Lift testing makes a lot more of an impact than the tweaks that I made to the actual attribution model. You can tell straight away what the ROI is during that period. And if it is shown to have a cause and impact, you can use that straight away. There are so many tweaks that you can make to an attribution model. At the end of the day, it's ultimately what the company is driving,. What their key objective is. Is it more about efficiency? Is it moreabout retention and that type of thing?

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