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To Gain Confidence, Check Your Sample Size
9/12/2007 – 1pm ET
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How to Use Clickthru Groups
(Customers Only)
9/26/2007 – 1pm ET
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In This Issue:
- The Big Picture
- The Optimization Summit
- Optimost Webinar Series
- Customer Success Story
- Ask Dr. Montero
- Partner Spotlight
- In the News
Mailing List
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Future Events
The Optimization Summit
October 3, 2007
Moscone Center West Hall
San Francisco, CA
Click here to visit the event website
Shop.org Annual Summit
September 17-19, 2007
Mandalay Bay Resort
Las Vegas, NV
Exhibitor
Booth #702
Click here to visit the event website
Web Analytics Wednesday
September 19, 2007
Optimost US Headquarters
New York, NY
Sponsor
Click here to visit the event website
Online Market World
October 4-5, 2007
Moscone Center West Hall
San Francisco, CA
Speaker, Exhibitor
Booth #507
Click here to visit the event website
eMetrics Marketing Optimization Summit
October 14-17, 2007
Omni Shoreham Hotel
Washington D.C.
Speaker, Sponsor
Booth #6
Click here to visit the event website
Partner Events
WebTrends Engage 2007
October 9-10, 2007
Rio Hotel and Casino
Las Vegas, NV
Sponsor
Click here to visit the event website
We're Growing!
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The Big Picture
By Mark Wachen, Chief Executive Officer
Of Pigs and Cell Phones
“Daddy, daddy, look at this!” my four-year old daughter exclaimed as she yanked me into our family room. She was watching Richard Scarry's Best Counting Video Ever, and her favorite part was coming up. Just as we arrived, a miniscule two-seater animated car drove onto the screen and to my daughter's amazement, one-by-one a total of 11 pigs came strolling out of the tiny car. “How did they all fit in there?” she marveled. “That can't be too comfortable.” And then she added the perfect follow-up question that only a 21st century four-year old would contemplate. “Daddy,” she asked, “Do pigs have to sit in car seats?”
Car seats or no car seats, fitting 11 of anything in a car made for two is probably not a good idea. Any time you crowd a lot of stuff into a device not made for it, you're asking for trouble.
The same holds true when it comes to your website. It's important to remember that people are viewing your website through different devices. Technology can make it easy to identify them. But identifying them is only step one — adapting to them is the more important step.
For years, people have debated whether it is important to limit website dimensions to 800 x 600. But today, a more important question to ask is: are you also creating a great user experience for people looking at your website through the two-inch screen of a typical mobile device? Based on recent research, the answer for most sites appears to be “no.” An August study from Forrester reported that only 21% of mobile Web users think that mobile websites are easy to navigate. Only 23% agree with the statement that using the mobile Web is enjoyable.
The challenge of course is that asking a web page to perform on a Palm Treo screen is like asking a producer to perform his Broadway show on a cocktail table. Of course Broadway producers never have to seriously contemplate this. But you do. Every day more and more of your website visitors want to see your Broadway show (your website) staged on a cocktail table (a mobile device). So you need to create a special edition of your show just for them that can work within these constraints.
For starters, there is the issue that what looks good on a 17-inch monitor probably doesn't look so hot on a two-inch screen. But it's more than a cosmetic problem — it's a messaging problem too. You need to think about the different persona of a mobile visitor versus a desktop visitor. Take a travel site, for example. A visitor to a travel site from a mobile device is probably looking to solve some immediate need — perhaps checking if there is a flight delay, or looking to make a last-minute hotel reservation. They are probably less likely to be looking to plan their dream vacation. So it's important to gear your mobile homepage to this different hierarchy of needs.
Delta.com does a great job with this. Go to www.delta.com from a mobile device and you'll see simple text links to get you to key areas of the site that would be most germane to a mobile visitor. This is a completely different experience than that which is had when you visit the website from a desktop, which caters to a larger variety of possible interests. With www.optimost.com, we try to achieve a similar dynamic (see image below). People visiting our site from a mobile device are probably looking for directions to our office, or contact information, rather than a general introduction to the merits of multivariable optimization. Thus, we have created a mobile version of our web page to cater to these different needs.
The beauty of Internet marketing is that technology can make it very easy to create different experiences for different visitors, whether they be visitors from a cell phone, a Nintendo Wii, a Linux operating system, or any other device. It doesn't have to be one size fits all — you never have to stuff 11 pigs into a Mini. Instead, by adapting your site to your different type of visitors, you'll make a better experience for everyone, leaving each and every visitor happier than a pig in squalor.
Wednesday, October 3, 2007 Moscone Center West Hall San Francisco, CA
Join us for the Optimization Summit in San Francisco, CA on October 3, 2007 and discover the multivariable optimization strategies that make our clients so successful.
You'll Also:
- Learn how companies like Delta Air Lines and AOL are achieving major successes online using multivariable optimization strategies
- Hear Anne Holland, President and Publisher of MarketingSherpa, give a keynote on becoming a test-centric organization
- Select the session track option that addresses issues relevant to your unique business needs
Visit www.optimizationsummit.com to learn more.
Don't Miss Out! Early bird registration prices end on September 15th!
Optimost Webinar Series
The Optimost Webinar Series consists of two monthly presentations of how-to seminars, real-world case studies and tips on how to increase customer conversion rates online. Webinar sessions alternate between general sessions open to the public and exclusive sessions only for Optimost customers.
To Gain Confidence, Check Your Sample Size With Guest Speaker Sunil Gupta, Ph.D. (General Webinar)
Wednesday, September 12, 2007 – 1:00pm ET (10:00am PT)
Among the first questions asked by novice testers are, “How do I know my sample size is big enough?” and “What can I do to gain more statistical confidence?” While these questions are important, it is more useful to understand the statistical bases for properly designing and executing tests and properly interpreting their results.
In this webinar you will learn:
- How to determine the correct sample size so you can be sufficiently confident when testing differences between various outcome measures, e.g., click-through rates, dollars per sale, downloads per visit, etc. Simple calculators will also be provided.
- The relation between sample sizes for A/B tests and those for multivariate tests
- How to design a proper test to assure representativeness and proper randomization
- How to detect flaws in test execution (from things beyond your control), and how to “fix” them statistically
- How to properly interpret test results and then determine what to test next
Register Today
How to Use Clickthru Groups (Customer Only Webinar)
Wednesday, September 26, 2007 – 1:00pm ET (10:00am PT)
This customer only webinar will focus on the use of clickthrus and clickthru groups during an experiment. Even when not used as the primary success metric in your experiment, clickthrus can be still be utilized to give you a deeper insight on how your users are behaving on your site. Setting up clickthru groups in your reports can give you granular information, not only on areas on your page that are helping your success metric, but also on areas that might be cannibalizing your conversions. This webinar will focus on the benefits of clickthru groups and provide some great best practices to get you thinking how you can best optimize your page.
Register Today
Customer Success Story
Established in 2003 to offer luxury, fresh flowers and UK next day delivery service at reasonable prices, Serenata Flowers has grown rapidly to become the UK's third largest online florist. As a purely online vendor, Serenata adopts best of breed web analytics, email marketing and optimization services to drive their business aggressively forward.
Optimost currently partners with Serenata Flowers to conduct ongoing multivariable tests and persona targeting on all pages in the sales funnel including, landing, home, category, product and checkout pages. Using the Optimost platform to rapidly test multiple permutations of layout, copy and design of home page offers, Serenata Flowers was able to identify that visitors to their site prefer offers that highlight a specific style of benefit messaging, brand identity and graphics. Analysis of the dataset captured by the Optimost platform enabled Serenata Flowers to deliver a customer driven experience that ultimately improved conversion by 27%.
Key findings include:
- Buttons matter, but more so the text or call to action than the color
- Headlines matter, and the wording or underlining of a headline makes a difference
- Risk reversal messages work, such as “100% satisfaction” or “you can always revise your offer later”
- Messages focusing on benefits work, such as “free delivery” or “free offer”
Using Optimost for testing and persona targeting enables Serenata Flowers to focus on its strategic growth areas of their business and continue its success.
Ask Dr. Montero
Each Month, Dr. Michael Montero, one of our experts in statistics and experimental design, addresses your testing-related questions. Here is this month's question:
When optimizing revenue per visitor, how do we calculate the expected traffic needed for reaching statistical significance?
Conversion rates and clickthru rates are common metrics used for web page optimization. Revenue per visitor is another very important metric that can be measured and maximized through multivariable testing. In the case of a retail website, conversion rate optimization will tell you what percentage of your visitors are successful purchasers whereas revenue per visitor goes a step further by telling you on average how much money each visitor is spending. Traffic projections for revenue per visitor are made in a similar way as conversion rates (see January 2007 newsletter), but there are some slight differences.
Let's look at an example to figure out how long a test may need to run before a particular comparison has reached significance. We'll assume that for a promotional ad being tested, there are two variations: “ad present” (Value 1) and “ad not present” (Value 2). In order to predict the duration of the test or how many visitors will be needed to reach statistical significance, there are three pieces of information required:
- Expected impact or difference between the two values being tested
- Confidence level (associated to a z-score value)
- Standard deviation of the revenue (STDEV)
In our example, the current revenue per visitor to the test page is $10.90/visitor and we would like to raise this to $11.45, an impact of $0.55 or a 5.0% lift. Next, a 95% confidence level is chosen as the criteria for reaching statistical significance. Finally, the standard deviation of the revenue can be obtained by current web analytics monitoring this page just as we obtained the current revenue per visitor. It's very important that the summarized statistics for current revenue per visitor and standard deviation of the revenue be based off of data that do not contain atypical or high purchases. Such outliers will skew the prediction by inflating the revenue per visitor number and standard deviation. In this case, let's assume the standard deviation is $40.00. The standard deviation of the revenue will give you an idea of the fluctuation of revenue relative to the mean.
Equation 1 shows the formula for calculating the z-score based on the difference of two means and their respective “pooled” standard error. Since we are making a projection, we will assume that both means will approximately have the same standard deviation (STDEV1 and STDEV2) and sample size or number of visitors (N1 and N2). Therefore STDEV = STDEV1 = STDEV2 and N = N1 = N2 (See Equation 2).
Next, the number of visitors for each value, N, is solved for and shown in Equation 3.
In this example, we've chosen a confidence of 95% which corresponds to a z-score value of 1.96 (see the January 2007 newsletter for how this is calculated). Equation 4 shows the final calculation.
Therefore for this test, we would need 40,637 visitors per value, or a total of 81,274 Visitors. Given that this page sees 10,000 Visitors per day, we would expect 81,274/10,000 = 8.1 days for this test to run.
If instead the objective of the test was to optimize items per visitor, Equation 3 can also be used whereby you would need the expected impact for items per visitor and the standard deviation for items. In general, Equation 3 can be used when dealing with non-binomial data (data that is not simply success or failures such as conversion or clickthru rates) where the measurements of the metric can have more outcomes.
If you would like to submit a question to Dr. Montero, please send it via email to newsletter@optimost.com.
Partner Spotlight
Delivering Relevant Content with Deep Customer Insight
Readers of this newsletter already know that consumers are in control of their online experiences. They demand that web sites deliver exactly what they're looking for. When you listen to — and learn from — your customers, you gain actionable marketing intelligence. This lets you develop relevant, engaging content that speaks directly to the right visitors at the right time.
Optimost has formed a strategic partnership with WebTrends to help you understand the intent behind each customer visit to your site so you can seamlessly deliver targeted, optimized user experiences.
WebTrends is a leading provider of web analytics and consumer-centric marketing intelligence solutions. While most people are familiar with their web analytics products, they've recently introduced a new version of WebTrends Marketing Lab, their complete solutions suite, to put the consumer at the center of the marketing universe.
With the integration of WebTrends and Optimost, you can accurately segment visitors based on behavior and easily adjust web content and campaigns, ultimately delivering what's most relevant for keeping people engaged. You can:
- Automatically turn visitor intelligence into action and results
- Optimize the value and strength of customer relationships over time
- Improve top-line business performance through a proven conversion optimization methodology
- Focus on strategic marketing — not just tactical execution
WebTrends will be featured at our upcoming Optimization Summit, and Optimost will be taking part in the WebTrends Engage'07 Conference. To learn more about WebTrends, visit their site at www.webtrends.com, or call 1-877-932-8736.
Click here for a complete listing of Optimost Partners.
If you are an Optimost partner and you are interested in either having your company featured in our Partner Spotlight or your upcoming events listed in our newsletter, please send an email to partners@optimost.com.
In The News
Optimost Takes Optimization Technology to New Heights — Providing Enhanced Search Engine Segmentation and Mobile Capabilities
In August, Optimost announced new features which include enhanced audience tracking and search engine targeting. Optimost also released new functionality that provides for automatic tracking and targeting by browser, operating system, and type of device — including mobile phones such as the new Apple iPhone and gaming consoles like the Nintendo Wii. Read more about the new features on our website.
Mark Wachen Interview on “Online Marketing with RSS Ray” Radio Show
Mark Wachen, the CEO of Optimost, will be interviewed on the “Online Marketing with RSS Ray” Radio Show. The interview topic will be “Focusing on Multivariable Optimization” and will take place on Wednesday, September 19, 2007 at 1pm ET/10am PT.
To learn more about the show and find out how you can listen to the interview, please visit the RSS Ray website at www.rssray.com.
Recent Articles
Little Things Mean Much On Web Sites Investor's Business Daily, August 15, 2007
Slightly Tweaking Controls Helped In Lifting Delta.com CNN Money, August 15, 2007
Optimost Releases Mobile Tracking and Targeting Tool DM News, August 28, 2007
If you are interested in learning more about Optimost or would like to meet with an Optimost representative, please feel free to contact us.
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