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Optimizing Search Engine Marketing
Kaushik , Richard, Vignesh, Prakanshu, Yueying
- Air France uses SEM as a part of their marketing strategy
- They employ different strategies across different search engines
Current State - Air France has an optimal
search engine marketing strategy
- They have minimized their spend and maximize their revenue
Desired Future State
- What are the metrics that we need to be looking at?
- How does strategy differences impact each of these metrics?
Problem Definition
Executive Summary
1. Returns on advertising differ by publisher as much as 3X2. Similar campaigns can perform differently by a factor of as high as 10X3. 904 identified low-performing * zero revenue generating keywords resulted in
spends of $75,765i. The top 10 of these contribute to 30% of the spending
KeyFindings
1. Increase investment in Kayak, Yahoo and MSN2. Opportunities exist for extending usage of certain keywords across publishers and
related campaigns3. Revisit strategy for the low-performing keywords
NextSteps
*low-performing- low click through rate
Overall Publisher Performance
-0.02% 0.00% 0.02% 0.04% 0.06% 0.08% 0.10%$0.0
$0.2
$0.4
$0.6
$0.8
$1.0
$1.2
$1.4
$1.6
$1.8
$2.0
Probability of Booking
Cos
t/Cl
ick
MSN -US
Overture (Global/US)
Yahoo-US
MSN - Global
Kayak*
Google (Global/US)
*Estimated data included
Overture US/GlobalRecommendations
• Re-consider creative• Examine offerings most
commonly found via Overture
An increase in Bookings per impression from 0.002% to 0.004%would increase Return on Advertising from about 357% to over 830%.
-0.02% 0.00% 0.02% 0.04% 0.06% 0.08% 0.10%$0.0
$0.2
$0.4
$0.6
$0.8
$1.0
$1.2
$1.4
$1.6
$1.8
$2.0
Probability of Booking
Cos
t/Cl
ick
Overture (Global/US)
Google US/GlobalRecommendation
• Adjust bidding strategies to lower costs• Check for under-performing
keywords
Decreasing the average cost per click for Google by just 10 centscould reduce costs by over $13,000.
-0.02% 0.00% 0.02% 0.04% 0.06% 0.08% 0.10%$0.0
$0.2
$0.4
$0.6
$0.8
$1.0
$1.2
$1.4
$1.6
$1.8
$2.0
Probability of Booking
Cos
t/Cl
ick
Google (Global/US)
Yahoo and MSN US/GlobalRecommendations
• Increase investment• Look for successful keywords to
incorporate with Google and Overture
Overall return on investment for these three publishers iscurrently over 1,000%. Increasing investment is certainly worthwhile!
-0.02% 0.00% 0.02% 0.04% 0.06% 0.08% 0.10%$0.0
$0.2
$0.4
$0.6
$0.8
$1.0
$1.2
$1.4
$1.6
$1.8
$2.0
Probability of Booking
Cos
t/Cl
ick
MSN -US
Yahoo-US
MSN - Global
Publisher-Level Insights:The Best Segments Recommendations
Attributes Yahoo Google & OvertureAverage Position [1.2,1.3) >=1.3 <1.2 [1.2,1.3)
Bid Amount - - <8.1 -Average
Conversion %9.2 7.4 7.3 9.2
Attributes Yahoo Google & OvertureAverage Position <1.3 [1.3,2) <1.3
Average Click-through %
8.6 8.4 18
Yahoo:Target position 1 or 2
Google & Overture:Target position 1
Opportunity with
Net Revenue/Total
Spend on advertising
%6,451%
Volume of Bookings/
Number of Clicks
7.3%
Total Revenue generated
$ 230,127
Total spend on advertising/ Number of bookings
$ 17.15
Return on Advertising
Transaction Conversion Rate Net Revenue Cost Per Booking
KPI’s for Kayak (over one week)
Kayak…going forward
• Volume: Does Kayak have the reach to support these returns at higher levels of investment?
• Data: Kayak’s data is not well-integrated, so analyzing success and failure may be more difficult
Concerns
• Gradually increase investment: Make steady increases without over-committing
• Continually monitor returns: Watch for under-performing campaigns
Recommendations
KPI analyses at a campaign level
Net Revenue | CTR | ROA | CPB
Net Revenue | *CTR | *ROA | *CPB1
3
2
4
Net Revenue | CTR | ROA | CPB
Net Revenue | | CTR | ROA | CPB
Avg. Position
% Exact
Avg. Search Engine Bid
% Branded Keywords
1
2
3
4
*CTR- Click Through Rate*ROA – Return on Advertising*CPB- Cost per Booking
Evaluating KeywordsHow can we evaluate existing keywords?• Primary Goals• Clicks• Conversions
• Basis for Evaluation• Clicks Per Impression• Total Conversions
Evaluating KeywordsHigh Click-Through
Rate
Low Click-Through Rate
Keywords with 150 or more impressions (2,372 records)
1+ Conversions 0 Conversions
? ✔
Evaluating KeywordsHigh Click-Through
RateGenerally successful:
Expand usage.
Low Click-Through Rate
Keywords with 150 or more impressions (2,372 records)
1+ Conversions 0 Conversions
? ✔
Evaluating KeywordsHigh Click-Through
Rate
Low Click-Through Rate
Well-targeted:Try lower bids.
Keywords with 150 or more impressions (2,372 records)
1+ Conversions 0 Conversions
?
Evaluating KeywordsHigh Click-Through
RateRe-evaluate:
The ad is working, the offer is not.
Low Click-Through Rate
Keywords with 150 or more impressions (2,372 records)
1+ Conversions 0 Conversions✔
Evaluating KeywordsHigh Click-Through
Rate
Low Click-Through Rate
Unsuccessful:Let’s take a closer look…
Keywords with 150 or more impressions (2,372 records)
1+ Conversions 0 Conversions
? ✔
$0.00
$500.00
$1,000.00
$1,500.00
$2,000.00
$2,500.00
$3,000.00
$3,500.00
$4,000.00
$4,500.00
Sum spent on each X Keyword(Total: 904 Keywords)
Keyword Click Charges Average Position Search Engine Bid Average Cost per Click
Flight $4,247 1.9 $8.75 $3.83travel to france $3,296 2.3 $6.25* $5.55
greece flights $2,667 2.9 $6.25 $3.41europe flights $2,602 1.8 $6.25 $3.01
italy travel $2,566 2.5 $6.25 $4.12romantic vacation $2,510 2.7 $6.25 $1.67
turkey travel $2,297 2.5 $6.25 $3.50spain travel $2,027 2.2 $6.25 $3.94
athens hotel $1,545 2.1 $3.28 $2.55travel to paris $1,459 1.9 $5.36* $1.47
AirFrance Average $2,521 1.93 $5.72 $1.89
Most Expensive Keywords in the X Group
*Estimated data included
Keyword Click Charges Average Position Search Engine Bid Average Cost per Click
Flight $4,247 1.9 $8.75 $3.83travel to france $3,296 2.3 $6.25* $5.55
greece flights $2,667 2.9 $6.25 $3.41europe flights $2,602 1.8 $6.25 $3.01
italy travel $2,566 2.5 $6.25 $4.12romantic vacation $2,510 2.7 $6.25 $1.67
turkey travel $2,297 2.5 $6.25 $3.50spain travel $2,027 2.2 $6.25 $3.94
athens hotel $1,545 2.1 $3.28 $2.55travel to paris $1,459 1.9 $5.36* $1.47
AirFrance Average $2,521 1.93 $5.72 $1.89
Most Expensive Keywords in the X Group
*Estimated data included
Total Keywords
>150 Impressions
Click Through Rate > 10%
# Campaigns <=2
2,079 keywords
1,352 keywords
150 keywords
43 keywords
Identifying key Keywords
BrandedUnbranded 6 keywords37 keywords
Tested Campaigns
Tested Publishers
Opportunity
Opportunity
Air France BrandedAir France Global Campaign
French DestinationsGeo Targeted Boston
Geo Targeted DCGeo Targeted Detroit
Geo Targeted Los AngelesGeo Targeted New York
Geo Targeted PhiladelphiaGoogle Yearlong 2006Paris & France Terms
Western Europe Destinations
Air France Brand & French Destinations
Geo Targeted Houston
Geo Targeted Chicago
Geo Targeted San Francisco
Geo Targeted Seattle
Geo Targeted Atlanta
Geo Targeted Cincinnati
Google - GlobalGoogle - USYahoo - US
Overture - GlobalMSN - Global
MSN - USOverture - US
Opportunity for key Keywords
Conclusion1. Opportunity to increase investment in Kayak, Yahoo and MSN
2. Revisit strategy for the identified low performing keywords – low click through rate, 0 bookings and high cost
3. Revisit strategy for the identified high performing keywords – high click through rate, low # campaigns
Thank you!Questions?