Tag: Digital Transformation

Testing & learning without measuring experimentation debt is a fail

In the world of data-driven decision-making, experimentation is the backbone of many companies' scale up strategies. Whether it’s testing new product features, channels, marketing campaigns, or experimenting with operational improvements, the ability to experiment and learn quickly is seen as a competitive advantage. More crucially, establishing a plan to measure, validate and collect on the success metrics that helps reduce experimentation debt is an Achilles heel.

However, a critical, often-overlooked issue undermines the effectiveness of these efforts: experimentation debt.

This phenomenon, similar to technical debt in software development, arises when companies neglect the rigor and discipline required to validate and maintain their experimentation frameworks. In fact, studies suggest that nearly 60% of companies fail to validate or backtest their winning experiments, assuming that initial results are bulletproof. The consequences? Overconfidence in flawed conclusions, wasted resources, and eroded trust in experimentation as a tool for growth.

What Is Experimentation Debt?

Experimentation debt refers to the cumulative issues and inefficiencies that arise when experimentation processes are mismanaged, leading to suboptimal outcomes and flawed decision-making. Just like financial debt, it accrues interest over time, with its effects compounding as unchecked assumptions proliferate across the organization.

How Experimentation Debt Builds Up

  1. Failure to Backtest and Validate Results
    Companies often rush to implement "winning" experiments without replication or backtesting in different conditions. What works in one segment, geography, or time period may fail spectacularly when scaled.
  2. Flawed Experiment Design
    Poorly designed experiments—such as those with insufficient sample sizes, inadequate control groups, or confounding variables—can lead to misleading results, creating false confidence in the outcomes.
  3. Short-Term Focus
    Many experiments prioritize short-term metrics like clicks or immediate revenue, ignoring long-term impacts on retention, brand equity, or customer lifetime value.
  4. Inadequate Documentation
    Experiments are often poorly documented, leaving teams without clear learnings or a repository of what worked and why. This leads to repeated mistakes and a lack of institutional knowledge.
  5. Ignoring Negative or Neutral Results
    There’s a bias toward celebrating wins and sidelining experiments with negative or neutral outcomes. Yet, these "non-wins" often contain valuable insights that could guide future efforts.
  6. Lack of Iterative Refinement
    Winning experiments are frequently treated as "one-and-done" solutions. Without further refinement, what was once a great idea can stagnate, leaving value untapped.

The Cost of Experimentation Debt

The consequences of experimentation debt are far-reaching:

  • Wasted Resources: Time, money, and effort are often funneled into scaling initiatives that don’t hold up under broader scrutiny.
  • Eroded Trust: Stakeholders lose confidence in the experimentation framework, viewing it as unreliable or inconsistent.
  • Missed Opportunities: By failing to iterate or learn from mistakes, companies leave growth opportunities on the table.
  • Stagnation: Experimentation frameworks that don’t evolve over time lead to diminishing returns, hindering innovation and progress.

How to Avoid Experimentation Debt

While the risks of experimentation debt are significant, they can be mitigated with the right strategies and mindset:

  1. Validate and Backtest Winning Results
    Before scaling, ensure that initial results can be replicated in different conditions. Backtest experiments to verify their validity over time and across segments.
  2. Enforce Rigorous Experiment Design
    Invest in proper experiment design, with clear hypotheses, appropriate sample sizes, and robust control groups. Engage statistical experts to avoid common pitfalls like false positives.
  3. Track Long-Term Impact
    Extend the tracking period for experiments to understand their effects on long-term KPIs such as retention, lifetime value, and customer satisfaction.
  4. Document and Share Learnings
    Create a centralized repository for experiments. Document methodologies, results, and key learnings to build institutional knowledge and avoid redundant efforts.
  5. Normalize Learning from Neutral or Negative Outcomes
    Treat experiments as learning opportunities, even when the results aren’t positive. Insights from neutral or negative tests can often lead to breakthroughs in future experiments.
  6. Embrace Continuous Improvement
    Revisit and refine winning experiments as conditions evolve. Continuous iteration ensures that initial wins remain relevant and impactful over time.
  7. Monitor the Experimentation Framework
    Regularly audit the experimentation process to identify inefficiencies and gaps. Use dashboards or scorecards to track the health of the framework and hold teams accountable.

The Road to Better Experimentation

Experimentation is one of the most powerful tools in a company’s arsenal, but it’s only as good as the framework supporting it. Experimentation debt can erode trust, waste resources, and hinder growth, yet it often flies under the radar. By recognizing its impact and taking proactive steps to address it, companies can build a stronger, more resilient experimentation culture—one that drives sustainable growth and fosters innovation.

🚀 Agentic AI: Autonomous AI – The Future of Marketing 🌐

Our fast-evolving marketing landscape requires us to stay ahead by leveraging the latest innovations, and agentic AI is one of the most exciting developments to me.


But what exactly is agentic AI, and why should we care?
Agentic AI refers to systems that can autonomously take actions based on data, improving decision-making across various processes. Unlike traditional AI that assists with specific tasks, agentic AI dynamically adapts and optimizes on its own. In practice, it allows marketers to scale efforts programmatically with precision and intelligence.

💡 Why is this important? Imagine automating the constant decision-making required to manage campaigns. With agentic AI, we can move beyond manual adjustments, trusting AI to handle tasks such as creative variation, campaign trafficking, and media spend management. This not only saves time but also drastically improves the accuracy and efficiency of campaigns, driving business outcomes at scale.

📊 Business Impact:

  • Increased ROI: Agentic AI identifies the best-performing creatives and scales them, improving engagement and conversions.
  • Better Budget Allocation: AI models optimize media spend, ensuring every dollar is invested in the most impactful channels.
  • Improved Efficiency: Automated QA and trafficking eliminate errors, speeding up go-to-market strategies.

✨ My Experience: I’ve personally tested agentic AI for:

  • Campaign Trafficking & QA: We've seen a 10% improvement in campaign functionality and reporting accuracy by reducing human error.
  • Media Spend Planning & Management: AI dynamically adjusts media spend based on real-time performance data, leading to faster iterations, reduced CPA, and higher overall engagement.

✨ Future Areas I'm Exploring:

  • Creative Variation: Automatically generating and testing creative variants to find the top performers.
  • Virtual teams: Looking into using smart agents as virtual team members who can handle specific, repetitive, or even strategic tasks autonomously. Idea is that these agents can adapt, learn, and evolve based on real-time data and decision-making processes, allowing human team members to focus on higher-level, creative, and strategic work.

How are you incorporating AI in your strategy? Are you using smart agents? What successes or learnings have you experienced? As we move into 2025, marketers need to embrace agentic AI as a present-day opportunity to drive exponential growth. 🌱

Blockchain is changing the field not the just game

Blockchain will deliver digitization to our lifestyle for greater prosperity and health

The investments in Blockchain across the way we live, learn and work is still in its infancy. We know technology in general is in a free fall and transformation stage with the likes of 5G, machine-to-machine communications, and distributed systems. With Blockchain, we have the potential to bring a new era of “individualism without alienism.” And so Blockchain is already on a journey with crypto-currencies, considered the early adopters, taking off permeating into our day-to-day as it begins to shape the perceptions and possibilities of what’s to come. It’s raising important social questions and is already reshaping the way we all think about the current monetary infrastructure. It’s too late for Blockchain to disappear that much everyone agrees on. So, what’s next?

Well, it won’t be long before we are introduced to new Blockchain products which depart from the ledgers, currencies and processes driving a financial system. No, it won’t be focused on the series of connected services that is borne out of a network effect of cryptocurrencies but new applications that will improve our health, help us gain knowledge and provide greater control, distribution and fluidity of of our day-to-day tasks.

Dynamic and Extensible Electronic Health Records

Healthcare, imagine a decentralized but coordinated set of global data not silo’d and walled off. Our specific electronic health records are silo’d and static, imagine that data now with a decentralized governance where no one organization owns the data and there’s no clearing house for that information thus acceleration data sharing and personalization at scale.

Napster times a thousand! – Imogen Heap

Musical artists could push the boundaries of creativity and expand the headroom of their production. Blockchain could allow artists to truly cut out the middleman and at the same time expand their production headroom while also increasing the derivative body of works because of the decentralize governance it would bring. Furthermore, from a headroom expansion perspective imagine each track, i.e. drums, keyboards, a sample able to be tweaked, morph and distributed across the fanbase bringing the artist and fans in direct collaboration. It’s requests and personalization at an enormous scale!

Education in True Real-Time with Test and Learn

In the realm of Education, we know Institutions around the world are cooperating on a multitude of challenges. One major challenge is to introduce, assess, and share learnings across the ecosystem which generally takes years to do. Imagine a new system that allows not just a small group of Universities to be able to introduce these new learning but collaborate and expand on the learnings at hyper-local levels without major structural changes and maintaining the integrity of the core idea.

This is but the "tip of the iceberg" as to how blockchain could change our lives. The possibilities are endless coupled with artificial intelligence, machine learning, IoT (internet of things) and the convergence of biology and technology!

Amazon buys Whole Foods, boy times, they are a changing…the courtship of digital is ending

Why would Amazon buy Whole Foods? Ironically, the answer is in the name, Amazon. The amazon jungle is the life blood of the western hemisphere providing the ecosystem and environment to nourish over a billion in population and drives civilizations largest economies. According to Wikipedia, the Amazon represents over half of the planet's remaining rain-forests, and comprises the largest and most bio-diverse tract of tropical rain-forest in the world, with an estimated 390 billion individual trees divided into 16,000 species.
Furthermore, having worked with Amazon when they first launched, Jeff Bezos’ goal seemed to be to want to bring everything a consumer could possibly want instantaneously to any part of the globe. So, it’s not a surprise to me that Whole Foods would be part of the consideration having integrated Zappos, Audible, etc. What I like about this is that Amazon; versus Walmart or any other big etailer/retailer has an opportunity to revamp the village economy that’s been largely decimated and ignored by the chain retailers such as the Walmart’s and Kmart’s of the previous generation. What I mean is that, there will be shift to employee first and long-term strategy versus a shareholder driven short term view of profit and loss. This will help employees gain purchase power and drive the economies in their communities. What’s the state of retail and is there any benefit for brick and mortar shopping? Look, I don’t think we should see the world from a “zero-sum” game perspective. I’m not a retail expert but as a consumer myself, introspectively, I have seen a big shift in my own buying behavior. Looking back, I never thought I’d stop going to the produce markets to use Fresh Direct or Google Express, as an example. We also must be mindful that many of us consumers are in various transition stages. This means that there’s a role for physical spaces, the answer lies in defining your ideal customer, understanding how he/she’s purchase behavior is changing and what your business can do about. How Amazon integrates Whole Foods will shed more light into the convergence of digital and physical in real terms. When buying preference shifts more towards medium B versus medium A, and medium A has been the driving method for businesses to entice a transaction how should a business respond? The answer to this question is simple but the path to getting there in an organization seems to be well beyond a company’s reach. Assuming medium B is online shopping and medium A is physical retail purchasing then logic would dictate that organizations would build the necessary pathway from divesting from brick and mortar to mix shift to supporting online shopping. Yet we look across the spectrum of retail and while this isn’t new news, i.e. music stores closing due to the CD to mp3 shift or mom and pop shops disappearing due to large retail shops are just a few of the shifts that are similar in nature but every time we see a pivot in consumer behavior our career business professionals and leaders seem to miss the boat or wait too long until it’s too late. Businesses should have a strategy to address the changes in the marketplace and these changes are clear and present when you listen to consumers. This idea isn’t new, there are many businesses who have carefully followed the needs of their customers, they have succeeded, Intel or BestBuy come to mind. While others simply ignored the signs, or didn’t see the writing on the wall and are no longer around or solvent, Kodak or Kmart, etc. What's interesting is that, as a percentage of revenue, according to TheMotleyFool, Amazon spends more on advertising then Walmart, The Home Depot, Best Buy, Kroger, and Target combined. Do they know something we don't know? Or do they understand that part of doing business and competing requires investing into driving sales? And that this investment brings critical data and learnings that will help the business calibrate and course correct? A form of research and development in the digital era.
So how can a large retailer turn the tide through digital transformation? That’s a loaded question, and it’s important to note that it’s not about digital or physical, really. And you've people say, it's not a sprint its marathon, I say it's a triathlon but your organization has to be sure of what it is it needs to accomplish and be laser focused on accomplishing it. Most businesses are fully on the transformation journey, the problem lies in whether it’s the right one for them.  To understand that, it’s important to understand the organization’s wherewithal and capability from the vantage point of research, data, technology, legal, processes and talent. The underlying question will be whether you have the right mindset from the leadership and from the brick and mortar staff to facilitate any future change. If it's not a holistic approach then you're just slapping "lipstick on pig" and the underlying issues will engulf your business and you will cease to exist. With regards to research, this is a crucial first step and most businesses sit on a treasure trove of information. Ultimately it will rely upon a business’ core customers, asking the right questions and knowing who they are. Why are they your customers, what are there likes and dislikes, and what drives them to consider alternative products. I think the consumer packaged goods (CPG) industry does a phenomenal job at understanding a dimension of this but what I see a lot is research fails to address the consumer journey pieces of the qualitative puzzle. Data is another challenge for large companies, are you collecting the right data with regards to your business, end-to-end, who’s data should you use or trust, do you have a single source of truth and how is the data helping you make the right decisions or not? The research outputs should be able to allow for a gap analysis of your datasets, financial, product, marketing, sales and otherwise. The most puzzling of blockers I’ve encountered is, technology both IT and engineering. Yes, not surprising, it took a decade for organizations to realize that a Chief Marketing Officer (CMO) was investing more in technology than a Chief Technology Officer (CTO). On top of that, you have the pressure of advertising technology and how to tie all these platforms together. Each department, sales, finance, product, marketing and IT all look at their technology investments differently yet operationally and from a cost perspective it doesn’t make sense to do so. So, you have varying levels of maturity when it comes to technology deployment and the appetite for the business side to partner with technology departments from the get go to help bridge and solve problems together. Unfortunately, this is further led by strong Chief Executive Officer and other c-level opinions hence introducing barriers to a timely and frictionless solution. We’ve been here before, the question of whether legal is there to prevent or to protect. Many organizations are starting to look at this from both angles. Prevention is the equivalent of austerity, err on the side of caution. This mindset of course makes sense for certain business as usual situations. But what if you’re trying to address a new problem in the marketplace, a shift in consumer expectations or a new competitor entrant that’s pushing the envelope and their velocity of growth is staggeringly faster than yours? This is where I feel your legal counsel needs to be a critical partner in understanding the business requirements versus simply addressing the legalities of a decision. Furthermore, the legal team must be agile in its response to the needs of the business and market. How this is done is partnership and collaboration of course. Processes are absolutely the linchpin to all we’ve discussed so far. To put it simply, across the organization if making a decision is a three to six-month endeavor then leadership must look at how to accelerate the process, where are the gaps, what are the key blockers and how do we move more faster. I’m shocked that many organizations are still in a waterfall mindset, very linear in their thinking and sequential. Or there are pockets of lean startup but then other departments are operating in a different way. A process change should be defined and harmonized with inputs and alignment across all cross-functional departments. This will help large businesses move and shift to market and consumer demands more efficiently.
Finally, talent, the single most important opportunity for an organization to mine. Talent development should be seen through seeding, cultivating and building the acumen, both internal and external, required to solve the challenges the business faces. Whether it's digital, internet of things, or whatever new shift your business sees in the horizon. This is whether your technology department needs calibrate and train to understand marketing, advertising and other key aspects of your business supply chain. Do you have the right mechanisms, culture and leadership to enable curiosity and avoid complacency? I’m always afraid of becoming obsolete as a professional, shouldn’t a business’ staff and agencies feel the same way? If not what can the leadership do and provide to drive that mindset and talent transformation? Is Amazon looking at Whole Foods as a way to build and bring in new thinking and talent that is supporting a greater vision? Businessses shouldn't purchase using a one dimensional strategy, all angles, especially the impact to employees and talent are an important facet of the acquisition considertation.

Era of mobile transformation

It's been a long while since my last post, and a lot has changed in digital hasn't it? Digital is here to stay, so much so, I've identified three particular areas where this is true, 1) the meaning of digital transformation has changed 2) new paradigms have emerged and 3) what was new before is now business as usual. 1) Meaning of digital transformation has changed - what it means to become a digitally driven enterprise has changed in the last year and a half. Lets face it, being a digital forward organization used to mean, shift more marketing/communications budgets/approaches towards digital and/or digitize what is "offline" to digital and/or pressure from wall street to take advantage of digital to shift to a new business model. Digital Transformation The illustration above probably encapsulates the maturity level and business aspects of the digital transformation to which we applied solutions. We've all been there, either leading and/or supporting, yet it's always catching up or missing a crucial lane here or there which presents a tremendous amount of waste and frustration. We now know that there will always be challenges along the way yet even that mindset has to change. The interpretations presented by Mckinsey, BCG and other consulting shops will have us believe that solving the business problem will enable the change. How-Jump-Start-Digital-Transformation-ex1_large_tcm80-194312 However, in order for large businesses to accelerate digital acumen isn't to ignore the business problem, existing non-digital assets and infrastructure that's driven businesses to growth today but rather understand how to shift to consumer first, tackle the customer pain points and then calibrate the strategy, operations and processes accordingly in a smart, continuous and agile way. 2) New digital paradigms have emerged - Cloud based products, the IoT (Internet of Things) is taking full shape in our lifetime, someone you know has a smart home or a series of connected devices, a hive of communications and a virtual mobile living room. 28infographic-latest Companies are struggling to keep up with the changing landscape and this transformation is happening at various layers, both consumers and employees are looking for products and workplaces that are not tethered. It's inconceivable that before 2012 Snapchat didn't exist or that Netflix would be in the movie business or Alibaba would produce Star Trek Beyond! These forward thinking companies are following the consumer, understanding the behavior and solving for there needs. Snapchat an ardent consumer experience focused company is now growing at a velocity that even Facebook couldn't keep up with. 3) What was new is now business as usual - there isn't a digital revolution, it has come and we are past the digital chasm. More prominently, mobile is the new revolution, it's consuming all that is digital and bringing it to the physical. Smartphones are how we consume, read content, view movies, communicate, work and even pay each other. Mobile Transformers Mobile has been a catalyst to changing consumer behavior, for example we went from active participants, to being witnesses and to now merely sharing experiences to families, colleagues, friends, etc. It's not just changing the consumer mindset but small businesses as well. As an example, small businesses receive from direct feedback from consumers, even collecting payments directly. In essence, they are disintermediating the VISAs and MasterCard. How do businesses tackle this new behavior? What's more, is that it was inconceivable three years ago that Verizon would by AOL, the mere fact that Verizon a telecommunications company would be in the business of culture and advertising. What's changed? Consumer behaviors have given mobile companies a huge leg up and of course the ability to naturally apply continuous learning. I hope that as professionals we're all challenging the notion of business first and thinking about consumer first to understand the natural desire for consumers to be mobile and combing the worlds of digital and physical together.

Agile principles in digital marketing and acquisition

Agile Software Development methodologyIn the past decade or two, I've had the opportunity to truly explore and learn more about the "supply chain" of digital marketing through the lens of an agency and from the view of an in-house digital marketing executive. I've also had the opportunity to work within the top most important verticals such as Financial Services, Travel & Hospitality and Retail and learn about the opportunities and challenges each have faced to deliver high-fidelity digital strategy to drive business growth. What I've learned is that in every experience I couldn't help seeing a tale of two cities, on one hand organizations stumbling into adopting agile software development methodologies while on the other hand, marketing organizations working to adopt waterfall methods. Ironically, real-time digital marketing is the very essence of what agile is all about, how else could you possibly deliver on its promise, operationally and to scale up? We just don't think to apply the very ingredients that have made agile a success in software and product development the past decade to marketing and in particular to digital transformation. That got me to thinking, why not share my view and craft principles that have helped me and cross-functional teams where ever I've been to balance and deliver the productivity, quality and delivery of great service, particularly, if you think about service as a software. The leap then to applying great software development principles is easier to digest. Would love your comments or thoughts and of course before I do that, I thought it'd be good for me to copy/paste Wikipedia's description of Agile Development: "Agile software development is a group of software development methods based on iterative and incremental development, where requirements and solutions evolve through collaboration between self-organizing, cross-functional teams. It promotes adaptive planning, evolutionary development and delivery, a time-boxed iterative approach, and encourages rapid and flexible response to change. It is a conceptual framework that promotes foreseen interactions throughout the development cycle. The Agile Manifesto[1] introduced the term in 2001." Source: Wikipedia A few prerequisites to align on within your organization: a) Clearly define who your customers are. Invariably they will be the consumers of the work your team delivers b) Establish what your service, product and deliverable (example deliverable could be a report) are meant to provide c) Facilitate feedback and change Principles for Digital Marketing In An Agile World
  1. Our highest priority is to satisfy the customer through rapid and continuous delivery of valuable services and deliverables
  2. Welcome changing requirements, even late in development. Agile processes harness change for the customer's competitive advantage.
  3. Deliver high quality working services and deliverable frequently, from a couple of weeks to a couple of months, with a preference to the shorter timescale and rhythm.
  4. Business people, technology, analyst and developers must work together daily throughout a project.
  5. Build projects around motivated team members. Provide them the environment and support they need, and trust them to get the work done.
  6. Make face-to-face conversations mandatory as its the most efficient and effective method of conveying information to and within a team.
  7. Functional services and regular deliverable is the primary measure of progress.
  8. Agile processes promote sustainable development. The sponsors, developers, and users should be able to maintain a constant pace indefinitely.
  9. Continuous attention to technical excellence and good design enhances agility.
  10. Simplicity--the art of maximizing the amount of work not done--is essential.
  11. The best architectures, requirements, and designs emerge from self-organizing teams.
  12. At regular intervals, the team should reflect on how to become more effective, then tune and adjust its process and behavior accordingly.
  13. Communicate what's work and what has not including how the team will adjust it's process and behavior
Update June 23, 2013: CMO.com published an interesting piece a couple of months after my post, unrelated of course, that I thought I'd share. The gist is similar, however, it's primarily agile in marketing versus Agile In Action: How Four Brands Are Using Agile Marketing