Debapratim Pukayastha of ICFAI Business School in India topped the Case Centre’s list of the world’s top case studies for the sixth straight year. Sadly, Pukayastha passed away in May from Covid-19.
Harvard Business School, which invented both the first MBA program and the business case method, remains king of the case study 100 years later, according to the latest international ranking of case authors.
The Case Centre, a nonprofit that distributes the largest collection of management case studies to business schools across the world, today (October 25) unveiled its 2020-21 Top 50 Bestselling Case Authors. HBS had more case authors (nine) on the list than any other business school. However, ICFAI Business School in India was close behind with seven authors, including all three top individual spots. INSEAD had four authors in the top 10, while Harvard has two top-10 authors.
Case studies, which use real-life problems faced by business executives, are still one of the most widely used education tools for MBA students across the globe. More than 8,800 faculty are registered as authors with The Case Centre. This year’s list of best-selling cases includes each author’s top-selling cases — and though MBA students may not recognize the names of a case study’s author, the titles are more likely ring a bell.
Debapratim Pukayastha of ICFAI Business School (IBS) in India topped the Case Centre’s list of bestselling authors for the sixth straight year. He has earned the distinction every year since the Case Centre began issuing yearly awards for case writing. But this year’s award was a bittersweet honor, as Pukayastha passed away in May from Covid-19.
“Selling over 100,000 copies from an extensive back catalogue of cases since the list was introduced in 2016, Debapratim’s undoubted impact on the case method and management education will live on for years through the many case authors and teachers he has inspired,” the Case Centre announced, “and the vast number of students whose education has been enhanced by learning through his cases.”
Among Pukayastha’s best-selling cases are an examination of safety lapses at a BP oil refinery in Texas City that led to one of the most serious workplace accidents in U.S. history; a case looking at Netflix’s leveraging of Big Data to predict hits; and a case examining how Procter & Gamble develops new products. Besides his annual plaudits for bestselling case, he also won the Case Centre’s Outstanding Contribution to the Case Method Award in 2015, 2018, and 2019.
“I believe that one can be a good teacher without being a good case writer, but it’s not possible to be a good case writer without being a good teacher,” Pukayastha wrote in an author profile on the Case Centre website . “However, I have also found that regularly writing cases can greatly improve classroom teaching. Case writing can be a lonely activity and even hard work, but if you have the passion, it’s worth it! It means you can have a positive impact in classrooms around the world where your case is taught.”
This infographic from The Case Centre shows the key demographic trends in the 2020/21 Top Bestselling Case Authors ranking. Courtesy Case Centre
The UK- and U.S.-based Case Centre has released its bestselling case author list every year since 2016, ranking authors whose cases have sold the most copies during the previous academic year. This year, it raised the number of bestselling authors from 40 to 50.
Of this year’s list, authors came from 19 different business schools in nine separate countries. That includes 42% each from Europe and the United States, and 16% from Asia.
“As the list increases from 40 to 50, we see a change in the geographic dynamics,” the nonprofit announced. “European and U.S. schools each have a 42% share of the 2020/21 Top 50, down from 45% in 2019-20. While the representation of schools in Asia rises to 16%, up from 10% last year.”
Eighteen percent of the authors are women while 82% are men. While the list does not break down bestselling cases by the race, ethnicity or gender of its protagonists, finding case studies that represent the increasing diversity of business students (and in business executives) has been an ongoing concern for many B-schools’ diversity, equity, and inclusion efforts. For example, Harvard Business School published more than 70 cases with Black or African-American protagonists this past year after long-standing criticism that its studies ignored Black business leaders, according to a Poets&Quants article published in June .
It also produced 90 cases featuring Hispanic, Asian or Asian-American/Pacific Islander, or Native-American protagonists. HBS faculty write about 400 case studies per year.
“Our students are right that protagonist diversity matters,” Jan Rivkin, HBS senior associate dean and chair of the MBA program, said in June . “By studying cases with a wide diversity of protagonists, students learn that talent and leadership come from all backgrounds and identities. If students don’t understand that, they’ll worsen inequities, miss out on opportunities for themselves, and miss chances to create opportunities for others.”
ICFAI Business School also had the No. 2 and No. 3 authors, and both are new entrants to the Case Centre’s list.
Second-ranked author Indu Perepu is an assistant professor specializing in human resource management. Her best-selling cases include “Airbnb: A Disruptive Innovator” and “Snapchat Turns Down Facebook’s Acquisition Offer.”
“What makes the case study method even more meaningful is that in developing countries like India where teaching through cases is picking up, case studies help the students with limited international exposure to learn intricately about multinational corporations and the world’s largest companies,” Perepu says.
Third-ranked author Syeda Maseeha Qumer is an assistant professor specializing in business strategy. For her top-selling cases, she looked at the integrated marketing strategy of HBO’s Game of Thrones and the impact of conflict palm oil on deforestation, human rights violations, and climate pollution, and PepsiCo’s use of it in its products.
“Case-based learning is unmatched in its ability to engage students and teach essential concepts that are relevant to practicing managers,” Qumer says. “Innovation in the case method is essential to enliven any classroom and to obtain better learning outcomes. I have always endeavored to develop diverse cases on contemporary issues that offer students an opportunity to explore complex real-world management challenges in the classroom, allowing them to assess their decision-making skills before taking the plunge into the corporate world.”
France’s ESSEC Business School had the top climbing author, Ashok Som , who moved up 26 places to No. 11 from last year’s ranking.
See the full list of this year’s case-writing winners on page 2, including links to their bios.
Questions about this article? Email us or leave a comment below.
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Learning objective.
Case studies are written by professors at HBS and at renowned business programs worldwide and offer slices of business life, focusing on actual problems and decisions companies face.
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In the final quarter of 2022, Amazon reported net sales of over $149.2 billion. This seasonal spike is typical of Amazon's quarterly reporting , but the growth is undeniable as this was the company's highest quarter ever.
There is no doubt that the e-commerce retail giant continues to lead the way in e-commerce growth. The Amazon marketing strategy we are familiar with today has evolved since it was founded in 1994.
I've highlighted the Amazon marketing strategy case study in my books for nearly 20 years now since I think all types of businesses can learn from their digital business strategy. Their response to the pandemic is impressive but not entirely surprising for a brand that is ' customer obsessed '.
From startups and small businesses to large international businesses, we can all learn from their focus on the customer, particularly at this time, testing market opportunities made available by digital technology, and their focus on testing and analysis to improve results.
Their focus on customer experience put Amazon in the role of a thought leader in e-commerce experience. However, whether due to diminished customer service, or increasing customer expectations, or a mixture of the two, fulled by a global pandemic - notably, 2020 was the first time Amazon's ACSI customer satisfaction rating dropped below 80 since launch, to 65%.
With customer satisfaction now measuring at 79% in 2022 , customer satisfaction in Amazon has risen again, but is still not as high as it once was.
Currently, Forbes gives a consensus recommendation to buy Amazon stock, giving a return on assets (TTM) of 1.73%. The stock performance is not as high as we saw in 2020 and 2021, but it did show some growth in late 2022 - early 2023.
I aim to keep this case study up-to-date for readers of the books and Smart Insights readers who may be interested. In it, we look at Amazon's background, revenue model, and sources for the latest business results.
We can also learn from their digital marketing strategy, since they use digital marketing efficiently across all customer communications touchpoints in our RACE Framework :
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Forbes credits Amazon's success to 3 rules which it breaks, but we 'probably shouldn't'!
In this way, Forbes outlines a 'risky' approach to marketing strategy which, for Amazon, paid off in dividends. So, there is plenty to learn from studying this company, even if we decide not to replicate all tactics and strategies.
When it first launched, Amazon’s had a clear and ambitious mission. To offer:
Earth’s biggest selection and to be Earth’s most customer-centric company.
Today, with business users of its Amazon Web Service representing a new type of customer, Amazon says:
this goal continues today, but Amazon’s customers are worldwide now and have grown to include millions of Con-sumers, Sellers, Content Creators, Developers, and Enterprises. Each of these groups has different needs, and we always work to meet those needs, by innovating new solutions to make things easier, faster, better, and more cost-effective.
20 years later, Amazon are still customer-centric, in fact, in the latest Amazon Annual report , 2021, Jeff Bezos of Amazon explains customer obsession.
"We seek to be Earth’s most customer-centric company and believe that our guiding principle of customer obsession is one of our greatest strengths. We seek to offer our customers a comprehensive selection of products, low prices, fast and free delivery, easy-to-use functionality, and timely customer service. By focusing obsessively on customers, we are internally driven to improve our services, add benefits and features, invent new products, lower prices, increase product selection, and speed up shipping times—before we have to."
I recommend anyone studying Amazon checks the latest annual reports, proxies, and shareholder letters. The annual filings give a great summary of eBay business and revenue models.
The 2020 report includes a great vision for Digital Agility (reprinted from 1997 in their latest annual report) showing testing of business models that many businesses don't yet have. Amazon explain:
"We will continue to measure our programs and the effectiveness of our investments analytically, to jettison those that do not provide acceptable returns, and to step up our investment in those that work best. We will continue to learn from both our successes and our failures".
They go on to explain that business models are tested from a long-term perspective, showing the mindset of CEO Jeff Bezos:
We will continue to make investment decisions in light of long-term market leadership considerations rather than short-term profitability considerations or short-term Wall Street reactions.
The latest example of innovation in their business model is the launch of Amazon Go, a new kind of store with no checkout required. Boasting a "Just Walk Out Shopping experience",the Amazon Go app users enter the store, take the products they want, and go with no lines and no checkout.
More recently, there have been a range of business model innovations focussed on hardware and new services: Kindle e-readers, Fire Tablet, smartphone and TV, Echo (using the Alexa Artificial Intelligence voice-assistant), grocery delivery, Amazon Fashion and expansion to the business-oriented Amazon Web Services (AWS). Amazon Prime, an annual membership program that includes unlimited free shipping and then involved diversification to a media service with access to unlimited instant streaming of thousands of movies and TV episodes.
AWS is less well-known outside of tech people, but Amazon is still pursuing this cloud service aggressively. They now have 10 AWS regions around the world, including the East Coast of the U.S., two on the West Coast, Europe, Singapore, Tokyo, Sydney, Brazil, China, and a government-only region called GovCloud.
In their 2008 SEC filing, Amazon describes the vision of their business as to:
“Relentlessly focus on customer experience by offering our customers low prices, convenience, and a wide selection of merchandise.”
The vision is still to consider how the core Amazon marketing strategy value proposition is communicated both on-site and through offline communications.
Of course, achieving customer loyalty and repeat purchases has been key to Amazon’s success. Many dot-coms failed because they succeeded in achieving awareness, but not loyalty. Amazon achieved both. In their SEC filing they stress how they seek to achieve this. They say:
" We work to earn repeat purchases by providing easy-to-use functionality, fast and reliable fulfillment, timely customer service, feature-rich content, and a trusted transaction environment.
Key features of Amazon include:
The community of online customers also creates feature-rich content, including product reviews, online recommendation lists, wish lists, buying guides, and wedding and baby registries."
In practice, as is the practice for many online retailers, the lowest prices are for the most popular products, with less popular products commanding higher prices and a greater margin for Amazon.
Free shipping offers are used to encourage increase in basket size since customers have to spend over a certain amount to receive free shipping. The level at which free shipping is set is critical to profitability and Amazon has changed it as competition has changed and for promotional reasons.
Amazon communicates the fulfillment promise in several ways including the presentation of the latest inventory availability information, delivery date estimates, and options for expedited delivery, as well as delivery shipment notifications and update facilities.
This focus on customer has translated to excellence in service with the 2004 American Customer Satisfaction Index giving Amazon.com a score of 88 which was at the time, the highest customer satisfaction score ever recorded in any service industry, online or offline.
Round (2004) notes that Amazon focuses on customer satisfaction metrics. Each site is closely monitored with standard service availability monitoring (for example, using Keynote or Mercury Interactive) site availability and download speed. Interestingly it also monitors per minute site revenue upper/lower bounds – Round describes an alarm system rather like a power plant where if revenue on a site falls below $10,000 per minute, alarms go off! There are also internal performance service-level-agreements for web services where T% of the time, different pages must return in X seconds.
According to founder and CEO, Jeff Bezos, technology is very important to supporting this focus on the customer. In their 2010 Annual Report (Amazon, 2011) he said:
“Look inside a current textbook on software architecture, and you’ll find few patterns that we don’t apply at Amazon. We use high-performance transactions systems, complex rendering and object caching, workflow and queuing systems, business intelligence and data analytics, machine learning and pattern recognition, neural networks and probabilistic decision making, and a wide variety of other techniques." And while many of our systems are based on the latest in computer science research, this often hasn’t been sufficient: our architects and engineers have had to advance research in directions that no academic had yet taken. Many of the problems we face have no textbook solutions, and so we — happily — invent new approaches”… All the effort we put into technology might not matter that much if we kept technology off to the side in some sort of R&D department, but we don’t take that approach. Technology infuses all of our teams, all of our processes, our decision-making, and our approach to innovation in each of our businesses. It is deeply integrated into everything we do”.
The quote shows how applying new technologies is used to give Amazon a competitive edge. A good recent example of this is providing the infrastructure to deliver the Kindle “Whispersync” update to ebook readers. Amazon reported in 2011 that Amazon.com is now selling more Kindle books than paperback books. For every 100 paperback books Amazon has sold, the Company sold 115 Kindle books. Kindle apps are now available on Apple iOS, Android devices and on PCs as part of a “ Buy Once, Read Anywhere ” proposition which Amazon has developed.
Some of the more recent applications of AI at Amazon are highly visible, for example, the Amazon Echo assistant and technology in the Amazon Go convenience store that uses machine vision to eliminate checkout lines.
In their 2017 report, they describe the increased use of machine learning and AI ‘behind the scenes’ at Amazon: "much of what we do with machine learning happens beneath the surface. Machine learning drives our algorithms for demand forecasting, product search ranking, product and deals recommendations, merchandising placements, fraud detection, translations, and much more. Though less visible, much of the impact of machine learning will be of this type – quietly but meaningfully improving core operations".
Amazon defines what it refers to as three consumer sets customers, seller customers and developer customers.
There are over 76 million customer accounts, but just 1.3 million active seller customers in it’s marketplaces and Amazon is seeking to increase this. Amazon is unusual for a retailer in that it identifies “developer customers” who use its Amazon Web Services, which provides access to technology infrastructure such as hosting that developers can use to develop their own web services.
Members are also encouraged to join a loyalty program, Amazon Prime, a fee-based membership program in which members receive free or discounted express shipping, in the United States, the United Kingdom, Germany, and Japan.
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In its 2017 SEC filing Amazon describes the environment for our products and services as ‘intensely competitive’. It views its main current and potential competitors as:
It believes the main competitive factors in its market segments include "selection, price, availability, convenience, information, discovery, brand recognition, personalized services, accessibility, customer service, reliability, speed of fulfillment, ease of use, and ability to adapt to changing conditions, as well as our customers’ overall experience and trust in transactions with us and facilitated by us on behalf of third-party sellers".
For services offered to business and individual sellers, additional competitive factors include the quality of our services and tools, their ability to generate sales for third parties we serve, and the speed of performance for our services.
Amazon auctions (known as zShops) were launched in March 1999, in large part as a response to the success of eBay. They were promoted heavily from the home page, category pages and individual product pages. Despite this, a year after its launch it had only achieved a 3.2% share of the online auction compared to 58% for eBay and it only declined from this point.
Today, competitive prices of products are available through third-party sellers in the ‘Amazon Marketplace’ which are integrated within the standard product listings. A winning component of the Amazon marketing strategy for marketplaces was the innovation to offer such an auction facility, initially driven by the need to compete with eBay. But now the strategy has been adjusted such that Amazon describe it as part of the approach of low-pricing.
Although it might be thought that Amazon would lose out on enabling its merchants to sell products at lower prices, in fact Amazon makes greater margin on these sales since merchants are charged a commission on each sale and it is the merchant who bears the cost of storing inventory and fulfilling the product to customers. As with eBay, Amazon is just facilitating the exchange of bits and bytes between buyers and sellers without the need to distribute physical products.
You may have noticed that unlike some retailers, Amazon displays relevant Google text ads and banner ads from brands. This seems in conflict with the marketing strategy of focus on experience since it leads to a more cluttered store. However in 2011 Amazon revealed that worldwide media sales accounted for approximately 17% of revenue!
Whilst it does not reveal much about the Amazon marketing strategy approach in its annual reports, but there seems to be a focus on online marketing channels. Amazon (2011) states “we direct customers to our websites primarily through a number of targeted online marketing channels, such as our Associates program, sponsored search, portal advertising, email marketing campaigns, and other initiatives”.
These other initiatives may include outdoor and TV advertising, but they are not mentioned specifically. In this statement they also highlight the importance of customer loyalty tools. They say: “while costs associated with free shipping are not included in marketing expense, we view free shipping offers and Amazon Prime as effective worldwide marketing tools, and intend to continue offering them indefinitely”.
A common theme in Amazon’s development is the drive to use a measured approach to all aspects of the business, beyond the finance. Marcus (2004) describes an occasion at a corporate ‘boot-camp’ in January 1997 when Amazon CEO Jeff Bezos ‘saw the light’. ‘
At Amazon, we will have a Culture of Metrics’, he said while addressing his senior staff. He went on to explain how web-based business gave Amazon an ‘amazing window into human behaviour’.
Marcus says: ‘Gone were the fuzzy approximations of focus groups, the anecdotal fudging and smoke blowing from the marketing department' - the Amazon marketing strategy was reborn!
A company like Amazon could (and did) record every move a visitor made, every last click and twitch of the mouse. As the data piled up into virtual heaps, hummocks and mountain ranges, you could draw all sorts of conclusions about their chimerical nature, the consumer. In this sense, Amazon was not merely a store, but an immense repository of facts. All we needed were the right equations to plug into them’.
James Marcus then goes on to give a fascinating insight into a breakout group discussion of how Amazon could better use measures to improve its performance. Marcus was in the Bezos group, brainstorming customer-centric metrics. Marcus (2004) summarises the dialogue, led by Bezos:
"First, we figure out which things we’d like to measure on the site", he said.
"For example, let’s say we want a metric for customer enjoyment. How could we calculate that?"
"There was silence. Then somebody ventured: "How much time each customer spends on the site?"
"Not specific enough", Jeff said.
"How about the average number of minutes each customer spends on the site per session" someone else suggested. "If that goes up, they’re having a blast".
"But how do we factor in the purchase?" I [Marcus] said feeling proud of myself.
"Is that a measure of enjoyment"?
"I think we need to consider the frequency of visits, too", said a dark-haired woman I didn’t recognize.
“Lot of folks are still accessing the web with those creepy-crawly modems. Four short visits from them might be just as good as one visit from a guy with a T-1. Maybe better’.
"Good point", Jeff said. "And anyway, enjoyment is just the start. In the end, we should be measuring customer ecstasy"
It is interesting that Amazon was having this debate about the elements of RFM analysis (described in Chapter 6 of Internet Marketing), 1997, after already having achieved $16 million of revenue in the previous year. Of course, this is a minuscule amount compared with today’s billions of dollar turnover. The important point was that this was the start of a focus on metrics which can be seen through the description of Matt Pounds work later in this case study.
Amazon have created their own internal experimentation platform called a “Weblab” that they use to evaluate improvements to our websites and products. In 2013, they ran 1,976 Weblabs worldwide, up from 1,092 in 2012, and 546 in 2011. Now many companies use AB testing, but this shows the scale of testing at Amazon.
One example of how these are applied is a new feature called “Ask an owner”. From a product page, customers can ask any question related to the product, Amazon then route these questions to owners of the product who answer.
Amazon marketing strategy has developed internal tools to support this ‘Culture of Metrics’. Marcus (2004) describes how the ‘Creator Metrics’ tool shows content creators how well their product listings and product copy are working. For each content editor such as Marcus, it retrieves all recently posted documents including articles, interviews, booklists and features. For each one it then gives a conversion rate to sale plus the number of page views, adds (added to basket) and repels (content requested, but the back button then used).
In time, the work of editorial reviewers such as Marcus was marginalised since Amazon found that the majority of visitors used the search tools rather than read editorial and they responded to the personalised recommendations as the matching technology improved (Marcus likens early recommendations techniques to ‘going shopping with the village idiot’).
The ‘Culture of Metrics’ also led to a test-driven approach to improving results at Amazon. Matt Round, speaking at E-metrics 2004 when he was director of personalisation at Amazon describes the philosophy as ‘Data Trumps Intuitions’. He explained how Amazon used to have a lot of arguments about which content and promotion should go on the all important home page or category pages. He described how every category VP wanted top-center and how the Friday meetings about placements for next week were getting ‘too long, too loud, and lacked performance data’.
But today ‘automation replaces intuitions’ and real-time experimentation tests are always run to answer these questions since actual consumer behaviour is the best way to decide upon tactics.
Marcus (2004) also notes that Amazon has a culture of experiments of which A/B tests are key components. Examples where A/B tests are used include new home page design, moving features around the page, different algorithms for recommendations, changing search relevance rankings. These involve testing a new treatment against a previous control for a limited time of a few days or a week. The system will randomly show one or more treatments to visitors and measure a range of parameters such as units sold and revenue by category (and total), session time, session length, etc. The new features will usually be launched if the desired metrics are statistically significantly better.
Statistical tests are a challenge though as distributions are not normal (they have a large mass at zero for example of no purchase) There are other challenges since multiple A/B tests are running every day and A/B tests may overlap and so conflict. There are also longer-term effects where some features are ‘cool’ for the first two weeks and the opposite effect where changing navigation may degrade performance temporarily. Amazon also finds that as its users evolve in their online experience the way they act online has changed. This means that Amazon has to constantly test and evolve its features.
With the latest announcement from Google to sunset their Google Optimize A/B testing , digital marketers will do well to look out for new technology to assist in their testing efforts. We'll keep our members updated with announcements
It follows that the Amazon technology infrastructure must readily support this culture of experimentation and this can be difficult to achieved with standardised content management. Amazon has achieved its competitive advantage through developing its technology internally and with a significant investment in this which may not be available to other organisations without the right focus on the online channels.
As Amazon explains in SEC (2005) ‘using primarily our own proprietary technologies, as well as technology licensed from third parties, we have implemented numerous features and functionality that simplify and improve the customer shopping experience, enable third parties to sell on our platform, and facilitate our fulfillment and customer service operations. Our current strategy is to focus our development efforts on continuous innovation by creating and enhancing the specialized, proprietary software that is unique to our business, and to license or acquire commercially-developed technology for other applications where available and appropriate. We continually invest in several areas of technology, including our seller platform; A9.com, our wholly-owned subsidiary focused on search technology on www.A9.com and other Amazon sites; web services; and digital initiatives.’
Round (2004) describes the technology approach as ‘distributed development and deployment’. Pages such as the home page have a number of content ‘pods’ or ‘slots’ which call web services for features. This makes it relatively easy to change the content in these pods and even change the location of the pods on-screen. Amazon uses a flowable or fluid page design unlike many sites which enables it to make the most of real-estate on-screen.
Technology also supports more standard e-retail facilities. SEC (2005) states: ‘We use a set of applications for accepting and validating customer orders, placing and tracking orders with suppliers, managing and assigning inventory to customer orders, and ensuring proper shipment of products to customers. Our transaction-processing systems handle millions of items, a number of different status inquiries, multiple shipping addresses, gift-wrapping requests, and multiple shipment methods. These systems allow the customer to choose whether to receive single or several shipments based on availability and to track the progress of each order. These applications also manage the process of accepting, authorizing, and charging customer credit cards.’
Round (2004) said that ‘Data is king at Amazon’. He gave many examples of data driven automation including customer channel preferences; managing the way content is displayed to different user types such as new releases and top-sellers, merchandising and recommendation (showing related products and promotions) and also advertising through paid search (automatic ad generation and bidding).
The automated search advertising and bidding system for paid search has had a big impact at Amazon. Sponsored links initially done by humans, but this was unsustainable due to range of products at Amazon. The automated programme generates keywords, writes ad creative, determines best landing page, manages bids, measure conversion rates, profit per converted visitor and updates bids. Again the problem of volume is there, Matt Round described how the book ‘How to Make Love Like a Porn Star’ by Jenna Jameson received tens of thousands of clicks from pornography-related searches, but few actually purchased the book. So the update cycle must be quick to avoid large losses.
There is also an automated email measurement and optimization system. The campaign calendar used to be manually managed with relatively weak measurement and it was costly to schedule and use. A new system:
But there are challenges if promotions are too successful if inventory isn’t available.
Customers Who Bought X…, also bought Y is Amazon’s signature feature. Round (2004) describes how Amazon relies on acquiring and then crunching a massive amount of data. Every purchase, every page viewed and every search is recorded. So there are now to new version, customers who shopped for X also shopped for… and Customers who searched for X also bought… They also have a system codenamed ‘Goldbox’ which is a cross-sell and awareness raising tool. Items are discounted to encourage purchases in new categories!
See the original more detailed PDF article on Amazon personalization / recommendation collaborative filtering system .
He also describes the challenge of techniques for sifting patterns from noise (sensitivity filtering) and clothing and toy catalogues change frequently so recommendations become out of date. The main challenges though are the massive data size arising from millions of customers, millions of items and recommendations made in real time.
As Amazon grew, its share price growth enabled partnership or acquisition with a range of companies in different sectors. Marcus (2004) describes how Amazon partnered with Drugstore.com (pharmacy), Living.com (furniture), Pets.com (pet supplies), Wineshopper.com (wines), HomeGrocer.com (groceries), Sothebys.com (auctions) and Kozmo.com (urban home delivery). In most cases, Amazon purchased an equity stake in these partners, so that it would share in their prosperity. It also charged them fees for placements on the Amazon site to promote and drive traffic to their sites.
Similarly, Amazon marketing strategy was to charge publishers for prime-position to promote books on its site which caused an initial hue-and-cry, but this abated when it was realised that paying for prominent placements was widespread in traditional booksellers and supermarkets. Many of these new online companies failed in 1999 and 2000, but Amazon had covered the potential for growth and was not pulled down by these partners, even though for some such as Pets.com it had an investment of 50%.
Analysts sometimes refer to ‘Amazoning a sector’ meaning that one company becomes dominant in an online sector such as book retail such that it becomes very difficult for others to achieve market share. In addition to developing, communicating and delivering a very strong proposition, Amazon has been able to consolidate its strength in different sectors through its partnership arrangements and through using technology to facilitate product promotion and distribution via these partnerships. The Amazon retail platform enables other retailers to sell products online using the Amazon user interface and infrastructure through their ‘Syndicated Stores’ programme.
For example, in the UK, Waterstones (www.waterstones.co.uk) is one of the largest traditional bookstores. It found competition with online so expensive and challenging, that eventually it entered a partnership arrangement where Amazon markets and distributes its books online in return for a commission online. Similarly, in the US, Borders a large book retailer uses the Amazon merchant platform for distributing its products.
Toy retailer Toys R’ Us have a similar arrangement. Such partnerships help Amazon extends its reach into the customer-base of other suppliers, and of course, customers who buy in one category such as books can be encouraged to purchase into other areas such as clothing or electronics.
Another form of partnership referred to above is the Amazon Marketplace which enables Amazon customers and other retailers to sell their new and used books and other goods alongside the regular retail listings. A similar partnership approach is the Amazon ‘Merchants@’ program which enables third party merchants (typically larger than those who sell via the Amazon Marketplace) to sell their products via Amazon. Amazon earn fees either through fixed fees or sales commissions per-unit. This arrangement can help customers who get a wider choice of products from a range of suppliers with the convenience of purchasing them through a single checkout process.
Finally, Amazon marketing strategy has also facilitated formation of partnerships with smaller companies through its affiliates programme. Internet legend records that Jeff Bezos, the creator of Amazon was chatting to someone at a cocktail party who wanted to sell books about divorce via her web site. Subsequently, Amazon.com launched its Associates Program in July 1996 and it is still going strong.
Here, the Amazon marketing strategy has created a tiered performance-based incentives to encourage affiliates to sell more Amazon products.
In their SEC filings Amazon state that the aims of their communications strategy are (unsurprisingly) to:
Amazon also believes that its most effective marketing communications are a consequence of their focus on continuously improving the customer experience. This then creates word-of-mouth promotion which is effective in acquiring new customers and may also encourage repeat customer visits.
As well as this Marcus (2004) describes how Amazon used the personalisation enabled through technology to reach out to a difficult to reach market which Bezos originally called ‘the hard middle’. Bezos’s view was that it was easy to reach 10 people (you called them on the phone) or the ten million people who bought the most popular products (you placed a superbowl ad), but more difficult to reach those in between. The search facilities in the search engine and on the Amazon site, together with its product recommendation features meant that Amazon could connect its products with the interests of these people.
Online advertising techniques include paid search marketing, interactive ads on portals, e-mail campaigns and search engine optimisation. These are automated as far as possible as described earlier in the case study. As previously mentioned, the affiliate programme is also important in driving visitors to Amazon and Amazon offers a wide range of methods of linking to its site to help improve conversion.
For example, affiliates can use straight text links leading direct to a product page and they also offer a range of dynamic banners which feature different content such as books about Internet marketing or a search box. Amazon also use cooperative advertising arrangements, better known as ‘contra-deals’ with some vendors and other third parties. For example, a print advertisement in 2005 for a particular product such as a wireless router with a free wireless laptop card promotion will feature a specific Amazon URL in the ad. In product fulfilment packs, Amazon may include a leaflet for a non-competing online company such as Figleaves.com (lingerie) or Expedia (travel). In return, Amazon leaflets may be included in customer communications from the partner brands.
Our Associates program directs customers to our websites by enabling independent websites to make millions of products available to their audiences with fulfillment performed by us or third parties. We pay commissions to hundreds of thousands of participants in our Associates program when their customer referrals result in product sales.
In addition, we offer everyday free shipping options worldwide and recently announced Amazon.com Prime in the U.S., our first membership program in which members receive free two-day shipping and discounted overnight shipping. Although marketing expenses do not include the costs of our free shipping or promotional offers, we view such offers as effective marketing tools.
Marcus, J. (2004) Amazonia. Five years at the epicentre of the dot-com juggernaut, The New Press, New York, NY.
Round, M. (2004) Presentation to E-metrics, London, May 2005. www.emetrics.org.
By Dave Chaffey
Digital strategist Dr Dave Chaffey is co-founder and Content Director of online marketing training platform and publisher Smart Insights. 'Dr Dave' is known for his strategic, but practical, data-driven advice. He has trained and consulted with many business of all sizes in most sectors. These include large international B2B and B2C brands including 3M, BP, Barclaycard, Dell, Confused.com, HSBC, Mercedes-Benz, Microsoft, M&G Investment, Rentokil Initial, O2, Royal Canin (Mars Group) plus many smaller businesses. Dave is editor of the templates, guides and courses in our digital marketing resource library used by our Business members to plan, manage and optimize their marketing. Free members can access our free sample templates here . Dave is also keynote speaker, trainer and consultant who is author of 5 bestselling books on digital marketing including Digital Marketing Excellence and Digital Marketing: Strategy, Implementation and Practice . In 2004 he was recognised by the Chartered Institute of Marketing as one of 50 marketing ‘gurus’ worldwide who have helped shape the future of marketing. My personal site, DaveChaffey.com, lists my latest Digital marketing and E-commerce books and support materials including a digital marketing glossary . Please connect on LinkedIn to receive updates or ask me a question .
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Blog Graphic Design 15+ Case Study Examples for Business, Marketing & Sales
Written by: Alice Corner Jan 12, 2023
Have you ever bought something — within the last 10 years or so — without reading its reviews or without a recommendation or prior experience of using it?
If the answer is no — or at least, rarely — you get my point.
Positive reviews matter for selling to regular customers, and for B2B or SaaS businesses, detailed case studies are important too.
Wondering how to craft a compelling case study ? No worries—I’ve got you covered with 15 marketing case study templates , helpful tips, and examples to ensure your case study converts effectively.
Click to jump ahead:
What to include in a professional case study, business case study examples, simple case study examples, marketing case study examples, sales case study examples.
A case study is an in-depth, detailed analysis of a specific real-world situation. For example, a case study can be about an individual, group, event, organization, or phenomenon. The purpose of a case study is to understand its complexities and gain insights into a particular instance or situation.
In the context of a business, however, case studies take customer success stories and explore how they use your product to help them achieve their business goals.
As well as being valuable marketing tools , case studies are a good way to evaluate your product as it allows you to objectively examine how others are using it.
It’s also a good way to interview your customers about why they work with you.
Related: What is a Case Study? [+6 Types of Case Studies]
A professional case study showcases how your product or services helped potential clients achieve their business goals. You can also create case studies of internal, successful marketing projects. A professional case study typically includes:
Here’s an example of a case study template:
Whether you’re a B2B or B2C company, business case studies can be a powerful resource to help with your sales, marketing, and even internal departmental awareness.
Business and business management case studies should encompass strategic insights alongside anecdotal and qualitative findings, like in the business case study examples below.
When it comes to writing a case study, make sure you approach the company holistically and analyze everything from their social media to their sales.
Think about every avenue your product or service has been of use to your case study company, and ask them about the impact this has had on their wider company goals.
In business case study examples like the one above, we can see that the company has been thought about holistically simply by the use of icons.
By combining social media icons with icons that show in-person communication we know that this is a well-researched and thorough case study.
This case study report example could also be used within an annual or end-of-year report.
To create a compelling case study, identify the key takeaways from your research. Use catchy language to sum up this information in a sentence, and present this sentence at the top of your page.
This is “at a glance” information and it allows people to gain a top-level understanding of the content immediately.
You can use a large, bold, contrasting font to help this information stand out from the page and provide interest.
Learn how to choose fonts effectively with our Venngage guide and once you’ve done that.
Upload your fonts and brand colors to Venngage using the My Brand Kit tool and see them automatically applied to your designs.
The heading is the ideal place to put the most impactful information, as this is the first thing that people will read.
In this example, the stat of “Increase[d] lead quality by 90%” is used as the header. It makes customers want to read more to find out how exactly lead quality was increased by such a massive amount.
If you’re conducting an in-person interview, you could highlight a direct quote or insight provided by your interview subject.
Pick out a catchy sentence or phrase, or the key piece of information your interview subject provided and use that as a way to draw a potential customer in.
Charts are an excellent way to visualize data and to bring statistics and information to life. Charts make information easier to understand and to illustrate trends or patterns.
Making charts is even easier with Venngage.
In this consulting case study example, we can see that a chart has been used to demonstrate the difference in lead value within the Lead Elves case study.
Adding a chart here helps break up the information and add visual value to the case study.
Using charts in your case study can also be useful if you’re creating a project management case study.
You could use a Gantt chart or a project timeline to show how you have managed the project successfully.
To add an extra layer of authenticity you can include a direct quote from your customer within your case study.
According to research from Nielsen , 92% of people will trust a recommendation from a peer and 70% trust recommendations even if they’re from somebody they don’t know.
So if you have a customer or client who can’t stop singing your praises, make sure you get a direct quote from them and include it in your case study.
You can either lift part of the conversation or interview, or you can specifically request a quote. Make sure to ask for permission before using the quote.
This design uses a bright contrasting speech bubble to show that it includes a direct quote, and helps the quote stand out from the rest of the text.
This will help draw the customer’s attention directly to the quote, in turn influencing them to use your product or service.
Less is often more, and this is especially true when it comes to creating designs. Whilst you want to create a professional-looking, well-written and design case study – there’s no need to overcomplicate things.
These simple case study examples show that smart clean designs and informative content can be an effective way to showcase your successes.
Business case studies shouldn’t be boring. In fact, they should be beautifully and professionally designed.
This means the normal rules of design apply. Use fonts, colors, and icons to create an interesting and visually appealing case study.
In this case study example, we can see how multiple fonts have been used to help differentiate between the headers and content, as well as complementary colors and eye-catching icons.
Marketing case studies are incredibly useful for showing your marketing successes. Every successful marketing campaign relies on influencing a consumer’s behavior, and a great case study can be a great way to spotlight your biggest wins.
In the marketing case study examples below, a variety of designs and techniques to create impactful and effective case studies.
Case studies are meant to show off your successes, so make sure you feature your positive results prominently. Using bold and bright colors as well as contrasting shapes, large bold fonts, and simple icons is a great way to highlight your wins.
In well-written case study examples like the one below, the big wins are highlighted on the second page with a bright orange color and are highlighted in circles.
Making the important data stand out is especially important when attracting a prospective customer with marketing case studies.
Using a simple layout in your case study can be incredibly effective, like in the example of a case study below.
Keeping a clean white background, and using slim lines to help separate the sections is an easy way to format your case study.
Making the information clear helps draw attention to the important results, and it helps improve the accessibility of the design .
Business case study examples like this would sit nicely within a larger report, with a consistent layout throughout.
Nobody wants to read pages and pages of text — and that’s why Venngage wants to help you communicate your ideas visually.
Using icons, graphics, photos, or patterns helps create a much more engaging design.
With this Blue Cap case study icons, colors, and impactful pattern designs have been used to create an engaging design that catches your eye.
Let your research shine by using a monochromatic and minimalistic color palette.
By sticking to one color, and leaving lots of blank space you can ensure your design doesn’t distract a potential customer from your case study content.
In this case study on Polygon Media, the design is simple and professional, and the layout allows the prospective customer to follow the flow of information.
The gradient effect on the left-hand column helps break up the white background and adds an interesting visual effect.
Did you know you can generate an accessible color palette with Venngage? Try our free accessible color palette generator today and create a case study that delivers and looks pleasant to the eye:
When creating a case study it’s a great idea to look at both the short term and the long term goals of the company to gain the best understanding possible of the insights they provide.
Short-term goals will be what the company or person hopes to achieve in the next few months, and long-term goals are what the company hopes to achieve in the next few years.
Check out this modern pattern design example of a case study below:
In this case study example, the short and long-term goals are clearly distinguished by light blue boxes and placed side by side so that they are easy to compare.
Use a strong introductory paragraph to outline the overall strategy and goals before outlining the specific short-term and long-term goals to help with clarity.
This strategy can also be handy when creating a consulting case study.
When conducting any sort of research stats, facts, and figures are like gold dust (aka, really valuable).
Being able to quantify your findings is important to help understand the information fully. Saying sales increased 10% is much more effective than saying sales increased.
While sales dashboards generally tend it make it all about the numbers and charts, in sales case study examples, like this one, the key data and findings can be presented with icons. This contributes to the potential customer’s better understanding of the report.
They can clearly comprehend the information and it shows that the case study has been well researched.
Create a compelling case study by using emotive, persuasive and action-based language when customizing your case study template.
In this well-written case study example, we can see that phrases such as “Results that Speak Volumes” and “Drive Sales” have been used.
Using persuasive language like you would in a blog post. It helps inspire potential customers to take action now.
82% of marketers use case studies in their marketing because it’s such an effective tool to help quickly gain customers’ trust and to showcase the potential of your product.
Why are case studies such an important tool in content marketing?
By writing a case study you’re telling potential customers that they can trust you because you’re showing them that other people do.
Not only that, but if you have a SaaS product, business case studies are a great way to show how other people are effectively using your product in their company.
In this case study, Network is demonstrating how their product has been used by Vortex Co. with great success; instantly showing other potential customers that their tool works and is worth using.
Related: 10+ Case Study Infographic Templates That Convert
Case studies are particularly effective as a sales technique.
A sales case study is like an extended customer testimonial, not only sharing opinions of your product – but showcasing the results you helped your customer achieve.
Writing a case study doesn’t mean using text as the only medium for sharing results.
You should use icons to highlight areas of your research that are particularly interesting or relevant, like in this example of a case study:
Icons are a great way to help summarize information quickly and can act as visual cues to help draw the customer’s attention to certain areas of the page.
In some of the business case study examples above, icons are used to represent the impressive areas of growth and are presented in a way that grabs your attention.
Help the key information stand out within your case study by using high contrast shapes and colors.
Use a complementary or contrasting color, or use a shape such as a rectangle or a circle for maximum impact.
This design has used dark blue rectangles to help separate the information and make it easier to read.
Coupled with icons and strong statistics, this information stands out on the page and is easily digestible and retainable for a potential customer.
Once you have created your case study, it’s best practice to update your examples on a regular basis to include up-to-date statistics, data, and information.
You should update your business case study examples often if you are sharing them on your website .
It’s also important that your case study sits within your brand guidelines – find out how Venngage’s My Brand Kit tool can help you create consistently branded case study templates.
Case studies are important marketing tools – but they shouldn’t be the only tool in your toolbox. Content marketing is also a valuable way to earn consumer trust.
Why should you write a case study.
Case studies are an effective marketing technique to engage potential customers and help build trust.
By producing case studies featuring your current clients or customers, you are showcasing how your tool or product can be used. You’re also showing that other people endorse your product.
In addition to being a good way to gather positive testimonials from existing customers , business case studies are good educational resources and can be shared amongst your company or team, and used as a reference for future projects.
To create a great case study, you should think strategically. The first step, before starting your case study research, is to think about what you aim to learn or what you aim to prove.
You might be aiming to learn how a company makes sales or develops a new product. If this is the case, base your questions around this.
You can learn more about writing a case study from our extensive guide.
Related: How to Present a Case Study like a Pro (With Examples)
Some good questions you could ask would be:
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Overview dropdown down, celebrating 100 years of the case method at hbs.
The 2021-2022 academic year marks the 100-year anniversary of the introduction of the case method at Harvard Business School. Today, the HBS case method is employed in the HBS MBA program, in Executive Education programs, and in dozens of other business schools around the world. As Dean Srikant Datar's says, the case method has withstood the test of time.
In self-reflection in self-reflection dropdown down, in a small group setting in a small group setting dropdown down, in the classroom in the classroom dropdown down, beyond the classroom beyond the classroom dropdown down, how the case method creates value dropdown up, how the case method creates value dropdown down, in self-reflection, in a small group setting, in the classroom, beyond the classroom.
How cases unfold in the classroom dropdown up, how cases unfold in the classroom dropdown down, preparation guidelines expand all collapse all, read the professor's assignment or discussion questions read the professor's assignment or discussion questions dropdown down, read the first few paragraphs and then skim the case read the first few paragraphs and then skim the case dropdown down, reread the case, underline text, and make margin notes reread the case, underline text, and make margin notes dropdown down, note the key problems on a pad of paper and go through the case again note the key problems on a pad of paper and go through the case again dropdown down, how to prepare for case discussions dropdown up, how to prepare for case discussions dropdown down, read the professor's assignment or discussion questions, read the first few paragraphs and then skim the case, reread the case, underline text, and make margin notes, note the key problems on a pad of paper and go through the case again, case study best practices expand all collapse all, prepare prepare dropdown down, discuss discuss dropdown down, participate participate dropdown down, relate relate dropdown down, apply apply dropdown down, note note dropdown down, understand understand dropdown down, case study best practices dropdown up, case study best practices dropdown down, participate, what can i expect on the first day dropdown down.
Most programs begin with registration, followed by an opening session and a dinner. If your travel plans necessitate late arrival, please be sure to notify us so that alternate registration arrangements can be made for you. Please note the following about registration:
HBS campus programs – Registration takes place in the Chao Center.
India programs – Registration takes place outside the classroom.
Other off-campus programs – Registration takes place in the designated facility.
Professors are here to push everyone to learn, but not to embarrass anyone. If the class is quiet, they'll often ask a participant with experience in the industry in which the case is set to speak first. This is done well in advance so that person can come to class prepared to share. Trust the process. The more open you are, the more willing you’ll be to engage, and the more alive the classroom will become.
Professors often encourage participants to take opposing sides and then debate the issues, often taking the perspective of the case protagonists or key decision makers in the case.
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This is the unofficial subreddit for all things concerning the International Baccalaureate, an academic credential accorded to secondary students from around the world after two vigorous years of study, culminating in challenging exams. This subreddit encourages questions, constructive feedback, and the sharing of knowledge and resources among IB students, alumni, and teachers. Note that the subreddit is not run by the International Baccalaureate.
Hey angels,
Kindly find a shared document of the case study analysis, created by other students, attached below. Feel free to contribute or benefit. Just be sensible lol
https://docs.google.com/document/d/1BoyJJ-BR1tVPmPG_kATBBEecKopDp-DSiK2UeP8xZGU/edit?usp=sharing
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The justices rejected a bankruptcy settlement maneuver that would have protected members of the Sackler family from civil claims related to the opioid epidemic.
By Abbie VanSickle
Reporting from Washington
The Supreme Court said on Thursday that members of the Sackler family cannot be shielded from liability for civil claims related to the opioid epidemic, jeopardizing a bankruptcy plan that would have offered such protection in exchange for channeling billions of dollars toward addressing the crisis.
In a 5-to-4 decision, the justices found that the deal, carefully negotiated over years with states, tribes, local governments and individuals, had broken a basic tenet of bankruptcy law by shielding members of the Sackler family from lawsuits without the consent of those who might sue.
The plan for Purdue Pharma, the maker of the prescription painkiller OxyContin, the drug widely considered to have ignited the crisis, was unusual because it offered broad protections that the Sackler family, who controlled the company, had demanded for years even as the Sacklers avoided declaring bankruptcy themselves.
“The Sacklers have not filed for bankruptcy and have not placed virtually all their assets on the table for distribution to creditors, yet they seek what essentially amounts to a discharge,” Justice Neil M. Gorsuch wrote, joined by Justices Clarence Thomas, Samuel A. Alito Jr., Amy Coney Barrett and Ketanji Brown Jackson.
While he acknowledged that the decision left the plan in limbo, Justice Gorsuch wrote that the threat of future lawsuits from opioid victims, states, government entities and others might compel the Sacklers “to negotiate consensual releases on terms more favorable to opioid victims.”
“If past is prologue,” Justice Gorsuch wrote, citing the U.S. Trustee Office, which challenged the deal, “there may be a better deal on the horizon.”
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