Power Calculation in A/B Test
18 USDInputs:
- Confidence Level (Alpha = 0.1)
- Conversion Rate Control - array of values
- Conversion Rate Test = Conversion Rate Control*(1+Lift)
- Lift Range : 1, 2, 2.5, 3, 4, 5, 6, 7, 8, 9, 10, 12.5, 15, 20, 25, 30, 35, 40
- Holdout Range: 0.01, 0.02, 0.03, 0.04, 0.05, 0.1, 0.15, 0.2, 0.25, 0.3, 0.35, 0.4, 0.45, 0.5
- Total Group Size - array of values
For reference, you should be using the pwr.2p2n.test() from R, where:
n1 = Total Group Size*(1-Holdout)
n2 = Total Group Size*Holdout
Anticipated output: Python code with functions that can be applied to a range of different scenarios (Total Group Size and Conversion Rate Control will differ, based on proposed scenarios - please refer to Input_Scenarios file). The Power Calculator should be generating a heatmap similar to Output_Example, but values for sliders are provided as inputs above. Add commentary to the Python code, so it could be explained and reused.
Please let me know if you could help me with this task, anticipated time for completion and budget.
Thank you,
Roman
Applications 4
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173 1 0 Generally said my experience is in artificial intelligence and its application in 3d environments, like human pose estimation . Your task concerned , I can apply statistical tools and calculations , like mean , Bernouilli distribution , and/or other algorithms matching the end result. And as far as I assume , you need graphical user interface as well , right?
Github - https://github.com/artursahak/websahak
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Could you please provide Input_Scenarios file?
Sergey
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