Questions tagged [ab-testing]

A/B testing, split testing, or bucket testing is a controlled comparison of the effectiveness of variants of a website, email, or other commercial product.

From Wikipedia:

A/B testing, split testing or bucket testing is a method of marketing testing by which a baseline control sample is compared to a variety of single-variable test samples in order to improve response rates. A classic direct mail tactic, this method has been recently adopted within the interactive space to test tactics such as banner ads, emails and landing pages.

The Response or Dependent Variable is most often count data (such as clicks on links or sales) but may be a continuous measure (like time on site). Count data is sometimes transformed to rates for analysis.

Because they create temporary variants of 'live' websites, on-line A/B tests must overcome several challenges not common in traditional experiments of human preference. For example, differential caching of test versions may degrade website performance for some versions. Users may be shown multiple variants if they return to a website and are not successfully identified with cookies or by login information. Moreover, nonhuman activity (search engine crawlers, email harvesters, and botnets) may be mistaken for human users.

Useful References:

Kohavi, Ron, Randal M. Henne, and Dan Sommerfield. "Practical Guide to Controlled Experiments on the Web: Listen to Your Customers not to the HiPPO." (2007).

Kohavi, Ron, et al. "Trustworthy online controlled experiments: five puzzling outcomes explained." Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining. ACM, 2012.

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Deleting duplicates in groups A/B

I'm conducting an A/B test and looking for an effective way to delete duplicate users ID's (visitorId column) that appear in both groups: the experiment and the control. Here is an…
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AB Testing on Microsoft Store

Is it possible to test different icons, description, etc. on store (Microsoft Store)? On ios, google, it is possible to test different icons and other elements for the application in the store. On UWP has not yet found. Can this be done at all? What…
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A/B test subscription pricing and free trial effects

We want to launch a new subscription product and be able to decide impact of free trial vs not and also couple different price options. For one IAP we would just create different skus and based of abtest bucket send the right sku. For subscription…
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What to learn considering the current scenario: Economic downturn, Layoffs, LLMs that "can code"?

I am a computer engineer that has experience in backend development. I have worked with Python, Elixir, NodeJS, learned C and Java at university. I also have some minor experience with frontend (Angular and React). It is clear to me that I prefer…
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