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      • September 2020 (Revised September 2021)
      • Case

      Student Success at Georgia State University (A)

      By: Michael W. Toffel, Robin Mendelson and Julia Kelley
      Georgia State University had developed a reputation for driving student success by nearly doubling its graduation rate for students of all racial, ethnic, and socioeconomic backgrounds. It did so while growing its student body and the proportion of Black/African... View Details
      Keywords: Education; Higher Education; Learning; Curriculum and Courses; Demographics; Diversity; Ethnicity; Income; Race; Leadership; Goals and Objectives; Measurement and Metrics; Operations; Organizations; Mission and Purpose; Organizational Culture; Outcome or Result; Performance; Performance Effectiveness; Performance Evaluation; Service Operations; Performance Improvement; Planning; Strategic Planning; Social Enterprise; Nonprofit Organizations; Social Issues; Wealth and Poverty; Equality and Inequality; Information Technology; Digital Platforms; Education Industry; Atlanta
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      Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University (A)." Harvard Business School Case 621-006, September 2020. (Revised September 2021.)
      • September 2020 (Revised September 2021)
      • Supplement

      Student Success at Georgia State University (B)

      By: Michael W. Toffel, Robin Mendelson and Julia Kelley
      This is a supplement to the Student Success at Georgia State University (A) case. The (B) case includes the results of a randomized control trial that Georgia State conducted to test education technology start-up AdmitHub’s chatbot solution as a strategy for improving... View Details
      Keywords: Education; Higher Education; Learning; Curriculum and Courses; Demographics; Diversity; Ethnicity; Income; Race; Values and Beliefs; Leadership; Goals and Objectives; Measurement and Metrics; Operations; Organizations; Mission and Purpose; Organizational Culture; Outcome or Result; Performance; Performance Effectiveness; Performance Evaluation; Performance Improvement; Planning; Strategic Planning; Social Enterprise; Nonprofit Organizations; Social Issues; Wealth and Poverty; Equality and Inequality; Information Technology; Digital Platforms; Education Industry; Atlanta
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      Toffel, Michael W., Robin Mendelson, and Julia Kelley. "Student Success at Georgia State University (B)." Harvard Business School Supplement 621-039, September 2020. (Revised September 2021.)
      • 2023
      • Working Paper

      When Should Public Programs Be Privately Administered? Theory and Evidence from the Paycheck Protection Program

      By: Alexander Bartik, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, Christopher Stanton and Adi Sunderam
      What happens when public resources are allocated by private companies whose objectives may be imperfectly aligned with policy goals? We study this question in the context of the Paycheck Protection Program (PPP), which relied on private banks to disburse aid to small... View Details
      Keywords: Paycheck Protection Program; Targeting; Impact; Entrepreneurship; Health Pandemics; Small Business; Financing and Loans; Outcome or Result; United States
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      Bartik, Alexander, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, Christopher Stanton, and Adi Sunderam. "When Should Public Programs Be Privately Administered? Theory and Evidence from the Paycheck Protection Program." Harvard Business School Working Paper, No. 21-021, August 2020. (Revised July 2023. Accepted at The Review of Economics and Statistics.)
      • Article

      Cultural Diversity on Wall Street: Evidence from Consensus Earnings Forecasts

      By: Kenneth Merkley, Roni Michaely and Joseph Pacelli
      We examine how cultural differences among agents influence the aggregate outcome of a common forecasting task. Using both exogenous shocks to sell-side analyst diversity and panel regression methods, we find that increases in analyst cultural diversity positively... View Details
      Keywords: Culture; Forecasting; Sell-side Analysts; Information Aggregation; Diversity; Forecasting and Prediction; Information; Performance Improvement
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      Merkley, Kenneth, Roni Michaely, and Joseph Pacelli. "Cultural Diversity on Wall Street: Evidence from Consensus Earnings Forecasts." Journal of Accounting & Economics 70, no. 1 (August 2020).
      • Article

      Matching in Networks with Bilateral Contracts: Corrigendum

      By: John William Hatfield, Ravi Jagadeesan and Scott Duke Kominers
      Hatfield and Kominers (2012) introduced a model of matching in networks with bilateral contracts and showed that stable outcomes exist in supply chains when firms' preferences over contracts are fully substitutable. Hatfield and Kominers (2012) also asserted that in... View Details
      Keywords: Matching With Contracts; Substitutability; Mathematical Methods
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      Hatfield, John William, Ravi Jagadeesan, and Scott Duke Kominers. "Matching in Networks with Bilateral Contracts: Corrigendum." American Economic Journal: Microeconomics 12, no. 3 (August 2020): 277–285.
      • Article

      The Importance of Being Causal

      By: Iavor I Bojinov, Albert Chen and Min Liu
      Causal inference is the study of how actions, interventions, or treatments affect outcomes of interest. The methods that have received the lion’s share of attention in the data science literature for establishing causation are variations of randomized experiments.... View Details
      Keywords: Causal Inference; Observational Studies; Cross-sectional Studies; Panel Studies; Interrupted Time-series; Instrumental Variables
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      Bojinov, Iavor I., Albert Chen, and Min Liu. "The Importance of Being Causal." Harvard Data Science Review 2.3 (July 30, 2020).
      • Article

      The Impact of COVID-19 on Small Business Outcomes and Expectations

      By: Alexander Bartik, Marianne Bertrand, Zoë B. Cullen, Edward L. Glaeser, Michael Luca and Christopher Stanton
      To explore the impact of COVID on small businesses, we conducted a survey of more than 5,800 small businesses between March 28 and April 4, 2020. Several themes emerged. First, mass layoffs and closures had already occurred—just a few weeks into the crisis. Second, the... View Details
      Keywords: COVID-19; Stimulus; CARES Act; Health Pandemics; Small Business; Surveys
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      Bartik, Alexander, Marianne Bertrand, Zoë B. Cullen, Edward L. Glaeser, Michael Luca, and Christopher Stanton. "The Impact of COVID-19 on Small Business Outcomes and Expectations." Proceedings of the National Academy of Sciences 117, no. 30 (July 28, 2020): 17656–66.
      • July 2020 (Revised January 2021)
      • Case

      Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A)

      By: Linda A. Hill and Emily Tedards
      In 2005, Vineet Nayar, the former CEO and Vice Chairman of HCL Technologies, and his wife, Anupama Nayar, committed $100 million of their personal wealth to found Sampark Foundation — a grant-making philanthropy with a mission to transform learning outcomes for 20... View Details
      Keywords: Organizational Behavior; Cultural Change; Digital; Innovation; Experimentation; Metrics; Education Reform; Non-profit; Frugal Innovation; Scale; Ecosystem; Government; Education; Social Enterprise; Leadership; Leading Change; Change Management; Organizational Culture; Innovation Leadership; Nonprofit Organizations; Growth and Development Strategy; Information Technology; Digital Transformation; India
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      Hill, Linda A., and Emily Tedards. "Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A)." Harvard Business School Case 421-015, July 2020. (Revised January 2021.)
      • July 2020 (Revised January 2021)
      • Case

      Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A) (Abridged)

      By: Linda A. Hill and Emily Tedards
      In 2005, Vineet Nayar, the former CEO and Vice Chairman of HCL Technologies, and his wife, Anupama Nayar, committed $100 million of their personal wealth to found Sampark Foundation—a grant-making philanthropy with a mission to transform learning outcomes for 20... View Details
      Keywords: Organizational Behavior; Organizational Alignment; Culture Change; Digital; Innovation; Experimentation; Metrics; Education Reform; Non-profit; Frugal Innovation; Scale; Ecosystem; Government; Education; Social Enterprise; Leadership; Leading Change; Change Management; Organizational Culture; Alignment; Innovation Leadership; Nonprofit Organizations; Growth and Development Strategy; Information Technology; Digital Transformation; India
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      Hill, Linda A., and Emily Tedards. "Vineet Nayar and Sampark Foundation: Frugal Innovation at Scale (A) (Abridged)." Harvard Business School Case 421-021, July 2020. (Revised January 2021.)
      • July 2020
      • Case

      Applying Data Science and Analytics at P&G

      By: Srikant M. Datar, Sarah Mehta and Paul Hamilton
      Set in December 2019, this case explores how P&G has applied data science and analytics to cut costs and improve outcomes across its business units. The case provides an overview of P&G’s approach to data management and governance, and reviews the challenges associated... View Details
      Keywords: Data Science; Analytics; Analysis; Information; Information Management; Information Types; Innovation and Invention; Strategy; Analytics and Data Science; Consumer Products Industry; United States; Ohio
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      Datar, Srikant M., Sarah Mehta, and Paul Hamilton. "Applying Data Science and Analytics at P&G." Harvard Business School Case 121-006, July 2020.
      • Article

      Assessing the Value of Pediatric Aerodigestive Care

      By: Robert S. Kaplan, Chris Hartnick, Mahek Shah, Steven M. Coppess, Alisa Yamasaki, Kaalan E. Johnson, Jeremy Prager, Christopher T. Wootten, Thomas Gallagher and Evan Propst
      Leaders at six hospitals conducted a research study to assess and compare the health outcomes and costs of pediatric aerodigestive care. Four of the hospitals delivered care with an integrated practice unit (IPU) while two delivered care traditionally, with isolated... View Details
      Keywords: Time-Driven Activity-Based Costing; Value-based Health Care; Integrated Practice Unit; Health Care and Treatment; Cost Management; Performance Improvement
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      Kaplan, Robert S., Chris Hartnick, Mahek Shah, Steven M. Coppess, Alisa Yamasaki, Kaalan E. Johnson, Jeremy Prager, Christopher T. Wootten, Thomas Gallagher, and Evan Propst. "Assessing the Value of Pediatric Aerodigestive Care." NEJM Catalyst Innovations in Care Delivery 1, no. 4 (July–August 2020).
      • 2021
      • Working Paper

      Two Case Studies on the Financing of Forest Conservation

      By: Andrew Baxter, Connor Cash, Josh Lerner and Ratnika Prasad
      A variety of factors is leading to fresh approaches to the ownership and management of forestland, with an emphasis on the combination of conservation goals and private investments. But the barriers to successfully achieving attractive financial returns and desirable... View Details
      Keywords: Financing; Forestry; Environmental Management; Natural Resources; Financing and Loans
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      Baxter, Andrew, Connor Cash, Josh Lerner, and Ratnika Prasad. "Two Case Studies on the Financing of Forest Conservation." Harvard Business School Working Paper, No. 20-137, June 2020. (Revised February 2021.)
      • June 2020
      • Article

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

      By: Maria Ibanez and Michael W. Toffel
      Accuracy and consistency are critical for inspections to be an effective, fair, and useful tool for assessing risks, quality, and suppliers—and for making decisions based on those assessments. We examine how inspector schedules could introduce bias that erodes... View Details
      Keywords: Assessment; Bias; Inspection; Scheduling; Econometric Analysis; Empirical Research; Regulation; Health; Food; Safety; Quality; Performance Consistency; Governing Rules, Regulations, and Reforms
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      Ibanez, Maria, and Michael W. Toffel. "How Scheduling Can Bias Quality Assessment: Evidence from Food Safety Inspections." Management Science 66, no. 6 (June 2020): 2396–2416. (Revised February 2019. Featured in Harvard Business Review, Forbes, Food Safety Magazine, Food Safety News, and KelloggInsight. (2020 MSOM Responsible Research Finalist.))
      • June 2020
      • Article

      Overcoming Barriers to Early Disease Intervention

      By: H. Hugo Caicedo, Daniel A. Hashimoto, Julio C. Caicedo, Alex Pentland and Gary P. Pisano
      It is widely acknowledged that earlier intervention in many disease processes leads to better patient outcomes and lower treatment costs. To date, most efforts at early disease intervention have focused on "primary prevention" which focuses on preventing diseases in... View Details
      Keywords: Secondary Prevention; Barriers To Response; Health Disorders; Health Care and Treatment
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      Caicedo, H. Hugo, Daniel A. Hashimoto, Julio C. Caicedo, Alex Pentland, and Gary P. Pisano. "Overcoming Barriers to Early Disease Intervention." Nature Biotechnology 38, no. 6 (June 2020).
      • May 21, 2020
      • Editorial

      Primary Care Is Hurting: Why Aren't Private Insurers Pitching In?

      By: Leemore S. Dafny and J. Michael McWilliams
      Primary care clinicians are the front line for patients with suspected infection. We rely on them to diagnose, triage, and manage patients with potential or confirmed COVID infections. They are also responsible for keeping non-COVID medical conditions under control... View Details
      Keywords: COVID-19; Primary Care; Health Pandemics; Health Care and Treatment; Financial Condition; Insurance
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      Dafny, Leemore S., and J. Michael McWilliams. "Primary Care Is Hurting: Why Aren't Private Insurers Pitching In?" Health Affairs Blog (May 21, 2020).
      • May 2020
      • Article

      Negotiating a Better Future: How Interpersonal Skills Facilitate Inter-Generational Investment

      By: Nava Ashraf, Natalie Bau, Corinne Low and Kathleen McGinn
      Using a randomized control trial, we examine whether offering adolescent girls nonmaterial resources—specifically, negotiation skills—can improve educational outcomes in a low-income country. In so doing, we provide the first evidence on the effects of an intervention... View Details
      Keywords: Negotiation; Competency and Skills; Training; Age; Gender; Education; Investment; Outcome or Result; Developing Countries and Economies
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      Ashraf, Nava, Natalie Bau, Corinne Low, and Kathleen McGinn. "Negotiating a Better Future: How Interpersonal Skills Facilitate Inter-Generational Investment." Quarterly Journal of Economics 135, no. 2 (May 2020): 1095–1151.
      • May–June 2020
      • Article

      The Agenda for the Next Generation of Health Care Information Technology

      By: Thomas W. Feeley, Zachary Landman and Michael E. Porter
      As the diffusion of value-based health care efforts accelerates globally, the need for interoperable information technology systems that support value-based care is essential. Such systems are needed to facilitate dramatic improvements in patient outcomes and... View Details
      Keywords: Value-based Health Care; Health Care and Treatment; Information Technology; Integration; Performance Improvement; Performance Efficiency
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      Feeley, Thomas W., Zachary Landman, and Michael E. Porter. "The Agenda for the Next Generation of Health Care Information Technology." NEJM Catalyst Innovations in Care Delivery 1, no. 3 (May–June 2020).
      • Article

      Human Capital and the Future of Work: Implications for Investors and ESG Integration

      By: Sakis Kotsantonis and George Serafeim
      Human capital development (HCD) is a key consideration for most companies, but only recently have investors focused on understanding the risks and opportunities related to human capital with the emergence of environmental, social, and governance (ESG) investment... View Details
      Keywords: Future Of Work; ESG; Employee Engagement; Employee Compensation; Human Capital; Human Resources; Employees; Compensation and Benefits; Wages
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      Kotsantonis, Sakis, and George Serafeim. "Human Capital and the Future of Work: Implications for Investors and ESG Integration." Journal of Financial Transformation 51 (April 2020): 115–130.
      • 2021
      • Working Paper

      Hunting for Talent: Firm-Driven Labor Market Search in the United States

      By: Ines Black, Sharique Hasan and Rembrand Koning
      This article analyzes the phenomenon of firm-driven labor market search—or outbound recruiting—where recruiters are increasingly “hunting for talent” rather than passively relying on workers to search for and apply to job vacancies. Our research methodology leverages... View Details
      Keywords: Hiring; Referrals; Outbound Recruiting; Labor Markets; Selection and Staffing; Networks; Recruitment; Strategy; United States
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      Black, Ines, Sharique Hasan, and Rembrand Koning. "Hunting for Talent: Firm-Driven Labor Market Search in the United States." SSRN Working Paper Series, No. 3576498, September 2021.
      • March 30, 2020
      • Article

      Why Is the U.S. Behind on Coronavirus Testing?

      By: Stefan Thomke
      Coronavirus testing is needed to address the uncertainty in making decisions about patient treatment, resource allocation, policy, and so much more. Answers to questions such as “When should we relax social distancing measures—and for whom?” or “How many ventilators... View Details
      Keywords: Testing; Coronavirus; Culture; Trump; Data; Experiments; Health Pandemics; Health Testing and Trials; Government and Politics; United States
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      Thomke, Stefan. "Why Is the U.S. Behind on Coronavirus Testing?" Harvard Business Review Digital Articles (March 30, 2020).
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