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When You Can’t A/B Test: Causal Inference in Product Data Science

daeus.blog · published 24 June 2025

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Product Data Science Experimentation Read at the source ↗
daeus.blog
https://en.wikipedia.org/wiki/Rubin_causal_model
en.wikipedia.org
https://en.wikipedia.org/wiki/Spillover_(experiment
en.wikipedia.org
https://web.cs.ucla.edu/~kaoru/3-layer-causal-hierarchy.pdf
web.cs.ucla.edu
https://en.wikipedia.org/wiki/Omitted-variable_bias
en.wikipedia.org
https://en.wikipedia.org/wiki/Selection_bias
en.wikipedia.org
https://en.wikipedia.org/wiki/Survivorship_bias
en.wikipedia.org
https://arxiv.org/abs/1812.09970
arxiv.org
An Overview of Regression Analysis Read at the source ↗
daeus.blog
Time Series Forecasting Read at the source ↗
daeus.blog
https://www.appsflyer.com/glossary/weekly-active-users/
appsflyer.com
https://pypi.org/project/causalimpact/
pypi.org
https://en.wikipedia.org/wiki/Dummy_variable_(statistics
en.wikipedia.org
https://en.wikipedia.org/wiki/Inverse_probability_weighting
en.wikipedia.org
https://pmc.ncbi.nlm.nih.gov/articles/PMC3144483/
pmc.ncbi.nlm.nih.gov
https://www.statisticssolutions.com/free-resources/directory-of-statistical-analyses/two-stage-least-squares-2sls-regression-analysis/
statisticssolutions.com
https://www.researchgate.net/figure/McCrary-density-test-a-window-of-30-days-on-either-side-of-the-discontinuity-is-applied_fig8_263932072
researchgate.net
Pricing Subscription Products with a Data-Driven Conscience Read at the source ↗
developer.squareup.com
https://medium.com/@med.hmamouch99/double-machine-learning-for-causal-inference-a-practical-guide-5d85b77aa586
medium.com
https://medium.com/@causalwizard/to-avoid-bias-caused-by-confounding-you-must-control-or-condition-on-the-right-variables-e7b08073d161
medium.com
https://www.statsig.com/blog/cuped
statsig.com
https://www.goodreads.com/book/show/140399013-causal-inference-in-python
goodreads.com
https://matheusfacure.github.io/python-causality-handbook/landing-page.html
matheusfacure.github.io
https://www.goodreads.com/book/show/23986891-mastering-metrics
goodreads.com
https://www.uber.com/blog/causal-inference-at-uber/
uber.com
https://careersatdoordash.com/blog/cluster-robust-standard-error-in-switchback-experiments/
careersatdoordash.com
https://www.linkedin.com/in/jonathan-schellenberg/
linkedin.com
https://www.linkedin.com/in/nicholas-topousis-178b84a9/
linkedin.com
https://www.linkedin.com/in/mjash93/
linkedin.com