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- March 2024
- Teaching Note
Safecast: Bootstrapping Human Capital to Big Data
By: Ethan Bernstein
Teaching Note for HBS Case No. 419-033. View Details
- 2024
- Working Paper
Bootstrap Diagnostics for Irregular Estimators
By: Isaiah Andrews and Jesse M. Shapiro
Empirical researchers frequently rely on normal approximations in order to summarize and communicate uncertainty about their findings to their scientific audience. When such approximations are unreliable, they can lead the audience to make misguided decisions. We... View Details
Andrews, Isaiah, and Jesse M. Shapiro. "Bootstrap Diagnostics for Irregular Estimators." NBER Working Paper Series, No. 32038, January 2024.
- July–August 2023
- Article
Investing in Growth Through Uncertainty
By: Ranjay Gulati
When faced with disruptions and downturns, many leaders and companies instinctively focus on cutting costs to maintain profitability. But some identify opportunities and then take thoughtful action to emerge from crisis even stronger. That means not only planning for... View Details
Gulati, Ranjay. "Investing in Growth Through Uncertainty." Harvard Business Review 101, no. 4 (July–August 2023): 36–42.
- November 2022 (Revised October 2024)
- Case
'A Marshall Plan for Africa': James Mwangi and Equity Group Holdings
By: Caroline M. Elkins, Debora L. Spar, Zeke Gillman and Julia M. Comeau
Financial Inclusion. Dignity. Trust. These were the core principles driving James Mwangi’s transformation of Equity Building Society, insolvent in 1991, into what is, today, Equity Group Holdings, East and Central Africa’s largest retail banking institution. Raised in... View Details
Elkins, Caroline M., Debora L. Spar, Zeke Gillman, and Julia M. Comeau. "'A Marshall Plan for Africa': James Mwangi and Equity Group Holdings." Harvard Business School Case 323-048, November 2022. (Revised October 2024.)
- August 2022 (Revised November 2024)
- Case
Sweet Teez Bakery: Projecting the Dough’s Rise
By: Emily R. McComb, Mel Martin and Amy Klopfenstein
In 2021, the HBS Impact Investment Fund student team met with entrepreneur Teresa Maynard, who had applied for a $25,000 impact investment loan. The students thought the former Harvard Data Scientist’s bakery business, Sweet Teez Bakery, showed promise. Maynard had... View Details
Keywords: Impact Investment; Entrepreneurship; Social Entrepreneurship; Finance; Investment; Goods and Commodities; Financial Reporting; Small Business; Food and Beverage Industry; United States; Massachusetts
McComb, Emily R., Mel Martin, and Amy Klopfenstein. "Sweet Teez Bakery: Projecting the Dough’s Rise." Harvard Business School Case 223-004, August 2022. (Revised November 2024.)
- August 2022
- Supplement
Sweet Teez Bakery: Projecting the Dough’s Rise Financial Supplement
By: Emily R. McComb, Mel Martin and Amy Klopfenstein
Abstract: In 2021, the HBS Impact Investment Fund student team met with entrepreneur Teresa Maynard, who had applied for a $25,000 impact investment loan. The students thought the former Harvard Data Scientist’s bakery business, Sweet Teez Bakery, showed promise.... View Details
- August 2022 (Revised November 2022)
- Case
Altos Ventures (A)
By: Jo Tango and Alys Ferragamo
In December 2012, Altos Ventures General Partners Han Kim, Anthony Lee, and Ho Nam met to discuss the future of the firm. Altos had already adjusted its strategy multiple times. It began as a U.S.-focused venture capital investor whose first two funds were backed by a... View Details
Tango, Jo, and Alys Ferragamo. "Altos Ventures (A)." Harvard Business School Case 823-035, August 2022. (Revised November 2022.)
- March 2022 (Revised October 2022)
- Teaching Note
On the Bubble: Startup Bootstrapping
By: Jeffrey J. Bussgang and Tom Quinn
This teaching note accompanies the case “On the Bubble: Startup Bootstrapping.” (HBS No. 822-033) View Details
- March 2022 (Revised February 2023)
- Case
Sunōmi Switchel: Time to Switch?
By: Lindsay N. Hyde, Shani Carter McKinney and Alexandra Horvitz
Nicole Blank has bootstrapped her functional beverage company, Sunōmi Switchel, to contracts with leading grocery retailers. She is now faced with a series of choices for if and how to continue to grow the business. View Details
Keywords: Startup; Start-up; Startup Management; Burnout; Entrepreneur; Entrepreneurial Journey; Bootstrap; Entrepreneurship; Growth and Development Strategy; Business Startups; Crisis Management; Financial Condition; Retail Industry; Food and Beverage Industry; District of Columbia
Hyde, Lindsay N., Shani Carter McKinney, and Alexandra Horvitz. "Sunōmi Switchel: Time to Switch?" Harvard Business School Case 822-078, March 2022. (Revised February 2023.)
- September 2021 (Revised December 2023)
- Case
On the Bubble: Startup Bootstrapping
By: Jeffrey J. Bussgang, Tom Quinn and Annelena Lobb
Bubble was a software company in the low-code/no-code market, making tools that allowed users without traditional programming backgrounds or technical skills to build software. The case covers cofounder Joshua Haas’s engineering background, as he experienced a high... View Details
Keywords: Business Startups; Business Growth and Maturation; Business Model; Business Plan; Disruption; Transformation; Trends; Customer Focus and Relationships; Customer Relationship Management; Cost vs Benefits; Decisions; Entrepreneurship; Venture Capital; Equity; Executive Compensation; Recruitment; Selection and Staffing; Disruptive Innovation; Technological Innovation; Job Interviews; Growth and Development Strategy; Ownership Stake; Opportunities; Applications and Software; Technology Adoption; Technology Industry; Web Services Industry; New York (city, NY); California; France
Bussgang, Jeffrey J., Tom Quinn, and Annelena Lobb. "On the Bubble: Startup Bootstrapping." Harvard Business School Case 822-033, September 2021. (Revised December 2023.)
- October 2018 (Revised August 2023)
- Case
Safecast: Bootstrapping Human Capital to Big Data
By: Ethan Bernstein and Stephanie Marton
On March 11, 2011, at 2:46pm, a 9.1-on-the-Richter-scale, six-minute long earthquake unleashed a tsunami that ravaged the Tohoku region of Japan, damaging the Fukushima Daiichi Nuclear Power facility and releasing sufficient radioactive material into the air and ocean... View Details
Keywords: Citizen Science; Creative Commons; Open Data; Open Architecture; Volunteer-based Organization; Fukushima Daiichi Nuclear Power Facility; 311; Nuclear; Radiation; Crowdsourcing; Bgeigie; Geiger Counters; Kickstarter; Sustainability; Sustainable Business And Innovation; Design; Energy Generation; Social Entrepreneurship; Human Capital; Innovation and Invention; Crisis Management; Organizational Structure; Organizational Design; Information Technology; Business Model; Energy Industry; Technology Industry; Japan; North and Central America; Europe
Bernstein, Ethan, and Stephanie Marton. "Safecast: Bootstrapping Human Capital to Big Data." Harvard Business School Case 419-033, October 2018. (Revised August 2023.)
- March 2018
- Article
Polluted Morality: Air Pollution Predicts Criminal Activity and Unethical Behavior
By: Jackson G. Lu, Julia J. Lee, F. Gino and Adam D. Galinsky
Air pollution is a serious problem that influences billions of people globally. Although the health and environmental costs of air pollution are well known, the present research investigates its ethical costs. We propose that air pollution can increase criminal and... View Details
Lu, Jackson G., Julia J. Lee, F. Gino, and Adam D. Galinsky. "Polluted Morality: Air Pollution Predicts Criminal Activity and Unethical Behavior." Psychological Science 29, no. 3 (March 2018): 340–355.
- October 2017 (Revised November 2017)
- Case
Lovepop
By: Robert F. White, Ramana Nanda and Olivia Hull
As they prepare to graduate from Harvard Business School, the co-founders of greeting card company startup Lovepop need capital to cover the company’s operating costs and must choose between two seed financing offers. One offer is from an angel group and the other from... View Details
Keywords: Accelerator; Incubator; Seed Financing; Convertible Debt; Entrepreneurship; Venture Capital; Financing and Loans; Borrowing and Debt; Growth and Development Strategy; Valuation; Consumer Products Industry; Retail Industry; Boston; Massachusetts; United States
White, Robert F., Ramana Nanda, and Olivia Hull. "Lovepop." Harvard Business School Case 818-015, October 2017. (Revised November 2017.)
- October 2016 (Revised October 2023)
- Case
Bootstrapping at Lightricks
By: Robert White, Jeffrey J. Bussgang and Christine Snively
By August 2015, two-year-old mobile imaging software startup Lightricks had developed and released two best-selling paid mobile apps, grown to a team of 30, earned a revenue run rate of nearly $10 million, and achieved modest profitability. The bootstrapped company had... View Details
Keywords: Business Startup; Information Technology; Internet and the Web; Entrepreneurship; Mobile and Wireless Technology; Information Infrastructure; Business Startups; Digital Marketing; Finance; Strategy; Technology Industry; Israel
White, Robert, Jeffrey J. Bussgang, and Christine Snively. "Bootstrapping at Lightricks." Harvard Business School Case 817-051, October 2016. (Revised October 2023.)
- 2014
- Other Teaching and Training Material
Entrepreneurship Reading: Financing Entrepreneurial Ventures
By: William R. Kerr, Ramana Nanda and James McQuade
"Financing Entrepreneurial Ventures" introduces students to the key issues involved in the financing of entrepreneurial enterprises. The Reading begins by examining how business models shape external financing requirements. It then contrasts the choice to bootstrap... View Details
Kerr, William R., Ramana Nanda, and James McQuade. "Entrepreneurship Reading: Financing Entrepreneurial Ventures." Core Curriculum Readings Series. Harvard Business Publishing 8072, 2014.
- February 2013
- Case
18 Months in a Startup: Zaggora.com
By: Tom Nicholas
The founders of Zaggora reflected back on a tumultuous year-and-a-half in which they had generated, from just $40,000 in personal savings, a multi-million dollar sportswear enterprise selling Hotpants to women. These were hotpants not of the 1960s hipster variety, but... View Details
Keywords: Internet and the Web; Growth Management; Problems and Challenges; Business Startups; Brands and Branding; Innovation and Invention; Corporate Finance; Apparel and Accessories Industry; Sports Industry
Nicholas, Tom. "18 Months in a Startup: Zaggora.com." Harvard Business School Case 813-140, February 2013.
- January 2013
- Case
MuMaté
By: Thomas Eisenmann and Alex Godden
MuMaté, a fictional cult beverage company, requires capital to fund national expansion. Its cofounders, who have bootstrapped to this point, are now negotiating with venture capital firms to raise a $3 million funding round. The case describes MuMaté's inception, early... View Details
- January 2013 (Revised March 2013)
- Supplement
MuMaté (B-1): Confidential for Maxwell
By: Thomas R. Eisenmann and Alex Godden
MuMaté, a fictional cult beverage company, requires capital to fund national expansion. Its cofounders, who have bootstrapped to this point, are now negotiating with venture capital firms to raise a $3 million funding round. The case describes MuMaté's inception, early... View Details
Keywords: Venture Capital; Expansion; Negotiation; Valuation; Entrepreneurship; Food and Beverage Industry
Eisenmann, Thomas R., and Alex Godden. "MuMaté (B-1): Confidential for Maxwell." Harvard Business School Supplement 813-149, January 2013. (Revised March 2013.)
- January 2013 (Revised March 2013)
- Supplement
MuMaté (B-2): Confidential for Cantor
By: Thomas R. Eisenmann and Alex Godden
MuMaté, a fictional cult beverage company, requires capital to fund national expansion. Its cofounders, who have bootstrapped to this point, are now negotiating with venture capital firms to raise a $3 million funding round. The case describes MuMaté's inception, early... View Details
Keywords: Venture Capital; Expansion; Negotiation; Valuation; Entrepreneurship; Food and Beverage Industry
Eisenmann, Thomas R., and Alex Godden. "MuMaté (B-2): Confidential for Cantor." Harvard Business School Supplement 813-150, January 2013. (Revised March 2013.)
- August 2006
- Article
Confidence Intervals for Probabilities of Default
By: Samuel G. Hanson and Til Schuermann
In this paper we conduct a systematic comparison of confidence intervals around estimated probabilities of default (PD) using several analytical approaches as well as parametric and nonparametric bootstrap methods. We do so for two different PD estimation... View Details
Hanson, Samuel G., and Til Schuermann. "Confidence Intervals for Probabilities of Default." Journal of Banking & Finance 30, no. 8 (August 2006).