the great correlation vs causation debate: testing, proving, and digging at smx east 2011 by micah...
TRANSCRIPT
Testing, Proving, and DiggingMicah Fisher-Kirshner | Senior SEO Manager
www.become.comSeptember 13th 2011
Quick Background• Become.com: price comparison website
• Competitors: US: NexTag, Shopping, Shopzilla UK: PriceRunner, Twenga DE: Idealo, Billiger JP: Kakaku
• Why are we able to run multiple tests? We are a vertical search engine
Good Correlation Presentations Use…• Scatter plots
Helps visualize the correlation
• Non-integer numbers Generally integers make it
harder to visualize correlations
A Thing (Or Three) About Correlations1. Correlations are a place to start, not an end.2. Sanity check the results with an SEO3. Ask yourself, “Does this make sense? What if we factor
for…”
Likes?
Comments?
When To Go Linear (Regression)• Amount of effort
Do you have enough data to prove it is statistically significant?
How long with data collection take?
What is the return on your investment to collect and test this data?
• Quality data Do you trust where the data
comes from? Do you have enough metrics that
factor into the algorithm?
• Facebook Shares Enough data and factors to run a
linear regression
Panda Correlation Digging Does the correlation hold up by
site type?
Punishment by group?1 = How To’s2 = CSEs3 = Marketplaces4 = News
Best Of The Tests• Subdirectories, subdomains,
and domains Find ways to split your site in half along
standard site architecture to run tests Don’t have these? Use numbers in URL or
even/odd
• Test and control Randomize what your data sets are to
avoid bias Two controls are better than one
• Length of time The smaller the data set, the longer the
test needs to run
Common Correlating Pitfalls• Other marketing channels
Did your brand team launch something during the same time period? Did your UX group modify the layout affecting your test?
• Extraneous online events Did Google update their algorithm? Was there a change in how your analytics tracks events? Did something break? Did you launch a change that affected your own tests?
• Various offline events Was there a holiday that skewed week over week data? Did a world or national event occur around the same time?
Proving Requires Digging
• DC Earthquake lowered traffic by 2% Odd traffic increases on Wednesday gets magnified by a weak Tuesday