Skip to main content Accessibility help

We use cookies to distinguish you from other users and to provide you with a better experience on our websites. Close this message to accept cookies or find out how to manage your cookie settings.

Close cookie message
×
Hostname: page-component-78c5997874-v9fdk Total loading time: 0 Render date: 2024-11-05T03:15:24.740Z Has data issue: false hasContentIssue false

11 - Observational Causal Studies

from Part III - Complementary and Alternative Techniques to Controlled Experiments

Published online by Cambridge University Press:  13 March 2020

Ron Kohavi ,
Diane Tang  and
Ya Xu
Ron Kohavi
Affiliation:
Microsoft
Diane Tang
Affiliation:
Google
Ya Xu
Affiliation:
LinkedIn
Get access

Summary

Why you care: Randomized controlled experiments are the gold standard for establishing causality, but sometimes running such an experiment is not possible. Given that organizations are collecting massive amounts of data, there are observational causal studies that can be used to assess causality, although with lower levels of trust. Understanding the space of possible designs and common pitfalls can be useful if an online controlled experiment is not possible.

Type
Chapter
Information
Trustworthy Online Controlled Experiments
A Practical Guide to A/B Testing
 , pp. 137 - 150
Publisher: Cambridge University Press
Print publication year: 2020

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

Save book to Kindle

To save this book to your Kindle, first ensure [email protected] is added to your Approved Personal Document E-mail List under your Personal Document Settings on the Manage Your Content and Devices page of your Amazon account. Then enter the ‘name’ part of your Kindle email address below. Find out more about saving to your Kindle.

Note you can select to save to either the @free.kindle.com or @kindle.com variations. ‘@free.kindle.com’ emails are free but can only be saved to your device when it is connected to wi-fi. ‘@kindle.com’ emails can be delivered even when you are not connected to wi-fi, but note that service fees apply.

Find out more about the Kindle Personal Document Service.

Available formats
×

Save book to Dropbox

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Dropbox.

Available formats
×

Save book to Google Drive

To save content items to your account, please confirm that you agree to abide by our usage policies. If this is the first time you use this feature, you will be asked to authorise Cambridge Core to connect with your account. Find out more about saving content to Google Drive.

Available formats
×