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Lift Test Performance
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*Note the data below is just for an example of how to use the formulas, and it is not based on any actual analysis*
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PlatformFacebook
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Test Period7/1/2021 to 7/31/2021
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CPACost per Add to Cart
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CPSCost per SalesEnter Your Input Below
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Conversion Rate, Lift, and Cost per Conversion
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SegmentCampaign NameHoldout ProspectsTest
Prospects
FB Test
Audience Reach
FB Test Audience
Match Rate
Test Spend
Test
Add to Cart
Test
Sales
Holdout
Add to Cart
Holdout
Sales
Test Campaign
Add to Cart Rate
(Campaign Reach)
Test
Add to Cart Rate
(Campaign+Natural)
Test Close Rate
(Campaign+Natural)
Holdout
Add to Cart Rate
(Natural)
Holdout
Close Rate
(Natural)
Add to Cart Rate LiftClose Rate LiftTest Incremental CPATest Incremental CPS
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Segment 1Female, Age Under 30, IOS Users 50,000 50,000 37,982 76% $ 2,984.18 956104829892.517%1.912%10.879%1.658%10.736%15%1%$23.50$198.95
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Segment 2Female, Age Over 30, IOS Users 60,000 60,000 46,775 78% $ 3,354.19 1065110914932.277%1.775%10.329%1.523%10.175%17%2%$22.21$197.31
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Segment 3
Female, Age Under 30, Android Users
45,000 45,000 34,831 77% $ 3,234.84 85091746652.440%1.889%10.706%1.658%8.713%14%23%$31.10$124.42
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Segment 4
Female, Age Over 30, Android Users
55,000 55,000 45,416 83% $ 3,829.52 84889846771.867%1.542%10.495%1.538%9.102%0%15%$1,914.76$319.13
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Segment 5Male, Age Under 30, IOS Users 60,000 60,000 49,710 83% $ 4,760.53 105381934692.118%1.755%7.692%1.557%7.388%13%4%$40.00$396.71
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Segment 6Male, Age Over 30, IOS Users 65,000 65,000 47,962 74% $ 3,769.26 1132117836882.360%1.742%10.336%1.286%10.526%35%-2%$12.73$129.97
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Segment 7Male, Age Under 30, Android Users 50,000 50,000 39,095 78% $ 2,686.13 83478663572.133%1.668%9.353%1.326%8.597%26%9%$15.71$127.91
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Segment 8Male, Age Over 30, Android Users 60,000 60,000 47,834 80% $ 5,049.12 89586838621.871%1.492%9.609%1.397%7.399%7%30%$88.58$210.38
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Total 445,000 445,000 349,605 79% $ 29,667.77 763375666066002.183%1.715%9.904%1.484%9.083%16%9%$28.89$190.18
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Statistics Significance - Add to Cart Rate
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SegmentCampaign NameHoldout Error RateTest Error RateZ-ScoreStandard DeviationP-ValueObserved Significance90% Statistical Significant95% Statistical Significant99% Statistical Significant
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Segment 1Female, Age Under 30, IOS Users0.0571053%0.070052%2.810401717 0.00090379 0.002474100%YesYesYes
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Segment 2Female, Age Over 30, IOS Users0.0500021%0.060896%3.193962159 0.00078795 0.000702100%YesYesYes
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Segment 3
Female, Age Under 30, Android Users
0.0601904%0.072737%2.447910289 0.00094412 0.00718499%YesYesYes
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Segment 4
Female, Age Over 30, Android Users
0.0524755%0.057719%0.04661557906 0.00078007 0.48141052%NoNoNo
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Segment 5Male, Age Under 30, IOS Users0.0505377%0.058785%2.558394735 0.00077523 0.00525899%YesYesYes
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Segment 6Male, Age Over 30, IOS Users0.0441956%0.059543%6.141170896 0.00074153 0.000000100%YesYesYes
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Segment 7Male, Age Under 30, Android Users0.0511550%0.064618%4.14969456 0.00082416 0.00001799%YesYesYes
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Segment 8Male, Age Over 30, Android Users0.0479089%0.055318%1.298165247 0.00073180 0.09711599%YesNoNo
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Total0.0181285%0.021907%8.116209628 0.00028435 0.000000100%YesYesYes
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