A Market for Morality

Things are going to get interesting in the world of marketing. And the first indication of that was seen this past Sunday during the Super Bowl. As Bob Garfield noted, there were a lot of subtle and not so subtle undercurrents of messaging in the ads that ran in between the distracting sub-story that played out on the field. Things got downright political with a number of 167 thousand-dollar-a-second ad swipes at the current president and his policies.

I and many others here at Mediapost have been criticized over the past several months for getting political when we should have been talking about media and marketing. But as this weekend showed, we’re naïve to think those two worlds don’t overlap almost completely. And that’s about to become even more true in the future.

Advertising has to talk about what people are talking about. It has always been tied to the zeitgeist of society. And in a politically polarized nation, that means advertising’s “going to go there”. That’s normal. What’s not so normal is this weird topsy-turvy trend of for-profit companies suddenly becoming the moral gatekeepers of America. That’s supposed to be the domain of government and – if you believe in such things – religion. That’s in a normal world. But in the world of 2017 and the minds of 53.9% of America (the percentage of the electorate who didn’t vote for Trump) there is a vast, sucking moral vacuum on at least one of those fronts. It seems that Corporate America is ready to step up and fill the gap.

Suddenly, there is a market for morality. Of course, we have always had “feel-good” advertising and codes of corporate responsibility but this is different – both in volume and tone. It is more overtly political and it plays on perceived juxtaposition of the mores of the nation and the official stance of the government. Markets are built to be nimble and adaptive. Governments are seldom either of these things. Corporate America is sensing a market opportunity by taking the high road and the Super Bowl marked the beginning of what may become a stampede to higher moral ground.

This isn’t the first time this has happened. Around the turn of the last century, we saw the rise of welfare capitalism. In a rapidly expanding industrial market where there was a scarcity of human resources and little legislative regulation of working conditions, corporations became paternalistic. The reasoning was that no one could better provide stability for workers than the corporation that employed them. What is different about the current situation, however, is that this moral evangelism is primarily aimed at the market, not internal operations. We’ll come back to this in a bit.

This creates an interesting dynamic. In a free market economy citizens have the right to vote with their wallets. After a deeply divisive election the debate can continue in a market suddenly divided along political lines. This is compounded by the interconnected and interactive nature of marketing today. We have realized that our market is a complex system and plays by it’s own rules, none of which are predictable. Social network effects, outriding anomalies and viral black swans are now the norm. As I said in an earlier column, branding is becoming a game of hatching “belief worms” – messages designed to bypass rationality and burrow deep into our subconscious values. Our current political climate is a rich breeding ground for said “worms.”

You might say, “What’s wrong with Corporate America taking a moral stand? “

Well..two things.

There is no corporation I’m aware of that has as its first priority the safeguarding of morality. As economist Milt Friedman said, corporations are there to make a profit. Period. And they will always follow the path most likely to lead to that profit. For example, Silicon Valley has been very vocal in its condemnation of the Muslim travel ban not because it’s not right but because it jeopardizes the ability to travel for its employees from Muslim countries. And a century ago, welfare capitalism spread because it helped employers hang on to their employees and gave them a way to keep out unions. Even if morality and profitability happen to share the same bandwagon for a time the minute profitability veers in a new direction, corporations will follow. This is not the motivational environment you want to stake the future on.

Secondly, there is no democratic mandate behind the stated morality of a corporation. There are a lot of CEO’s that have robust ideological beliefs, but it is fair to say the moral proclivities of a corporation are necessarily tied to a very select special interest group: the employees, the customers and the shareholders of that corporation. Companies, by their very nature, should not be expected to speak for “we, the people.” Much as we would like morality to be universally defined, it is still very much a personal matter.

Take just one of these moral stakeholders – the customers. According to Blend, a millennial messaging app, their users loved the Coke, Budweiser and Airbnb ads that all had overt or thinly veiled moral messages. But there was a backlash from Trump supporters asking for boycotts of all these advertisers along with others that got political. The social storms stirred up on both sides were telling. Reaction was quick and emotionally charged. In a world where branding and beliefs are locked together at the hip, we can probably expect that morality and marketing will be similarly conjoined. That means that morality, just like marketing, will be segmented and targeted to very specific groups.

The Vanishing Value of the Truth

You know, the very powerful and the very stupid have one thing in common. They don’t alter their views to fit the facts. They alter the facts to fit the views.

Dr. Who, 1977

We might be in a period of ethical crisis. Or not. It’s tough to say. It really depends on what you believe. And that, in a nutshell, is the whole problem.

Take this past weekend for example. Brand new White House Press Secretary Sean Spicer, in his very first address, lied about the size of the inauguration crowd. Afterwards, a very cantankerous Kellyanne Conway defended the lying when confronted by Chuck Todd on Meet the Press. She said they weren’t lies…they were “Alternate Facts”.


So, what exactly is an alternate fact? It’s something that is not a fact at all, but a narrative intended to be believed by a segment of the population, presumably to gain something from them.

To use a popular turn of phrase, it’s “Faking It til You Make It!”

And there you have the mantra of our society. We’re rewarding alternate facts on the theory that the end justifies the means. If we throw a blizzard of alternate facts out there that resonate with our audience’s beliefs, we’ll get what we want.

The Fake It Til You Make It syndrome is popping up everywhere. It’s always been a part of marketing and advertising. Arguably, the entire industry is based on alternate facts. But it’s also showing up in the development of new products and services, especially in the digital domain. While Eric Ries never espoused dishonesty in his book, The Lean Start Up, the idea of a Minimal Viable Product certainly lends itself to the principle of “faking it until you make it.” Agile development, in its purest sense, is about user feedback and rapid iteration, but humans being humans, it’s tough to resist the temptation to oversell each iteration, treading dangerously close to pitching “vaporware.” Then we hope like hell that the next development cycle will bridge some of the gap between reality and the alternate facts we sold the prospective customer.

I think we have to accept that our world may not place much value on the truth any more. It’s a slide that started about 100 years ago.

The Seven Habits of Highly Effective People author Stephen Covey reviewed the history of success literature in the US from the 1700’s forward. In the first 150 years of America’s history, all the success literature was about building character. Character was defined by words like integrity, kindness, virtue and honor. The most important thing was to be a good person.

Honesty was a fundamental underpinning of the Character Ethic. This coincided with the Enlightenment in Europe. Intellectually, this movement elevated truth above belief. Our modern concept of science gained its legs: “a branch of knowledge or study dealing with a body of facts or truths.” The concepts of honor and honesty were intertwined

But Covey noticed that things changed after the First World War. Success literature became preoccupied with the concept of personality. It was important to be likeable, extroverted, and influential. The most important thing was to be successful. Somehow, being truthful got lost in the noise generated by the rush to get rich.

Here’s the interesting thing about personality and character. Psychologists have found that your personality is resistant to change. Personality tends to work below the conscious surface and scripts play out without a lot of mindful intervention. You can read all the self-help books in the world and you probably won’t change your personality very much. But character can be worked on. Building character is an exercise in mindfulness. You have to make a conscious choice to be honest.

The other interesting thing about personality and character is how other people see you. We are wired to pick up on other people’s personalities almost instantly. We start picking up the subconscious cues immediately after meeting someone. But it takes a long time to determine a person’s character. You have to go through character-testing experiences before you can know if they’re really a good person. Character cuts to the core, where as personality is skin deep. But in this world of “labelability” (where we think we know people better than we actually do) we often substitute personality cues for character. If a person is outgoing, confident and fun, we believe them to be trustworthy, moral and honest.

This all adds up to some worrying consequences. If we have built a society where success is worth more than integrity, then our navigational bearings become dependent on context. Behavior becomes contingent on circumstances. Things that should be absolute become relative. Truth becomes what you believe is the most expedient and useful in a given situation.

Welcome to the world of alternate facts.

Yahoo and the Transitory World

The writing has been on the wall for some time. But where once it spelled out Yahoo, it now says Altaba.

The Yahooligans are no more, have ceased to be, bereft of life, they rest in peace. Marissa Mayer may be riding off into the Silicon Valley sunset with her golden parachute trailing behind. The parking lot attendants at 701 First Avenue, Sunnyvale, CA could soon be sandblasting her name off the CEO’s reserved parking spot. And, predictably, we Internet codgers are mourning the loss of yet another digital pioneer.

But here’s the thing. For the last 150 years the point of a corporation is to not be a permanent fixture. And, in this world, that’s truer than ever. So we’d better get use to stepping around a growing pile of corporate corpses.

The notion of a corporation has been around since Roman times. The name comes from the Latin corpus (body) and means “body of people.” The original idea was that a corporation would live on beyond the lifespan of any of its members. This has certainly been true of the Stora Kopparberg, a mining community in Sweden, the oldest corporation in the world. It started in 1347.

But things changed in 1855 with the passing of the Limited Liability act in England. This flipped the idea of the perpetuity of a corporation on its head. This legislation allowed shareholders to walk away from the wreckage of a failed corporation without assuming any personal liability. It enabled serial entrepreneurialism and lowered the threshold of tolerable risk.

In short, corporate limited liability law made it okay for business people to try and possibly fail.

In the century and a half since the passing of the limited Liability Act (and similar legislation in most US states) we somehow believed that corporations existed to build size and scale, as befits a market that’s pre-occupied with mass. Economist Ronald Coase said the reason corporations exist is that because in imperfect markets, there is less friction doing things inside an organization than outside, making corporate structures more profitable than open markets. That was true in markets that built physical things from raw materials scattered around the world and then also had to distribute those things to distant markets.

But that’s not the world we live in. The world we live in is the world of rapid iteration and Eric Ries’ “Minimum Viable Product”. Increasingly, these products are not made of physical stuff but of digital bytes, where there is very little in the way of transactional costs.

I think we have to start thinking of the Minimum Viable Company – companies that can be assembled quickly around a market need but also can be disassembled and repurposed quickly. In today’s world, that’s the purpose of an organization and it’s a transitory thing.

In their book Creative Destruction, Richard Foster and Sarah Kaplan envision a new corporate structure more like a venture capital fund. A corporation should be made up of a number of transitory operating units that explore market opportunities in a Darwinian fashion. Arguably, this is closer to the model adopted by Google with Alphabet and, ironically, the new corporate structure of Altaba.

But even here, corporate hubris tends to get in the way. At some point, inevitably, the powers that be begin to believe they’re smarter than the market and build an illusion of sustainability. As economist Joseph Schumpeter said, “The problem that is usually being visualized is how capitalism administers existing structures, whereas the relevant problem is how it creates and destroys them.” Corporations have a vested interest in the status quo. Cognitive biases being what they are, we’ll always favor on the side of what we have rather than what we should build. For this reason, I think Coase’s justification for the corporation might be on its last legs.

That was definitely true of Yahoo. It was a corporation that lived beyond its time. Sooner or later, that had to catch up with it.



The Cathedral and Bazaar Cycle of Mar -Tech Innovation

Each year my friend Scott Brinker sits down to update his marketing technology landscape and each year he is amazed by the explosion of vendors he has to fit on a single slide. Last year’s version clocked in at 3874 Mar Tech solutions – almost twice as many as 2015. He started in 2011 with about 150 and it has effectively doubled with each iteration. While everyone has expected eventual consolidation this hasn’t happened to date.


Scott’s Marketing Technology Landscape – 2016


For a possible answer, we can look at a fascinating study conducted by a UCLA team looking at the fossil record of cars. Since 1896, there is a reliable record of the introduction of new automobile makes and models. In essence, this creates a “fossil” record, similar to biology, where we can look at the evolution of a technology over an extended time period. In this case, the researchers were looking to isolate the factors that led to the greatest introduction of new models and the discontinuation of old models. When many new models were being introduced, the evolution of the automotive technology accelerated. The researchers wanted to see if this pace of evolution was tied to strength of the economy, changes in oil prices or the number of other cards on the market. What they found was that competition in the marketplace played a bigger role in the variety of car models than either economic growth or oil prices.

However, these periods of rapid innovation didn’t last forever. Inevitably, there was a period of consolidation, where the major manufacturers focused on a few models to increase profitability. It’s a lot more profitable to produce a popular model with relatively few changes over a long period of time.

Once again, we have an oscillation or wave happening.

What is interesting about this is that these periods of rapid innovation always come from an open market with many competitors – exactly what is happening in marketing technology right now. That is because open markets always drive more innovation than can be achieved within hierarchal organizations. As Eric Raymond showed in his brilliant essay on the open source movement – The Cathedral and the Bazaar – the evolutionary forces of a distributed open market (or “Bazaar”) always trump vertical integration (“Cathedrals”) when it comes to spinning off fresh ideas.

In their book “Creative Destruction,” authors Richard Foster and Sarah Kaplan show that organizations (cathedrals) tend to favor incremental innovation with occasional forays into substantial innovation. But markets (bazaars) unleash transformational innovation. The unpredictability and risk increases by a factor of ten as you go from one version of innovation to the other, but so do the rewards. Innovation in markets grow on a logarithmic scale. It’s why some players – like Tesla and Google – have espoused the open-source “Bazaar” approach in areas like sustainable transportation and artificial intelligence where rapid innovation is essential.

There is another critical factor at play here as well. The market/bazaar, being ruthless, quickly culls the competitors down to those that have the best market potential. This explosion of innovation and the subsequent winnowing need a brutally competitive market environment – a rugged landscape in evolutionary terms. Organizations/Cathedrals are reluctant to pull the plug on losers as they fall victim to the sunk cost fallacy and loss aversion. Markets/bazaars operate like nature – “red in tooth and claw” – with a brutal efficiency in dispatching the less fit.

After this explosion of innovation and the subsequent purge, there is a period of consolidation where the biggest players benefit. Let’s call this the Cathedral phase. Here, operational efficiency takes over, looking for greater profitability. Here, market tested innovation is acquired by the largest organizations and systematically incorporated into a replicable template that allows for scalability. Here, the Cathedral model does what it excels at, maximizing profits. Of course, there is a trade off. Innovation withers and dies in this environment, leading to eventual stagnation, which triggers the need for break out innovation all over again.

Will marketing technology follow the Cathedral/Bazaar pattern? In his last landscape, Scott mentioned that rather than coalescing around an “a small oligopoly of platform providers competing for that starring role” the Mar-Tech ecosystem seems to be embedding plug and play compatibility allowing for a longer “Bazaar” phase. Perhaps, with the elimination of market friction, we’re getting to a point where profitability can be uncoupled from the need for scale. I guess we’ll have to wait and see how many mar-tech vendors end up on the 2017 version of Scott’s slide.





Prospect Theory, Back Burners and Relationship Risk

What does relationship infidelity and consumer behavior have in common? Both are changing, thanks to technology – or, more specifically – the intersection between technology and our brains. And for you regular readers, you know that stuff is right in my wheelhouse.


Dr. Michelle Drouin

So I was fascinated by a recent presentation given by Dr. Michelle Drouin from Purdue University. She talked about how connected technologies are impacting the way we think about relationship investment.

The idea of “investing” in a relationship probably paints in a less romantic light then we typically think of, but it’s an accurate description. We calculate odds and evaluate risk. It’s what we do. Now, in the case of love, an admittedly heuristic process becomes even less rational. Our subliminal risk appraisal system is subjugated by a volatile cocktail of hormones and neurotransmitters. But – at the end of the day – we calculate odds.

If you take all this into account, Dr. Drouin’s research into “back burners” becomes fascinating, if not all that surprising. In the paper, back burners are defined as “a desired potential or continuing romantic/sexual partner with whom one communicates, but to whom one is not exclusively committed.” “Back burners” are our fall back bets when it comes to relationships or sexual liaisons. And they’re not exclusive to single people. People in committed relationships also keep a stable of “back burners.” Women keep an average of 4 potential “relationship” candidates from their entire list of contacts and 8 potential “liaison” candidates. Men, predictably, keep more options open. Male participants in the study reported an average of over 8 “relationship” options and 26 liaison “back burners.” Drouin’s hypothesis is that this number has recently jumped thanks to technology, especially with the connectivity offered through social media. We’re keeping more “back burners” because we can.

What does this have to do with advertising? The point I’m making is that this behavior is not unique. Humans treat pretty much everything like an open marketplace. We are constantly balancing risk and reward amongst all the options that are open to us, subconsciously calculating the odds. It’s called Prospect Theory. And, thanks to technology, that market is much larger than it’s ever been before. In this new world, our brain has become a Vegas odds maker on steroids.

In Drouin’s research, it appears that new technologies like Tinder, What’sapp and Facebook have had a huge impact on how we view relationships. Our fidelity balance has been tipped to the negative. Because we have more alternatives – and it’s easier to stay connected with those alternatives and keep them on the “back burner” – the odds are worth keeping our options open. Monogamy may not be our best bet anymore. Facebook is cited in one-third of all divorce cases in the U.K. And in Italy, evidence from the social messaging app What’sapp shows up in nearly half of the divorce proceedings.

So, it appears that humans are loyal – until a better offer with a degree of risk we can live with comes along.

This brings us back to our behaviors in the consumer world. It’s the same mental process, applied in a different environment. In this environment, relationships are defined as brand loyalty. And, as Emanuel Rosen and Itamar Simonson show in their book Absolute Value, we are increasingly keeping our options open in more and more consumer decisions. When it comes to buying stuff – even if we have brand loyalty – we are increasingly aware of the “back burners” available to us.




Why Our Brains are Blocking Ads

On Mediapost alone in the last three months, there have been 172 articles written that have included the words “ad blockers” or “ad blocking.” That’s not really surprising, given that Mediapost covers the advertising biz and ad blocking is killing that particular biz, to the tune of an estimated loss of $41 billion in 2016. eMarketer estimates 70 million Americans, or 1 out of every 4 people online, uses ad blockers.

Paul Verna, an eMarketer Senior Analyst said “Ad blocking is a detriment to the entire advertising ecosystem, affecting mostly publishers, but also marketers, agencies and others whose businesses depend on ad revenue.” The UK’s culture Secretary, John Whittingdale, went even further, saying that ad blocking is a “modern-day protection racket.”

Here’s the problem with all this finger pointing. If you’re looking for a culprit to blame, don’t look at the technology or the companies deploying that technology. New technologies don’t cause us to change our behaviors – they enable behaviors that weren’t an option before. To get to the bottom of the growth of ad blocking, we have to go to the common denominator – the people those ads are aimed at. More specifically, we have to look at what’s happening in the brains of those people.

In the past, the majority of our interaction with advertising was done while our brain was idling, with no specific task in mind. I refer to this as bottom up environmental scanning. Essentially, we’re looking for something to capture our attention: a TV show, a book, a magazine article, a newspaper column. We were open to being engaged by stimuli from our environment (in other words, being activated from the “bottom up”).

In this mode, the brain is in a very accepting state. We match signals from our environment with concepts and beliefs we hold in our mind. We’re relatively open to input and if the mental association is a positive or intriguing one – we’re willing to spend some time to engage.

We also have to consider the effect of priming in this state. Priming sets a subconscious framework for the brain that then affects any subsequent mental processing. The traditional prime that was in place when we were exposed to advertising was a fairly benign one: we were looking to be entertained or informed, often the advertising content was delivered wrapped in a content package that we had an affinity for (our favorite show, a preferred newspaper, etc), and advertising was delivered in discrete chunks that our brain had been trained to identify and process accordingly.

All this means that in traditional exposures to ads, our brain was probably in the most accepting state possible. We were looking for something interesting, we were primed to be in a positive frame of mind and our brains could easily handle the contextual switches required to consider an ad and it’s message.

We also have to remember that we had a relatively static ad consumption environment that usually matched our expectations of how ads would be delivered. We expected commercial breaks in TV shows. We didn’t expect ads in the middle of a movie or book, two formats that required extended focusing of attention and didn’t lend themselves to mental contextual task switches. Each task switch brings with it a refocusing of attention and a brief burst of heightened awareness as our brains are forced to reassess its environment. These are fine in some environments – not in others.

Now, let’s look at the difference in cognitive contexts that accompany the deliver of most digital ads. First of all, when we’re online on our desktop or engaged with a mobile device, it’s generally in what I’ll call a “top down foraging” mode. We’re looking for something specific and we have intent in mind. This means there’s already a task lodged in our working memory (hence “top down”) and our attentional spotlight is on and focused on that task. This creates a very different environment for ad consumption.

When we’re in foraging mode, we suddenly are driven by an instinct that is as old as the human race (actually, much older than that): Optimal Foraging Theory. In this mode, we are constantly filtering the stimuli of our environment to see what is relevant to our intent. It’s this filtering that causes attentional blindness to non-relevant factors – whether they be advertising banners or people dressed up like gorillas. This filtering happens on a subconscious basis and the brain uses a primal engine to drive it – the promise of reward or the frustration of failure. When it comes to foraging – for food or for information – frustration is a feature, not a bug.

Our brains have a two loop learning process. It starts with a prediction – what psychologists and economists call “expected utility.” We mentally place bets on possible outcomes and go with the one that promises the best reward. If we’re right, the reward system of the brain gives us a shot of dopamine. Things are good. But if we bet wrong, a different part of the brain kicks in: the right anterior insula, the adjacent right ventral prefrontal cortex and the anterior cingulate cortex. Those are the centers of the brain that regulate pain. Nature is not subtle about these things – especially when the survival of the species depends on it. If we find what we’re looking for, we get a natural high. If we don’t, it’s actually causes us pain – but not in a physical way. We know it as frustration. Its purpose is to encourage us to not make the same mistake twice

The reason we’re blocking ads is that in the context those ads are being delivered, irrelevant ads are – quite literally – painful. Even relevant ads have a very high threshold to get over. Ad blocking has little to do with technology or “protection rackets” or predatory business practices. It has to do with the hardwiring of our brains. So if the media or the ad industry want to blame something or someone, let’s start there.

The Rise of the Audience Marketplace

Far be it from me to let a theme go before it has been thoroughly beaten to the ground. This column has hosted a lot of speculation on the future of advertising and media buying and today, I’ll continue in that theme.

First, let’s return to a column I wrote almost a month ago about the future of advertising. This was a spin-off on a column penned by Gary Milner – The End of Advertising as We Know It. In it, Gary made a prediction: “I see the rise of a global media hub, like a stock exchange, which will become responsible for transacting all digital programmatic buys.”

Gary talked about the possible reversal of fragmentation of markets by channel and geographic area due to the potential centralization of digital media purchasing. But I see it a little differently than Gary. I don’t see the creation of a media hub – or, at least – that wouldn’t be the end goal. Media would simply be the means to the end. I do see the creation of an audience market based on available data. Actually, even an audience would only be the means to an end. Ultimately, we’re buying one thing – attention. Then it’s our job to create engagement.

The Advertising Research Foundation has been struggling with measuring engagement for a long time now. But it’s because they were trying to measure engagement on a channel-by-channel basis and that’s just not how the world works anymore. Take search, for example. Search is highly effective at advertising, but it’s not engaging. It’s a connecting medium. It enables engagement, but it doesn’t deliver it.

We talk multi-channel a lot, but we talk about it like the holy grail. The grail in this cause is an audience that is likely to give us their attention and once they do that – is likely to become engaged with our message. The multi-channel path to this audience is really inconsequential. We only talk about multi-channel now because we’re stopping short of the real goal, connecting with that audience. What advertising needs to do is give us accurate indicators of those two likelihoods: how likely are they to give us their attention and what is their potential proclivity towards our offer. The future of advertising is in assembling audiences – no matter what the channel – that are at a point where they are interested in the message we have to deliver.

This is where the digitization of media becomes interesting. It’s not because it’s aggregating into a single potential buying point – it’s because it’s allowing us to parallel a single prospect along a path of persuasion, getting important feedback data along the way. In this definition, audience isn’t a static snapshot in time. It becomes an evolving, iterative entity. We have always looked at advertising on an exposure-by-exposure basis. But if we start thinking about persuading an audience that paradigm needs to be shifted. We have to think about having the right conversation, regardless of the channel that happens to be in use at the time.

Our concept of media happens to carry a lot of baggage. In our minds, media is inextricably linked to channel. So when we think media, we are really thinking channels. And, if we believe Marshall McLuhan, the medium dictates the message. But while media has undergone intense fragmentation they’ve also become much more measurable and – thereby – more accountable. We know more than ever about who lies on the other side of a digital medium thanks to an ever increasing amount of shared data. That data is what will drive the advertising marketplace of the future. It’s not about media – it’s about audience.

In the market I envision, you would specify your audience requirements. The criteria used would not be so much our typical segmentations – demography or geography for example. These have always just been proxies for what we really care about; their beliefs about our product and predicted buying behaviors. I believe that thanks to ever increasing amounts of data we’re going to make great strides in understanding the psychology of consumerism. These  will be foundational in the audience marketplace of the future. Predictive marketing will become more and more accurate and allow for increasingly precise targeting on a number of behavioral criteria.

Individual channels will become as irrelevant as the manufacturer that supplies the shock absorbers and tie rods in your new BMW. They will simply be grist for the mill in the audience marketplace. Mar-tech and ever smarter algorithms will do the channel selection and media buying in the background. All you’ll care about is the audience you’re targeting, the recommended creative (again, based on the mar-tech running in the background) and the resulting behaviors. Once your audience has been targeted and engaged, the predicted path of persuasion is continually updated and new channels are engaged as required. You won’t care what channels they are – you’ll simply monitor the progression of persuasion.