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      Design Methodology - Impact-Weighted Accounts
      Skip to Main Content Design Methodology Design Methodology In the same way that accounting standards define which financial transactions to capture...
      Current State - Impact-Weighted Accounts
      Skip to Main Content Current State Current State Capitalism and globalization have, by many measures, been huge successes. Indeed, over the past 200...
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      • March 2021
      • Case

      The U.S. Home Improvement Sector in 2020

      By: Jose Alvarez and David Lane
      Provides an overview of the U.S. home improvement sector in 2020, reviewing sources of growth in the decade ending in 2020, with special attention to the impact of Covid-19 on market leaders Home Depot and Lowe’s and the spike in online revenues for both. Also noted...  View Details
      Keywords: Change Management; Trends; Leading Change; Operations; Organizational Change And Adaptation; Performance; Technology; Construction Industry; United States
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      Alvarez, Jose, and David Lane. "The U.S. Home Improvement Sector in 2020." Harvard Business School Case 521-032, March 2021.
      • March 2021
      • Article

      On the Direct and Indirect Real Effects of Credit Supply Shocks

      By: Laura Alfaro, Manuel García-Santana and Enrique Moral-Benito
      We explore the real effects of bank-lending shocks and how they permeate the economy through buyer-supplier linkages. We combine administrative data on all Spanish firms with a matched bank-firm-loan dataset of all corporate loans from 2003 to 2013 to estimate...  View Details
      Keywords: Credit Supply Shocks; Bank Lending Channel; Input-output Linkages; Output; Mechanisms; Trade Credits; Price Effects; Economics; Credit; System Shocks; Employment; Investment; Spain
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      Alfaro, Laura, Manuel García-Santana, and Enrique Moral-Benito. "On the Direct and Indirect Real Effects of Credit Supply Shocks." Journal of Financial Economics 139, no. 3 (March 2021): 895–921.
      • March, 2021
      • Article

      Tariff Passthrough at the Border and at the Store: Evidence from U.S. Trade Policy

      By: Alberto Cavallo, Gita Gopinath, Brent Neiman and Jenny Tang
      We use micro data collected at the border and the store to characterize the price impact of recent US trade policy on importers, exporters, and consumers. At the border, import tariff passthrough is much higher than exchange rate passthrough. Chinese exporters did not...  View Details
      Keywords: Trade Policy; Tariffs; Exchange Rate Passthrough; Economics; Trade; Policy; Currency Exchange Rate; Price; United States
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      Cavallo, Alberto, Gita Gopinath, Brent Neiman, and Jenny Tang. "Tariff Passthrough at the Border and at the Store: Evidence from U.S. Trade Policy." American Economic Review: Insights 3, no. 1 (March 2021).
      • March 2021
      • Article

      Targeted Price Controls on Supermarket Products

      By: Alberto Cavallo and Diego Aparicio
      We study the impact of targeted price controls for supermarket products in Argentina from 2007 to 2015. Using web scraping, we collected daily prices for controlled and non-controlled goods and measured the differential effects on inflation, product availability, and...  View Details
      Keywords: Prices; Controls; Price Dispersion; Economics; Price; Cost Management; Goods And Commodities; Retail Industry; Argentina
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      Cavallo, Alberto, and Diego Aparicio. "Targeted Price Controls on Supermarket Products." Review of Economics and Statistics 103, no. 1 (March 2021): 60–71.
      • March 2021
      • Article

      The Impact of the General Data Protection Regulation on Internet Interconnection

      By: Ran Zhuo, Bradley Huffaker, KC Claffy and Shane Greenstein
      The Internet comprises thousands of independently operated networks, where bilaterally negotiated interconnection agreements determine the flow of data between networks. The European Union’s General Data Protection Regulation (GDPR) imposes strict restrictions on...  View Details
      Keywords: Personal Data; Privacy Regulation; Gdpr; Interconnection Agreements; Internet; Governing Rules, Regulations, And Reforms
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      Zhuo, Ran, Bradley Huffaker, KC Claffy, and Shane Greenstein. "The Impact of the General Data Protection Regulation on Internet Interconnection." Telecommunications Policy 45, no. 2 (March 2021).
      • March 2021
      • Case

      Dasra: From Strategic Philanthropy to Field Building

      By: V. Kasturi Rangan and Tanya Bijlani
      Dasra, a pioneer in the Indian Strategic Philanthropy space founded by a husband and wife team, had grown and evolved with the fast changing philanthropy scene in India. By 2017 it had managed to raise nearly $100 million of new capital for NGOs and Nonprofits in...  View Details
      Keywords: Philanthropy; Impact Investing; Corporate Social Responsibility; Social Sector; Philanthropy And Charitable Giving; Corporate Social Responsibility And impact; Social Entrepreneurship; Strategy; India
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      Rangan, V. Kasturi, and Tanya Bijlani. "Dasra: From Strategic Philanthropy to Field Building." Harvard Business School Case 521-071, March 2021.
      • February 2021
      • Case

      Measuring Impact at JUST Capital

      By: Charles C.Y. Wang and Ethan Rouen
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      Wang, Charles C.Y., and Ethan Rouen. "Measuring Impact at JUST Capital." Harvard Business School Multimedia/Video Case 121-703, February 2021.
      • February 2021
      • Tutorial

      Assessing Prediction Accuracy of Machine Learning Models

      By: Michael Toffel and Natalie Epstein
      This video describes how to assess the accuracy of machine learning prediction models, primarily in the context of machine learning models that predict binary outcomes, such as logistic regression, random forest, or nearest neighbor models. After introducing and...  View Details
      Keywords: Machine Learning; Statistics; Experiments
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      Toffel, Michael, and Natalie Epstein. Assessing Prediction Accuracy of Machine Learning Models. Harvard Business School Tutorial 621-706, February 2021.
      • February 2021
      • Case

      Sarah Breedlove: Changing the World

      By: Robert L. Simons and Max Saffer
      This case describes the rise of Sarah Breedlove, who later called herself Madam C.J. Walker, from the cotton fields of Louisiana to the head of a successful, nationwide beauty company providing opportunity and hair care products to Black women. The case describes how...  View Details
      Keywords: Brands; Marketing; Customer Focus; Business Startups; Personal Characteristics; Values And Beliefs; Success; Work-life Balance; Beauty And Cosmetics Industry
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      Simons, Robert L., and Max Saffer. "Sarah Breedlove: Changing the World." Harvard Business School Case 121-060, February 2021.
      • 2021
      • Working Paper

      Fairness or Control: What Determines Elected Local Leaders’ Support for Hosting Refugees in Their Community?

      By: Kristin Fabbe, Eleni Kyrkopoulou, Konstantinos Matakos and Asli Unan
      When it comes to successful refugee reception the local level matters. Research overwhelmingly examines host communities' attitudes, but endorsement from local politicians is equally important to resolve conflicts and facilitate harmonious interaction. Yet, the...  View Details
      Keywords: Values; Control
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      Fabbe, Kristin, Eleni Kyrkopoulou, Konstantinos Matakos, and Asli Unan. "Fairness or Control: What Determines Elected Local Leaders’ Support for Hosting Refugees in Their Community?" Harvard Business School Working Paper, No. 21-088, February 2021.
      • February 2021
      • Case

      Muhammad Ali: Changing The World

      By: Robert Simons and Max Saffer
      This case describes the rise of Cassius Clay, who later called himself Muhammad Ali, from the poor streets of Louisville, Kentucky to international fame. The case describes how Ali won a gold medal in the Olympics, three heavyweight boxing titles, and became a role...  View Details
      Keywords: Sports; Mission And Purpose; Personal Characteristics; Religion; Work-life Balance; Family; Success; Sports; Sports Industry
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      Simons, Robert, and Max Saffer. "Muhammad Ali: Changing The World." Harvard Business School Case 121-053, February 2021.
      • February 2021
      • Article

      Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence

      By: Tommy Pan Fang, Andy Wu and David R. Clough
      Software platforms create value by cultivating an ecosystem of complementary products and services. Existing explanations for how a prospective complementor chooses platforms to join assume the complementor has rich information about the range of available platforms....  View Details
      Keywords: Innovation Ecosystems; Technology Diffusion; Hackathon; Contagion; Software Applications; Software Development; Software Engineering; Technology Strategy; Technology Adoption; Technological Innovation; Technology Platform; Technology Networks; Innovation Strategy; Multi-sided Platforms; Network Effects; Software; Information Technology; Technology Industry; Computer Industry; Information Technology Industry; Video Game Industry
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      Fang, Tommy Pan, Andy Wu, and David R. Clough. "Platform Diffusion at Temporary Gatherings: Social Coordination and Ecosystem Emergence." Art. 1. Strategic Management Journal 42, no. 2 (February 2021): 233–272. (Lead article.)
      • February 2021
      • Article

      How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice

      By: Ryan W. Buell and Basak Kalkanci
      Amid growing calls for transparency and social and environmental responsibility, companies are employing different strategies to improve consumer perceptions of their brands. Some pursue internal initiatives that reduce their negative social or environmental impacts...  View Details
      Keywords: Sustainable Operations; Corporate Social Responsibility; Operational Transparency; Corporate Social Responsibility And impact; Operations; Environmental Sustainability; Consumer Behavior; Perception
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      Buell, Ryan W., and Basak Kalkanci. "How Transparency into Internal and External Responsibility Initiatives Influences Consumer Choice." Management Science 67, no. 2 (February 2021): 932–950.
      • 2021
      • Working Paper

      The Health Costs of Cost-Sharing

      By: Amitabh Chandra, Evan Flack and Ziad Obermeyer
      We use the design of Medicare’s prescription drug benefit program to demonstrate three facts about the health consequences of cost-sharing. First, we show that an as-if-random increase of 33.6% in out-of-pocket price (11.0 percentage points (p.p.) change in...  View Details
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      Chandra, Amitabh, Evan Flack, and Ziad Obermeyer. "The Health Costs of Cost-Sharing." NBER Working Paper Series, No. 28439, February 2021.
      • January 2021
      • Case

      Bespoken Spirits: Disrupting Distilling

      By: Benjamin C. Esty and Daniel Fisher
      On October 7, 2020, Bespoken Spirits publicly announced it had received $2.6 million of seed funding for its “sustainable maturation process,” a process that could produce award-winning whiskeys in just days rather than years using a novel technology and data science. ...  View Details
      Keywords: Business Ventures; Business Strategy; Competitive Advantage; Disruption; Entrepreneurship; Environmental Sustainability; Cash Flow; Disruptive Innovation; Innovation Strategy; Brands And Branding; Business Model; Consumer Products Industry; Food And Beverage Industry; Service Industry; United States; California
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      Esty, Benjamin C., and Daniel Fisher. "Bespoken Spirits: Disrupting Distilling." Harvard Business School Case 721-419, January 2021.
      • January 2021
      • Supplement

      Bespoken Spirits: Disrupting Distilling

      By: Benjamin C. Esty and Daniel Fisher
      On October 7, 2020, Bespoken Spirits publicly announced it had received $2.6 million of seed funding for its “sustainable maturation process,” a process that could produce award-winning whiskeys in just days rather than years using a novel technology and data science. ...  View Details
      Keywords: Business Ventures; Business Strategy; Competitive Advantage; Disruption; Entrepreneurship; Environmental Sustainability; Cash Flow; Disruptive Innovation; Innovation Strategy; Brands And Branding; Business Model; Consumer Products Industry; Food And Beverage Industry; Service Industry; United States; California
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      Esty, Benjamin C., and Daniel Fisher. "Bespoken Spirits: Disrupting Distilling." Harvard Business School Spreadsheet Supplement 721-852, January 2021.
      • 2021
      • Working Paper

      Measuring Employment Impact: Applications and Cases

      By: Katie Panella and George Serafeim
      Applying the Impact-Weighted Accounts Initiative’s employment impact methodology on eight leading companies, we document wide variability in employment impacts as a percentage of salaries paid, ranging between 59 and 80 percent. We identify opportunities for...  View Details
      Keywords: Impact Measurement; Employee Compensation; Employees; Labor; Accounting; Employees; Well-being; Diversity; Wages; Compensation And Benefits
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      Panella, Katie, and George Serafeim. "Measuring Employment Impact: Applications and Cases." Harvard Business School Working Paper, No. 21-082, January 2021.
      • January 2021
      • Case

      Aster DM Healthcare: Budgeting for a Crisis

      By: V.G. Narayanan and Amy Klopfenstein
      In April 2020, Alisha Moopen, Deputy Managing Director of Aster DM Healthcare, a network of clinics, hospitals, and pharmacies in the Middle East and India, must create her company’s budget for the 2021 fiscal year in light of the onset of Covid-19. The pandemic had...  View Details
      Keywords: Decision Making; Decisions; Forecasting And Prediction; Judgments; Decision Choices And Conditions; Cost Vs Benefits; Budgets And Budgeting; Health Pandemics; Health Industry; Asia; India; United Arab Emirates; Dubai
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      Narayanan, V.G., and Amy Klopfenstein. "Aster DM Healthcare: Budgeting for a Crisis." Harvard Business School Case 121-001, January 2021.
      • January 2021
      • Supplement

      Aster DM Healthcare: Budget Exercise

      By: V.G. Narayanan and Amy Klopfenstein
      In April 2020, Alisha Moopen, Deputy Managing Director of Aster DM Healthcare, a network of clinics, hospitals, and pharmacies in the Middle East and India, must create her company’s budget for the 2021 fiscal year in light of the onset of Covid-19. The pandemic had...  View Details
      Keywords: Decision Making; Decisions; Forecasting And Prediction; Judgments; Decision Choices And Conditions; Cost Vs Benefits; Finance; Borrowing And Debt; Financial Institutions; Banks And Banking; Financial Condition; Financial Liquidity; Accounting; Budgets And Budgeting; Management; Crisis Management; Health Pandemics; Health Industry; Asia; India; United Arab Emirates; Dubai
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      Narayanan, V.G., and Amy Klopfenstein. "Aster DM Healthcare: Budget Exercise." Harvard Business School Spreadsheet Supplement 121-025, January 2021.
      • Article

      Research: The Cost of a Single U.S. Immigration Restriction

      By: Dany Bahar, Prithwiraj Choudhury and Britta Glennon
      On June 22, 2020, President Trump passed an Executive Order drastically cutting the number of highly skilled international workers eligible for non-immigrant visas to the U.S. To quantify the impact of this policy, the authors examined the immediate change in stock...  View Details
      Keywords: Work Visas; H1-b; Restriction; impact; Immigration; Governing Rules, Regulations, And Reforms; Cost; Economy
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      Bahar, Dany, Prithwiraj Choudhury, and Britta Glennon. "Research: The Cost of a Single U.S. Immigration Restriction." Harvard Business Review (website) (January 22, 2021).
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      Are you looking for?

      Design Methodology - Impact-Weighted Accounts
      Skip to Main Content Design Methodology Design Methodology In the same way that accounting standards define which financial transactions to capture...
      Current State - Impact-Weighted Accounts
      Skip to Main Content Current State Current State Capitalism and globalization have, by many measures, been huge successes. Indeed, over the past 200...
      → Search All HBS Web
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