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Trustworthy Online Controlled Experiments: A Practical Guide to A/B Testing by
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Giao Phan
is on page 182 of 271
16. Scaling experiment analysis
Data processing: sort and group; clean; enrich
Data computation
Summarize and visualize
— Jun 11, 2026 12:57PM
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Data processing: sort and group; clean; enrich
Data computation
Summarize and visualize
Giao Phan
is on page 176 of 271
15. Ramping experiment exposure
Here this chapter mainly recommends the gradual exposure of treatments to the users, not 0 to maximum power ramp (50%) but by smaller rings of the experimental units
— Jun 11, 2026 12:44PM
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Here this chapter mainly recommends the gradual exposure of treatments to the users, not 0 to maximum power ramp (50%) but by smaller rings of the experimental units
Giao Phan
is on page 179 of 271
13, instrumentation
Again some caveats and then to emphasize that instrumentation is necessary
— Jun 10, 2026 07:34AM
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Again some caveats and then to emphasize that instrumentation is necessary
Giao Phan
is on page 179 of 271
12, client side experiments
Here the focus is the difference of experiments on thin vs thick clients, and the caveats.
It would be interesting for those who are engineering these experiments. Feel like it is more of a check list.
— Jun 10, 2026 07:12AM
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Here the focus is the difference of experiments on thin vs thick clients, and the caveats.
It would be interesting for those who are engineering these experiments. Feel like it is more of a check list.
Giao Phan
is on page 149 of 271
Chap 11: observational causal study
The methods in this umbrella are described as alternative methods to controlled experiment, to be applied in cases where controlled experiments are not possible. However, there are a plenty of examples where the results of observational causal study are far wrong from controlled experiment.
Honestly i cannot understand yet each methods in this chapter
— Jun 09, 2026 03:26AM
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The methods in this umbrella are described as alternative methods to controlled experiment, to be applied in cases where controlled experiments are not possible. However, there are a plenty of examples where the results of observational causal study are far wrong from controlled experiment.
Honestly i cannot understand yet each methods in this chapter
Giao Phan
is on page 137 of 271
10. Other complementary methods
This chapter lists other methods than experiment and their pros and cons. It creates some mental mappings in my heads when to use which methods, and many times we need to combine different methods to achieve the goal.
Controlled experiment maybe a demanding task to small companies without supporting platform.
— Jun 06, 2026 01:27PM
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This chapter lists other methods than experiment and their pros and cons. It creates some mental mappings in my heads when to use which methods, and many times we need to combine different methods to achieve the goal.
Controlled experiment maybe a demanding task to small companies without supporting platform.











