Clicks, Cakes, and the Limits of Social Media ‘Science’

Written  by Tom Webster on August 22, 2011

There is an apocryphal story in the annals of market research that I particularly love about cake mix (“apocryphal,” by the way, is Greek for “a pile of crap,” so this probably isn’t true – but I’ll tell the story anyway.) The story goes that back in the 50′s, Betty Crocker had developed its first completely one-box cake mix – just add water and bake. After some initial buzz, sales began to disappoint, so the Betty Crocker executives did a series of focus groups to suss out the problem.

Imagine tackling this problem today, using social media monitoring, or tracking clickstream behavior. Betty Crocker might observe fewer clicks to their recipe page, or perhaps fewer positive mentions. Coupon activity from register scans might decline. Positive sentiment for Duncan Hines might increase. We might learn that the best time to tweet about cakes is 10:00 am on a Sunday. Maybe we’d record an increase in the number of tweets about the poor quality of Betty Crocker’s mix.

We could take all of this online behavior – all of these tweets and clicks – and determine a few things. Some of our conclusions would be correct, while others would be off the mark. Mining this information is crucial to the lifeblood of the organization – don’t get me wrong. But bits and bytes will only ever tell you the “what.” They rarely give you the straight story on the why.

One thing I’ve learned in about 20 years of doing qualitative research – people are not as expressive about products and services as we’d like them to be. Often, we cannot clearly articulate what makes us uncomfortable, or dissatisfied, with a given product, so we fall back on the easy answers. “It doesn’t taste right.” “It costs too much.” “I don’t have enough time.” These are the first things I hear in any focus group, before Stockholm Syndrome really sets in. This is when the experienced qualitative researcher reaches into their bag of tricks, and helps the respondents along – and uncovers the real reasons behind these perceptions of quality, value and importance. These data, of course, are anecdotal until you can test these assumptions, and social media is providing us with more and more tools to do just that. But social media often gives us the easy answers – not the true answers.

Back to Betty Crocker. Unable to mine Twitter, our 1950′s executives did a series of focus groups with housewives that had tried, and ultimately rejected their cake mix. Much to their surprise, they realized that these ladies thought the cakes tasted just fine, and were pretty good values. Instead, the insight they developed over time was that the cake mixes were a little too easy. In postwar America, as their husbands worked long days, these stay-at-home moms were a little embarrassed about the fact that all they had to do to have a delicious cake on the table for their men to enjoy after work was just add water and stir. In short, they felt guilty.

This is why you now have to add an egg, or perhaps a little oil, to a cake mix. Certainly these ingredients could be incorporated into the package – we do have a little history of food science in this country. But adding these one or two ingredients made it feel like baking again, and not just assembling. These women didn’t just want cakes – they wanted to feel good.

The numbers only give you half the story – and I say this as someone who makes his living telling the stories of numbers. The operative word there, of course, is story. It’s easy to be seduced by social media data, especially by those who loudly proclaim that they have the numbers on their side. Numbers aren’t on anyone’s side. I’ve had a lifelong battle with them, trust me. Adding insights to data is more than just putting flesh on the bones of an otherwise solid skeleton. Often, you don’t know what you think you know merely by dredging tweets.

No, data without insights is just ignorance.

Link to Original article


Book review of Social Media Analytics by Marshall Sponder

Written by Jenna Levy on marketingconversation.com August 16, 2011

McGraw-Hill just sent me its latest and greatest and asked if out of the kindness of my heart, I would take a look and review. I have to mix it up with an intelligent read every now and again and luckily Social Media Analytics- Effective Tools for Building, Interpreting, and Using Metrics fit the bill. Author Marshall Sponder brings with him a wealth of knowledge and experience with membership of the Web Analytics Association under his belt. In Social Media Analytics, his goal is to squeeze all beneficial information out of the valuable marketing tool that social media is. Four basic and important instructions:

  • Choose the best social media platform for your needs
  • Set up the right processes to achieve your goals
  • Extract the hidden meaning from all the data you collect
  • Quantify your results and determine ROI

At the end of the day, ROI is always the golden goose. Even point of sale systems (POS) are relied upon more heavily to transmit transactions via social media platforms and technologies. More and more retail outlets are even updating their cash registers to be social media savvy- which makes perfect sense, because the technology is there.

“While many people may be willing to settle for “good enough” measures and estimates of the value of a tweet or Facebook fan or friend, in the coming years businesses will desire more than “good enough” proxies for, doing calculations of ROI. They will want, and are even now asking for the hard numbers with all the data, much like a financial statement.”

-Sponder

Social Media Analytics is well-organized and interspersed with case studies to prove Sponder’s points. The case studies are relevant and well-written. A personal favorite is Integrasco and Vodafone in the UK, a campaign aiming to target the emerging claim that the mobile phone industry in the U.K. is becoming more and more notorious for poor customer service. Integrasco’s four principles of approach included listening, analyzing, acting and achieving. Over two years, Vodafone increased its online buzz share by 6 percent and made Vodafone the second-most-talked-about operator in the U.K. Through branded channels on Facebook, Twitter, YouTube and its own forum, Vodafone built a strong online community and proved that social media analytics ultimately improved customer satisfaction.

Sponder also introduces a plethora of both older and newer social media software programs and platforms. One that I’ve been meaning to explore for Marketing Conversation’s benefit is Sysomos Audience, designed to link current audiences to similar Websites and then compare opposing scores in currency values. Another is Follower Wonk, which finds influencers by geolocation and exports your findings into an easy-to-use spreadsheet.

In the static that is the World Wide Web, Sponder strives to improve the “signal-to-noise ratio.” He wades through the bog known as search engine results pages and champions the combination of artificial intelligence with human interaction. Glide Intelligence was another software program that piqued my interest- using an analytics platform charged with Viterbi logic. The Viterbi analyzes all content for context and finds key data points for categories like sentiment, relevance, association and tone.

Interesting and surprising factoid I learned? Twitter users are more engaged with brands than Facebook fans are. Twitter users are more likely to purchase and to recommend individual brands. Facebook fans are more drawn by discounts and promotions, but here is even more evidence that the medium does indeed affect the message.

Props to Mr. Sponder for providing a wealth of technology and marketing related advice. If you’re looking for profiles of the top analytics tools for the next five years, I highly recommend Social Media Analytics. Be sure to carve out some time for play after though, you’re going to want to test drive about 53450883854 of the programs described.

Social Analytics Deliver the Right Messages to Right Audiences

If you are like me and I suspect that you are, while we understand logic, we are driven by communication. We like people. We have a genuine desire to help people and solve problems. Measuring and analyzing data is necessary on a professional level. It also helps us to zero in on the right messages and to craft our presentation.

MFor those of us who would rather write, emote, capture interest and maintain attention, tracking and analyzing data is a chore. However, it is very necessary to ensure that we are moving in the right direction. Finding the right tools for people like us can be a challenge. We are looking for tools that are easy to use and descriptive. We want key data but without having to quagmire ourselves in numbers. We get the importance of data points and response but we want that data to be chunked in a way that is easy for us to assimilate and apply.

MIn other words, we want to focus on what we do best; communicate in brief bursts of status updates and we want to be effective.

Social Analytics Allows for Quick and Effective Responses

The answer to this need is a tool set that is easy to use. Analytics that are broken down into chunks of information that help us to create a cognitive awareness of our success or failure. The easier the tool is to use, the better. Time is always a factor. The right social analytics will help us to achieve our objectives with a minimal time footprint.

MNo matter our background in analytics and monitoring, what we want to is a tool-set that we can start using immediately and gain an immediate benefit from. However, as we become more familiar with the analytics and the data contained in the tool-set, we want to be able to follow that depth. Ultimately becoming the masters of response and reaction. By creating an awareness of how people are responding to our social campaign, we are able to zero in with precision and deliver higher quality message that create a higher quality of response. It’s one thing to say that our objective is to create value. It’s another to craft personally relevant messages that are directed to the right audience and in the right way.

Confessions of a Social Marketing Strategist

Metrics and analytics for our social accounts… It can be pretty daunting. Most of us who use social are people who get and understand other people. We tend to be dynamic communicators with a deep empathy towards other people. We’ve trained ourselves to pickup on nuances in text messages encoded with emotion. Over the years, we’ve mastered our ability to hear the feelings behind the words.

MIn social, we lack most of the key cues for good communication. We’ve learned to decode messages encoded with clicks of the keyboard in the absence of body postures, voice inflection and tone. Anyone who produces content for social services knows that this is a skill. It’s a skill we’ve honed with research and practice. Digital communications can be a challenge because we cannot rely on physical or visual social cues. We have to be masters of digital words and have an ability to fill in the gaps.

Decode Digital Communications for Real Connections

MSuch people are very good at zeroing in on emotion and feeling. We have to be. It’s our trade. We’ve learned to stir emotions and get people excited about products and services through the use of our words. We are able to craft messages that get people excited and interested in our messages. We have learned how to decode comments and mentions and respond appropriately. We are masters of digital communication.

MThen there’s the other side of social communications. We are held accountable to clients and employers. We love what we do but we have to justify either our time or our billable hours. While we have a deep understanding of the emotional side of people, we are also responsible for tracking our efforts and proving that we are producing results.

MThe other part of metrics and analytics is, we have no other way to know if we are coming closer to our goals and objectives or moving further away. We are results driven. We have to monitor factors such as, reach, response, action, and conversion. It’s not all about the conversation. It’s also about justifying what we are doing and quantifying our efforts. We are held accountable.

Why Social Analytics Matter to You

People who are charged with the responsibility of managing social media accounts on behalf of a client or employer need to measure and track our results to demonstrate that we are producing results. We need to know that we are reaching our intended target audience. We need to be mindful that we are getting the right message to the right people and be able to demonstrate that they are responding.

MWhen we log-in to a social media tool-set, we want to feel excited, empowered and in control. The right social media analytics tools will makes us feel that way from the first moment we log-in and connect our accounts.

Social Monitoring & Analytics Tools Make Us More Effective

Social media monitoring and analytics should be easy to use and understood with a minimum of time invested and a low-learning curve. We should be able to jump right in. Strong tools provide insight into the effectiveness of a social media campaign. The result is that the right tool-set allows us to measure and deliver a higher ROI to our clients and employers.

We want to set goals and objectives and measure them. We want to be able to track click-throughs, mentions, retweets, likes and comments in an almost effortless minimum amount of time. We want our social tracking and analytics software to do the work for us, allowing us to shape our content and messages with a finely-tuned precision.

MOnce we acquire that data, we can break it down, measure and adjust. Social media is an dynamic flow of information and connections. The right tools help us to manage that flow and adjust appropriately to present conditions.