2014 Experimentation Measurement Statistics 
The Unofficial Google Data Science Blog
APRIL 23, 2024
the weight given to Likes in our video recommendation algorithm) while $Y$ is a vector of outcome measures such as different metrics of user experience (e.g., Taking measurements at parameter settings further from control parameter settings leads to a lower variance estimate of the slope of the line relating the metric to the parameter.
Alation
SEPTEMBER 28, 2022
DataOps as a term was brought to media attention by Lenny Liebmannin 2014, then popularized by several other thought leaders. In DataOps, data analytics performance is primarily measured through insightful analytics, and accurate data, in robust frameworks. Over the past 5 years, there has been a steady increase in interest in DataOps.
The Unofficial Google Data Science Blog
JUNE 30, 2016
In an ideal world, experimentation through randomization of the treatment assignment allows the identification and consistent estimation of causal effects. Identification We now discuss formally the statistical problem of causal inference. We start by describing the problem using standard statistical notation.
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