Learn to Extract Marketing Insights from Data

by Eric Tsai

Learn to Extract Marketing Insights from Data
In working with many smart business people and analysts in the past few months, I came to appreciate the ease of accessing web analytics.

Who knew that math and data would become a main revenue driving force for businesses big and small?

Every business is fast becoming a data-generating machine.

From upstream to downstream, data rewards us with actionable insights to make profitable decisions via controlled experiments allowing us to advance our business models.

And yet, this is just the beginning as the number of people connected to the web continues to grow, so too does the vast amount of information about those individuals.

According to McKinsey Global Institute, “collecting, storing, and mining big data for insights can create significant value for the world economy, enhancing the productivity and competitiveness of companies and the public sector and creating a substantial economic surplus for consumers.”

Big data: The next frontier for innovation, competition, and productivity

Collect and Analyzing Data for ROI

We can’t mine data we don’t have, so now is the time to focus on data gathering.

Simply put, data will produce new value for businesses whether it’s setting up web analytics, collecting email addresses or compiling transaction data, the ability to turn data into actionable insights equals the ability to make money on the social web.

In addition data is the foundation for business return on investment (ROI) that enables predictive analysis to explore highly targeted and optimized marketing campaigns.

ROI-centric businesses focus on maximizing the lifetime value of a customer, which in many cases refers to customer retention and the cost of sale.

That means leveraging weighted algorithms and attribution models to target and re-target the “next-best” opportunity.

The key is to put data in context and “translate” them into meaningful key performance indicators (KPIs).

For example, a controversial topic that I often come across is the concept of social media ROI.

In reality, social media analytics and engagement data do not have a transparent cause-and-effect ROI so analyst Jeremiah Owyang of Altimeter Group came up with a simple formula to look at social media ROI.

By focusing on business goals, he recommended companies to develop a standardized way to measure first based on objectives, a fundamental starting point to put ROI in context.

An important aspect of reporting ROI is to put data in perspective for everyone involve. It’s indicative that social media ROI requires mapping the right data to the right role because different data sets mean different ways of measuring, segmenting and analyzing.

The Increasingly Social Search: Social Media Data

Although search engines such as Google, Bing and Yahoo have provided tremendous insights into customer behavior, the rise of actionable social media data is adding fuel to the explosive growth of digital information.

Now that Search engines are integrating social signals into their algorithms, social is going to play an important role to increase efficiency in targeting.

Facebook, LinkedIn and Twitter can help generate even more granular, multifaceted customer segmentation from profiles, posts, click histories, and usage logs by identifying influencers and leaders within social groups, as well as their followers and outliers.

Not only can Social media distribute marketing messages out faster, they allow companies to gain deeper insight into customer behavior in much more detailed than it has ever been.

In addition, social media enters into early majority phase of adoption according to a recent survey by Regus, more firms are using social media to engage with existing customers than a year ago, with the following highlights:

50% of businesses in the U.S. use websites such as Twitter to engage, connect with and inform existing customers
In the U.S., 55% of firms encourage their employees to join social networks such as Linkedin and Xing
38% of U.S. companies dedicate up to 20 percent of their marketing budget to business social networking activity
Globally, the survey reported a seven percent increase in the proportion of businesses successfully recruiting new customers through social networks such as Facebook

Geolocation: Adding Space and Time to Data

Local data is one of the most valuable forms of data because it can put local business in touch with potential customers while they’re in the vicinity of the business.

Do you wonder why all of a sudden people are “checking in” on Foursquare, Yelp, Facebook and Twitter?

According to IBM Engineer Jeff Jonas, “With roughly 600 billion data transactions from cellular phones on a daily basis, adding space and time to traditional data objects can help predict where someone will be on a given day and time with up to 87 percent accuracy, for example. Adding space-time works because, oddly enough, of physics.”

Watch live streaming video from gigaombigdata at livestream.com

The Take Away

The bottom line is that it is about giving youself the highest chance of marketing success by targeting customers that fit your business model.

Needless to say that it is important to collect the right data (context counts!), but the intrinsic value is in your ability to extract actionable insights beyond trends and patterns that reveal profitable opportunities.

The only question that remains for you is this – what data are you collecting, why, and how does that fit into the big picture?

I recently gave an interview to Adobe’s CMO.com about this topic.
Check it out: McKinsey Report Calls For New Generation Of Web Marketing Analysts

Why Attention is the New Currency Online

by Eric Tsai

Like many digital marketers, I consume and create large amount of content daily. Whether it’s doing research or analyzing data, I’ve come to realize the economic value of attention.

It’s relatively easy to create and publish content nowadays because technology has made it cost-effective and efficient.

This isn’t the case when it comes to consuming content because our attention simply doesn’t scale. Just like our personal values have to be sorted and ranked in order for us to make wise and consistent decisions, so do our values for consuming information.

As more and more businesses and individuals continue to produce digital content, one trend is starting to emerge as the explosion of content proliferates – the role of curators.

Moving forward, it’s important to look beyond the value that content creates but also how it gets consumed.

The gatekeepers to quality: Content curators

Unlike traditional media authorities such as The New York Times or Wall Street Journal, new media curators are the barometers of quality content that help harness our inherent need to consume personalized information.

Think of it as a filter for personalized content from trusted sources.

This is different than competing for page ranks in search engines or displaying authority in social media.

This is about access to audience and the ability to be heard.

Content curators rank and decide which information offers the most value and enriches you in the process of indulging your curiosity.

And the idea of curation isn’t focused on individual pieces
of content, but the ability to piece together cohesive patterns that contribute to a larger trend.

The challenge is not just in grabbing attention but also maintaining it until the content consumption process reaches its peak value.

This is why popular blogs continues to be popular because of original content curation that follows a narrative.

You need to deliver high value content regularly instead of just sharing the same content as someone else.

So how do you differentiate yourself in a space full of re-hashed content?

First you need to understand and optimize your content for online browsing and reading.

People read more online than print

People only want to spend time online with content they find valuable but if they don’t read it, how would they know if it’s valuable?

Let’s look at an eyetracking study by The Poytner Institute (excellent study) to see just how different we read newspaper content online vs. in print.

Online readers read an average of 77% of story text they chose to read
Broadsheet readers read an average of 62% of stories they selected
Tabloid readers read an average of 57% only.

When measured whether a story was read from start to finish:

Online readers read 63% of stories from start to finish
Broadsheet readers finished 40% of stories
Tabloid readers, 36%

Here is an interesting data from the perspective of people that read online: When looking at story lengths, online readers still read more text regardless of the length.

These findings shows that people have different habits when reading online and it could be because websites are viewed as real-time with up-to-the-minute content.

Another key to point out is that in print, headlines and photos were the first visual stop while website navigation was the first stop for online readers.

Web layout and design plays and important role in how your content gets viewed.

Web browsing habits matter

Web browsing habits affects how users absorb and internalize online content, especially when your declining digital attention span is sliced between multiple browser tabs.

Parallel browsing is like multitasking splitting your concentration in different browser tabs.

Microsoft research Ryen White and Information scientist Jeff Huang recently studied the behavior of 50 millions web surfers and habits regarding tabbed browsing on 60 billion pages.

They found that instead of users viewing more pages with tabs, it simply leads to multitasking cutting user’s online attention span!

Parallel browsing with different tabs occurs 85% of the time
Viewers often view 5-10 page per tab
57.4% of the browsing time are used for parallel browsing with tabs
Most web surfers do not create tabs (branch out) from search engine result pages, but more from non-navigational queries
Users open new windows and tabs because they’re waiting for a page to load

Now ask yourself these questions.

How are tabs being used by your customers?

How does this affect the time spent per page on your site?

How attention span affects content decay

So how do you overcome the challenge of maximizing the value of great content?

You need to first understand what Steve Rubel calls Attentionomics (of social media platforms) – the fact that content is infinite, but your attention is finite.

Let’s look at some examples on how attention spans works in social media.

First up: Twitter.

According to a research by Sysomos:

92.4% of all retweets happen within the first hour of the original tweet being published
1.63% of retweets happen in the second hour
0.94% take place in the third hour

So much for the longtail in attention even with 110 million tweets per day!

Next we’ll look at how video content gets consumed on YouTube.

According to research by TubeMogul:

A video on YouTube gets 50% of its views in the first 6 days it is on the site
After 20 days, a YouTube video has had 75% of its total view
In 2008, it took 14 days for a video to get 50% of its views and 44 days to get 75% of its views.

The proliferation of video content is setting new standards in both reach and speed. However; at the same time most online video viewers watch mere seconds, rather than minutes, of a video.

According to another study by TubeMogul, “most videos steadily lose viewers once ‘play’ is clicked, with an average 10.39% of viewers clicking away after ten seconds and 53.56% leaving after one minute.”

And finally let’s check out Facebook.

The thing to keep in mind is that Facebook has their EdgeRank algorithm which determines what content users will see from the pages they “like.”

Basically it’s like the organic links in Google. If you want to grab attention you need to first format your content so it’s Facebook-friendly and then send it out at the right time.

For the optimize time to market on Facebook, I’ll turn to Dan Zarrella’s infographic on the “5 Questions and Answers about Facebook Marketing.”

I’ve seen studies that put the percentage of posts that make it through to users’ news feeds at less than 5% while post feedback ranges from 0.01% to 1.5%.

The bottom line is that Facebook is more relationship-focused than push-focused so it’ll take time for marketers to come up with a standardized metrics that measures something meaningful.

The other interesting development is Facebook’s own CPC network (like AdWords) called Facebook ads that has the ability to deliver quality traffic on a comparable volume scale.

The difference is that Facebook ads tries to look less like an ad and more like an editorial that’s of interest to the user. (I’ll be going over this soon)

The value of social

For now I don’t have the answer to the intrinsic value of social media, but I do know that it’s not just about increase advertising impressions or click through rates.

Still, as Facebook continues to roll out new products and revise its algorithm, it’s best to monitor and allocate small amount of time and resources to do your own testing.

And finally, keep in mind that the content decay data provided above are on logged-in users “actively” engaging each social media platform.

What does this mean?

Social media is just one channel and a user may engage in multiple channels (email, search, offline ads) and within each channel he/she may have different accounts for different purposes so treat each platform autonomously.

For example:

A per who uses email may have two email – one for personal, the other one for work. Personal email usually don’t get checked as often so time-sensitive content needs a clear segmentation and different engagement tactics. Or a use may only check personal email on their mobile device so optimizing for mobile experience would be a priority.
A user may have multiple social network accounts but choose to engage each at different time for different purposes. This requires tailored content for for each social network in order to deliver the optimal experience. You may use similar content from a content strategy perspective, but the ad copy or marketing message must fit the context within the social network.

Here is an overview of how often people use social media from a combination of comScore reports and research by Wedbush Securities.

Clearly Facebook is the dominating platform with a huge distance between itself and the rest of the social networks in terms of unique visitors.

In fact, Hitwise has been reporting for months now that Facebook had passed Google in terms of time spent online!

There is also further data to show that people are using Facebook more frequently than did on a daily and weekly basis compare to sites like Twitter and Linkedin.

When it comes to social media marketing, keep in mind that each social network has their own unique user experience and habits thus size may not always be the most important factor.

There is no one-size fits all strategy.

The take away: As the “gold rush” to producing content continues, the need for curators will increase disproportionately to the number. The value of content on social media will continue to evolve bringing new challenges for your content to stand out in the digital realm.

Simply put, if content is currency, then attention creates leverage by serving up the right content at the right time.

Do not shortcut your best ideas for easier consumption, instead, focus on your desire outcome with measurable ROI.

As Seth Godin has said, “We don’t have an information shortage, we have an attention shortage.”

Here are some of my recommendations:

Tailor your content for each social media platform in relevancy. (short-form goes to Twitter, medium-form goes to Facebook, long-form goes to blog etc.)
Reiterate content for behavior change with an emphasis on quality not quantity. (repeat is ok but there is a fine line between consistency and spam)
Focus on optimizing your content so users can consume them in the least amount of time.
Make it simple but not simpler and as straight forward as possible.
Run experience test to see how your content performs at different time frames, 10 seconds, 20 seconds, 30 seconds…etc.
Use your Google analytics to help you identify what visitors are doing once landed on your site. (How long do they stay, how many pages do they read, when do they return again…etc)
Use engaging call-to-action without been pushy or salesy.
Conduct an usability audit on your website user interface. (what got clicked, where do people go, bounce rates…etc…use In-Page Analytics from Google Analytics)
Balance your design with function that support each page’s objective.
Run simple A/B split testing, multi-variant testing and user experience testing. (mix and match images, graphics, headlines, copies and layout)

If you made it this far, why not let me know what you think?

Or if you’re just scanning, I hope you go back and re-read this post again!

Social Media Science: The Five W’s of Twitter Marketing

by Eric Tsai

If you’re doing any kind of Internet marketing you know the importance of fact gathering especially if you’re just starting out investing time, money and resources in social media. We’re now well into the “early majority” phase of social media, it’s time to take a look at some interesting data for a peak behind the social media curtains.

When strategizing your marketing campaign it’s critical to give yourself the highest chance of success. And by that I mean taking meaningful actions from reliable data not just making assumptions.

The “medium” is no longer the message, just habits and channels.

The message, in fact, IS the message.

The Five W’s (and one H) of Twitter

Twitter is probably one of the most talked about social media platform amongst marketers. However; business owners tends to have unrealistic expectations of what it actually can do so let’s focus on the 5 W’s and one H of Twitter.

Since insights don’t announce themselves, I’m going to use the reports from Edison Research, Hubspot, Dan Zarrella and Pew Research to illustrate my points.

These are organized information that can be very useful to help generate insights about your target and the technology they use.

When you have more than just organized data you can make better informed decision on where to allocate your time and resources for your marketing efforts while stimulating new ideas.

Why Tweet

People love to use Twitter to update their personal or professional lives as well as to comment on a relatively wide range of topics. And here is what people like to talk about on Twitter:

Although location-based tweets and links to videos are the least commonly mentioned, I suspect that they’ll catch up soon with better, faster and cheaper devices and access to Internet.

Why people follow people?

Another interesting data from Dan Zarrella’s research reveals a list of names you can call yourself to get more followers than the average Twitter account.

No surprise here because people naturally like to follow authorities that “appears” to have some sort of influence.

Who Tweets

Despite its popularity, Twitter has yet to go mainstream. But it’s still interesting to see who is using Twitter to identify the demographic should you decide to focus on this channel.

To my surprise there are actually a much higher percentage of African Americans and Hispanics use Twitter than whites.

According to Pew Research, “8% of online adults said they do use Twitter—with 2% doing so on a typical day. This survey also showed that 74% of American adults are internet users, meaning that the Twitter cohort amounts to 6% of the entire adult population.”

HubSpot’s report also pointed out that 40% of the top 20 Twitter locations in January 2010 are outside North America.

In fact, researchers at Carnegie Mellon University’s School of Computer Science also confirmed the diversity of Twitter users.

The interesting part of it is that Twitter seems to self-segregate around topics and issues with different ethnic groups. So instead of bringing people together in new and innovative ways via technology and Internet, people are more divide as a result.

Another fascinating data about Twitter users is that they tend to be more educated with higher household income which can be cross referenced via data from Edison Research.

For those targeting market segments that are well educated with money, Twitter is definitely worth a look.

The next piece of attractive data is valuable specifically for businesses:

42% of Twitter users wish to learn about products and services
41% already provide opinions about them
28% want discounts and offers and 21% claim to purchase products
19% are using Twitter for customer support

If you want to generate some new top-line revenue for your business, you would likely focus on new customer attraction and Twitter is a great place to start. And to do so you should consider putting together a promotional program with discounts to attract those deal hunters.

However; if your goal is to build long term relationship with your customers who will want to keep buying from you, tread carefully before you start tweeting discounts to one-time customers who will never pay full-price.

Knowing your customer on Twitter can greatly increase the effectiveness of your Internet marketing campaign especially when combined with direct response marketing tactics.

Once you know who you’re talking to you just have to find them using a combination of Google and Twitter search, a technique I’ve outlined in this post: How to Use Google and Twitter to Find Your Customers.

What to Tweet

Ahhh…the $54,000 question of what do people tweet? What should you tweet? Well, it really depends on why you’re using Twitter for what purpose.

For this we turn to another Dan’s awesome research on what to tweet to get the most retweet “scientifically.”

what to tweet

What I like about these data is that it provides a solid starting point to craft your Twitter campaign. Needless to say that in marketing “everything is a test” so make sure you are sending out interesting, relevant tweets that communicates value.

When to Tweet

If you’ve done email marketing, you know the importance of timely delivery. It’s about being at the right place at the right time and this applies to Twitter as well.

According to HubSpot’s report, the best day to tweet is Thursday and Friday while the best times to tweet are 3 -5 pm as well as 9 – 11pm Eastern Time.

I’ve personally seen traffic statistics that agrees with those days and times.

Again like the W for “what to tweet,” time to tweet serves as a good foundation to start sending out your well crafted tweets.

Keep in mind that it doesn’t mean you won’t get retweets or clicks during off peak hours, you just have less traffic to engage with but it also means less competition.

Similar to how often you check your emails, how frequent Twitter users check their tweets also reveal the fact that half of the Twitter users NEVER check their streams which means there is a high chance that they simply won’t get to read majority of your tweets.

That doesn’t mean you can’t keep “pushing” out messages. In fact, Guy Kawasaki tweets every minute of every hour of everyday, with repeat tweets too! That seems to be working for him so make sure you have a way to measure and track your retweets and clicks like how you would track your website statistics with Google Analytics.

You can start with free tools like Hootsuite or TweetDeck.

Where to Tweet

Much like the diversity we see in who’s tweeting, the location of where people are tweeting is relatively proportional.

Location can be a key piece if you’re business requires foot traffic such as retail stores, restaurants or if you’re selling to a specific geographic. Its just another metric to keep your eyes on and overtime you may see a trend developing that’s worth conducting another split testing.

How People Tweet

According to Twitter’s own blog post “The Evolving Ecosystem,” 16% of all new users to Twitter start on mobile now.

Besides Twitter app for mobile devices such as the iPhone and BlackBerry being the most popular ways to access Twitter, third-party apps make up 14% of all unique Twitter users.

Again this is in line with Twitter users being educated with high household income. I fully expect more mobile usage out of Twitter and more integration efforts from brands to cultivate this dynamic channel.

The take away: Twitter is like a huge chat room (or a big party) with people talking about different things. And people can choose from a variety of interesting conversations on Twitter with different purposes.

Like all decisions in business you must first identify your desire outcome before you jump in. A clear well-defined business and marketing objectives will bring clarity to unrealized assumptions.

And assumptions in marketing should be based on relevant data that can help you connect to your customer’s needs and desires in an attempt to reveal more about how people want to feel rather than just what they think.

Simply put, most of us just won’t come out and say how we feelabout everything in life and this applies to how we buy as well.

We buy base on how we feel not just what we think, it’s a constant battle between the two during the decision making process.

If you want to build a long term relationship with your customers, focus on relationship not just triggering the buy button.

And Twitter is another great platform to cultivate that relationship.

Why are you interested in using Twitter for marketing? Why do you believe you’re better invested there than in other channels of marketing?

I have no doubt that there will be more bright shiny objects like Twitter to come alone in the future but the critical element remains the same: identify the “Five W’s” (and one H) first: why, what, who when, where and how.

At the end, social media is just push marketing with the ability for the other side to push back.