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Segmentation 3.0 – disrupting marketing, media and management

Designing advertising, services, products or doing media planning requires us to understand customers and target markets. The more we understand about behavioral preferences, attitudes, lifestyles and multiple other variables, the better we can do our jobs. Combining all sources of data: research, analytics, buyer segments in real time bidding (RTB) targeting engines, qualitative research.. its such a wealth of data that it has become too big to manage. Right now we need to be able to simplify and turn such wealth of data in to understanding and actionable priorities. This is exactly what segmenting should be all about.

Segmentation 1.0 is about creating customer understanding inside organization. The segments are actually stand alone pictures and stories about customers. These segments can’t be connected to data, which means that they steer creativity but don’t offer KPI’s, real business management tools or monitor market share changes.

Segmentation 2.0 is about more data driven and actionable segmentation. Dynamic interest grouping with online targeting tools allows you to calculate probability of click or purchase and adjust your investment/segment accordingly. Same method applies to existing customer analytics, which offers steering such as next best offer, likelihood of negative churn or the level of monetary value of different segments. It’s already about making data actionable. However, these technology specific, not market level segments.

There are two cases of Segmentation 2.0 that are now leading the way to 3.0 available in Finland. Finland is interesting because of advanced population register allowing you to do interesting solutions easier than elsewhere. However, these learnings will soon become internationalised.

The story about Finnish church is quite eye opening. Since 2000 the Finnish national church membership level has dropped from 85% to 72%. The Church is in crisis.

Church churn

Church has been responsible for registering population since the beginning of organized society in Finland. Everyone who gets baptized start paying church tax as part of their national taxation. My personal church tax was more than 1000€ last year. Losing members means losses in church taxation and losing young people means losing their life time taxes calculated in billions.

Church needed tools to understand their members and ways of preventing churn. Actually the church needed to re-invent them selves. They needed segmentation. Jarmo Lipiäinen, head of Kotimaa’s sales and marketing recognized this challenge and took action. Member 360 was born. This segmentation divides people in to segments by their religious tendencies and multiple other lifestyle variables. This segment tag is attached to everyone in Finland, member or not.

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Picture: Main and sub-segments

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Picture: Example profile – Disconnected experience seekers

Making the segmentation applicable required tools. Jarmo Lipiäinen led the project and they created data visualization tools for parishes. You can now look at areas and understand what kind of segments are there and buy addresses to people from different segments. This allows church to speak to their members and prospects in language and perception they can agree with. Church is not just about religion, it’s a second layer of safety net for under privileged people and has multiple other roles in society . People don’t leave church only for religious reasons, they expect church to act for greater good and help people. Church stands for a lot more than God.

Since the Member 360 was introduced, now +100 parishes are using the tools and changing the way church works and is relevant to their members. Church is now rewriting their story, hiring service designers to design engagements and services for members. One experiment, internet priest with chat, was very popular among young people who were in distress but would never have reached out to church advice or someone to talk face to face. The role of church, the message and ways of being part of peoples’ lives is now changing fast. Church is learning member centricity.

Commercial 2.0 segmentation

Another initiative took place simultaneously on commercial side, Fonecta Buyer Classification. This toolkit looked at people’s lifestyles and buying preferences and was also connected to the entire population. On top of that, it is also connected to   media buying tools and TNS research data. I have personally implemented multiple cases with buyer classification in travel, restaurants, hotels, telco and retail. Buyer classification has 8 main segments and sub-segments.

  1. Budget-Concious young adults
  2. Bargain hunters preferring finnish purhases
  3. Parsimonious Pensioners
  4. Brand-Focused thrill seekers
  5. Ordinary citizens
  6. Service-seeking couples
  7. Family-focused quality seekers
  8. Solid and prosperous elite consumers

The segments can be attached to your own customer database which allows you to see how many people there are in each segment, how they behave, how valuable they are, what do they buy. You can use this understanding to reach out potential new customers out there based on insights from your own data. Buyer classification allows you to connect internal and external realities with same segments and also monitor market development in numbers: who’s winning and losing what kind of customers. Business is not just simple numbers – won and lost, its very much about value too. The whole point of segmenting is about understanding where to concentrate your resources and optimize your profitability. You have to make choices, segmenting allows you to do make better decisions for those that matter most. This kind of generic segmenting attached to media buying and external data is a whole new game for business KPI’s and corporate management. It’s a possibility to connect creativity, resource allocation and business goals together

Human 360 – Next generation – segmentation 3.0

The next level is currently entering the market. Same segments are now connected to online behaviour too. You can now do online media planning by segments and use same segments in real-time-bidding. That’s a minimum standard in this day and age, but there’s more.

Member 360 and Buyer Classification were single purpose segments that could be adapted to other purposes but weren’t optimized for them. The next generation is about connecting multiple segmentation tools together:

  • 1st You have your own core segmentation or generic segmentation that has been made for your business sector’s specific needs. This segmentation is used for business management and company wide KPI’s
  • 2nd You have supplementary contextual segments for further insights: eg. Food, travel, technology, sports, politics, religion, fashion, housing,… you name it

To say it simply, the new generation approaches individuals holistically. People have different kind of passions and interests, capabilities and life situations. These contexts can be translated as passions and orientation. You can now approach people based on their orientation and you can analyze what kind of passions and orientations your current and potential customers have. You can also calculate scores for each segment allowing you to evaluate which approaches to your customers have strongest likelyhood of meaningful impact. Creation of business scenarios and relevant communications has never been easier.

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Such insight can be used for creative planning, media planning, new service development, partner selection,.. well, designing the future of the company.

Segmentation 3.0 enable us to connect 4C’s together and create a corporate GPS for success:

Screenshot 2016-03-16 10.22.42

Sofar Google has given a price for words with Google Adwords. This kind of segmentation will give similar price variation for people, it becomes the unifying currency in media buying. Some people have a much higher profitability potential than others. The future of media profitability will be dependent of reaching those audiences and people, advertisers are willing to pay most for. We are truly entering a new era in data driven analytics, planning, marketing, creativity and management. This development will have major impact on general management, mediabuying practices and entire creative industry. This kind of methods and tools will allow us to work miracles in unseen scale.

Aller Refinery

This development will further enhance marketing’s strategic role in management and strategy. Data will enable us to manage end-to-end processes better than ever

Screenshot 2016-03-16 10.22.54

Author Toni Keskinen and Jarmo Lipiäinen have published “Journey with customer – from product centricity to symbiosis strategy” –book in Finnish 2013.

 

Forecast for marketing planning and ecosystem evolution

The high frequency trading (HFT) stands for machine based stock exchange trading. HFT model leverages price differences in variety of stock exchanges, buy and sell in a fraction of a second. If there is 0,01% price difference in two stock exchanges,  you can make 100 profit with a 1M investment in a millisecond. HFT is based on algorithms and data and it’s increasing it’s share of trading steadily against traditional trading. HFT is very much like trained limbic system in human decision making: rapid, based on heuristics and rules from learned experiences and blind to events that have not been pre-coded in to the system. Traditional trading is based on rational thinking, analysis, luck, intuition.. well human intelligence and conscious decision making, even creativity. Traditional trading is much slower and more vulnerable to human emotional flaws but also allow long-term consideration. There is a lot of money involved in stock trading with instantly measureable success. It is also the most developed trading environment in the world.

Well, let’s look at marketing then. If you consider the fact that the CMO has liquid cash worth several percentages of corporate annual turnover, in case of P&G 9-11%, it is quite a considerable liquid asset too. Actually, in many cases it is the largest liquid asset the companies have and spend. The others are for long-term strategic Merger & Acquisition purposes, infrastructure investments and salaries.  Marketing is also the only investment that has difficulties in defining ROI, instant and long-term. Well, this will change quite soon and create tectonic changes in the foundations of marketing industry. The data explosion due to multi device Internet and inter-connectivity of mediums and customers combined with regulatory changes in privacy will result complete make over of the marketing industry.

Let’s consider Facebook for a moment. Facebook is a vehicle designed to enable personal communications and community. It is a yielding platform in which the user is the product for sale. The basic idea is that the advertisers will fund the business model and the consumers will allow data capturing in return for using the Facebook as their communications platform and vehicle representing their identity and social relationships.  Effectively Facebook knows more about us than we even realize. The question is, how does Facebook capitalize this knowledge? Facebook could become the world’s most effective advertising targeting and RTB business operator outside Facebook’s own touchpoints in case they decide to pursue this goal. We should expect black swans like that to appear and change the way the marketing ecosystem operates and challenging the balance of power. Big players will enter new areas and small players will emerge and grow big faster than ever (like Pinterest) and we will surely see new symbiotic business models created from combinations of existing players creating new value propositions and services.

If we consider the development of media buying and spending then, it is starting to look more and more like HFT due to the increasing level of Real Time Bidding (RTB) inventory and media business model. RTB is about getting the best price available for advertising inventory. The ecosystem is feeding advertisers willingness to pay for contacts and is trying to increase the willingness to bid higher. RTB is the new “share of voice”. The drivers of this business model have been Google Ads and Facebook but the model has been adopted by other media companies widely and will be adopted by majority of mediums over the next couple of years. The advertisers willingness to pay for each contact is based on data and the decision to bid is made based on the rules defined in the Demand Side Platforms (DSP’s) within milliseconds, exactly like in the case of HFT. As the business model is based on engagement or acquisition, also the rewards can be easily tracked which drives transparency and corporate management acceptable investment model in marketing.

The key here is the corporate management acceptable investment model. Marketing has been a rogue spending area in corporations without direct accountability for financial results. This will change. Every single business investment area has been made liable for profitability and accountability apart from advertising. It is not going to be acceptable anymore. Because it is becoming possible, it will be demanded. Period. Just like in case of the HFT also the liquid resources will become almost infinite and marketing budget will become flexible when the accountability is made possible. There is no limit in spending if every single cent invested result 10 cents in return. Well, in future markets such disproportional returns will be balanced but the main rule will still be valid. Groupon is a thriving example of corporate willingness to pay disproportional costs for easiness and accountability. The change is inevitable but will happen gradually. The wheel of change is already turning and it will spin wilder and wilder before we reach the new normal.

Investment sector has been in great turbulence and HFT has changed trading volume based market shares rapidly. In Helsinki Stock Exchange March 2010 the top three traders were SEB, Nordea, Handelsbanken and FIM. They were all local or Fennoscandic players. In January 2012 the top three were Morgan Stanley, Nordea and Credit Suisse. Along with those three there were newcomers like Citadel, Getco and Spire. The newcomers are all specialized in robot managed HFT. Credit Suisse and Morgan Stanley represent the same phenomena by selling others the rights to use their HFT technology. Local players are losing ground.

The change is happening at increasingly rapid speed and will eventually escalate. At that point within apr. 5 years media agencies don’t call to mediums and ask quotes for their mediums, media buyers and sellers in current meaning will vanish. Media planning is no longer about choosing media and negotiating price for it. Media agency will be impossible to distinguish from stock exchange trading company by sight. The tools, technology, algorithms and productivity goals will be very similar. The competition will be about measureable ROI of marketing portfolio management. Like in the stock trading it will be driven by analysts who are specializing in short term instant ROI and long-term profit expectations. 

What about creative agencies then?

IBM did a major study in 2010 and interviewed over 1500 CEO’s around the world. Mr. Samuel J. Palmisano, Chairman, President and CEO of IBM Corporation captured the findings in three major issues in his pre-words of the study report:

  1. The World’s private and public sector leaders believe that a rapid escalation of “complexity” is the biggest challenge confronting them. They expect it to continue – indeed, to accelerate – in the coming years
  2. They are equally clear that their enterprises today are not equipped to cope effectively with this complexity in the global environment
  3. Finally, they identify “creativity” as the single most important leadership competency for enterprises seeking a path through this complexity.

Well, creativity is a human trait and a profession. Creative agencies will have major role in the change and they are trusted partners for CMO. Creative agencies will remain true to their creativity but the demand for creativity will be far more diverse than just advertising message creativity now. Customer experience design, advertising, product- and service design all serve the same common goals; creation of competitive advantage, brand and relationship value. CMO’s responsibility is going to be about exactly that, creation of competitive advantage. CMO should be already responsible for insights on customer behavior change and delivering them to other members of the board influencing strategy and operations. CMO’s key role is to practice strategic sensitivity of the market and customers. The best CMO’s will earn a new role closer to COO’s current role as they start carrying more accountable and strategic responsibility. The CMO position will also become number one route to CEO position. Sir Terry Leahy, former CMO and later CEO of Tesco Plc has already shown the way. Tesco is also one of the premier examples world wide in customer data driven strategic and operational management, behavioral economics research and service design. Tesco’s growth and profitability also prove the point rather well. Creativity in the Tesco way will become mainstream now that we are reaching tippin’ point.

There is another reason why Tesco is such a great example of future marketing planning. Tesco is one of the first companies using customer behavior data to personalization and individual customization of offering and messaging in massive scale. Today we recognize this as marketing automatization and customer experience management. Each individual customer has offering scoring attached to their data and this scoring model define what and how should be offered in order to turn push marketing and sales in to inspirational service experience. People are looking for advice, inspiration and great deals. Giving all three in one package with great customer experience in any given customer interface create trust and relationship.

Customers are becoming another portfolio for CMO to manage; who, what, when and how are the questions that need an answer. The answer is another case of trading mechanism. The company has an inventory of products and services. This inventory is the other subject to yield management and the customer base is another portfolio. The perfect combination of both enhances loyalty and lifetime value with optimal profitability.

Well, let’s go back to Facebook and consider that the product they have, are their customers, the users. The product and service portfolio they are managing is not actually their own but their clients, the advertisers. The two way yield management means optimizing the profits from the customer base they have. Facebook must consider overall profitability of their users against the price different product & service vendors are prepared to pay for them. Yield management will differentiate products and services in to categories:

  1. Easy to activate mass categories which deliver small but high volume transactions
  2. More difficult to activate categories which deliver less but bigger transactions

Well, that’s not the end of it. There are known brands with stronger demand creating also high volume and less known brands that are more difficult to yield but deliver higher revenue/transaction. In this game brands, creativity and quality of creative work are subject to instant and continuous pricing. If the creative work is highly appealing and works very well, it will result transactions at lower costs and higher margins for advertisers. If the creative work is not working the price you need to pay for each transaction will cost much more. When we reach this point, you don’t need to question what is the value of your brand. You will know the difference… Painfully well. The same apply to advertising in any other mediums, which will still be impossible to directly measure. The measures will be based on direct increase in sales compared to the base line without marketing and it’s effect in real time bidding costs. Currently the same ideology works well in businesses requiring outbound selling. In case advertising works outbound sales conversion will increase and cost per transaction will be less expensive. Same mechanism will work much faster in the real time bidding environment.

The media companies’ capability to invoice consumers’ subscription fees will erode steadily and the requirement for advertising profitability will grow. The media trading could well learn from retail category management and yielding optimization of shelf space. The media inventory is made of certain media placements, which will develop but still exist in the near future. Every single placement will be subject to yielding methodology. Facebook, Google and most media companies will not really care where the money is coming from as long as their yield management drives strong profits. Statistical analytics, scoring models, algorithms, richer and richer data combinations and continuous optimization will be the name of the game. They have the data and they can re-create their business models. There are only so many people on this planet and in any given country. The media which have the best data and the best tools to create multi client lead nurturing methodologies delivering strongest rate of acquisition will win. Just like in case of HFT, the balance will shift and the global players will take larger share of the business. The smaller but local and trusted media companies are now in a do or die situation and by the end of this decade we will know how if and how they survived.

The role of mediums as the data owners will also change. The services they deliver could vary from x amount for introduction, y amount for acquisition to z amount or percentage for the profitability e.g. during the first three years. The data holders will become capable of working as headhunters for advertisers. They will just hunt customers, not employees. The stakeholders in this game can be anything from media companies to large loyalty programs, telecoms, Apple like manufacturers (e.g. Siri) and global social mediums and data capturing platforms like Facebook and Google. The most rapidly growing market sector is currently services that come between the producers of products and services and the customers. Travelzoo.com and Groupon are good examples of such. All players mentioned above have direct customer relationship to consumers and consumers are using their services to make their choices and living easier and better. In a very complex world these players offer advice, the solution to customer’s needs. They can inspire and serve and they can gain a trusted partner status with consumers. The key word is trust. Trust is also the key word in yield management.  The increasing transparency will become another management imperative. Bad companies stand for, bad customer experiences and effectively bad advice for consumers. It means lost trust and less effective yielding for mediums. If the company cannot deliver what they promised, they will face increasing costs again.

The world has become extremely interconnected and transparent. The market price for a customer engagement or customer acquisition will be determined by trading environment. The market value of data will deliver steady revenue and the big players will become bigger than ever but we will also witness unexpected newcomers. The competition will be about the game of trust and relationships in the consumer markets and extremely efficient trading tools and data based intelligence delivering accountability in the B2B markets and planning. The value of existing customers will become imperative and corporations will implement marketing automatization technologies in order to enable individual care models and increase in customer lifetime value. The tools will become smarter but creativity will flourish as human trait, profession and specialty.

Author: Toni Keskinen, Marketing Architect & Customer Journey Designer

http://www.linkedin.com/in/tonikeskinen

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