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Following a report by the Premier’s Advisory Council on Government Assets in 2015, the sale of beverage alcohol products in Ontario was deregulated: in 2016, 60 grocery stores were licensed to sell beer and cider to consumers. The intention was for up to 450 grocery stores to eventually sell beer and cider products, and for 300 of these stores to also sell wine. The move to deregulate the industry was contentious; the province generated substantial tax revenues from its provincially owned liquor stores, and many stakeholders had concerns about expanding the availability of alcohol. <br><br><br><br>Retailers, policy-makers, and consumers faced questions about the role of regulation in a market. The provincial government had been trying to achieve specific historic and public-welfare goals by regulating the sale of alcohol and taxing sales of this controlled substance. Policy-makers needed to consider the impact of deregulation on health care and on tax revenues. Independent grocers wondered whether substituting their current products with beverage alcohol products would boost their overall income; they also wondered what future restrictions the government would place on the sale of beverage alcohol products. The impact of this regulation was felt by consumers and by industry players, including retail stores, restaurants, and alcoholic beverage manufacturers.

Gathering the evidence required to back up a corporate claim has always been important, but the case for effective evidence gathering has never been greater than today. Unfortunately, while the data that organizations ordinarily collect can be useful, it is often insufficient to answer relevant questions. In other words, the evidence required typically isn’t ready to be analyzed and often must be developed using real-world experimentation. This paper examines how businesses can perform randomized controlled trials. To help you conduct better testing for your own business, we also address three questions: What if you can’t run a randomized controlled trial in a lab? Which organizations should conduct tests? How should you conduct your testing? The potential for confusing correlation and causation only becomes greater in a world of big data. Determine if an outcome is significant by using a simple statistical test such as the T-test, and specify your required level of significance before running the test. One way to achieve the best of both worlds is to use a field experiment—an experiment run in the real world but with as many confounding influences as possible removed. Although messier than lab tests, field experiments inspire greater confidence that the results will be relevant. Whenever it is feasible to randomize what you offer your customers, you have the potential to gain a better idea of what works best. Testing can save your organization money, make your actions more effective, and improve outcomes for your customers.

In the summer of 2016, PepsiCo Beverages Canada faced a choice: whether to launch its new product, organic Gatorade, in Canada. Only a few months previously, PepsiCo North America Beverages' chief executive officer had announced a company-wide initiative that was designed to offer consumers a greater variety of healthier products. Would such a product ultimately make PepsiCo more competitive in the Canadian market in light of recent trends that emphasized healthy options? Did Canadian consumers want organic Gatorade? PepsiCo also had to keep in mind its long-standing competition with The Coca-Cola Company, and decide how that would affect its strategic choices.

In the summer of 2016, PepsiCo Beverages Canada faced a choice: whether to launch its new product, organic Gatorade, in Canada. Only a few months previously, PepsiCo North America Beverages’ chief executive officer had announced a company-wide initiative that was designed to offer consumers a greater variety of healthier products. Would such a product ultimately make PepsiCo more competitive in the Canadian market in light of recent trends that emphasized healthy options? Did Canadian consumers want organic Gatorade? PepsiCo also had to keep in mind its long-standing competition with The Coca-Cola Company, and decide how that would affect its strategic choices.

market share, net promoter score, the value of a "like,"customer lifetime value, and return on investment. They conducted interviews with marketers and administered formal surveys to managers. They found that popular marketing metrics are regularly misunderstood and misused. The authors'goal is to encourage appropriate and consistent use of popular marketing metrics. Market Share: If the aim is to maximize the returns to shareholders, the authors argue, increased market share offers no benefit unless it eventually generates profits. Still, in a survey the authors conducted, they found that more marketing managers prioritized maximizing market share than prioritized maximizing profitability. Although, they note, companies with superior products tend to have high market share and high profitability, this does not necessarily mean that increasing market share will increase profits. Using market share as a metric of success simply because other marketers do it can be counterproductive. Net Promoter Score: Companies in a variety of industries have embraced net promoter score as a way to monitor their customer service operations. One of NPS's strongest selling points, the authors write, is its simplicity: It's easy for managers and employees to understand the goal of having more promoters and fewer detractors. However, they note weaknesses in how the theory has been presented to managers. Value of a "Like"The authors caution that managers shouldn't automatically assume that differences in value between social media fans and nonfans are caused by social media marketing activity. When there are differences, managers need to investigate whether they existed prior to the social media marketing effort. Customer Lifetime Value: Marketers often use CLV to help them decide whom to target in acquisition campaigns.

User-generated content, such as online product reviews, is a valuable source of consumer insight. Such unstructured big data is generated in real-time, is easily accessed, and contains messages consumers want managers to hear. Analyzing such data has potential to revolutionize market research and competitive analysis, but how can the messages be extracted? How can the vast amount of data be condensed into insights to help steer businesses' strategy? We describe a nonproprietary technique that can be applied by anyone with statistical training. Latent Dirichlet Allocation (LDA) can analyze huge amounts of text and describe the content as focusing on unseen attributes in a specific weighting. For example, a review of a graphic novel might be analyzed to focus 70% on the story line and 30% on the graphics. Aggregating the content from numerous consumers allows us to understand what is, collectively, on consumers' minds, and from this we can infer what consumers care about. We can even highlight which attributes are seen positively or negatively. The value of this technique extends well beyond the CMO's office as LDA can map the relative strategic positions of competitors where they matter most: in the minds of consumers.

Excel spreadsheet for students.

Kelsey, a newly minted MBA hired by a firm that provides analysis of companies, has been given a task to present an assessment of six very different firms described by her manager as “retailers.” She has been given the performance details of these companies and is expected to quickly analyze the metrics related to the firms’ performance, such as return on assets, inventory turns and staff productivity. Her manager also wants her to assess and compare the six firms more broadly. Which firm should Kelsey recommend investing in?

Excel spreadsheet for instructors.

In the fall of 2014, the Alibaba Group, an e-commerce company that operates domestic and international marketplaces and provides Internet-based services from its headquarters in Hangzhou, China, startled the world with its record-breaking initial public offering on the New York Stock Exchange. The company’s business plan differs from other major Internet companies such as Amazon and eBay by its strategies that are tailored to the particular circumstances of the Chinese economy and Chinese consumers. Now, the executive team has set its sights on achieving the next big thing — developing its online-to-offline business, a market sector estimated to be worth a trillion dollars in the age of the mobile Internet. However, the company faces stiff competition from Tencent, the other Internet titan in China. How can Alibaba integrate online and offline activities to increase sales and improve the consumer’s experience — and, therefore, improve its own bottom line?

An executive at Freezer Foods, a manufacturer of ready-to-eat frozen meals, has just been told by a major customer, a retail supermarket chain, that it wants one of its two suppliers of frozen food to take over as category captain. A category captain is a third party, usually a manufacturer, who manages a category of goods for a retailer. The executive needs to think through the objectives of category captaincy from the retailer’s perspective and develop an attractive bid to win the category captaincy. In doing so, the executive develops an opinion on the benefits and challenges associated with category captaincy from the point of view of four parties: the retailer, the winning category captain, the manufacturer whose rival becomes the category captain, and consumers.

As the ride-sharing app, Uber, expands into China, it is confronted by government regulatory concerns and local competition, while also facing opportunities generated by a fast-growing emerging market and aided by local collaborators. Uber endeavours to take the lead in the market, but, as the newcomer, it needs to make many decisions. The case study highlights China’s online chauffeuring market and the challenges facing Uber. As students attempt to develop a feasible plan for Uber to succeed, they will review Uber’s service offering and the strategies that both Uber and its competitors have adopted. The case also explores other opportunities and challenges that Uber faces as the company works with local businesses and government responses toward the new business sector.

As the ride-sharing app, Uber, expands into China, it is confronted by government regulatory concerns and local competition, while also facing opportunities generated by a fast-growing emerging market and aided by local collaborators. Uber endeavours to take the lead in the market, but, as the newcomer, it needs to make many decisions. The case study highlights China's online chauffeuring market and the challenges facing Uber. As students attempt to develop a feasible plan for Uber to succeed, they will review Uber's service offering and the strategies that both Uber and its competitors have adopted. The case also explores other opportunities and challenges that Uber faces as the company works with local businesses and government responses toward the new business sector.

A young analyst decides to collect Twitter data to better understand who is promoting the Net Promoter matrix on the social media site in late July 2015. How widely is the metric mentioned and how much of the dialogue involves conversations rather than tweets being sent as general broadcast messages? He considers the social network of these users, their relationships and the network as a whole to create a network graph and wonders what he can do to improve the way it can be viewed and understood.

Excel spreadsheet for students.

A young analyst decides to collect Twitter data to better understand who is promoting the Net Promoter matrix on the social media site in late July 2015. How widely is the metric mentioned and how much of the dialogue involves conversations rather than tweets being sent as general broadcast messages? He considers the social network of these users, their relationships and the network as a whole to create a network graph and wonders what he can do to improve the way it can be viewed and understood.

Excel spreadsheet for students.

Kelsey, a newly minted MBA hired by a firm that provides analysis of companies, has been given a task to present an assessment of six very different firms described by her manager as "retailers." She has been given the performance details of these companies and is expected to quickly analyze the metrics related to the firms' performance, such as return on assets, inventory turns and staff productivity. Her manager also wants her to assess and compare the six firms more broadly. Which firm should Kelsey recommend investing in?

Spreadsheet for case W14258.