Earlier quoted context omitted.
I guess it is up to you to define your metric to be measured and to be optimized. To define the right metric and targets is not easy and probably is business-specific, i.e., is not the same for every business.
Seriously, +1 to this. Defining key metrics is something where you should sit down with a data scientist that is familiar with your domain. In my experience, the problem isn't that people can't A/B test, they don't know what to test or how to determine if an experiment was "successful".
Google Optimize now free for everyone
41–50 of 52 posts
Re: Google Optimize now free for everyone
#42Earlier quoted context omitted.
No one scrolls to the end of a long form article to get a recipe. Instead, they just close the tab and say "too long; didn't read." Your other point are good though.
> No one scrolls to the end of a long form article to get a recipe. I highly doubt this is true. Scrolling to the bottom of a page is a very low cost to pay for a recipe.
Re: Google Optimize now free for everyone
#43Earlier quoted context omitted.
My user experience has continually depreciated on google and most websites the last few years.
Gradient Decent aims to please the average consumer, which often is not what is in-demand in the market place. Had Henry Ford used ML he would've invented a faster horse.
Re: Google Optimize now free for everyone
#44"Optimizing" UI for session length and clicks is the same thing as finding the local maxima of bad, right?
My user experience has continually depreciated on google and most websites the last few years.
Re: Google Optimize now free for everyone
#45Re: Google Optimize now free for everyone
#46Earlier quoted context omitted.
> No one scrolls to the end of a long form article to get a recipe. I highly doubt this is true. Scrolling to the bottom of a page is a very low cost to pay for a recipe.
That was an explanation of why long articles that don't have recipes at the end aren't consistently ranked higher than short articles that don't have recipes at the end.
Re: Google Optimize now free for everyone
#47Re: Google Optimize now free for everyone
#48Earlier quoted context omitted.
Google Optimize offers MAB testing, which is awesome. Personally, I don't see it as a "when do results become reliable" problem -- it's a "what is the cost of a false positive, false negative, or 'do nothing' decision?"
Multi Armed bandit tests need even more traffic, as there are more variations being tested. I think you have to be careful with false positives in AB testing - drawing conclusions too fast can nullify it's usefulness.
In an A/B test, the probability of selecting an "arm" (a treatment to show to the visitor) is equally distributed. Google Optimizer differs by adjusting the traffic distribution, sending more traffic to better performing options, what's usually called MAB approach.
The difference is that MABs will more quickly converge on the "winning" variation, but are more likely to get stuck in a local minimum. EG, if an "worse" option performs better right off the bat, the MAB might send most traffic to it. This would take a while for the algorithm to "recover".
The major advantages of the MAB approach are minimizing opportunity costs and the ability to capture seasonality because you can continuously run tests. Traditional split testing runs for a while, gets a result, and moves on. With a MAB, you can assign an "explore" budget that keeps tests running in the background to capture the seasonal/periodic change in conversions.
That comes with a cost: every visitor who doesn't see your best page is lost revenue.
Re: Google Optimize now free for everyone
#49"Optimizing" UI for session length and clicks is the same thing as finding the local maxima of bad, right?
The effects of this are easiest to see with online recipes; the highest ranking recipes are all thousand word ramblings with a recipe tacked on at the end. Google sees you spent more time on the site (i.e. wasted scrolling) and thinks you were more 'engaged.'
Yeah I don't either, I just wanna know how to make the damn cookie.
Re: Google Optimize now free for everyone
#50This is a freemium product. There's an enterprise upgrade that costs about 10k per year I believe. It's nice though, I use it on my site.
(not necessarily true, but it has happened before with YouTube)