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This data set is a supplement to the People Analytics at Teach For America (A) case.

As of mid-2016, national nonprofit Teach For America (TFA) had struggled with three consecutive years of declining application totals, and senior management was re-examining the organization's strategy, including recruitment and selection. A few months earlier, former TFA corps member Michael Metzger had spearheaded the launch of a predictive analytics team responsible for integrating strategy across TFA's recruitment and admissions continuum. Metzger believed that predictive analytics could help address TFA's recruitment and admissions challenges. Now, TFA's senior management wanted Metzger and his team to put their data models to the test. From a data modeling standpoint, what variables and models should TFA consider as it began a new recruitment season, and more generally, how heavily should TFA rely on predictive models to reverse the negative trends?

In the lead-up to the 2016 Rio Summer Olympics, the coach of the Canadian men's volleyball team needed to make a final decision about the team's composition. Although the core eight players had already been selected, the difficult decisions involved choosing the supporting cast of four players from a list of seven players being considered. His decision would directly impact the team's performance at the Olympics but would also leave an imprint on the men's volleyball program, and would change the lives of the athletes. How could the coach ensure he made the most appropriate selection decision?

Calgary's city manager sought to build stronger relationships with the community to attract development and retain investment in the city. He knew that implementing the Proximity Initiative guidelines, a collaborative effort between the Railway Association of Canada and the Federation of Canadian Municipalities, while intended to limit potential safety risks in the case of a derailment or volume release, would simultaneously limit urban development opportunities, particularly within the downtown. The guidelines did not consider the balance of public safety with economic diversification so specific to Calgary's context. The manager had to consider an appropriate solution for his city.

Despite the hierarchical power structures in the military and government, as they reach more senior levels, leaders routinely operate in peer-to-peer teams. These environments require the ability to negotiate complex group dynamics-a skill which often goes undeveloped in typical hierarchies. Groups that succeed over time have three things in common: (1) they meet their performance goals, (2) their members feel satisfied that they are learning/benefiting from being a part of the team, and (3) the process the team uses to collaborate sets it up for future success. Recent research, however, suggests that only about 25% of teams meet these criteria. The rest of the teams typically experience less-than-ideal processes and a decline in performance and/or satisfaction. This technical note explores what goes wrong with teams, the ways in which conflict can both help and hurt a team, and how a team can harness the benefits and limit the liabilities of conflict.

In September 2008, Robert Steel presided over the sale of Wachovia, a top U.S. bank, less than three months after becoming its CEO. Wachovia's exposure to risky home loans led depositors and creditors to flee the bank on Friday, September 26, after the FDIC seized and sold a smaller bank with similar exposure, whose collapse nonetheless made it the biggest bank failure in U.S. history. Faced with Wachovia's impending bankruptcy, the FDIC intervened again, voting on Monday, September 29 to sell Wachovia's retail bank to Citigroup for $1 a share. Three days later, Wells Fargo offered $7 a share for all of Wachovia. Steel needed to decide whether to honor the terms of the deal and exclusivity agreement already sketched out with Citigroup or to approve a definitive merger agreement with Wells Fargo.

Supplement to case 418055. In September 2008, Robert Steel presided over the sale of Wachovia, a top U.S. bank, less than three months after becoming its CEO. Wachovia's exposure to risky home loans led depositors and creditors to flee the bank on Friday, September 26, after the FDIC seized and sold a smaller bank with similar exposure, whose collapse nonetheless made it the biggest bank failure in U.S. history. Faced with Wachovia's impending bankruptcy, the FDIC intervened again, voting on Monday, September 29 to sell Wachovia's retail bank to Citigroup for $1 a share. Three days later, Wells Fargo offered $7 a share for all of Wachovia. Steel needed to decide whether to honor the terms of the deal and exclusivity agreement already sketched out with Citigroup or to approve a definitive merger agreement with Wells Fargo.

On February 1, 2013, the managing director of software development firm SYIT, sat in his office and gathered his thoughts on his new organization. Based in Islamabad, Pakistan, SYIT was a new entrant in the offshore software development industry. Its managing director had expended months of effort to move the entire project team from his previous employer to his newly formed company, but the real challenge lay ahead. SYIT needed to reduce the cultural gap between its team and its primary client, one of Denmark's largest publishing houses. The managing director's ultimate goal was to create an organization that was flexible and innovative-like the European clients that he wanted to continue to attract. How could he implement a strong company culture to ensure that all employees projected one consistent and effective working style across SYIT's different projects and clients?

This case discusses the question of the inheritance of power and entrepreneurial spirit in the family run Xinjiang Yier High Technique Agriculture Company and its wine brand and subsidiary Xinjiang Xiangdu Winery Co. Ltd. (Xiangdu). In 1998, the company's founder took her family to break new ground for growing grapes in the vast expanse of the Gobi Desert. In 2002, she founded Xiangdu, and the company's focus gradually shifted from grape growing to wine making and upgrading the grape processing infrastructure. In June 2016, having reached age 65, the founder called a senior management meeting to discuss a number of challenges that Xiangdu was facing. After her departure, could Xiangdu continue to achieve great success? Should the founder fulfill her husband's last wish to make Xiangdu a public company? How should Xiangdu move forward?

A private equity-backed fast food chain has hired McKinsey's new People Analytics group to help it improve performance. As the final client workshop approaches, Associate Partner Alex DiLeonardo ponders the best way to present the team's findings, especially those that conflict with the client executives' long-held intuitions. If successful, the project would help People Analytics build its reputation both internally and with clients. But to be successful, DiLeonardo knows his team must convince the client that their results are credible and actionable. In addition to discussing the specifics of the fast food project, the case also provides an overview of the people analytics field more broadly through the lens of McKinsey's client portfolio.

Kalpana Sankar, was working with community-based initiatives, using a five-pillar approach. The approach is an intricate interconnection between a problem and its connection with the society. One of the pillars is provision of financial services to augment livelihoods. As she moves ahead, the financial services grow faster than other pillars. The ecosystem for inclusive finance has also changed; other initiatives dictate the rules of the game. Kalpana's path is of development with community involvement and ownership. This militates against rapid growth. The case explores the dilemma of ideology lead inclusive initiative stagnating, with growth opportunities appearing in a market based model. So, is it the ideology-mission model or a market-led model?

In the Newstar Magazine exercise, participants are assigned one of three roles-managing editor, publisher, or board chair-and provided with information about personnel difficulties that have emerged at the independent Canadian magazine. The organization is small, financially strapped, and conflict has appeared within the magazine's leadership. The objective of the exercise is to understand the source of this conflict and ultimately to resolve it. Use with 9B17C051 and 9B17C052.

In the Newstar Magazine exercise, participants are assigned one of three roles-managing editor, publisher, or board chair-and provided with information about personnel difficulties that have emerged at the independent Canadian magazine. The organization is small, financially strapped, and conflict has appeared within the magazine's leadership. The objective of the exercise is to understand the source of this conflict and ultimately to resolve it. Use with 9B17C050 and 9B17C052.

In the Newstar Magazine exercise, participants are assigned one of three roles-managing editor, publisher, or board chair-and provided with information about personnel difficulties that have emerged at the independent Canadian magazine. The organization is small, financially strapped, and conflict has appeared within the magazine's leadership. The objective of the exercise is to understand the source of this conflict and ultimately to resolve it. Use with 9B17C050 and 9B17C051.

It was September 2009 when 21-year-old entrepreneur Lu Chengdui first considered entering the partnership that led to his becoming the chairman and general manager of Wenzhou Cijueshi Science and Technology Co. Ltd. (Cijueshi) in Zhejiang Province, China. Lu started his entrepreneurial efforts when he was in college; he became a serial entrepreneur and achieved great performance. His story drew the attention of both the media and the public. Lu was known for his perseverance and his courage in overcoming difficulties and pursuing his dreams for success. He was a role model for college students who wanted to be entrepreneurs. As he considered a possible involvement in Cijueshi, a company that specialized in developing, selling, and repairing pottery and porcelain, Lu wondered about entering a business in a field where he had no practical experience. What had made him so confident in his previous entrepreneurial success? How had he motivated himself to realize his entrepreneurial targets? He looked back at his entrepreneurial experiences to date to find answers to these questions and motivation for this new endeavour.

John Bonforte, the owner and president of Monmouth Rubber & Plastics, a small private rubber manufacturing company in Long Branch, New Jersey, needed to decide whether to accept an offer from a potential buyer for the business. Monmouth had been a successful company with a strong family culture since John founded it in 1964, but now in 2008 there were a number of factors that gave him reason for concern and to consider whether it was time to sell. The world economy was showing signs of slowing down. Other rubber manufacturers were forced to close down. The long term sales forecast for Monmouth was not promising. Further, the city of Long Branch, which had been in decline for years, had established a redevelopment zone for the oceanfront and its adjacent neighborhoods in 1996. The city determined that it would invoke eminent domain for properties within the redevelopment zone in need of improvement. The private homeowners and commercial business owners who were located in the designated area, including Monmouth Rubber, were compelled to negotiate with a property developer that had been contracted by the city. Many property owners refused to sell, and the case was on appeal with the New Jersey Superior Court. This created significant uncertainty surrounding Monmouth Rubber's ability to remain in its current location. At 67, John could sell the business and retire. Although his son, John Jr., had been employed by Monmouth for several years and was the firm's sales manager, there was no formal succession plan. John Jr., however, had expressed an interest in taking over the business. With a lucrative offer on the table, John needed to consider the changing competitive landscape for the industry, the weakened economic conditions, and the eminent domain. This case is suitable for courses in family business management, and it can be especially useful as an introductory case or as a second case.

This is an MIT Sloan Management Review article. The goal of this article, according to the authors, is to help managers understand several key work design principles that undergird not only agile practices in software but also Toyota Motor Corp.'s well-known production system. Understanding these underlying work design principles -through a framework the authors call dynamic work design -enables managers to create work processes in their own organizations that are both more flexible and more efficient. Traditionally, an academic theory known as contingency theory has suggested that if work consists of well-defined tasks (for example, assembling components), then it is best to organize it serially, like a factory assembly line. Conversely, if work is highly ambiguous and requires ongoing interaction (for example, designing new products), then it is best organized collaboratively. The authors argue that this approach to work design is not entirely satisfying for two reasons. First, it describes an unpalatable trade-off: Work done using a serial factory design isn't very flexible, making it hard to adapt to changes in external conditions, and work done using the collaborative approach often isn't very efficient. Second, few types of work perfectly fit the archetype of well-defined or ambiguous work. The authors instead advocate a dynamic approach to process and organizational design that transcends the serial versus collaborative work framework by creating mechanisms for moving between the two basic ways of organizing work at appropriate intervals. By identifying mechanisms to cycle back and forth between well-defined factory-style tasks and collaborative modes when appropriate, managers can considerably reduce the trade-off between efficiency and adaptability. For example, work on Toyota assembly lines is the epitome of the serial, mechanistic work design, and tasks are precisely specified. But sometimes things go awry.

In late 2014, the deputy minister of Ukraine's Ministry of Defence joined the public service, six months after Ukraine's revolution and change of government. He joined the ministry as part of the new government's attempt to reform a bureaucracy crippled by corruption, inefficiencies, and dysfunction. In six months, he had already made notable changes. However, by March 2015, the changes were not resulting in better outcomes where they were urgently needed-in the eastern regions, supporting a tactically and logistically crippled military that was resisting Russian attempts at incursion. What more could the deputy minister do to initiate and lead change?

In January 2016, the executive director of Canada's Stratford Festival, one of North America's largest repertory theatre companies, was considering the festival's long-term outlook and the role the organization played in the community. The 2015 season had been successful, and she would be able to report a small surplus to the board at the upcoming annual general meeting. But the long-term outlook wasn't as secure. Annual attendance had dropped below previous levels of more than 500,000, which was the attendance needed to ensure long-term operational sustainability. The festival had returned to its creative roots during a period when the Canadian dollar had been in decline, but it had not been enough to ensure that the organization would survive its next economic tempest. The festival needed a long-term, innovative strategy to generate sustainable growth and strengthen it sufficiently to weather future economic downturns and exchange rate fluctuations.

In March 2017, Ajay Maharaj Bachulal was starting his new position as plant manager at SABMiller plc's (SABMiller's) plant in Polokwane, South Africa. Bachulal had successfully led change at the company's brewery in another province, and he hoped to be as successful at the new plant. His dilemma was how to approach the workforce in Polokwane, and how to adapt to and make changes within the culture specific to that plant. While both plants adhered to SABMiller's system, policies, and procedures, Bachulal sensed that the approach of each plant to work and life was different. How would Bachulal's own leadership development process, and his efforts to change culture by empowering lower level employees in Polokwane, help him in a different province with distinct ethnic compositions, languages, and cultures?