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      • Faculty Publications  (733)

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      • 2025
      • Working Paper

      Fiscal Externalities of Transaction Taxes: Evidence from the Los Angeles Mansion Tax

      By: Daniel Green, Vikram Jambulapati, Jack Liebersohn and Tejaswi Velayudhan
      We estimate the fiscal externalities of a property transfer tax, the Los Angeles “Mansion Tax”, on the revenues from property taxes when assessed values are closely tied to transactions. In California, as in over half of U.S. states, growth in tax as- sessments... View Details
      Keywords: Public Finance; Real Estate; Property Demand; Taxation; Property; Revenue; Los Angeles
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      Green, Daniel, Vikram Jambulapati, Jack Liebersohn, and Tejaswi Velayudhan. "Fiscal Externalities of Transaction Taxes: Evidence from the Los Angeles Mansion Tax." SSRN Working Paper Series, No. 5273034, June 2025.
      • 2025
      • Working Paper

      Trade and Industrial Policy in Supply Chains: Directed Technological Change in Rare Earths

      By: Laura Alfaro, Harald Fadinger, Jay Schymik and Gede Virananda
      Trade and industrial policies, while primarily intended to support domestic industries, may unintentionally stimulate technological progress abroad. We document this mechanism in the case of rare earth elements (REEs)—critical inputs for manufacturing at the knowledge... View Details
      Keywords: Industrial Policy; Global Value Chains; Directed Technological Change; Input-output Linkages; Innovation; Trade; Metals and Minerals; Technological Innovation; Supply Chain; Technology Industry
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      Alfaro, Laura, Harald Fadinger, Jay Schymik, and Gede Virananda. "Trade and Industrial Policy in Supply Chains: Directed Technological Change in Rare Earths." Harvard Business School Working Paper, No. 25-059, May 2025.
      • 2025
      • Working Paper

      The Limits of Insurance Demand and the Growing Protection Gap

      By: Parinitha Sastry, Tess Scharlemann, Ishita Sen and Ana-Maria Tenekedjieva
      In a world with rising risk, how much are U.S. households willing to pay for homeowners insurance, and what does their demand imply for the future of insurance markets? We provide the first estimates of household willingness to pay for homeowners insurance and the... View Details
      Keywords: Climate Change; Risk and Uncertainty; Insurance; Personal Finance; Consumer Behavior; Mortgages
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      Sastry, Parinitha, Tess Scharlemann, Ishita Sen, and Ana-Maria Tenekedjieva. "The Limits of Insurance Demand and the Growing Protection Gap." Harvard Business School Working Paper, No. 25-054, February 2025.
      • April 2025
      • Article

      Serving with a Smile on Airbnb: Analyzing the Economic Returns and Behavioral Underpinnings of the Host’s Smile

      By: Shunyuan Zhang, Elizabeth Friedman, Kannan Srinivasan, Ravi Dhar and Xupin Zhang
      Non-informational cues, such as facial expressions, can significantly influence judgments and interpersonal impressions. While past research has explored how smiling affects business outcomes in offline or in-store contexts, relatively less is known about how smiling... View Details
      Keywords: Sharing Economy; Airbnb; Image Feature Extraction; Machine Learning; Facial Expressions; Prejudice and Bias; Nonverbal Communication; E-commerce; Consumer Behavior; Perception
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      Zhang, Shunyuan, Elizabeth Friedman, Kannan Srinivasan, Ravi Dhar, and Xupin Zhang. "Serving with a Smile on Airbnb: Analyzing the Economic Returns and Behavioral Underpinnings of the Host’s Smile." Journal of Consumer Research 51, no. 6 (April 2025): 1073–1097.
      • March 2025
      • Case

      Boom, Bust, or Bullseye? Navigating the Short-Term Rental Market

      By: John Macomber, Juan Pablo Heusser Killing, Siddhant Pardeshi and Sally Su
      Short-term rentals listed via apps like AirBnB and VRBO are increaslingly interesting investments for small scale real estate investors. However, they have substantial operating costs, vacancy risk, and regulatory exposure compared to traditional long term leases... View Details
      Keywords: Housing; Real Estate Industry
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      Macomber, John, Juan Pablo Heusser Killing, Siddhant Pardeshi, and Sally Su. "Boom, Bust, or Bullseye? Navigating the Short-Term Rental Market." Harvard Business School Case 225-013, March 2025.
      • 2025
      • Working Paper

      Transferability MATTRs: Towards Understanding Antecedents of Strategic Licensing

      By: Dafna F. Bearson and Maria P. Roche
      This paper examines the antecedents of firms’ decisions to license intellectual property (IP). We propose a conceptual framework emphasizing two critical factors: (1) transferability, which we define as the ease of moving knowledge embodied in inventions across firm... View Details
      Keywords: Technological Innovation; Innovation Strategy; Intellectual Property; Value Creation
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      Bearson, Dafna F., and Maria P. Roche. "Transferability MATTRs: Towards Understanding Antecedents of Strategic Licensing." Harvard Business School Working Paper, No. 25-042, March 2025.
      • March 2025
      • Case

      Metaphysic AI: Rethinking the Value of Human Expertise

      By: Zoë B. Cullen, Shikhar Ghosh and Shweta Bagai
      In early 2025, Thomas Graham, CEO of Metaphysic, a leading AI generative video company confronted fundamental questions about who should control digital identity in a world where AI could perfectly recreate human likeness. Founded in 2021, Metaphysic first rose to fame... View Details
      Keywords: Business Model; Ethics; AI and Machine Learning; Intellectual Property; Rights; Negotiation; Value; Motion Pictures and Video Industry; Technology Industry
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      Cullen, Zoë B., Shikhar Ghosh, and Shweta Bagai. "Metaphysic AI: Rethinking the Value of Human Expertise." Harvard Business School Case 825-146, March 2025.
      • February 2025
      • Teaching Note

      Barbie: Reviving a Cultural Icon at Mattel

      By: Elie Ofek and Sarah Mehta
      Teaching Note for HBS Case Nos. 525-006 and 525-020. View Details
      Keywords: Brand Management; Marketing Strategy; Entertainment Marketing; Intellectual Property; Consumer Preferences; Toy Industry; Culture And Marketing; Societal Marketing; Brand Purpose; Diversity And Inclusion; Turnaround Strategies
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      Ofek, Elie, and Sarah Mehta. "Barbie: Reviving a Cultural Icon at Mattel." Harvard Business School Teaching Note 525-039, February 2025.
      • 2025
      • Article

      Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments

      By: Kosuke Imai and Michael Lingzhi Li
      Researchers are increasingly turning to machine learning (ML) algorithms to investigate causal heterogeneity in randomized experiments. Despite their promise, ML algorithms may fail to accurately ascertain heterogeneous treatment effects under practical settings with... View Details
      Keywords: AI and Machine Learning; Mathematical Methods; Analytics and Data Science
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      Imai, Kosuke, and Michael Lingzhi Li. "Statistical Inference for Heterogeneous Treatment Effects Discovered by Generic Machine Learning in Randomized Experiments." Journal of Business & Economic Statistics 43, no. 1 (2025): 256–268.
      • December 2024
      • Article

      Respect for Improvements and Comparative Statics in Matching Markets

      By: Scott Duke Kominers
      One of the oldest results in the theory of two-sided matching is the entry comparative static, which shows that under the Gale–Shapley deferred acceptance algorithm, adding a new agent to one side of the market makes all the agents on the other side weakly... View Details
      Keywords: Market Entry and Exit; Marketplace Matching; Mathematical Methods; Market Design
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      Kominers, Scott Duke. "Respect for Improvements and Comparative Statics in Matching Markets." Journal of Mechanism and Institution Design 9, no. 1 (December 2024): 83–104.
      • October 10, 2024
      • Article

      Characteristics of Creative Individuals: An Umbrella Review Protocol

      By: Alex Thabane, Tyler McKechnie, Phillip Staibano, Goran Calic, Colin Kruse, Jason W. Busse, Samee Parpia and Mohit Bhandari
      The properties of creative products–novelty and usefulness–are generally agreed upon by researchers. Yet, consensus is lacking on which personal and environmental factors contribute to an individual’s creative potential, or to what extent. substantial research work has... View Details
      Keywords: Creativity; Medical Specialties; Personal Characteristics; Health Industry; Canada
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      Thabane, Alex, Tyler McKechnie, Phillip Staibano, Goran Calic, Colin Kruse, Jason W. Busse, Samee Parpia, and Mohit Bhandari. "Characteristics of Creative Individuals: An Umbrella Review Protocol." PLoS ONE 19, no. 10 (October 10, 2024).
      • October 2024
      • Article

      Global Mobile Inventors

      By: Dany Bahar, Prithwiraj Choudhury, Ernest Miguelez and Sara Signorelli
      The number of Global Mobile Inventors (GMIs), inventors moving across borders during their career, has increased more than tenfold over the past two decades, and the corridors of mobility have shifted towards a growing presence of emerging markets. We document that... View Details
      Keywords: Emerging Markets; Immigration; Patents; Knowledge; Technological Innovation
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      Bahar, Dany, Prithwiraj Choudhury, Ernest Miguelez, and Sara Signorelli. "Global Mobile Inventors." Art. 103357. Journal of Development Economics 171 (October 2024).
      • October 2024 (Revised May 2025)
      • Case

      Southern California Industrial: Freezer Drive

      By: Arthur I Segel, Dwight Angelini and W. Matt Kelly
      In the midst of the COVID-19 pandemic, a Boston based real estate private equity firm was seeking to make their very first West Coast investments in hopes of establishing their presence in the strategic region. An exciting property suddenly became available on the... View Details
      Keywords: Real Estate Development; Acquisition; Health Pandemics; Risk and Uncertainty; Expansion; Cost vs Benefits; Investment Return; Real Estate Industry
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      Segel, Arthur I., Dwight Angelini, and W. Matt Kelly. "Southern California Industrial: Freezer Drive." Harvard Business School Case 225-015, October 2024. (Revised May 2025.)
      • September 2024
      • Case

      Faena: Magic in Mid-Miami Beach

      By: Robin Greenwood, Denise Han, Dave Habeeb and Ruth Page
      The link to this multimedia case should be provided to students in advance as preparation for classroom case discussion.

      This multimedia case follows real estate developer Alan Faena as he expanded his luxury development business from Argentina to the... View Details
      Keywords: Development; Real Estate; Hotels; Luxury; Urban Development; Sustainable Cities; Design; Markets; Transformation; Cost vs Benefits; Economic Growth; Private Sector; Public Sector; Economic Slowdown and Stagnation; Cultural Entrepreneurship; Financial Strategy; Investment Return; Geographic Location; Urban Scope; Corporate Accountability; Collaborative Innovation and Invention; Business and Community Relations; Business and Government Relations; Opportunities; Culture; Value Creation; Real Estate Industry; Entertainment and Recreation Industry; Florida; Miami; Argentina; Buenos Aires
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      Greenwood, Robin, Denise Han, Dave Habeeb, and Ruth Page. "Faena: Magic in Mid-Miami Beach." Harvard Business School Multimedia/Video Case 225-701, September 2024.
      • September 2024
      • Background Note

      Copyright and Fair Use

      By: David B. Yoffie
      The U.S. Copyright Office defines a copyright as “a type of intellectual property that protects original works of authorship as soon as an author fixes the work in a tangible form of expression.” Two core principles of copyright are originality and fixation. A work is... View Details
      Keywords: AI and Machine Learning; Copyright; Lawsuits and Litigation; United States
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      Yoffie, David B. "Copyright and Fair Use." Harvard Business School Background Note 725-394, September 2024.
      • September 2024
      • Case

      Barbie: Reviving a Cultural Icon at Mattel (Abridged)

      By: Elie Ofek, Ryann Noe and Sarah Mehta
      The 2023 release of live-action film Barbie, and its accompanying marketing blitz, incited a worldwide Barbie craze. Suddenly Barbie was everywhere, a celebrated icon reinstated at the forefront of cultural conversation. This goodwill stood in contrast to decades of... View Details
      Keywords: Gender; Intellectual Property; Brands and Branding; Marketing Strategy; Public Opinion; Business Strategy; Entertainment and Recreation Industry; Motion Pictures and Video Industry
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      Ofek, Elie, Ryann Noe, and Sarah Mehta. "Barbie: Reviving a Cultural Icon at Mattel (Abridged)." Harvard Business School Case 525-020, September 2024.
      • 2024
      • Working Paper

      Patent Hunters

      By: Lauren Cohen, Umit Gurun, Katie Moon and Paula Suh
      Analyzing millions of patents granted by the USPTO between 1976 and 2020, we find a pattern where specific patents only rise to prominence after considerable time has passed. Amongst these late-blooming influential patents, we show that there are key players (patent... View Details
      Keywords: Patents; Product Launch; Product; Innovation and Invention
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      Cohen, Lauren, Umit Gurun, Katie Moon, and Paula Suh. "Patent Hunters." NBER Working Paper Series, No. 32965, September 2024.
      • September 2024
      • Article

      Standing on the Shoulders of Science

      By: Joshua Lev Krieger, Monika Schnitzer and Martin Watzinger
      Today’s innovations rely on scientific discoveries of the past, yet only some corporate R&D builds directly on scientific output. In this paper, we analyze U.S. patents to investigate how firms generate value by building on prior art “closer” to science. We show... View Details
      Keywords: Patent Novelty; Value Capture; Science; Patents; Valuation; Research and Development
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      Krieger, Joshua Lev, Monika Schnitzer, and Martin Watzinger. "Standing on the Shoulders of Science." Strategic Management Journal 45, no. 9 (September 2024): 1670–1695.
      • August 2024
      • Case

      Oculii

      By: Andy Wu and Lucas Defilippo
      It was a bright June day in 2016. Steven Hong, co-founder and COO of Oculii had just signed a letter of intent agreeing to a 51% stake acquisition by Nexteer Automotive, a global steering and driveline supplier company that developed advanced driver assistance systems... View Details
      Keywords: Automotive; Autonomous Vehicles; Wireless Communications; Mergers and Acquisitions; Communication Intention and Meaning; Intellectual Property; Growth Management; Negotiation Deal; Supply Chain; Auto Industry; Technology Industry
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      Wu, Andy, and Lucas Defilippo. "Oculii." Harvard Business School Case 725-380, August 2024.
      • August 2024 (Revised January 2025)
      • Case

      Barbie: Reviving a Cultural Icon at Mattel

      By: Elie Ofek, Ryann Noe and Sarah Mehta
      The 2023 release of the live-action film Barbie, and its accompanying marketing blitz, incited a worldwide Barbie craze. Suddenly Barbie was everywhere, a celebrated icon reinstated at the forefront of cultural conversation. This goodwill stood in contrast to... View Details
      Keywords: Brands and Branding; Media; Intellectual Property; Business Strategy; Entertainment; Gender; Public Opinion; Marketing Strategy; Consumer Products Industry; Entertainment and Recreation Industry; Motion Pictures and Video Industry; Retail Industry; United States
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      Ofek, Elie, Ryann Noe, and Sarah Mehta. "Barbie: Reviving a Cultural Icon at Mattel." Harvard Business School Case 525-006, August 2024. (Revised January 2025.)
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