Fundraising 2010/Report/Draft Test 2
Banner Test - "Static VS Fader"
[edit]For additional documentation on the testing methodology please see the following pages:
Banners
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Result
[edit]Test Time: 2010-12-29 14:10:00 UTC - 2010-12-29 15:50:00 UTC
Sampling Interval = 2 minutes
Testing Interval = 20 minutes
Total Number of Samples per Class = 50
TEST RESULT INCONCLUSIVE
(*) The rate of donations per banner impression over a fixed time interval.
(**) The rate of amount50 per banner impression over a fixed time interval. Amount50 is the dollar amount raised from donations initiated under a given banner where all donations of more than $50 are recorded as $50 donations. This counters the skewing effect of outlier donations.
Data Analysis
[edit]This section analyzes and interprets the results of the tests. It should be noted that the data is analyzed over a period at least as large as the full testing period and that the testing period was chosen based on the period of time where significant hits and donations were observed.
Data Consistency and Cleaning
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Analyzing the above plots the donation and impression data appear to be quite regular over the interval 2010-12-29 14:10:00 UTC - 2010-12-29 15:50:00 UTC. Therefore, two minute intervals will be used for sampling over this period as a source for the paired t-test to assess confidence in the winner.
Modelling and Hypothesis Testing
[edit]"Static Banner" won in each case for donations/impression and amount50/impression with increases of 5.11% and 1.79% respectively. The student's t-test was used to assess confidence over each metric and the confidence in the winner for donations/impression and amount50/impression is at least 75.0% and 90.0% respectively. This is a very slight and non-significant win for the "Static Banner". Both banners effectively performed the same.
TOTAL DONATIONS "Static banner": 365 TOTAL DONATIONS "Fader banner": 369 TOTAL AMOUNT50* RAISED "Static banner": $5293.97 TOTAL AMOUNT50* RAISED "Fader banner": $5501.81 * AMOUNT50 indicates the total amount raised where all donations greater than $50 are taken to be a donation of $50.
DONATIONS PER IMPRESSION: Between 75.0% and 90.0% confident about the winner. Fader VS Static -- 2010-12-29 14:10:00 - 2010-12-29 15:50:00 item 1 = Fading banner item 2 = Static banner The winner Static banner had a 5.11% increase. interval mean1 mean2 stddev1 stddev2 0 0.00036 0.00032 0.00022 0.00005 1 0.00033 0.00034 0.00017 0.00003 2 0.00030 0.00035 0.00020 0.00016 3 0.00029 0.00030 0.00013 0.00013 4 0.00028 0.00031 0.00017 0.00008 Overall Parameters: mean1 mean2 stddev1 stddev2 0.00031 0.00033 0.00018 0.00010
AMOUNT50 PER IMPRESSION: Between 90.0% and 95.0% confident about the winner. Fader VS Static -- 2010-12-29 14:10:00 - 2010-12-29 15:50:00 item 1 = Fading banner item 2 = Static banner The winner Static banner had a 1.79% increase. interval mean1 mean2 stddev1 stddev2 0 0.00566 0.00411 0.00243 0.00186 1 0.00501 0.00526 0.00440 0.00029 2 0.00455 0.00533 0.00341 0.00294 3 0.00409 0.00455 0.00227 0.00086 4 0.00395 0.00441 0.00128 0.00154 Overall Parameters: mean1 mean2 stddev1 stddev2 0.00465 0.00473 0.00295 0.00175
Endnotes
[edit]- Campaign = "20101228JA075"
- "Static Banner" utm_source = "20101227_JA061_US"
- "Fader Banner" utm_source = "20101228_JAFader_US"