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Mobile A/B Testing: 7 Big Errors and Misconceptions You Need to Avoid

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mobile a b testing 7 big errors and misconceptions you need to avoid

It’s no secret that marketing overall rests largely on data. The same applies to mobile marketing and user acquisition. In this domain, choosing the right product page elements for the App Store and Google Play can make a crucial difference to the success of an app or mobile game. Mobile A/B testing is a tool that helps to make that choice based on data.

However, how many times have we heard the argument that A/B testing doesn’t bring the desired results, or that someone is not sure they run mobile experiments right? This often happens due to some common mistakes and misinterpretation of data. In this post, I will cover the biggest mistakes and misleading conclusions in mobile app A/B testing, knowledge of which will help you achieve success.

1.  Finishing an experiment before you get the right amount of traffic

This is one of the most common mistakes in mobile A/B testing. In case you are an adherent of classic A/B testing, finishing an experiment before you get the necessary amount of traffic  – sample size – presents a risk that you will get statistically unreliable results.

To get reliable evidence, you need to wait until the required amount of traffic is reached for both A and B variations.

If you are looking for an alternative to the classic option, resort to sequential A/B Testing. You will need to start with specifying the baseline conversion rate (conversion rate of your current variation), statistical power (80% by default), significance level and the Minimum Detectable Effect (MDE) – this will help you determine the sample size.

The significance level is 5% by default, which means the error margin will not exceed 5%. You can customize this value along with the MDEthe minimum expected conversion rate increase you would like to see. Note: don’t change the significance level, MDE or statistical power after you’ve started an experiment.

With sequential A/B testing, the algorithm will constantly check your variations on significance level and the amount of traffic left until the completion of the experiment. That’s how it works on our SplitMetrics A/B testing platform.

Lesson learned: if you run classic A/B tests, don’t finish an experiment until the right amount of traffic is reached. Or else, try sequential A/B testing, and you will be able to check the results at any time.

2. Finishing an experiment before 7 days have passed

Why do you have to wait for at least seven days? Well, various apps and mobile games experience peaks in activity on different days during the week. For example, business apps watch bursts in activity on Mondays, while games are most popular among users on the weekends.

For getting reliable results from mobile A/B testing experiments, you should capture peak days of your app during an experiment. Otherwise, you run the risk to jump to conclusions.

For example, you run tests for a task management app. You start an experiment on Wednesday and finish it on Saturday. But most of your target audience is utilizing your app on Mondays, so you will just miss the point since the surge of activity hasn’t got into the experiment period. Or vice versa, you’ve been running A/B tests for your racing game from Friday to Sunday: on the game’s peak days. In this case, the results will also be inadequate.

So, even if you’ve avoided the number one mistake and have already got the required amount of traffic on the very first day, don’t stop the experiment until seven days have passed.

Lesson learned: due to weakly peaks in activity that vary for each mobile game or app, do not finish an experiment before the complete (seven-day) cycle has passed.

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3. Testing too small changes in design

One more common mistake in mobile A/B testing is comparing variations that look almost the same due to minor differences in design.

If the only difference between the mobile app icons you are testing is a blue background color instead of the light blue, or you have added a tiny detail to another screenshot variation, you are definitely in trouble. Users just do not notice such small changes.

In this case, both variations will show the same result, and it’s perfectly normal. So if you ever tried to run the app store A/B tests but then gave up on them, since variations performed equally, it’s time for reflection on what went wrong. Maybe your variations looked pretty much the same.

To make sure you are A/B testing a significant change, show both versions to your family or friends. Let your colleague look at each variation for 3-5 seconds. If they don’t know the difference, you’d better redesign your visual assets.

Lesson learned: in case you test variations with too small changes in design, you should expect that they will show the same result. Such changes are too insignificant for users, so it’s better to test app icons and screenshots that differ markedly from each other.

4. Your banner ads have the same design as one of the app store visual assets

If you use a third-party mobile A/B testing tool, like, for example, SplitMetrics, you buy traffic and place banners on ad networks. The point is that such a banner shouldn’t look like one of the visual assets you are testing, whether it is a screenshot or the same elements on an icon.

For example, you run experiments for your educational app. You design a banner that has the same element, as the icon from the variation A, while the variation B is completely another icon. Variation A will show the higher conversion rate, since it has the same design, as the banner users initially saw and clicked on.

Studies show that if people see something repeatedly, their brain processes information faster, which brings them a sense of liking. You can read more about it here. So, users tend to unconsciously tap on the already familiar images.

Lesson learned: when working on banner ads, make the design as neutral as possible. The banner design should not coincide with the design of your app’s icon or screenshots variations.

5. Testing several hypotheses at once

It makes no sense to make multiple changes and test them within the same experiment. Some mobile marketers draw the wrong conclusions after running a test, since they have made several changes and, in fact, cannot know what exactly affected the result.

If you have decided to change the color of your app store product page screenshots, create one or a few variations with another background color and run a test. Don’t change the color, order, and text on the screenshots at the same time. Otherwise, you will see the winning variation (let it be the variation B), and you will have no clue if it is the color change that actually worked.

Lesson learned: if you test multiple hypotheses at once, you will not be able to understand which one of them is correct.

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6. Misinterpreting the situation when two variations are the same but you get a winner

When running A/A tests, you might be confused when an A/B testing tool is showing the winning variation among two identical assets. In particular, this is common for the Google Play Store’s in-built tool for running experiments.

On the SplitMetrics platform, at the 5% level of significance, in such a case, you will see that the result is insignificant.

Small differences between two exactly the same variations are pure coincidence. Different users reacted a little differently. It’s just like flipping a coin: there is a 50-50 chance you’ll get heads or tails, and there is a 50-50 chance one of the variations will show a better result.

To get a statistically significant result in a situation like this, you should get results from absolutely all users, which is impossible.

Lessons learned: if you get the winning variation when testing identical assets, there is nothing wrong with your A/B testing tool, it’s just a coincidence. However, with sequential A/B testing, you’ll see that the result is insignificant.

7. Getting upset when a new variation loses to the current one 

Some mobile marketers and user acquisition managers get disappointed when an experiment shows that the current variation wins, which they didn’t expect, and start wasting a budget on more paid traffic in the hope that the new variation will eventually win.

There is no reason to feel bad if your hypothesis has not been confirmed. If you had changed something on your app store product page without testing, you would have lost a part of your potential customers and, consequently, money. At the same time, having spent money on this experiment, you have paid for the knowledge. Now you know what works for your app and what doesn’t.

Lesson learned: everything happens for a reason, and you should not be sorry if your A/B test hasn’t confirmed your hypothesis. You now have a clear vision of what assets perform best for your game or app.

PPChero.com

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The Rise in Retail Media Networks

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A shopping cart holding the Amazon logo to represent the rise in retail media network advertising.

As LL Cool J might say, “Don’t call it a comeback. It’s been here for years.”

Paid advertising is alive and growing faster in different forms than any other marketing method.

Magna, a media research firm, and GroupM, a media agency, wrapped the year with their ad industry predictions – expect big growth for digital advertising in 2024, especially with the pending US presidential political season.

But the bigger, more unexpected news comes from the rise in retail media networks – a relative newcomer in the industry.

Watch CMI’s chief strategy advisor Robert Rose explain how these trends could affect marketers or keep reading for his thoughts:

GroupM expects digital advertising revenue in 2023 to conclude with a 5.8% or $889 billion increase – excluding political advertising. Magna believes ad revenue will tick up 5.5% this year and jump 7.2% in 2024. GroupM and Zenith say 2024 will see a more modest 4.8% growth.

Robert says that the feeling of an ad slump and other predictions of advertising’s demise in the modern economy don’t seem to be coming to pass, as paid advertising not only survived 2023 but will thrive in 2024.

What’s a retail media network?

On to the bigger news – the rise of retail media networks. Retail media networks, the smallest segment in these agencies’ and research firms’ evaluation, will be one of the fastest-growing and truly important digital advertising formats in 2024.

GroupM suggests the $119 billion expected to be spent in the networks this year and should grow by a whopping 8.3% in the coming year.  Magna estimates $124 billion in ad revenue from retail media networks this year.

“Think about this for a moment. Retail media is now almost a quarter of the total spent on search advertising outside of China,” Robert points out.

You’re not alone if you aren’t familiar with retail media networks. A familiar vernacular in the B2C world, especially the consumer-packaged goods industry, retail media networks are an advertising segment you should now pay attention to.

Retail media networks are advertising platforms within the retailer’s network. It’s search advertising on retailers’ online stores. So, for example, if you spend money to advertise against product keywords on Amazon, Walmart, or Instacart, you use a retail media network.

But these ad-buying networks also exist on other digital media properties, from mini-sites to videos to content marketing hubs. They also exist on location through interactive kiosks and in-store screens. New formats are rising every day.

Retail media networks make sense. Retailers take advantage of their knowledge of customers, where and why they shop, and present offers and content relevant to their interests. The retailer uses their content as a media company would, knowing their customers trust them to provide valuable information.

Think about these 2 things in 2024

That brings Robert to two things he wants you to consider for 2024 and beyond. The first is a question: Why should you consider retail media networks for your products or services?   

Advertising works because it connects to the idea of a brand. Retail media networks work deep into the buyer’s journey. They use the consumer’s presence in a store (online or brick-and-mortar) to cross-sell merchandise or become the chosen provider.

For example, Robert might advertise his Content Marketing Strategy book on Amazon’s retail network because he knows his customers seek business books. When they search for “content marketing,” his book would appear first.

However, retail media networks also work well because they create a brand halo effect. Robert might buy an ad for his book in The New York Times and The Wall Street Journal because he knows their readers view those media outlets as reputable sources of information. He gains some trust by connecting his book to their media properties.

Smart marketing teams will recognize the power of the halo effect and create brand-level experiences on retail media networks. They will do so not because they seek an immediate customer but because they can connect their brand content experience to a trusted media network like Amazon, Nordstrom, eBay, etc.

The second thing Robert wants you to think about relates to the B2B opportunity. More retail media network opportunities for B2B brands are coming.

You can already buy into content syndication networks such as Netline, Business2Community, and others. But given the astronomical growth, for example, of Amazon’s B2B marketplace ($35 billion in 2023), Robert expects a similar trend of retail media networks to emerge on these types of platforms.   

“If I were Adobe, Microsoft, Salesforce, HubSpot, or any brand with big content platforms, I’d look to monetize them by selling paid sponsorship of content (as advertising or sponsored content) on them,” Robert says.

As you think about creative ways to use your paid advertising spend, consider the retail media networks in 2024.

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AI driving an exponential increase in marketing technology solutions

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AI driving an exponential increase in marketing technology solutions

The martech landscape is expanding and AI is the prime driving force. That’s the topline news from the “Martech 2024” report released today. And, while that will get the headline, the report contains much more.

Since the release of the most recent Martech Landscape in May 2023, 2,042 new marketing technology tools have surfaced, bringing the total to 13,080 — an 18.5% increase. Of those, 1,498 (73%) were AI-based. 

Screenshot 2023 12 05 110428 800x553

“But where did it land?” said Frans Riemersma of Martech Tribe during a joint video conference call with Scott Brinker of ChiefMartec and HubSpot. “And the usual suspect, of course, is content. But the truth is you can build an empire with all the genAI that has been surfacing — and by an empire, I mean, of course, a business.”

Content tools accounted for 34% of all the new AI tools, far ahead of video, the second-place category, which had only 4.85%. U.S. companies were responsible for 61% of these tools — not surprising given that most of the generative AI dynamos, like OpenAI, are based here. Next up was the U.K. at 5.7%, but third place was a big surprise: Iceland — with a population of 373,000 — launched 4.6% of all AI martech tools. That’s significantly ahead of fourth place India (3.5%), whose population is 1.4 billion and which has a significant tech industry. 

Dig deeper: 3 ways email marketers should actually use AI

The global development of these tools shows the desire for solutions that natively understand the place they are being used. 

“These regional products in their particular country…they’re fantastic,” said Brinker. “They’re loved, and part of it is because they understand the culture, they’ve got the right thing in the language, the support is in that language.”

Now that we’ve looked at the headline stuff, let’s take a deep dive into the fascinating body of the report.

The report: A deeper dive

Marketing technology “is a study in contradictions,” according to Brinker and Riemersma. 

In the new report they embrace these contradictions, telling readers that, while they support “discipline and fiscal responsibility” in martech management, failure to innovate might mean “missing out on opportunities for competitive advantage.” By all means, edit your stack meticulously to ensure it meets business value use cases — but sure, spend 5-10% of your time playing with “cool” new tools that don’t yet have a use case. That seems like a lot of time.

Similarly, while you mustn’t be “carried away” by new technology hype cycles, you mustn’t ignore them either. You need to make “deliberate choices” in the realm of technological change, but be agile about implementing them. Be excited by martech innovation, in other words, but be sensible about it.

The growing landscape

Consolidation for the martech space is not in sight, Brinker and Riemersma say. Despite many mergers and acquisitions, and a steadily increasing number of bankruptcies and dissolutions, the exponentially increasing launch of new start-ups powers continuing growth.

It should be observed, of course, that this is almost entirely a cloud-based, subscription-based commercial space. To launch a martech start-up doesn’t require manufacturing, storage and distribution capabilities, or necessarily a workforce; it just requires uploading an app to the cloud. That is surely one reason new start-ups appear at such a startling rate. 

Dig deeper: AI ad spending has skyrocketed this year

As the authors admit, “(i)f we measure by revenue and/or install base, the graph of all martech companies is a ‘long tail’ distribution.” What’s more, focus on the 200 or so leading companies in the space and consolidation can certainly be seen.

Long-tail tools are certainly not under-utilized, however. Based on a survey of over 1,000 real-world stacks, the report finds long-tail tools constitute about half of the solutions portfolios — a proportion that has remained fairly consistent since 2017. The authors see long-tail adoption where users perceive feature gaps — or subpar feature performance — in their core solutions.

Composability and aggregation

The other two trends covered in detail in the report are composability and aggregation. In brief, a composable view of a martech stack means seeing it as a collection of features and functions rather than a collection of software products. A composable “architecture” is one where apps, workflows, customer experiences, etc., are developed using features of multiple products to serve a specific use case.

Indeed, some martech vendors are now describing their own offerings as composable, meaning that their proprietary features are designed to be used in tandem with third-party solutions that integrate with them. This is an evolution of the core-suite-plus-app-marketplace framework.

That framework is what Brinker and Riemersma refer to as “vertical aggregation.” “Horizontal aggregation,” they write, is “a newer model” where aggregation of software is seen not around certain business functions (marketing, sales, etc.) but around a layer of the tech stack. An obvious example is the data layer, fed from numerous sources and consumed by a range of applications. They correctly observe that this has been an important trend over the past year.

Build it yourself

Finally, and consistent with Brinker’s long-time advocacy for the citizen developer, the report detects a nascent trend towards teams creating their own software — a trend that will doubtless be accelerated by support from AI.

So far, the apps that are being created internally may be no more than “simple workflows and automations.” But come the day that app development is so democratized that it will be available to a wide range of users, the software will be a “reflection of the way they want their company to operate and the experiences they want to deliver to customers. This will be a powerful dimension for competitive advantage.”

Constantine von Hoffman contributed to this report.

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Mastering The Laws of Marketing in Madness

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Mastering The Laws of Marketing in Madness

Mastering The Laws of Marketing in Madness

Navigating through the world of business can be chaotic. At the time of this publication in November 2023, global economic growth is expected to remain weak for an undefined amount of time.

However, certain rules of marketing remain steadfast to guide businesses towards success in any environment. These universal laws are the anchors that keep a business steady, helping it thrive amidst uncertainty and change.

In this guide, we’ll explore three laws that have proven to be the cornerstones of successful marketing. These are practical, tried-and-tested approaches that have empowered businesses to overcome challenges and flourish, regardless of external conditions. By mastering these principles, businesses can turn adversities into opportunities, ensuring growth and resilience in any market landscape. Let’s uncover these essential laws that pave the way to success in the unpredictable world of business marketing. Oh yeah, and don’t forget to integrate these insights into your career. Follow the implementation steps!

Law 1: Success in Marketing is a Marathon, Not a Sprint

Navigating the tumultuous seas of digital marketing necessitates a steadfast ship, fortified by a strategic long-term vision. It’s a marathon, not a sprint.

Take Apple, for instance. The late ’90s saw them on the brink of bankruptcy. Instead of grasping at quick, temporary fixes, Apple anchored themselves in a long-term vision. A vision that didn’t just stop at survival, but aimed for revolutionary contributions, resulting in groundbreaking products like the iPod, iPhone, and iPad.

In a landscape where immediate gains often allure businesses, it’s essential to remember that these are transient. A focus merely on the immediate returns leaves businesses scurrying on a hamster wheel, chasing after fleeting successes, but never really moving forward.

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A long-term vision, however, acts as the north star, guiding businesses through immediate challenges while ensuring sustainable success and consistent growth over time.

Consider This Analogy: 

Building a business is like growing a tree. Initially, it requires nurturing, patience, and consistent care. But with time, the tree grows, becoming strong and robust, offering shade and fruits—transforming the landscape. The same goes for business. A vision, perseverance, and a long-term strategy are the nutrients that allow it to flourish, creating a sustainable presence in the market.

Implementation Steps: 

  • Begin by planning a content calendar focused on delivering consistent value over the next six months. 
  • Ensure regular reviews and necessary adjustments to your long-term goals, keeping pace with evolving market trends and demands. 
  • And don’t forget the foundation—invest in robust systems and ongoing training, laying down strong roots for sustainable success in the ever-changing digital marketing landscape.

Law 2: Survey, Listen, and Serve

Effective marketing hinges on understanding and responding to the customer’s needs and preferences. A robust, customer-centric approach helps in shaping products and services that resonate with the audience, enhancing overall satisfaction and loyalty.

Take Netflix, for instance. Netflix’s evolution from a DVD rental company to a streaming giant is a compelling illustration of a customer-centric approach.

Their transition wasn’t just a technological upgrade; it was a strategic shift informed by attentively listening to customer preferences and viewing habits. Netflix succeeded, while competitors such a Blockbuster haid their blinders on.

Here are some keystone insights when considering how to Survey, Listen, and Serve…

Customer Satisfaction & Loyalty:

Surveying customers is essential for gauging their satisfaction. When customers feel heard and valued, it fosters loyalty, turning one-time buyers into repeat customers. Through customer surveys, businesses can receive direct feedback, helping to identify areas of improvement, enhancing overall customer satisfaction.

Engagement:

Engaging customers through surveys not only garners essential feedback but also makes customers feel valued and involved. It cultivates a relationship where customers feel that their opinions are appreciated and considered, enhancing their connection and engagement with the brand.

Product & Service Enhancement:

Surveys can unveil insightful customer feedback regarding products and services. This information is crucial for making necessary adjustments and innovations, ensuring that offerings remain aligned with customer needs and expectations.

Data Collection:

Surveys are instrumental in collecting demographic information. Understanding the demographic composition of a customer base is crucial for tailoring marketing strategies, ensuring they resonate well with the target audience.

Operational Efficiency:

Customer feedback can also shed light on a company’s operational aspects, such as customer service and website usability. Such insights are invaluable for making necessary enhancements, improving the overall customer experience.

Benchmarking:

Consistent surveying allows for effective benchmarking, enabling businesses to track performance over time, assess the impact of implemented changes, and make data-driven strategic decisions.

Implementation Steps:

  • Regularly incorporate customer feedback mechanisms like surveys and direct interactions to remain attuned to customer needs and preferences.
  • Continuously refine and adjust offerings based on customer feedback, ensuring products and services evolve in alignment with customer expectations.
  • In conclusion, adopting a customer-centric approach, symbolized by surveying, listening, and serving, is indispensable for nurturing customer relationships, driving loyalty, and ensuring sustained business success.

Law 3: Build Trust in Every Interaction

In a world cluttered with countless competitors vying for your prospects attention, standing out is about more than just having a great product or service. It’s about connecting authentically, building relationships rooted in trust and understanding. It’s this foundational trust that transforms casual customers into loyal advocates, ensuring that your business isn’t just seen, but it truly resonates and remains memorable.

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For instance, let’s talk about Oprah! Through vulnerability and honest connections, Oprah Winfrey didn’t just build an audience; she cultivated a community. Sharing, listening, and interacting genuinely, she created a media landscape where trust and respect flourished. Oprah was known to make her audience and even guests cry for the first time live. She had a natural ability to build instant trust.

Here are some keystone insights when considering how to develop and maintain trust…

The Unseen Fast-Track

Trust is an unseen accelerator. It simplifies decisions, clears doubts, and fast-forwards the customer journey, turning curiosity into conviction and interest into investment.

The Emotional Guardrail

Trust is like a safety net or a warm embrace, making customers feel valued, understood, and cared for. It nurtures a positive environment, encouraging customers to return, not out of necessity, but a genuine affinity towards the brand.

Implementation Steps:

  • Real Stories: Share testimonials and experiences, both shiny and shaded, to build credibility and show authenticity.
  • Open Conversation: Encourage and welcome customer feedback and discussions, facilitating a two-way conversation that fosters understanding and improvement.
  • Community Engagement: Actively participate and engage in community or industry events, align your brand with genuine causes and values, promoting real connections and trust.

Navigating through this law involves cultivating a space where authenticity leads, trust blossoms, and genuine relationships flourish, engraving a memorable brand story in the hearts and minds of the customers.

Guarantee Your Success With These Foundational Laws

Navigating through the world of business is a demanding odyssey that calls for more than just adaptability and innovation—it requires a solid foundation built on timeless principles. In our exploration, we have just unraveled three indispensable laws that stand as pillars supporting the edifice of sustained marketing success, enabling businesses to sail confidently through the ever-shifting seas of the marketplace.

Law 1: “Success in Marketing is a Marathon, Not a Sprint,” advocates for the cultivation of a long-term vision. It is about nurturing a resilient mindset focused on enduring success rather than transient achievements. Like a marathon runner who paces themselves for the long haul, businesses must strategize, persevere, and adapt, ensuring sustained growth and innovation. The embodiment of this law is seen in enterprises like Apple, whose evolutionary journey is a testament to the power of persistent vision and continual reinvention.

Law 2: “Survey, Listen, and Serve,” delineates the roadmap to a business model deeply intertwined with customer insights and responsiveness. This law emphasizes the essence of customer-centricity, urging businesses to align their strategies and offerings with the preferences and expectations of their audiences. It’s a call to attentively listen, actively engage, and meticulously tailor offerings to resonate with customer needs, forging paths to enhanced satisfaction and loyalty.

Law 3: “Build Trust in Every Interaction,” underscores the significance of building genuine, trust-laden relationships with customers. It champions the cultivation of a brand personality that resonates with authenticity, fostering connections marked by trust and mutual respect. This law navigates businesses towards establishing themselves as reliable entities that customers can resonate with, rely on, and return to, enriching the customer journey with consistency and sincerity.

These pivotal laws form the cornerstone upon which businesses can build strategies that withstand the tests of market volatility, competition, and evolution. They stand as unwavering beacons guiding enterprises towards avenues marked by not just profitability, but also a legacy of value, integrity, and impactful contributions to the marketplace. Armed with these foundational laws, businesses are empowered to navigate the multifaceted realms of the business landscape with confidence, clarity, and a strategic vision poised for lasting success and remarkable achievements.

Oh yeah! And do you know Newton’s Law?The law of inertia, also known as Newton’s first law of motion, states that an object at rest will stay at rest, and an object in motion will stay in motion… The choice is yours. Take action and integrate these laws. Get in motion!


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