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Search and the New EconomySession 4Pay-per-click Advertising Prof. Panos Ipeirotis
Today’s Objectives Understand current audience Get intelligence from referring URL’s Get intelligence from search keywords Plan and optimize site for target audience Optimize internal search Optimize external search Keyword-based Advertising (Pay per Click, PPC) Understand pricing model Understand keyword selection principles User generated content and ads Advertising Networks Guest speaker: Heath Row, Research Manager at Doubleclick
Anatomy of Search Results: Google PPC Ads PPC  Ads Organic Web Results
Anatomy of Search Results: Yahoo!  PPC Ads PPC Ads Organic Web Results
PPC Terminology PPC: Pay Per Click CTR: Click Through Rate Percentage of clicks to impressions CPC: Cost Per Click Price an advertiser pays for each click on his/her ad Daily Budget Amount advertiser is willing to spend, each day, on PPC ads
How PPC Works Advertiser User enters query Advertiser s place bids Engine runs auction and displays winning ads Advertiser’s Website/Landing Page Surfer “lands” on website User Surfer clicks on an ad Search Engine Server Millions of auctions executed every day Once the daily budget is reached, the ad will no longer be shown.
The PPC Auction Model Basic model Highest bidder gets highest slot Winner pays winning bid Not ideal! Why? Vickrey-Clarke-Groves (VCG) auction Second price auction Optimal for single slot Reveals true willingness to pay, no need to be strategic Winner for slot i pays maximum bid of bidder that get i+1 slot Still not the best for Google, Yahoo, MSN etc. Why?
Ad Quality Score + Landing Page Quality Search engine needs repeat customers Needs to improve user experience for long term Bid transformation: (Bid $ amount) x (Ad Quality Score) ~ (Bid $ amount) x (CTR rate + relevance) In other words, rank by expected revenue for Google High quality ads -> Lower bid amount(incentive compatibility) Main difference between Yahoo and Google until 2007 Details for quality score: https://adwords.google.com/support/bin/answer.py?answer=10215
Mini Case: Cost per Click and Holidays CPC increases before the holidays Should advertisers refrain from bidding? How to approach the problem? ,[object Object]
Cost per Acquisition (=CPC/CR) drops!
Holiday season offers better bargain than other days,[object Object]
AdWords Demo Issues to consider Daily budget, Max CPC (affects top placement) Ad generation + landing page Keyword generator, Traffic estimator Campaign Settings Ad position preference Targeting capabilities Daytime Geo targetting
Ad Generation { Static “Search keyword insertion” Headline: Ad Text:  Landing URL { Well Written(describing product) Poorly Written (vague, generic, dull) What matters?
Improving PPC ROILanding Pages Targeted Website PageAverage Conversion Rate: 2.40% Website Home Page Average Conversion Rate: 1.17% Targeted pages that are part of the website often outperform the home page as a landing page (Clovis)
Improving PPC ROILanding Pages Targeted Website PageAverage Conversion Rate: 2.40% Website Home Page Average Conversion Rate: 1.17% Special Landing Page Average Conversion Rate: 12.5% Specially-created landing pages often outperform website pages, even targeted ones, as the landing page Use A/B testing (Clovis Group) or multivariate testing (Dale and Thomas) OK BEST BETTER
Keyword Selection: What keywords to bid on? Match by topic/relevance: Google Keyword Tool (Tools -> Keyword tool) WordTracker Analyze keyword demographics (See earlier discussion) Negative Keywords E.g., “Dove” (soap) vs. Dove chocolates vs. Lonesome Dove (book) vs. Rita Dove (poet) Association with desirable (sponsored) events, people Coca-Cola and “American Idol” / “Simon Cowell” / “Carrie Underwood”
Keyword Selection: How much? Tools > Traffic Estimator
Demographic Targeting: Honda Element Target Demographic: Young, single males http://www.youtube.com/watch?v=fxPg7CwtG2w http://www.youtube.com/watch?v=lhkAGfS__mk http://www.youtube.com/watch?v=5k50lKeXeTI
Competition Waits Though… For every Honda Element, there is a GM Pontiac TV Campaign from GM: “Google Pontiac” Mazda bids on keyword “Pontiac” 69% of Pontiac traffic goes to GM 2.43% goes to Mazda according to HitWise http://weblogs.hitwise.com/bill-tancer/2006/01/google_pontiac.html
Campaign Settings “Roadblock” Geo-targeting Daypart Targeting Rank Targeting
Examples of Winning Plays Daytime targeting: Budweiser Roadblock + daytime: HollowMan DVD Ads in as many sites visited by target demongraphic Ads run during lunch time, and prime time of Friday Geo-targeting: Multichannel play (many customers shop online, but buy offline) CompUSA: Displays inventory levels at local stores Luxury cars: Specific zip-codes + telephone of local dealer 40% of car rentals ads, convert offline 30% of job applicants saw online ad, submitted offline Rank target: “Mining behavior” of customers
Targeting Demographics: PRIZM  How different demographics behave online?
Demographics Behavior Brewing Battle: Starbucks vs. McDonalds Will McDonalds get the $4/cup crowd from Starbucks? Starbucks: Urban Commuter Family,  "college-educated households containing dual income couples." McDonald’s: Struggling City Centers, "lower-income households living in city neighborhoods in the South." http://www.time.com/time/business/article/0,8599,1702277,00.htmlBill Tancer, HitWise
Improving PPC ROIThe “Long Tail” Concept “The Long Tail” by Chris Anderson An aggregate of less popular products can sell more in the “long tail” than the most popular products Same applies to PPC An aggregate of specific, less searched terms can provide better ROI than highly searched terms
The Long Tail Illustrated
Does It Really Work? YES. Major athletic retailer case study 80% of PPC sales come from long tail keywords Specific, product-name keywords Only 20% of sales come from broad terms, like “BRAND shoes” or “BRAND jacket” Most “long tail” keywords are inexpensive [web hosting] $8.30 [freebsd web hosting] $0.10 Targeted at customers with specific needs, closer to purchase
PPC Cycle Discover/Research Compare Purchase Broad,approximately 50 keywords ex: shoes Medium,approximately 100 keywords ex: running shoes Specific,approximately 1,000 keywords ex: Asics 2010 running shoes Keywords High,typically high cost per click,more competition Medium,average cost per click,medium competition Low,low cost per click,very little competition SearchVolume Obtain a ready sale now;acquire a customer who knows what he/she wants Frame the buying decision;establish credibility Compete on more specific criteria;capitalize on customer preferences Opportunity ConversionRate Lower Medium Higher

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Mazda Gets Pontiac Search Engine Traffic Ppc

  • 1. Search and the New EconomySession 4Pay-per-click Advertising Prof. Panos Ipeirotis
  • 2. Today’s Objectives Understand current audience Get intelligence from referring URL’s Get intelligence from search keywords Plan and optimize site for target audience Optimize internal search Optimize external search Keyword-based Advertising (Pay per Click, PPC) Understand pricing model Understand keyword selection principles User generated content and ads Advertising Networks Guest speaker: Heath Row, Research Manager at Doubleclick
  • 3. Anatomy of Search Results: Google PPC Ads PPC Ads Organic Web Results
  • 4. Anatomy of Search Results: Yahoo! PPC Ads PPC Ads Organic Web Results
  • 5. PPC Terminology PPC: Pay Per Click CTR: Click Through Rate Percentage of clicks to impressions CPC: Cost Per Click Price an advertiser pays for each click on his/her ad Daily Budget Amount advertiser is willing to spend, each day, on PPC ads
  • 6. How PPC Works Advertiser User enters query Advertiser s place bids Engine runs auction and displays winning ads Advertiser’s Website/Landing Page Surfer “lands” on website User Surfer clicks on an ad Search Engine Server Millions of auctions executed every day Once the daily budget is reached, the ad will no longer be shown.
  • 7. The PPC Auction Model Basic model Highest bidder gets highest slot Winner pays winning bid Not ideal! Why? Vickrey-Clarke-Groves (VCG) auction Second price auction Optimal for single slot Reveals true willingness to pay, no need to be strategic Winner for slot i pays maximum bid of bidder that get i+1 slot Still not the best for Google, Yahoo, MSN etc. Why?
  • 8. Ad Quality Score + Landing Page Quality Search engine needs repeat customers Needs to improve user experience for long term Bid transformation: (Bid $ amount) x (Ad Quality Score) ~ (Bid $ amount) x (CTR rate + relevance) In other words, rank by expected revenue for Google High quality ads -> Lower bid amount(incentive compatibility) Main difference between Yahoo and Google until 2007 Details for quality score: https://adwords.google.com/support/bin/answer.py?answer=10215
  • 9.
  • 10. Cost per Acquisition (=CPC/CR) drops!
  • 11.
  • 12. AdWords Demo Issues to consider Daily budget, Max CPC (affects top placement) Ad generation + landing page Keyword generator, Traffic estimator Campaign Settings Ad position preference Targeting capabilities Daytime Geo targetting
  • 13. Ad Generation { Static “Search keyword insertion” Headline: Ad Text: Landing URL { Well Written(describing product) Poorly Written (vague, generic, dull) What matters?
  • 14. Improving PPC ROILanding Pages Targeted Website PageAverage Conversion Rate: 2.40% Website Home Page Average Conversion Rate: 1.17% Targeted pages that are part of the website often outperform the home page as a landing page (Clovis)
  • 15. Improving PPC ROILanding Pages Targeted Website PageAverage Conversion Rate: 2.40% Website Home Page Average Conversion Rate: 1.17% Special Landing Page Average Conversion Rate: 12.5% Specially-created landing pages often outperform website pages, even targeted ones, as the landing page Use A/B testing (Clovis Group) or multivariate testing (Dale and Thomas) OK BEST BETTER
  • 16. Keyword Selection: What keywords to bid on? Match by topic/relevance: Google Keyword Tool (Tools -> Keyword tool) WordTracker Analyze keyword demographics (See earlier discussion) Negative Keywords E.g., “Dove” (soap) vs. Dove chocolates vs. Lonesome Dove (book) vs. Rita Dove (poet) Association with desirable (sponsored) events, people Coca-Cola and “American Idol” / “Simon Cowell” / “Carrie Underwood”
  • 17. Keyword Selection: How much? Tools > Traffic Estimator
  • 18. Demographic Targeting: Honda Element Target Demographic: Young, single males http://www.youtube.com/watch?v=fxPg7CwtG2w http://www.youtube.com/watch?v=lhkAGfS__mk http://www.youtube.com/watch?v=5k50lKeXeTI
  • 19. Competition Waits Though… For every Honda Element, there is a GM Pontiac TV Campaign from GM: “Google Pontiac” Mazda bids on keyword “Pontiac” 69% of Pontiac traffic goes to GM 2.43% goes to Mazda according to HitWise http://weblogs.hitwise.com/bill-tancer/2006/01/google_pontiac.html
  • 20. Campaign Settings “Roadblock” Geo-targeting Daypart Targeting Rank Targeting
  • 21. Examples of Winning Plays Daytime targeting: Budweiser Roadblock + daytime: HollowMan DVD Ads in as many sites visited by target demongraphic Ads run during lunch time, and prime time of Friday Geo-targeting: Multichannel play (many customers shop online, but buy offline) CompUSA: Displays inventory levels at local stores Luxury cars: Specific zip-codes + telephone of local dealer 40% of car rentals ads, convert offline 30% of job applicants saw online ad, submitted offline Rank target: “Mining behavior” of customers
  • 22. Targeting Demographics: PRIZM How different demographics behave online?
  • 23. Demographics Behavior Brewing Battle: Starbucks vs. McDonalds Will McDonalds get the $4/cup crowd from Starbucks? Starbucks: Urban Commuter Family, "college-educated households containing dual income couples." McDonald’s: Struggling City Centers, "lower-income households living in city neighborhoods in the South." http://www.time.com/time/business/article/0,8599,1702277,00.htmlBill Tancer, HitWise
  • 24. Improving PPC ROIThe “Long Tail” Concept “The Long Tail” by Chris Anderson An aggregate of less popular products can sell more in the “long tail” than the most popular products Same applies to PPC An aggregate of specific, less searched terms can provide better ROI than highly searched terms
  • 25. The Long Tail Illustrated
  • 26. Does It Really Work? YES. Major athletic retailer case study 80% of PPC sales come from long tail keywords Specific, product-name keywords Only 20% of sales come from broad terms, like “BRAND shoes” or “BRAND jacket” Most “long tail” keywords are inexpensive [web hosting] $8.30 [freebsd web hosting] $0.10 Targeted at customers with specific needs, closer to purchase
  • 27. PPC Cycle Discover/Research Compare Purchase Broad,approximately 50 keywords ex: shoes Medium,approximately 100 keywords ex: running shoes Specific,approximately 1,000 keywords ex: Asics 2010 running shoes Keywords High,typically high cost per click,more competition Medium,average cost per click,medium competition Low,low cost per click,very little competition SearchVolume Obtain a ready sale now;acquire a customer who knows what he/she wants Frame the buying decision;establish credibility Compete on more specific criteria;capitalize on customer preferences Opportunity ConversionRate Lower Medium Higher
  • 28. Alternative Models First-price Auctions (Goto.com, Overture) Pay per Impression (Banner ads) Pay per Action (PPA) (Newly introduced) Pay per Dollar Revenue (PPR) (Amazon Associate) Advantages and Disadvantages of Each Model?

Notas del editor

  1. Honda wanted to market to young male professionals (single, 20’s, with college education, in their first job)Bidding for car ads is rather expensive, overcrowded marketCreated a whimsical campaign with strange commercials where the Honda Element talks with different animals (show YouTube ad)The keywords associated with the campaign are much cheaper, and target the correct demographic
  2. Ad Scheduling: Talk about Bud commercials, daytime targetting, end of work day, more intense on FridaysRoadblock techniques for site targetting
  3. Geotargeting: pages 18-19 of OAP.
  4. Find which sites these customers target.Then find keywords that they use to go to these sites
  5. http://www.time.com/time/business/article/0,8599,1702277,00.htmlhttp://weblogs.hitwise.com/bill-tancer/2008/01/starbucks_v_mcdonalds.html