Website Optimization: Clickstream Study Reveals Dynamic Web

July 28, 2006 (PRLEAP.COM) Technology News
By Andy King
Website Optimization

A recent clickstream study revealed new information about how we use and peruse the Web. University of Hamburg researchers found that the Web is moving from a static hypertext information system to dynamic interactive services with rapid interactivity between man and machine. The authors recommend that web developers create concise, fast loading web pages to keep pace with the speed of web navigation.

The Hamburg researchers also found an F-shaped pattern of clicking activity similar to results found in eye tracking studies (see Figure 1). There appears to be a strong link between our eye and hand movements over the surface of web pages.

Web Navigation Study: A Clickstream Analysis

In the largest web browsing study to date, Harald Weinreich and colleagues analyzed over 135,000 page visits by 25 experienced volunteers over a mean period of 105 days (Weinreich et al. 2006). Using instrumented browsers to "record the interaction with all user interface widgets" the researchers tracked actual user behavior over a long period while honoring privacy concerns. The clickstream and navigation logs were merged, filtered, and analyzed to glean insights into how we interact with the Web. See:

The Evolution of Web Navigation

The researchers found that the nature of web navigation has changed over time. Comparing three web browsing studies ending in 1994, 1996, and 2005 revealed a shift in how users initiate web page visits (see Table 1). The most significant changes were the increase in submit and new window events and the decrease in the use of the back button.

Link following has remained the most common navigation activity, accounting for 43.5% of page transitions. Direct access through bookmarks, typing in urls, or home page buttons has remained relative steady around 10%. New windows has jumped from less than 1% to over 10% of all page transitions in the past 11 years. Form submission has increased from 4.4% to over 15% of all navigation actions reflecting the increase in web services. 43% of all form submissions involve search submission, followed by online dictionary and travel planners. With the increase in new windows and use of AJAX, the back button has dropped from over 35% to less than 15% of all page transitions. Overall the trend reflects an increase in interactivity and form submission, with a corresponding 50% drop in the use of the back button for web navigation. See:

Page Revisit Method versus Time

In order to characterize how users return to web pages team member Eelco Herder tested how users revisit pages versus the time between revisits using four intervals: within an hour, a day, a week, and longer than a week (Herder 2006). For short term revisits within an hour the back button predominates (see Figure 3). For medium-term revisits within a day the page address is typed directly into the address bar, with users relying on the autocomplete feature in most browsers. Longer term, after some URLs are forgotten by browsers and users, link following dominates how users revisit web pages with over 67% of revisits. See:

Clickstream Heatmaps Resemble Eye Tracking Heatmaps

The clickstream results show a similar F-shaped triangular pattern to heatmaps derived from eye tracking studies (see Figures 4 and 5 and Hotchkiss 2005, Nielsen 2006). User click patterns appear to follow eye fixations. Weinreich found that the most active selected area is located in the upper left corner of the page: over 45% of all user clicks occured in a region slightly larger than the upper left quadrant of the visible page (520 x 400 pixels). Figures 1 and 4 show that horizontal and vertical navigation bars (at least their left and top-most portions) are used most heavily. Weinreich and company also found an unexpectedly active area in the lower right part of the page, at around 600 x 1000 pixels. This turned out to be where Google placed their next page link, forcing most users to scroll.

Weinreich found that over three quarters (76.5%) of the selected links were in the visible area at load time (see Table 2). User rarely scroll horizontally (total of 0.4%), but over 23% of all links followed were "below the fold." This is surprising considering the short mean stay time on pages. See:

Average Screen Dimensions

Although all survey participants used a screen resolution of at least 1024 by 768 pixels, most did not utilize their entire screen for browser windows. Smaller windows, toolbars, and other widgets left users with about 160 horizontal pixels and 170 vertical pixels unused. For 1024 by 768 screen users, the average available document width was about 890 pixels (see Figure 6). The clickstream results confirm this, with clicks dropping off dramatically after about 880 pixels in screen width (see Figure 4). The authors recommend flexible layouts that leave at least 15% of screen width unused. See:

Average Web Page Statistics

Weinreich and Herder analyzed users interacting with over 65,000 unique URIs. The average web page had 53 hyperlinks and 551 visible words. Stay times were short, 25% of all documents were displayed for less than 4 seconds and 52% of all visits were shorter than 10 seconds with a peak value located between 2 and 3 seconds (see Figure 7). Users averaged 3.25 sessions and 77 minutes per day. The median session length was 13 pages, but the vast majority of sessions were 34 pages or longer. See:

Average Webpage Download Times

Web page download times were measured at different bandwidths (see Figure 8). Web performance was poor for ISDN users with less than 60% of all documents downloading completely within 4 seconds. Download times for dial-up users would be about 1.6 to 2 times slower than ISDN users.


The nature of web navigation is changing from static information delivery to dynamic interactive web services. The speed of web navigation is high with short stay times, but long download times for ISDN and dial-up users. To enable rapid interactivity web designers should design fast loading web pages with concise headlines and be aware of web page hot spots to maximize conversion rates.

Website Optimization News by Andy King, author of the popular book titled "Speed Up Your Site Web Site Optimization". Web Site Optimization, LLC is a leading provider of web site optimization and search engine marketing services that "tune up" web sites for increased usability, conversion rates, traffic, and profitability. Click here for more information about Website Optimization