Date post: | 16-Jul-2015 |
Category: |
Data & Analytics |
Upload: | bryson-meunier |
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searchmarketingexpo.com@BrysonMeunier
#SMX #21D
MOBILE FRIENDLY: A QUESTION WITH MORE THAN ONE RIGHT ANSWER
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
1. Does fixing the mobile usability errors drastically increase mobile search traffic or revenue or dramatically decrease bounce rate?
2. Does having a mobile friendly label in Google increase click through rate in a statistically significant way?
CASE STUDY: FIXING MOBILE USABILITY ERRORS
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
20,000 TO 1,000 ERRORS IN UNDER 4 MONTHS
Identified corresponding
template
Prioritized based on revenue
impact
Redesigned priority
templates
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Start with list of 2000 mobile pages with errors fixed between 9/09 – 10/25Keep only pages with sessionsVast majority occur in October500 pages remaining
Goals:Are total number of fixed pages correlated to average number of sessions, bounce rate, or revenue?Does average sessions/day, bounce rate/day, or revenue/day increase as mobile errors are fixed relative to randomized control sample?
METHODOLOGY
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Control group comprised of 1000 randomly selected mobile landing pages with similar number of sessions but with unfixed errorsControl group linear fit has a slope consistent with zeroR = 0.03 (no linear correlation) • Linear fit to test group also has a slope consistent with zeroR = 0.17 (no linear correlation) NO statistically significant difference between correlation coefficient with control group (p = 0.66)NO statistically significant difference between fit slope with control group (p = 0.48)
MEASURED CORRELATION BETWEEN FIXED ERRORS AND BOUNCE RATE, SESSIONS AND REVENUE
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
• Investigated correlation between sessions, bounce rate, or revenue vs. total number of fixed mobile errors
In all cases, we found no linear correlation
• Investigated average sessions/day, bounce rate/day, or revenue/day increase as mobile errors are fixed relative to randomized control sample
In all cases, the correlation coefficients and slopes of the test groups and control groups are indistinguishable.
NO DIFFERENCE BEFORE AND AFTER MOBILE USABILITY ERRORS FIXED
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
1. Fixing mobile usability errors has no immediate effect on traffic, revenue, or bounce rate from mobile search traffic
2. No apparent mobile usability algorithm exists as of 2/17/2015. If it exists it may not be worth the effort.
3. Going to continue measuring to see if effect is delayed
DOES FIXING MOBILE USABILITY ERRORS HELP WITH SEO OR USER EXPERIENCE?
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
MFT introduced on 11/18/2014Sample includes 21 landing pages having traffic between 11/13/2014 and 11/30/2014 with a variance in average page position of < 0.2 throughout that timeAverage CTR before MFT: 13.5%Average CTR AFTER MFT: 13.4% DIFFERENCE IN AVERAGE CTR IS NOT STATISTICALLY SIGNIFICANT
DOES MOBILE FRIENDLY LABEL HELP CTR?
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
1. No statistically significant difference in average CTR before and after mobile-friendly label
2. Limited data set3. All competitors have
mobile friendly label, which could affect results
4. Going to continue monitoring to see if effect is delayed.
DOES MOBILE FRIENDLY LABEL HELP CTR?
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
1. Assumptions about mobile usability and SEO are not necessarily supported by data today
2. More testing is needed to support conclusions, as this is one site and doesn’t account for potential delay in benefit
3. Still recommend continuing with priority fixes that aren’t cost prohibitive, and measuring results
FINAL THOUGHTS
February 16, 2015
Appendix: Effect of Mobile Fixes on Sessions, Bounce Rate, and Revenue
Dr. David Pignotti
Data Scientist, Vivid Seats
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Start with list of 2000 mobile pages with errors fixed between 9/09 – 10/25
Keep only pages with sessionsVast majority occur in October500 pages remainingGoals:Are total number of fixed pages correlated to average number of sessions, bounce rate, or revenue?Does average sessions/day, bounce rate/day, or revenue/day increase as mobile errors are fixed relative to randomized control sample?
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Average Sessions/Day Vs. Total Number of Fixed Pages
Correlation coefficient (R) = 0.26
No linear correlation
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Average Sessions/day over time for test group and control group
Control group comprised of 1000 randomly selected mobile landing pages with similar number of sessions but with unfixed errorsControl group linear fit has a slight negative slopeR = 0.32 (weak linear correlation) Linear fit to test group also has slight negative slopeR = 0.30 (weak linear correlation) NO statistically significant difference between correlation coefficient with control group (p = 0.95)NO statistically significant difference between fit slope with control group (p = 0.82)
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Average Bounce Rate/Day Vs. Total Number of Fixed Pages
Correlation coefficient (R) = 0.07
No linear correlation
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Average Bounce Rate/day over time for test group and control group
Control group comprised of 1000 randomly selected mobile landing pages with similar number of sessions but with unfixed errorsControl group linear fit has a slope consistent with zeroR = 0.03 (no linear correlation) • Linear fit to test group also has a slope consistent with zeroR = 0.17 (no linear correlation) NO statistically significant difference between correlation coefficient with control group (p = 0.66)NO statistically significant difference between fit slope with control group (p = 0.48)
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Average Revenue/Day Vs. Total Number of Fixed Pages
Correlation coefficient (R) = 0.18
No linear correlation
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Average Bounce Rate/day over time for test group and control group
Control group comprised of 1000 randomly selected mobile landing pages with similar number of sessions but with unfixed errorsControl group linear fit has a slope consistent with zeroR = 0.05 (no linear correlation) • Linear fit to test group also has a slope consistent with zeroR = 0.02 (no linear correlation) NO statistically significant difference between correlation coefficient with control group (p = 0.90)NO statistically significant difference between fit slope with control group (p = 0.86)
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Summary
Investigated correlation between sessions, bounce rate, or revenue vs. total number of fixed mobile
errors
In all cases, we found no linear correlation
• Investigated average sessions/day, bounce rate/day, or revenue/day increase as mobile errors
are fixed relative to randomized control sample
In all cases, the correlation coefficients and slopes of the test groups and control groups are
indistinguishable.
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Does introduction of Google’s “Mobile Friendly Tag” increase CTR?
Does introduction of Google’s “Mobile Friendly Tag” (MFT) increase CTR?MFT introduced on 11/18/2014Sample includes 21 landing pages having traffic between 11/13/2014 and 11/30/2014 with a variance in average page position of < 0.2 throughout that timeAverage CTR before MFT: 13.5%Average CTR AFTER MFT: 13.4% DIFFERENCE IN AVERAGE CTR IS NOT STATISTICALLY SIGNIFICANT
searchmarketingexpo.com@BrysonMeunier
#SMX #21D
Does introduction of Google’s “Mobile Friendly Tag” increase CTR?
Does introduction of Google’s “Mobile Friendly Tag” (MFT) increase CTR?MFT introduced on 11/18/2014Sample includes 21 landing pages having traffic between 11/13/2014 and 11/30/2014 with a variance in average page position of < 0.2 throughout that timeWeighted (impressions) average CTR before MFT: 9.6%Weighted (impressions) average CTR AFTER MFT: 9.5% DIFFERENCE IN AVERAGE CTR IS NOT STATISTICALLY SIGNIFICANT