Winery; Vineyard; Market Attractiveness; Porter's 5 Forces; Capital Investment; Industry Attractiveness; Performance Analysis; Napa Valley; Agriculture; Entrepreneurship; Business Strategy; Competitive Strategy; Competitive Advantage; Vertical Integration; Segmentation; Food; Supply Chain; Industry Structures; Retail Industry; Food and Beverage Industry; United States; California; Napa Valley
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      Esty, Benjamin C., and Greg Saldutte. "Sandlands Vineyards." Harvard Business School Spreadsheet Supplement 718-802, March 2018. (Revised March 2018.)
      • February 2018 (Revised June 2021)
      • Case

      New Constructs: Disrupting Fundamental Analysis with Robo-Analysts

      By: Charles C.Y. Wang and Kyle Thomas
      This case highlights the business challenges associated with a financial technology firm, New Constructs, that created a technology that can quickly parse complicated public firm financials to paint a clearer economic picture of firms, remove accounting distortions,... View Details
      Keywords: Fundamental Analysis; Machine Learning; Robo-analysts; Financial Statements; Financial Reporting; Analysis; Information Technology; Accounting Industry; Financial Services Industry; Information Technology Industry; North America; Tennessee
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      Wang, Charles C.Y., and Kyle Thomas. "New Constructs: Disrupting Fundamental Analysis with Robo-Analysts." Harvard Business School Case 118-068, February 2018. (Revised June 2021.)
      • February 2018 (Revised March 2019)
      • Case

      Sandlands Vineyards

      By: Benjamin C. Esty and Gregory Saldutte
      Approximately 80% of the wineries in the U.S. break even or lose money. An even greater percentage lose money on an economic basis (i.e., after a charge for the cost of equity). Tegan Passalacqua is a successful, young, Californian winemaker who specializes in making... View Details
      Keywords: Wine; Winery; Vineyard; Market Attractiveness; Porter's 5 Forces; Capital Investment; Industry Attractiveness; Performance Analysis; Agriculture; Entrepreneurship; Business Strategy; Competitive Strategy; Competitive Advantage; Vertical Integration; Segmentation; Food; Supply Chain; Industry Structures; Five Forces Framework; Retail Industry; Food and Beverage Industry; United States; California; Napa Valley
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      Esty, Benjamin C., and Gregory Saldutte. "Sandlands Vineyards." Harvard Business School Case 718-438, February 2018. (Revised March 2019.)
      • 2019
      • Working Paper

      Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles

      By: Prithwiraj Choudhury, Dan Wang, Natalie A. Carlson and Tarun Khanna
      We demonstrate how a novel synthesis of three methods—(1) unsupervised topic modeling of text data to generate new measures of textual variance, (2) sentiment analysis of text data, and (3) supervised ML coding of facial images with a cutting-edge convolutional neural... View Details
      Keywords: Spoken Communication; Business History; Analytics and Data Science; Finance; Performance
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      Choudhury, Prithwiraj, Dan Wang, Natalie A. Carlson, and Tarun Khanna. "Machine Learning Approaches to Facial and Text Analysis: Discovering CEO Oral Communication Styles." Harvard Business School Working Paper, No. 18-064, January 2018. (Revised May 2019.)
      • January–February 2018
      • Article

      Some Customers Would Rather Leave Without Saying Goodbye

      By: Eva Ascarza, Oded Netzer and Bruce G.S. Hardie
      We investigate the increasingly common business setting in which companies face the possibility of both observed and unobserved customer attrition (i.e., “overt” and “silent” churn) in the same pool of customers. This is the case for many online-based services where... View Details
      Keywords: Churn; Retention; Attrition; Customer Base Analysis; Hidden Markov Models; Latent Variable Models; Customer Relationship Management; Consumer Behavior
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      Ascarza, Eva, Oded Netzer, and Bruce G.S. Hardie. "Some Customers Would Rather Leave Without Saying Goodbye." Marketing Science 37, no. 1 (January–February 2018): 54–77.
      • Article

      TDABC Cost Analysis of Ocular Disorders in an Ophthalmology Emergency Department versus Urgent Care: Clinical Experience at Massachusetts Eye and Ear

      By: Robert S. Kaplan, Jonathan Chou, Mahek Shah, Amy Watts, Matthew Gardiner, Joan Miller and John I. Lowenstein
      Purpose  To perform a cost analysis comparison for managing common ocular disorders in an eye emergency department (ED) versus an urgent care setting using a time-driven activity-based cost model (TDABC) to assist physicians and staff in appropriate allocation of... View Details
      Keywords: Time-driven Activity-based Cost Model; Emergency Room; Urgent Care Clinic; Cost; Analysis; Activity Based Costing and Management; Health Care and Treatment
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      Kaplan, Robert S., Jonathan Chou, Mahek Shah, Amy Watts, Matthew Gardiner, Joan Miller, and John I. Lowenstein. "TDABC Cost Analysis of Ocular Disorders in an Ophthalmology Emergency Department versus Urgent Care: Clinical Experience at Massachusetts Eye and Ear." Journal of Academic Ophthalmology 10 (2018).
      • November 28, 2017
      • Editorial

      Active Investing v.2.0

      By: Gabriel Karageorgiou and George Serafeim
      Keywords: Investment; Investing; Technology; Big Data; Quantitative Analysis; ESG; ESG (Environmental, Social, Governance) Performance; Sustainability; Analytics and Data Science
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      Karageorgiou, Gabriel, and George Serafeim. "Active Investing v.2.0." Pensions & Investments (online) (November 28, 2017).
      • July 2017
      • Case

      Centerbridge Partners and Great Wolf Resorts: Buying from a Highly Regarded Competitor

      By: Josh Lerner, John D. Dionne and Amram Migdal
      The case examines the March 2015 Centerbridge Partners investment decision regarding whether to acquire Great Wolf Resorts, a North American family-oriented indoor water parks and hotel operator, from a private equity (PE) competitor, Apollo Global Management. The case... View Details
      Keywords: Private Equity Financing; Commercial Mortgage Backed Securities; CMBS; Secondary Buyouts; Business Ventures; Acquisition; Finance; Borrowing and Debt; Cost; Cost of Capital; Equity; Private Equity; Financial Instruments; Debt Securities; Accommodations Industry; Entertainment and Recreation Industry; Financial Services Industry; North and Central America; United States
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      Lerner, Josh, John D. Dionne, and Amram Migdal. "Centerbridge Partners and Great Wolf Resorts: Buying from a Highly Regarded Competitor." Harvard Business School Case 818-023, July 2017.
      • June 2017
      • Case

      AT&T Versus Verizon: A Financial Comparison

      By: V.G. Narayanan and Joel L. Heilprin
      This case asks students to prepare a report comparing the financial and operating performance of AT&T and Verizon. Taking the perspective of a communications industry analyst, they must also consider the differences between and implications of the companies' business... View Details
      Keywords: Financial Statements; Operations; Analysis; Business Model; Accounting; Performance Effectiveness; Telecommunications Industry
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      Narayanan, V.G., and Joel L. Heilprin. "AT&T Versus Verizon: A Financial Comparison." Harvard Business School Brief Case 917-543, June 2017.
      • June 2017
      • Teaching Note

      Project Sun Devil and Project Paris

      By: Nori Gerardo Lietz and Alexander W. Schultz
      Tony Lee is preparing to present a project to the investment committee of Howard Street Capital. He will be recommending an investment in Project Sun Devil, a high-quality 225-unit student housing rental property near Tempe, Arizona. Tony Lee will compete for capital... View Details
      Keywords: General Management; Financial Analysis; Return On Assets; Accounting; Performance Measurement; Financial Ratios; Return On Equity; Financial Statements; Profitability Analysis; Portfolio Investment; Portfolio Management; Real Estate; Property; Investment Portfolio; Investment Return; Analysis; Real Estate Industry; United States
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      Lietz, Nori Gerardo, and Alexander W. Schultz. "Project Sun Devil and Project Paris." Harvard Business School Teaching Note 217-086, June 2017.
      • May 2017
      • Case

      CNS Worldwide

      By: Robert J. Dolan and Karthik Easwar
      CNS Worldwide has long been the market share leader in the IaaS cloud server market, yet it has remained unprofitable for years. Industry capacity utilization is low, and prices have declined over 70% over the last decade. CNS is considering withdrawing from the market... View Details
      Keywords: Price; Marketing; Performance Capacity; Bids and Bidding; Analysis; Web Services Industry
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      Dolan, Robert J., and Karthik Easwar. "CNS Worldwide." Harvard Business School Brief Case 917-531, May 2017.
      • 2018
      • Working Paper

      How Scheduling Can Bias Quality Assessment: Evidence from Food Safety Inspections

      By: Maria Ibanez and Michael W. Toffel
      Many production processes are subject to inspection to ensure they meet quality, safety, and environmental standards imposed by companies and regulators. Inspection accuracy is critical to inspections being a useful input to assessing risks, allocating quality... View Details
      Keywords: Assessment; Bias; Inspection; Scheduling; Econometric Analysis; Empirical Research; Regulation; Health; Food; Safety; Quality; Performance Consistency; Performance Evaluation; Food and Beverage Industry; Service Industry
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      Ibanez, Maria, and Michael W. Toffel. "How Scheduling Can Bias Quality Assessment: Evidence from Food Safety Inspections." Harvard Business School Working Paper, No. 17-090, April 2017. (Revised October 2018. Formerly titled "Assessing the Quality of Quality Assessment: The Role of Scheduling". Featured in Forbes, Food Safety Magazine, and Food Safety News.)
      • April 2017
      • Article

      Private Equity and Industry Performance

      By: Shai Bernstein, Josh Lerner, Morten Sorensen and Per Stromberg
      The growth of the private equity industry has spurred concerns about its potential impact on the economy more generally. This analysis looks across nations and industries to assess the impact of private equity on industry performance. Industries where PE funds have... View Details
      Keywords: Private Equity; Markets; Entrepreneurship; Performance; Economy
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      Bernstein, Shai, Josh Lerner, Morten Sorensen, and Per Stromberg. "Private Equity and Industry Performance." Management Science 63, no. 4 (April 2017): 1198–1213.
      • February 2017
      • Case

      Yemeksepeti: Growing and Expanding the Business Model through Data

      By: William R. Kerr, Gamze Yucaoglu and Eren Kuzucu
      In October 2016, Nevzat Aydin, co-founder and CEO of Yemeksepeti, the Turkish online food-ordering company, was looking over the company's quarterly results and projections for the upcoming year with his management team. It had been almost a year and a half since Aydin... View Details
      Keywords: Entrepreneurial Management; Entrepreneurial Ventures; Turkey; Big Data; Customer Focused Organization; Service Management; Continuous Improvement; Data Analysis; Internet; Growth Strategy; Technological Change; Information Systems; Entrepreneurship; Corporate Strategy; Analytics and Data Science; Analysis; Customer Focus and Relationships; Emerging Markets; Service Operations; Competitive Advantage; Performance Improvement; Internet and the Web; Growth and Development Strategy; Information Technology; Value Creation; Food and Beverage Industry; Turkey
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      Kerr, William R., Gamze Yucaoglu, and Eren Kuzucu. "Yemeksepeti: Growing and Expanding the Business Model through Data." Harvard Business School Case 817-095, February 2017.
      • November 2016 (Revised March 2018)
      • Module Note

      Strategy Execution Module 9: Building a Balanced Scorecard

      By: Robert Simons
      This module reading explains how to construct a strategy map and build a balanced scorecard. Using an internal value chain model, the module illustrates how a balanced scorecard can support and enable customer management, innovation, operations, and post-sale service... View Details
      Keywords: Management Control Systems; Implementing Strategy; Execution; Performance Measurement; Strategy Map; Business Goals; Customer Measures; Strategy; Balanced Scorecard; Business Model
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      Simons, Robert. "Strategy Execution Module 9: Building a Balanced Scorecard." Harvard Business School Module Note 117-109, November 2016. (Revised March 2018.)
      • November 2016 (Revised December 2016)
      • Module Note

      Strategy Execution Module 7: Designing Asset Allocation Systems

      By: Robert Simons
      This module reading provides tools and analyses for acquiring and allocating resources. The module begins by reviewing the importance of setting strategic boundaries as a basis for asset acquisitions. Next, a distinction is made between new assets acquired to meet... View Details
      Keywords: Management Control Systems; Implementing Strategy; Execution; Asset Allocation Systems; Payback; Discounted Cash Flow; Internal Rate Of Return; Strategic Investments; Analyzing Acquisitions; Strategy; Capital Budgeting
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      Simons, Robert. "Strategy Execution Module 7: Designing Asset Allocation Systems." Harvard Business School Module Note 117-107, November 2016. (Revised December 2016.)
      • November 2016 (Revised April 2018)
      • Case

      Darby's Investment in Sirma: Professionalizing an Entrepreneurial Firm

      By: Suraj Srinivasan and Eren Kuzucu
      In March 2010, Burak Dalgın (HBS MBA 2004) led private equity firm Darby's investment in Sırma, a local Turkish water and beverage company. Sırma was owned and managed by members of two Turkish business families. The existing management, while being highly... View Details
      Keywords: Control Systems; Variance Analysis; Emerging Markets; Debt; Family Ownership; Turkey; Valuation; Business or Company Management; Private Equity; Financial Reporting; Investment; Budgets and Budgeting; Food and Beverage Industry; Turkey
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      Srinivasan, Suraj, and Eren Kuzucu. "Darby's Investment in Sirma: Professionalizing an Entrepreneurial Firm." Harvard Business School Case 117-033, November 2016. (Revised April 2018.)
      • October 2016 (Revised December 2016)
      • Module Note

      Strategy Execution Module 6: Evaluating Strategic Profit Performance

      By: Robert Simons
      This module reading demonstrates how to calculate and analyze the profit generated by different business strategies. Formulas and examples are provided to calculate profit generated by changes in market share, revenue growth, efficiency improvements, and support costs.... View Details
      Keywords: Management Control Systems; Implementing Strategy; Execution; Evaluating Business Performance; Profitability Analysis; Variance Analysis; Measuring Effectiveness; Measuring Efficiency; Activity-Based Costing; Flexible Budget; Accounting; Strategy
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      Simons, Robert. "Strategy Execution Module 6: Evaluating Strategic Profit Performance." Harvard Business School Module Note 117-106, October 2016. (Revised December 2016.)
      • October 2016 (Revised February 2019)
      • Module Note

      Strategy Execution Module 5: Building a Profit Plan

      By: Robert Simons
      This module reading describes how to build a profit plan to reflect the strategy of a business in economic terms. After introducing the profit wheel, cash wheel, and ROE wheel, the module illustrates how to use a profit plan to assess the viability of different... View Details
      Keywords: Management Control Systems; Implementing Strategy; Execution; Profit Planning; Cash Flow Analysis; Asset Utilization; Return On Equity; Business Planning; Testing Strategy; Analyzing Strategic Alternative; Strategy; Asset Management; Cash Flow; Investment Return; Management Systems; Profit
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      Simons, Robert. "Strategy Execution Module 5: Building a Profit Plan." Harvard Business School Module Note 117-105, October 2016. (Revised February 2019.)
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