Wednesday, 2 November 2011

Making sense of the marketing maze


FMCG Magazine, issue 11 volume 13
Why is – and why should it be that – FMCG marketing feels so vague? Everyone thinks the be-all and end-all is the big TV campaign. It takes six months to write, three months to edit, a whole bunch of illustrators, animators, storyboardists and directors’ assistants, a hundred grand in production and a hundred more grand for a slot in Corrie. This elephantine effort would be fine, were it not for one tiny flaw: you know fifty per cent of it works, but you don’t know which fifty per cent. The elephant in the room is accountability, and in today’s climate marketers must, must be accountable, as must their marketing.

We’ve come out of a recession, and are wobbling around the edge of a second iteration. Consumer confidence is low, partly driven by what people see in the financial sections of the TV news and partly driven by the doom mongers in the red tops. Businesses like yours aren’t bonkers so there is close scrutiny of every budget from procurement to overheads to manufacturing to marketing. The days of the “Let’s do TV, it works for the big brands” being sufficient justification for the board are over.

There is a second driver at work here: FMCG brands don’t sell to consumers, you sell to intermediaries – Nisa, Bookers, Asda, Tesco. You might argue that they should be doing your marketing for you (in fact, perhaps you should argue; if you spent your TV budget on selling more lines into Tesco they would have a vested interest in pushing your products hard, and yet we have devised ourselves an effective if expensive pull-oriented strategy, presumably because such tactics are too much like hard work). Yet we compete for shelf-space, PoS, the (very) occasional appearance in a promotion or an ad. FMCG brands focus their marketing towards the end consumer, essentially cutting out the middle man and appealing for share of basket. Works beautifully for the supermarkets.

So, two drivers: bypassing the supermarkets to get straight to influencing the consumer, and a terrible lack of clarity about whether this consumer focus can become more focused. Oh, and a third factor: the supermarkets sneakily deciding to launch their own brands (as distinct from own-brand) competing directly with yours. Anyone would think you were in trouble.

Over the past sixteen years – in fact ever since the Snickers® MegaBite online community was created for the brand’s Euro96 sponsorship – digital has become a valid and very useful channel for reaching and engaging consumers. Multi-brand FMCG companies have created websites, communities, games, multimedia, email and mobile campaigns very successfully, if success is measured in awards, media exposure and word of mouth. Over the past ten years, online channels have become properly measurable. The rise of analytics, and analytics specialists, has allowed marketers to track users’ online behaviour in great detail. Marketers are familiar with terms like UX (User Experience), IA (Information Architecture) and User Journeys (a term we appropriated from the supermarkets as it happens). We can drive people to websites, deliver appropriate experiences that support the brand architecture (brand onion, pyramid, pretzel... your ad agency will have its own version), and increase dwell time (the amount of time a consumer spends wandering around, through engagement or confusion, your website).

Digital can track absolutely everything. So it’s slightly surprising that most FMCG brands have not, because they believe they cannot, tracked the value they get from it. In the days when nobody knows which fifty per cent of the advertising works, you would think that having such an auditable medium would be a lifeline.

Digital means a consumer’s activity can be tracked all the way through to a sale. For example, if you sell a tin of beans on your website, we can track a visitor from before they get to the site (their first click on a Google Adword or a banner) through the site, around the site, to the basket and to a successfully concluded sale. We can attribute sales value to visits, which in turn means we can optimise campaigns, spend more on the sources which produce the highest sales, and generally be pleased that you know which fifty per cent is which. We can distinguish good from bad and make commercial decisions based on evidence. And evidence-based marketing is what your board wants.

FMCG doesn’t trust digital in the same way. It’s why, for example, most brand campaigns have a limited shelf-life online, and why websites get replaced with alarming frequency. You’re marketing to the end consumer, but you’re selling indirectly. This perception is common among FMCG marketers: indirect means indistinct. Decision making is therefore down to gut instinct – and how many awards the campaign wins. For me, that makes online marketing for FMCG brands a hopeless case. I want to know how to attribute value, no matter how indirect the sale is.

So let’s discuss a method which means that indirect doesn’t necessarily make it quite so hopeless. We’ve used it over the last four years for McCain Foods.

We started with a database of customers, acquired from a number of sources: bought lists, competition entries, newsletter opt-ins; in fact anywhere we could find data. We cleaned it up, got rid of the stale, unidentifiable, lapsed and suspect data, and created a robust base of legally opted-in people. We put together an email programme. This was pretty simple, consisting of product descriptions, recipe ideas, offers and simple calls to action. This gave us a backbone we could measure, and measure we did.

You will be familiar with the normal email marketing metrics: Open Rates, Click Through Rates and dwell time. We benchmarked the programme, making sure we had some consistency to start off with, so we could run some experiments. The first experiment: when should we send these emails? We sent the same email every couple of hours to a different section of the database to establish which time of day got the best open rates. At this best time of day we sent an email every day of the week to see which day of the week got the best open rates. Inside eight days we had the optimum send time.

The second experiment involved benchmarking against the real world. The assumption was that anyone in the database would be more engaged with the McCain brand than the general population (for obvious reasons: these people have opted in to regular emails, and they are getting regular brand exposure). What we wanted to do was to see if we could affect behaviour over time. Working alongside the brand tracking studies already being performed by Hall & Partners, Underwired created a comparable set of questions to mirror the study, in effect asking the same questions of the database so we could compare database versus general population at start, then after six months.

The results at the start were entirely predictable: 61% of people in the base loved the brand versus 20% in the general population. By the end, after the email marketing programme had been in action for six months, that score had risen to 64%, and in fact the gap had widened to 11%. The programme was clearly driving changes in perceptions of the brand, against a general fall in the advertising-only scores. But still, indirect and indistinct. How do we change this?

The next step for the campaign was to find a value benchmark. This consisted of two distinct phases: first find the comparison data, and second find a way to accurately measure any changes wrought by the digital activity. By using email only, the customer journey was kept very simple, and there was a built-in mechanism for running surveys so we could establish consumers’ shopping behaviour.

First we sourced a chunk of useful data. This came by way of Dunnhumby providing real-world shopper behaviour from Tesco customers; we sought out product choice, average purchase value and purchase frequency.

We continued this stage of the journey into attribution by refining the segmentation of the McCain database. The segmentation was fairly simple: brand engagers, brand resistors, category resistors, neutrals. This was also split demographically. The segmentation was tweaked to exactly match the Tesco shopper profiles so we could accurately compare one with the other.

So what have we found? We have discovered that when we put a person into the eCRM programme, in the first six months their purchase frequency goes up by 3%. Knowing what we know about average purchase value (in £s) and frequency for each segment, we can therefore easily find out not only how much the change is worth within the base, but also how much we should invest in acquiring more people into the database in order to drive ever-increasing incremental profit.

So what does this mean? Well, for one it means we know precisely which segments are worth investing in, how much to invest, and what the sales volumes we drive will be. This makes TV seem vague indeed – we do, now, know how to attribute value even when we’re marketing directly yet selling indirectly. We can justify every penny of the digital marketing budget (or at least that portion that’s spent on auditable campaigns) and, in a recession or in a post-recession world, that means we can be certain that what is being done is being done right.

Monday, 24 October 2011

What will happen to creative ideas as we hurtle into big data?

Will we see creative ideas diminish as more and more data is collected about 'us', thus resulting in marketing and advertising that is geared to our preferences based on the data available about us? [from Quora]
Creativity is solving problems, not coming up with cute ideas.

The next generation of CRM (which is arguably where all marketing is headed, partly because of the avilabilty of what you call Big data) is already centring around user-segmented brand experiences.

The best creative ideas therefore enable splintered expression, based on the recipient/electee's understanding of and motivations in relation to the brand. Great creative can be repurposed by the individual based on her own psychology - and therefore demands both insight and flexibility, because in essence it devolves responsibility for an imagination to the consumer rather than the marketing itself.

I've been in digital marketing for 17 years, eCRM for nine, and am heavily involved in the customer insight-based creative industry, and personally I think the most exciting times, and the most creatively challenging times, are still ahead of us.

Thursday, 6 October 2011

Steve Jobs

I started a publishing company in 1992 because I discovered I could start something myself because of the Macintosh.

I started one of the first web design agencies in 1994 because I was inspired by a vision of what could be done with an Apple Mac. I spent a fortnight getting my Mac online, not my first frustration with them, nor my last, but the sense of achievement, of empowerment, when I'd done it was incredible. I helped create the multimedia programme and helped write the code that made an MPEG card work in a Mac for the first time in the UK, for the kiosks for a British Design & Art Directors Club (D&AD) Festival of Excellence. I crashed every Quadra I ever drove.

I was a fanatic. As a multimedia entrepreneur, Mac gave me the power to realise and evangelise a changing media world. Steve's vision was echoed by many, many people, and standing on the shoulders of this giant his machines were used to express the new media reality.

Many of us who were at the vanguard of digital media would not be where we are today were it not for this one visionary man. Thank you Steve, the world is a richer place because of you, and a poorer one without you.

Felix Velarde
London

Monday, 18 July 2011

Le Manoir Aux Quat' Saisons and the Twitter Glitch

I love food. I'm a hopeless glutton foodie - I'll save up to eat at very poncy restaurants just so I can have my tastebuds tickled with divine ephemera (the ponciness may have rubbed off). I tend to fall in love with specific places and go back time and again. One of my all-time favourites is Le Manoir Aux Quat' Saisons in Oxfordshire; I was once in reception checking out after a sublime day and night for a birthday when my wife got into conversation with chef patron Raymond Blanc and we ended up staying for a second night's feasting.

I also love brands. I'm a brand marketer at heart, and for seventeen years I've expressed that through digital. I quite naturally follow Le Manoir on Twitter. In my daily twitterfeed Le Manoir constitutes a very minor part - my feed is full of marketing and digital industry stuff that's important to me. But every time I see Le Manoir's logo on a passing tweet it subliminally reminds me that I'm hungry and might well like to pop over to Oxfordshire soon.

Today they changed their avatar. It's suddenly absolutely tiny. I dropped them a tweet to say I couldn't read it any more. I got the short and I have to say teensy bit snotty riposte that it "conforms to the brand's guidelines, sorry to disappoint you". Well, it may well conform to your brand guidelines, but the point is it doesn't work. You've removed one of the main reasons for maintaining a corporate Twitter feed: free advertising to people who are predisposed to you. If you take away your brand awareness, then what, may I ask, are you doing it for? If it ain't advertising - as you so adroitly point out, you've done it because it conforms to brand guidelines - then it's corporate waste.

Much as I love the food, advertised for free by Messrs. Michelin and by those foodies and gourmands (myself included) who rave about it (though Le Manoir is probably 50% about the stunning location and gardens and 50% about the grub), your approach to actively generating brand exposure could do with a little more care. The excuse that I may not be able to read it but it doesn't matter because it fits the brand guidelines is naïve and silly. Get an extension to your guidelines so you can carry on doing marketing properly - or break the rules a bit. Live a little. But make yourselves invisible and your presence on Twitter will slowly and inexcusably fade from memory.

Monday, 16 May 2011

In search of a fourth dimension in segmentation

In 2008 McCain Foods, an FMCG brand, decided to embark on an eCRM (Electronic Customer Relationship Marketing) programme. The original premise was that the company wanted to establish whether, by engaging consumers using email, the effectiveness of digital could be measured in terms the advertising world understands well - brand consideration and brand preference. The eCRM programme scored some quick wins through segmentation, including an increase in brand consideration of 11%. But what really started to attract attention was the methodology used to establish and track value in terms of purchase frequency and sales revenues, through comparing like-for-like segmentation with supermarket data.

The original brief for McCain Foods' eCRM account was simple: establish whether or not digital could be used as a channel for changing brand consideration. The context was straightforward too: in an advertising ecosystem where TV is the principal means of affecting brand preference, and in which TV audience reach is becoming fragmented and diffuse, is there a new way of using digital to shift consumers' perception?

One suspects it is a common question. The McCain brief came a decade after the more basic questions about whether digital could offer a new channel for effecting sales were answered by the likes of Amazon, and five years after eCRM strategies for online retailer brands like Virgin (and in particular Virgin Holidays) demonstrated that relevant contact using pertinent, timely emails brought cross- and up-sell efficiency to the new digital retail channels. A whole universe of retailers have, and do, use eCRM to drive sales through their online stores and optimise the ongoing contact with their customers.

It's actually very easy to see the effects of an eCRM programme when you can track a customer from first moment of truth, say an eyeball on a cookie-dropping interactive ad, or a click on an Adword all the way through to lifetime value via a checkout mechanism. There is little mileage in labouring the arguments for segmentation per se (other than the observation that a three audience segmentation served by three separate email campaigns increases the effective return by 50%). That given, typically in the progression of an eCRM programme there is a straightforward series of steps that happens:

  • Demographic segmentation
  • Customer Touchpoint Planning (also known as Customer Touchpoint Management or Customer Journey Planning) for each of these segments
  • Test emails are sent
  • Results tell us something of the recipients' behaviour (both interms of reaction to calls to action as well as, further down the line, transactional and value-oriented behaviour)

The results deliver the next dimension of segmentation: behavioural, which attempts to infer likely behaviour from previous behaviour to inform messaging relevance. A new set of tailored emails is sent and the programme is refined. At this point planning insights need to be brought to bear to hypothesise motivational drivers.

Take working mum Sue. If we don't understand her motivations and drivers, we may look simply to her working mum status, infer she lacks the time to cook a proper meal, and promote the speed at which Oven Fries can be prepared. Actually, if we think more about motivation rather than circumstance, she doesn't have time to create original things to do with her young children. If she has a certain background (something we can easily establish) we may find she is motivated primarily by her kids' welfare, reinforced by her lack of time. This may offer some direction for us when we create messaging that will appeal to her directly and quickly.

These "What" and "Why" segmentation layers are key to what happens in subsequent phases. Without this "3D" approach to segmentation, all that is happening is a tightening of efficiency. And actually just the first two make for a pretty well oiled machine. But it does not help us identify motivation, and an individual's motivation may have a substantial effect on what will or won't encourage them to engage or buy. Adding the motivation element adds effectiveness.

McCain Foods took this approach. The segmentation they had already performed on their base of several hundred thousand email addresses was broad, seven in total, and attitudinal in nature. At one end there were brand resistors, at the other brand advocates. Resistors divided into two broad camps: those that were resistant to the frozen potato products category in general, and those who were consumers of the product but were resistant to the brand on the basis of price (or perceived price) differences and were likely to opt for supermarket own-brand rather than branded products.

The segmentation was tweaked to match exactly the then-commercially available datasets available from Dunnhumby describing Tesco (the UK's largest supermarket chain) shopper behaviour.

Data, as is usual for most brands, had been acquired more or less by accretion; competition entries, some bought data, some from third party partners, some from website opt-ins, voucher promotions, field marketing activities and so on.

All the data was piled into a generic segment, and as segment affinity was identified through behaviour (which links they clicked) or responses to questions (outbound questionnaires, additional promotions), records were assigned to the appropriate segment.

The usual persona development was then performed on each segment, creating a set of usable pen portraits that allowed creative to be briefed efficiently. This persona work was validated using highly tailored surveys sent to samples from each of the seven segments, and in turn this enabled the creation of subsets. At this stage the base consisted of seven broad attitudinal segments, split into demographic subsets. The persona development allowed the creation of some notional motivational drivers.

So how does this help? Well, let's take Sue Example. Sue is a category resistor. Sue went to college, and has a young child. So far so demographic. Sue is well educated, is unlikely to believe everything she is told by advertising, and she probably thinks frozen fries aren't good for us. Sue is primarily concerned about the wellbeing of her child. McCain's principal products are made of potato and sunflower oil, and nothing else. But saying "they are good for your child" over and over again is unlikely to change Sue's attitude.

But we know she has somehow ended up on the database, and if we can find a creative way of engaging her then we may have a chance. The creative execution used for Sue in the email campaign that ran for ten months used motivation as a starting point for the solution. In month one Sue received an email introducing Farmer John and his red tractor for printing out and colouring in. In month two Farmer John illustrated how a field is ploughed. In month three how potatoes are planted. In month four, the lifecycle of a potato. In month five, the painting-by-numbers included harvesting. And so on. By the end, Sue knew that if it was McCain, it was good for you. She had had some safe, fun, kitchen-table activity for her child. And her attitudes had changed.

In fact, over the first ten months of the activity, engagement with brand resistors (measured simply by open and click-through rates) went up from 14% to 63%.

Using a brand tracking agency to measure national brand consideration and brand preference scores, the campaign was benchmarked so that the effects of the eCRM activity could be established. An assumption was made that the effects of TV, in-store and outdoor advertising would be felt by consumers both in and not in the eCRM database and could therefore be factored out. That said, clearly those in the programme would naturally index higher than the national average simply by dint of being exposed to the brand's messages (let alone because it was partly a self-selecting audience) - 61% versus 20%. By the end of the first year this had changed markedly: while the national score had fallen to 12%, the brand consideration score in the eCRM base had risen to 64%. This measure, the de facto standard for measuring the effectiveness of television advertising, showed that eCRM did indeed have a place in the arsenal of high level marketing.

Taking the next logical step in measurement would, for an online retail brand, be easy. Measuring the correlation between changes in brand consideration or preference and actual sales would be straightforward given a directly auditable transactional process. For an FMCG brand whose sales are entirely through third parties (and actually, it doesn't matter whether the product is ultimately online or in physical stores; any sales chain where the sale is owned by a third party vendor has the same challenges) there are some reasonably robust estimation models for making assumptions about how well marketing drives revenues. However, direct attribution remains a real challenge. McCain Foods was in the very fortunate position of being able to benchmark changes in the attitudes and behaviour, including sales behaviour, against data available commercially from its largest third party vendor, Tesco. The segmentation exactly matched. And purchase data was available through the Tesco Clubcard shopper database, which collected information about every Clubcard holder's shopping basket at every checkout in the country. McCain could see, in detail, purchase volumes by product, by segment, by location and by value.

Address data was not available, so individual records could not be extracted and compared to the base, however McCain already had a regular programme of surveys called 'Golden Questions', which allowed interrogation of shopping habits. Normalising the response data gave a viable means of benchmarking changes over time, attributable to the motivation-based activity of the eCRM programme.

In the six months of the primary study, benchmarked against the national Tesco data, average purchase frequency went up by 3%. Matched against average transaction value, and combined with a 25% growth of the identified "brand engager" segment, sales revenue for the highest-responding segment rose by 38% - a number in seven figures.

The development of the eCRM programme became much more important to the brand, and in 2010 a website was launched to support the activity. Based on behavioural targeting principles, the site serves content based on segmentation inferred from the first few clicks on the site. So, if a visitor is known (and identified using an opt-in Cookie) the content they are served will be based entirely on the predefined customer journey (or touchpoint plan) through the comms programme, based again on tapping into motivation-based insights. If a visitor is not yet known, then the opening interfaces are designed to offer choices that require visitors to effectively self-select into tentative demographic (kids, no kids, partnered, likely to be single) and behavioural (shops for household, influences family activities) segments. Using a content management system that is integrated with the content management and eCRM broadcast and analytics suite, each visitor gets content that is appropriate to the (inferred) segmentation.

As soon as possible, visitors are encouraged to opt in to on-site tracking so the final segmentation can be nailed down and the visitor brought into the on- and off-site eCRM campaign. The driver for this is a promotion mechanic called Spud Shillings, tokens that are awarded for various activities including viewing recipe videos, downloading meal planners, sharing content using social networks including Facebook, and uploading content (which is encouraged within segments that are likely to respond using a simple model based on Forrester's Social Technographics profiling). These tokens can be redeemed for product discounts or for third party promotions, for example free cinema tickets, kids' activities or sporting events. Again, activities and selections are written back to the database to inform much more granular segmentation and so that we can analyse the effects of particular calls to action and the usefulness of trade partnerships for future planning.

So what does the future hold? The next step will be the incorporation of social media tools into the site, at a level significantly higher than simple 'share this' or 'like'-type functions. The recent launch of Google Analytics beta tools for tracking on-page activities at event level, so that clicks on a video play button or expansions of a rollover can be tracked, have provided the brand with the means to build analytics into the site to a previously impossible degree. Coupled with Facebook's API, which allows developers to bring the entire Facebook suite of tools (including share with specific friends, messaging, live chat, content distribution) onto a brand-hosted site, this means we can start to add a fourth dimension to the segmentation: advocacy. This will revolutionise what McCain and other brands involved in the testing of the tools can do with eCRM. No longer are we limited to the attributes of the customer, or the motivations behind their behaviour. The door has been opened to a deeper understanding of how specific individuals interact with their own networks, and this profound extra dimension could help grow customer bases exponentially amongst audiences we could never otherwise identify or, if truth be told, credibly or relevantly reach.

Thursday, 5 May 2011

Measuring the value of FMCG brand marketing

FMCG marketing is a peculiar art. Brand marketing using consumer channels only incidentally targets the people who buy their products from them (the retailer's buyers) – so marketers are doing the work they might argue they want the retailer to do. In essence, the FMCG brand bypasses the intermediary and reaches out to influence the end consumer, hoping their demand will motivate retailers to decide to stock their products. By way of persuasion, brands use the consumer marketing they do to convince retail buyers that their product will be in demand, so to buy ahead of demand. There's a little inference, quite a bit of assumption, and a sprinkling of hope and magic dust. But perhaps not that much measurement, except well after the fact once the sales figures have come in at the end of the quarter.

This has in fact always been a problem for traditional marketing channels. Advertising has to date been measured using wonderfully vague but industry standard "brand consideration" scores. The numbers in themselves are relatively meaningless, because at bottom it's a benchmarking score, not a value attribution. But it does give us a means of comparing before and after and this with that, provided we can survey a sufficiently representative sample size.

Until the advent of digital, the assumption was that brand consideration and eventual total sales was as much as could be done. With the coming of the web, for e-commerce brands, suddenly it all became very joined up, and we could see the direct results of a call to action on a customer. Once this had been established for campaign-based marketing, marketers moved on to incorporating eCRM - long-term engagement strategies - into the list of activities whose value could be attributed to a tangible commercial result.

For non-ecommerce situations however it has been frustrating that nothing substantially better than brand consideration, the old advertising-oriented KPI, has taken over as the principal yardstick for marketers. The new digital standard metrics that have been added are once again comparative: dwell time on site, page impressions, open rates, click-through rates and recall. They allow some kind of industry and ‘before-and-after’ benchmarking, but contribute little by way of showing us what value a campaign has contributed.

In 2008 McCain Foods, the dominant (read: most successful) frozen potato products manufacturer, started an eCRM programme. The company used segmented email campaigns to try and drive changes in attitude that could be measured over time.

Quite sensibly, they started with brand engagement indicators, improving open rates, click-through rates and dwell time. One of its segments, brand resistors (typified by people who felt the category was unappealing due to perceived wellbeing issues or the brand unappealing due to perceived premium pricing), went from a 14% engagement rate to 63% over the course of ten months - great indicators. But no indication of what this meant in terms of commercial value.

Brand consideration was measured within each segment, and compared to the same scores in the general population. McCain quite quickly proved that engaging people in timely, relevant and meaningful dialogue over time could have a direct effect on brand consideration. The gap between those in the eCRM programme and those not in the programme widened by 11% in ten months. If this kind of marketing was judged in the same way as TV, it was a screaming success. But McCain wanted to go one step further and find a way of attributing actual commercial value to its online marketing. With limited budgets, and a new recession, being able to state that spending £1 generated £26 in incremental sales would be marketing nirvana.

So McCain set about devising a way to measure changes in value driven by its eCRM campaigns. The segmentation was tweaked so it exactly matched the commercially available Tesco segmentation. A Golden Questions Survey benchmarked eCRM programme participants' purchase behaviour (frequency, product choices, average spend per month), and this was compared with the Tesco data corresponding to the same segment. The eCRM programme was rolled out for each segment with relevant, engaging content and offers. And over time the survey was repeated, comparing the eCRM customers' behaviour with their Tesco analogues. In the most engaged segment of around 50,000 people, average purchase frequency went up by 3.1% in six months. Multiplying this rise in frequency by average transaction value showed a staggering rise in incremental revenue over the year. And because it can tell you precisely how much money it makes for every £1 it spends, McCain has invested hugely in expanding its eCRM programme, developing sophisticated new websites and online campaigns. By using some lateral thinking to provide a means to attribute commercial value to FMCG marketing, this peculiar art has finally come of age.
I will be giving a talk at Internet World on the integration of Social Media with eCRM and customer retention programmes, using a pilot that we are running for sports brand ASICS to illustrate some of the techniques we’re using.

The talk is part of a series by the Institute of Direct Marketing, and will be held at 1.10pm on Wednesday 11th May in the Design & Build Theatre at Internet World, Earls Court.

For further information, please visit the Internet World website.