June, 2009


30
Jun 09

Live Tracking of Firefox 3.5 Adoption (part II)

Earlier today, we highlighted some real-time tracking by whos.amung.us.  Next up, we have another visualization engine for today’s Firefox 3.5 launch – downloadstats.mozilla.com.

mostats_live_tracking

This was a somewhat stealth (i.e., surprise) project brought about by our very own Daniel Einspanjer (in collaboration with the folks at SQLstream).  (Thanks to the Mozilla web dev team as well.)

Similar to the real-time tracking presented at Spread Firefox last year, we set out to provide a similar visualization whereby everyone could see downloads happening in real-time – across every corner of the globe.

You’ll notice several cool things within this new visualization – a lit dot for every actual download of Fx3.5;  a “current”, “minimum”, and “maximum” per second download rate for every country (along with a trend over the past minute);  and a “total” or cumulative number of downloads since Fx3.5 was launched this morning (PDT).

In case you’re really curious, here are a couple comparable numbers from Firefox 3′s wildly successful Download Day last June… in its first 24-hours after launch, the “max” per second download rate was approx. 283 and the “average” was approx. 95.  Please keep in mind that the two product launches are not quite apples-to-apples, but these numbers are still interesting to know from simply a context perspective.

Enjoy the live, interactive map!


30
Jun 09

Live Tracking of Firefox 3.5 Adoption (part I)

With the Firefox 3 launch last summer, we saw some great examples of community driven stats and real-time tracking of its adoption. With today’s launch of Firefox 3.5, we’re stoked to see another wave of innovative tracking tools and visualizations.

One such tool comes to us from the folks at whos.amung.us, a widget application providing stats to blog/site owners.

whos_live_tracking

Check it out!

We’ll be featuring one or two more real-time visualizations of the Fx3.5 launch a little later today.


25
Jun 09

Improving a User’s Experience with Firefox Support (part II)

We recently discussed an optimization test at the Firefox Support site (support.mozilla.com).  At the time, we mentioned that:

Next up, the SUMO team is planning to soon roll-out a much more substantial A/B test at support.mozilla.com.  With a somewhat radically different page design, our expectations for this next test are different.  In other words, the more variation that is tested generally leads to bigger differences in the results.  Stay tuned!

We just ran this “test #2″ over the past week or so and we now have the results to share.  For reference, the full project plan is here and the two page versions we tested are below.

Version #1 (Existing SUMO home page):

ab_test2_page3_blog

Version #2 (New design for SUMO home page):

ab_test2_page4_blog

What did the results say?  Out of nearly 1.5 million visitors, we saw the following behavior:

test_2_final_results

What’s the impact of the “new design” page?  Decreasing the bounce rate (or exit rate) by 0.5% translates to an improved user experience for approximately 260,000 Firefox users (annually).  These are users who would have otherwise immediately exited the SUMO site (some perhaps feeling unsatisfied or unhappy).  The one other critical metric for the SUMO team is the rate at which users utilize the knowledge base search box.  Again, you’ll see that by this measure, the “new design” wins.  11.9% of visitors searched vs. 10.6% on our control (or existing) page design.

Thus, the SUMO team will now be implementing the “new design” as the permanent new Firefox Support home page.

Moreover, we dug into the data here a little further.  We asked ourselves, “of people clicking through or taking some action on either version of the SUMO home page, did one version affect the chances that the user clicked on something beyond their initial action?”  The answer appears to be “yes”.

First, let’s identify what are the other common actions taken by users at our two page versions, and then we can talk through what happened to users after this initial action.

ab_test2_clickthru_actions

The two most frequently clicked links on the existing SUMO home page – “Browsing basics” and “Customizing Firefox” – seem to provide content on their respective pages that is rarely used.  During our test, we saw that less than 10% of users who navigated to “Browsing basics” further clicked on its relevant content.  “Customizing Firefox” performed even worse, as less than 5% of users navigated to any of its content.  Conversely, the two most popular links on our “new design” page – “Browse them all” (Popular Support Articles) and “Cannot clear location bar history” – appear to be clear improvements compared to the existing page.  “Cannot clear location bar history” experienced 25% of its users following a suggested link and “Browse them all” saw 40% of its visitors use one of the suggested “Top Articles”.

On many dimensions, this optimization effort at support.mozilla.com looks like a huge win for Firefox users.  Please click over to the SUMO blog for more details regarding future plans around further user experience improvements.


19
Jun 09

Firefox is Green

We recently ran a week long A/B optimization test at www.mozilla.com where we rotated in a few different colors of the Firefox download button.  (You may recall that we’ve previously conducted one prior multivariate test on the Firefox product/download page… check it out for some historical context.)  For this current test, here was our existing page and download button:

fx_control

Within this page (the green download button was our “control” color), we randomly rotated three other colors of the download button – blue, purple, and orange/yellow:

fx_blue

fx_purple

fx_yellow

The results are below.  The difference between a 76.5% conversion rate and a 77.3% conversion rate is a 1% lift, i.e., the percentage change between those two percentages.  So, what does this translate to in terms of Firefox usage?  Assuming we see about 500K daily downloads at www.mozilla.com, a 1% lift translates to nearly 2 million marginal, or incremental, downloads annually (i.e., 2 million potential new Firefox users we would have otherwise lost).

color_results

We’re already running the winning button color, so we’re now looking forward to future optimization testing (e.g., a download button quadrupled in size, an octagon shaped download button, a button centered within the page, etc.) to see if we can actually gain a 1% lift (or ideally a 5%+ lift), and in the process, improve our site experience for millions of new Firefox users.

Lastly, I want to thank John Slater, Laura Mesa, Monique Johnson, Stephen Donner, Neil Lee, Jeremy Orem, and Alex Buchanan for making this initiative happen.


16
Jun 09

Places Stats – Analysis in the Open

I was excited to see Andy Edmonds’ post yesterday about Places Stats.  It’s not every day that we see someone in the Mozilla community talking about R, a popular statistical package.

Places is described as “a system for storing bookmarks, history, and other user information about the Web, intended to improve developer access to this data and make it easier for people to Bookmark pages.”  So far, several hundred people have volunteered to participate, and a few folks have started to put some framework ideas around analyses that could ultimately lead to useful insights.

I followed up with Andy to ask about his early analysis, and here’s a high-level summary he shared:

  • 30% of users use tags heavily.  An additional 20% of users have tried tagging once or twice and didn’t continue for one reason or another.
  • Over the years, people seem to be visiting more and more different pages (revisitation rate is decreasing).  This is likely a reflection of the growing content on the web and the growing relevance of the web to more aspects of people’s lives, but is also likely an artifact of the more dynamic nature of the web.

If you’re interested in participating/collaborating in this stats project, check out Andy’s post.


10
Jun 09

Introducing our twin blog – Mozilla’s Blog of Data

blog_of_data

To complement what we publish here at Blog of Metrics, the Mozilla metrics/analytics team has created the Blog of Data.  Its mission is to provide transparency to technical side of our function.  Below is a description from the “About” page:

The Blog of Metrics is the place to go to hear from the Mozilla metrics team as far as data analysis and metrics on Firefox and Mozilla web properties.

There are a lot of technical details that go into one of those finely crafted data stories.  Those details are what this blog is about.

The metrics team will be discussing implementation, describing data, and sharing source code for many of the exciting and challenging projects that typically involve crunching through daunting quantities of data.

Click here and here to check out the first couple posts from Simon Krueger, our metrics intern.  Enjoy!


9
Jun 09

Just Launched – the New Firefox Uninstall Survey

When we first started talking about the Firefox Uninstall Survey last year, we introduced it with this:

The world of Mozilla includes many Firefox related feedback mechanisms.  Crash reporting, bugzilla and spreadfirefox.com represent a few such examples.  Another feedback mechanism is the Firefox uninstall survey.  When a Firefox user (Windows XP only) decides to uninstall their browser, they’re asked if they want to complete a survey during the uninstall process.

Often a user is merely temporarily uninstalling before immediately reinstalling.  However, in some cases a user enjoys a seemingly less than optimal experience with Firefox, and in these cases, it behooves us a community to figure out what’s going on and if there are true pain points that the user is experiencing (and perhaps that we’re not aware of).

From there, we eventually highlighted some key steps moving forward, including revised questions and design, along with more usable/insightful/actionable data and reporting.  Fast forwarding many months, we finally implemented the new survey this past Friday.

The old survey:

old_survey_all_versions

The new survey (with thank-you page):

new_survey_version

new_survey_thankyou

Here are a few implementation details:

  • We’ve embedded a SurveyGizmo survey within a www.mozilla.com page.  This allows us to do two things – (1) update the look and feel of the survey, and (2) have a reporting engine that will be useful and usable.
  • Since the survey first came into existence back in 2005 or 2006, all of the data and responses have always been available publicly (at survey.mozilla.com).  The problem was the data wasn’t always fully up-to-date and it wasn’t available in a friendly format.  We’re currently looking at options for making the new reporting from SurveyGizmo both user friendly and publicly available.  More details to come very soon!
  • Thanks to Fred Wenzel, Blake Cutler, among many others, for making this happen.

Lastly, let’s not forget why this initiative is so critical.  With tens of thousands of users telling us why they’re uninstalling Firefox, the Firefox team and the broader community should now be able to arrive at several key insights around usage pain points… insights that will ultimately drive user experience improvements… improvements that will eventually impact tens of millions of Firefox users.