Comments on: Beyond heatmaps: visualizing eye tracking data http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/ Eye Tracking For Everyone - Usability Services & Software Sat, 10 Mar 2012 06:40:21 +0000 hourly 1 http://wordpress.org/?v=3.2.1 By: Ben http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-3077 Ben Wed, 31 Aug 2011 12:40:04 +0000 http://www.gazehawk.com/blog/?p=983#comment-3077 I think this heatmap tool is a lot better than some of the ones I've used in the past. The transition graph is great to see what people look at after the most looked at spot. I can't seem to see if it tracks goal conversations, would be helpful to know how people transition to the checkout page and make a purchase. I think this heatmap tool is a lot better than some of the ones I’ve used in the past. The transition graph is great to see what people look at after the most looked at spot. I can’t seem to see if it tracks goal conversations, would be helpful to know how people transition to the checkout page and make a purchase.

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By: Daniel Gonzalez http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-3064 Daniel Gonzalez Tue, 30 Aug 2011 18:41:51 +0000 http://www.gazehawk.com/blog/?p=983#comment-3064 Great article guys. Learning what order they travels in is going to be REALLY helpful for boosting conversions on a site. One of the main techniques I use in conversion rate optimization is manipulating eye-path with pictures, or page elements that move when a users mouse scrolls over them. Having this information about what order the eye travels in typically can help #CRO guys prioritize what we want to communicate to the visitor in order to persuade them. This is great content keep this kind of stuff coming! Great article guys. Learning what order they travels in is going to be REALLY helpful for boosting conversions on a site. One of the main techniques I use in conversion rate optimization is manipulating eye-path with pictures, or page elements that move when a users mouse scrolls over them.

Having this information about what order the eye travels in typically can help #CRO guys prioritize what we want to communicate to the visitor in order to persuade them. This is great content keep this kind of stuff coming!

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By: Brian Krausz http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-3053 Brian Krausz Tue, 30 Aug 2011 02:21:03 +0000 http://www.gazehawk.com/blog/?p=983#comment-3053 Excellent questions/comments Hadley! I believe Lionel emailed you offline, as some of the answers go into a fair bit of detail and are things we're still exploring. Looking forward to your thoughts as we build out new and exciting visualizations! Excellent questions/comments Hadley! I believe Lionel emailed you offline, as some of the answers go into a fair bit of detail and are things we’re still exploring. Looking forward to your thoughts as we build out new and exciting visualizations!

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By: Lionel Barrow http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-3026 Lionel Barrow Mon, 29 Aug 2011 01:21:38 +0000 http://www.gazehawk.com/blog/?p=983#comment-3026 We can absolutely follow someone reading. We sample gaze coordinates 30 times per second, which is way above the rate at which the human eye moves when reading. We can absolutely follow someone reading. We sample gaze coordinates 30 times per second, which is way above the rate at which the human eye moves when reading.

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By: Visualising eye tracking data - Narzędzia, UXfocus http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-3015 Visualising eye tracking data - Narzędzia, UXfocus Sun, 28 Aug 2011 11:56:16 +0000 http://www.gazehawk.com/blog/?p=983#comment-3015 [...] blogu firmy Gazehawk ukazał się tekst Beyond heatmaps: visualizing eye tracking data. Demonstruje wizualizację danych z eyetrackingu w sposób odzwierciedlający kolejność patrzenia [...] [...] blogu firmy Gazehawk ukazał się tekst Beyond heatmaps: visualizing eye tracking data. Demonstruje wizualizację danych z eyetrackingu w sposób odzwierciedlający kolejność patrzenia [...]

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By: Hadley Wickham http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-2996 Hadley Wickham Sat, 27 Aug 2011 11:51:05 +0000 http://www.gazehawk.com/blog/?p=983#comment-2996 A few comments: * What clustering algorithm are you using and how you are picking the number of clusters? Since your visualisation is based on the clusters, getting this right will be critical for success. Looking at the cluster shapes I'd guess either k-means or hierarchical with ward's distance. But how are you picking the number of clusters? * I think you need to be very careful when you draw cluster convex hulls - this has the tendency to make clusters look much more distinct than they really are (probably because of the gestalt principle of connectedness). Take a sample from a bivariate normal, cluster it and then display the clusters with convex hulls - they look really distinct but you know they're not. I'd want to explore rectangular bounding boxes since they have a natural correspondence to the generally rectangular underlying page elements. * I'd be interested to see alternatives without the clustering - e.g. what if you use a rectangular grid? If you made the grid cells smaller and smaller (maybe with some smoothing) you could end up with something like a vector field showing average movement around the page. * I think you're wasting colour by mapping it to group membership - that's obvious from the structure of the clusters anyway. Why not map colour to number/density of views? Anyway, just a few ideas off the top of my head. Send me an email and I can hook you up with some experts I know who are starting to get interested in eye tracking data. A few comments:

* What clustering algorithm are you using and how you are picking the number of clusters? Since your visualisation is based on the clusters, getting this right will be critical for success. Looking at the cluster shapes I’d guess either k-means or hierarchical with ward’s distance. But how are you picking the number of clusters?

* I think you need to be very careful when you draw cluster convex hulls – this has the tendency to make clusters look much more distinct than they really are (probably because of the gestalt principle of connectedness). Take a sample from a bivariate normal, cluster it and then display the clusters with convex hulls – they look really distinct but you know they’re not. I’d want to explore rectangular bounding boxes since they have a natural correspondence to the generally rectangular underlying page elements.

* I’d be interested to see alternatives without the clustering – e.g. what if you use a rectangular grid? If you made the grid cells smaller and smaller (maybe with some smoothing) you could end up with something like a vector field showing average movement around the page.

* I think you’re wasting colour by mapping it to group membership – that’s obvious from the structure of the clusters anyway. Why not map colour to number/density of views?

Anyway, just a few ideas off the top of my head. Send me an email and I can hook you up with some experts I know who are starting to get interested in eye tracking data.

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By: Taliesin Beynon http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-2994 Taliesin Beynon Sat, 27 Aug 2011 05:45:17 +0000 http://www.gazehawk.com/blog/?p=983#comment-2994 What's the time resolution of your tracker? Can you follow someone reading? What’s the time resolution of your tracker? Can you follow someone reading?

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By: finance http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-2993 finance Sat, 27 Aug 2011 03:50:14 +0000 http://www.gazehawk.com/blog/?p=983#comment-2993 If google analtytics could offer something like this, then it will really be helpful. If google analtytics could offer something like this, then it will really be helpful.

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By: Brian Krausz http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-2991 Brian Krausz Fri, 26 Aug 2011 23:46:17 +0000 http://www.gazehawk.com/blog/?p=983#comment-2991 Hi Zack, Great to hear from you! We're looking into building a video based off of this where the arrows grow over time. This will allow us to aggregate visual patterns over time, adding in the temporal element that is so painfully missing from heatmaps and many other static visualizations. Hi Zack,

Great to hear from you! We’re looking into building a video based off of this where the arrows grow over time. This will allow us to aggregate visual patterns over time, adding in the temporal element that is so painfully missing from heatmaps and many other static visualizations.

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By: Satish http://gazehawk.com/blog/beyond-heatmaps-visualizing-eye-tracking-data/#comment-2990 Satish Fri, 26 Aug 2011 23:08:28 +0000 http://www.gazehawk.com/blog/?p=983#comment-2990 Oops. I guess thats what you said you would do as next steps. :) Oops. I guess thats what you said you would do as next steps. :)

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