Moneyball: Driving Home Runs with Display Advertising

Moneyball How buying by “On Base Percentage” rather than “RBIs” drives results in Display Advertising Olly Downs, PhD Consulting Chief ScientistThursday, December 22, 11

THE ART OF WINNING AN UNFAIR GAME 2002 New York Yankees 2002 Oakland AthleticsThursday, December 22, 11

THE ART OF WINNING AN UNFAIR GAME $125,000,000 $41,000,000 2002 New York Yankees 2002 Oakland AthleticsThursday, December 22, 11

WHY? BASEBALL & DIGITAL ADVERTISING Baseball Digital Advertising Runs Actions Goal (more than opponent) (more than alternative) Asset Players Media / Data Budget Player Salaries Media Purchased 9 Innings Constraint Campaign Duration (27 outs)Thursday, December 22, 11

WHY? BASEBALL & DIGITAL ADVERTISING Baseball Digital Advertising RBI (runs-batted-in) How to Evaluate eCPC / eCPA OBP (on-base-percentage) The Premium Strategy A-Rod Home Pages / Sponsorships The Non-Obvious Find Undervalued Talent/Use Different Find Undervalued, Strategy Metrics Non-Obvious Sites/Segments Pick More Mature Players or Identify Intelligently Initialize and/or Quickly Adapt/ Commonalities of Younger Players with Optimize Campaign Parameters Known PlayersThursday, December 22, 11

MONEYBALL STRATEGYThursday, December 22, 11

MONEYBALL STRATEGY • We might want to buy runs, but we beneﬁt from players who get on base • Purchase Established Players based on different metrics – OBP vs. HR • Selectively draft College Baseball players rather than High School Players – stable statistics • Buying High School Players, look for similarities with mature players who have the right metricsThursday, December 22, 11

MONEYBALL STRATEGY • We might want to buy runs, but we benefit from players who get on base • Purchase Established Players based on different metrics – OBP vs. HR • Selectively draft College Baseball players rather than High School Players – stable statistics • Buying High School Players, look for similarities with mature players who have the right metrics • It’s been 9 years since the Oakland A’s incredible season • Moneyball principles have garnered significant adoption across MLB • BUT inefficiencies still existThursday, December 22, 11

THE “EFFICIENT FRONTIER” BASEBALL 100% Signing Probability 50% Salary Offered 0%Thursday, December 22, 11

THE “EFFICIENT FRONTIER” BASEBALL What at least one other team is willing to pay 100% Signing Probability 50% Salary Offered 0%Thursday, December 22, 11

THE “EFFICIENT FRONTIER” W BASEBALL 100% Signing Probability 50% Salary Offered 0%Thursday, December 22, 11

EFFICIENT FRONTIER HIGH-COST, HIGH PERFORMANCE PLAYERSThursday, December 22, 11

EFFICIENT FRONTIER HIGH-COST, HIGH PERFORMANCE PLAYERS • Top 10 players Players by Salary Team Salary Alex Rodriguez New York Yankees $32,000,000 • By 2011 Salary Vernon Wells Los Angeles Angels $26,642,857 CC Sabathia New York Yankees $24,285,714 Mark Teixeira New York Yankees $23,125,000 Todd Helton Colorado Rockies $20,275,000 Miguel Cabrera Detroit Tigers $20,000,000 Roy Halladay Philadelphia Phillies $20,000,000 Ryan Howard Philadelphia Phillies $20,000,000 Alfonso Soriano Chicago Cubs $19,000,000 Carlos Lee Houston Astros $19,000,000Thursday, December 22, 11

EFFICIENT FRONTIER HIGH-COST, HIGH PERFORMANCE PLAYERS • Top 10 players Players by AVG Team Salary Skip Schumaker St Louis Cardinals $2,750,000 • By 2011 Salary Jimmy Rollins Philadelphia Phillies $8,500,000 • By 2011 Batting Average Chase Utley Philadelphia Phillies $15,285,714 Jorge Posada New York Yankees $13,100,000 Brett Gardner New York Yankees $529,500 Ryan Braun Milwaukee Brewers $4,287,500 Kelly Shoppach Tampa Bay Rays $3,000,000 David Freese St Louis Cardinals $416,000 Chris Young Arizona Diamondbacks $5,200,000 Magglio Ordonez Detroit Tigers $10,000,000Thursday, December 22, 11

EFFICIENT FRONTIER HIGH-COST, HIGH PERFORMANCE PLAYERS • Top 10 players Players by HR Team Salary Jose Bautista Toronto Blue Jays $8,000,000 • By 2011 Salary Matt Kemp Los Angeles Dodgers $7,100,000 • By 2011 Batting Average Mark Reynolds Baltimore Orioles $5,333,333 Dan Uggla Atlanta Braves $9,146,942 • By 2011 Home Runs Mike Stanton Florida Marlins $416,000 Jacoby Ellsbury Boston Red Sox $2,400,000 Jay Bruce Cincinnati Reds $2,791,667 Michael Morse Washington Nationals $1,050,000 Paul Konerko Chicago White Sox $12,000,000 Troy Tulowitzki Colorado Rockies $5,500,000Thursday, December 22, 11

EFFICIENT FRONTIER HIGH-COST, HIGH PERFORMANCE PLAYERS • Top 10 players Players by OBP Team Salary Jorge Posada New York Yankees $13,100,000 • By 2011 Salary Chase Utley Philadelphia Phillies $15,285,714 • By 2011 Batting Average Skip Schumaker St Louis Cardinals $2,750,000 Miguel Cabrera Detroit Tigers $20,000,000 • By 2011 Home Runs Jimmy Rollins Philadelphia Phillies $8,500,000 • By On Base Percentage Albert Pujols Ryan Braun St Louis Cardinals Milwaukee Brewers $14,508,395 $4,287,500 Magglio Ordonez Detroit Tigers $10,000,000 Kelly Shoppach Tampa Bay Rays $3,000,000 Chris Young Arizona Diamondbacks $5,200,000Thursday, December 22, 11

EFFICIENT FRONTIER HIGH-COST, HIGH PERFORMANCE PLAYERS • Top 10 players Players by OBP Team Salary Jorge Posada New York Yankees $13,100,000 • By 2011 Salary Chase Utley Philadelphia Phillies $15,285,714 • By 2011 Batting Average Skip Schumaker St Louis Cardinals $2,750,000 Miguel Cabrera Detroit Tigers $20,000,000 • By 2011 Home Runs Jimmy Rollins Philadelphia Phillies $8,500,000 • By On Base Percentage Albert Pujols Ryan Braun St Louis Cardinals Milwaukee Brewers $14,508,395 $4,287,500 Magglio Ordonez Detroit Tigers $10,000,000 Kelly Shoppach Tampa Bay Rays $3,000,000 Chris Young Arizona Diamondbacks $5,200,000 • Optimizing these metrics and combinations of them at all costs is great if you don’t have a constrained budget…Thursday, December 22, 11

EFFICIENT FRONTIER HIGH-PERFORMANCE PER DOLLAR PLAYERSThursday, December 22, 11

EFFICIENT FRONTIER HIGH-PERFORMANCE PER DOLLAR PLAYERS • Now let’s look at the Top 10 Players per $ against the same metrics • Top 10 batters Per $ Players by AVG/$ Team 2011 Salary David Freese St Louis Cardinals $416,000 • By 2011 Batting Average Ryan Roberts Arizona Diamondbacks $423,500 Brett Gardner New York Yankees $529,500 Jason Jaramillo Pittsburgh Pirates $422,500 Jason Donald Cleveland Indians $423,200 Don Kelly Detroit Tigers $423,000 Lucas Duda New York Mets $414,000 Starlin Castro Chicago Cubs $440,000 Emilio Bonifacio Florida Marlins $425,000 Jason Bourgeois Houston Astros $423,000Thursday, December 22, 11

EFFICIENT FRONTIER HIGH-PERFORMANCE PER DOLLAR PLAYERS • Now let’s look at the Top 10 Players per $ against the same metrics • Top 10 batters Per $ Players by HR/$ Team 2011 Salary Mark Trumbo Los Angeles Angels $414,000 • By 2011 Batting Average Mike Stanton Florida Marlins $416,000 • By 2011 Home Runs Andrew McCutchen Pittsburgh Pirates $452,500 Neil Walker Pittsburgh Pirates $437,000 Carlos Santana Cleveland Indians $416,600 J.P. Arencibia Toronto Blue Jays $417,400 Freddie Freeman Atlanta Braves $414,000 Gaby Sanchez Florida Marlins $431,000 Logan Morrison Florida Marlins $414,000 Danny Valencia Minnesota Twins $437,500Thursday, December 22, 11

EFFICIENT FRONTIER HIGH-PERFORMANCE PER DOLLAR PLAYERS • Now let’s look at the Top 10 Players per $ against the same metrics • Top 10 batters Per $ Players by OBP/$ Team 2011 Salary David Freese St Louis Cardinals $416,000 • By 2011 Batting Average Allen Craig St Louis Cardinals $414,000 • By 2011 Home Runs A.J. Ellis Los Angeles Dodgers $421,000 Lucas Duda New York Mets $414,000 • By 2011 On Base Percentage Jason Donald Cleveland Indians $423,200 Dexter Fowler Colorado Rockies $424,000 Mike Stanton Florida Marlins $416,000 Emilio Bonifacio Florida Marlins $425,000 Jason Jaramillo Pittsburgh Pirates $422,500 Carlos Santana Cleveland Indians $416,600Thursday, December 22, 11

“David Freese completed a startling night of comebacks with a home run leading off the bottom of the 11th inning to beat Texas 10-9 on Thursday, and suddenly fans all over got something they have waited a long time to see: Game 7 in the World Series." 2011 World Series MVP... ...and Top Moneyball Pick in the Major Leagues! DAVID FREESEThursday, December 22, 11

EFFICIENT FRONTIER COST-EFFECTIVE WAYS TO LOAD THE BASESThursday, December 22, 11

EFFICIENT FRONTIER COST-EFFECTIVE WAYS TO LOAD THE BASES • On-Base Percentage is still uncorrelated with Salary!! 0.4 OBP 0.3 0.2 A-Rod $26,000,000 0.1 $15,000,000 $7,500,000 $3,500,000 $1,500,000 Salary 0 $750,000 $250,000Thursday, December 22, 11

EFFICIENT FRONTIER COST-EFFECTIVE WAYS TO LOAD THE BASES • Which means it’s clear where to put your money to maximize OBP per $MM! 0.5 OBP/$MM 0.4 0.3 A-Rod $26,000,000 $15,000,000 0.1 $7,500,000 $3,500,000 $1,500,000 Salary 0 $750,000 $250,000Thursday, December 22, 11

EFFICIENT FRONTIER PLAYER PERFORMANCE PER $ 175 • Looking for the hitter RBI/$MM RBI/$MM to deliver the RBI’s 131 • There’s a pretty good 88 valuation of home- run hitters 44 A-Rod $23,000,000 $15,000,000 $7,500,000 $3,500,000 0 $1,500,000 $750,000 Salary $500,000Thursday, December 22, 11

MONEYADS THE STRATEGYThursday, December 22, 11

MONEYADS THE STRATEGY Baseball Digital Advertising We might want to buy runs, but we beneﬁt We want to drive consumer action, but we can from players who get on base beneﬁt by growing our remarketable audience • Purchase Established Players based on • Target campaigns to optimize audience different metrics – OBP vs. HR acquisition rather than actions, which demands a lower premium per impression • Selectively draft College Baseball players • Find pockets of inventory that we know rather than High School Players – stable from historical data will deliver high-quality statistics click-based audience at low cost • Buying High School Players, look for • Buy previously unseen media based on commonalities with the background of commonality with seen media that performs mature players who now have good well against our new target metrics “different metrics”Thursday, December 22, 11

THE “EFFICIENT FRONTIER” DISPLAY ADVERTISING - DELIVERY - WINNING MEDIA Delivery=Spend/Budget 1.5 1.1 0.8 0.4 $1.60 $1.30 $1.00 $0.80 0 $0.60 $0.40 CPC Bid($) $0.20 $0.00 2nd Price Auction Model Google KW CPC DeliveryThursday, December 22, 11

THE “EFFICIENT FRONTIER” DISPLAY ADVERTISING - DELIVERY - WINNING MEDIA Delivery=Spend/Budget 1.5 1.1 0.8 Diminishing Returns 0.4 $1.60 $1.30 $1.00 $0.80 0 $0.60 $0.40 CPC Bid($) $0.20 $0.00 2nd Price Auction Model Google KW CPC DeliveryThursday, December 22, 11

THE EFFICIENT FRONTIER DISPLAY ADVERTISING - PERFORMANCE 4.00 1/CPA Perf 3.00 2.00 1.00 $5.50$6.00 $4.50$5.00 $3.00 $3.50 $4.00 0 $2.00 $2.50 $1.50 $1.00 Bid, CPC ($) $0.50 $0.00Thursday, December 22, 11

THE EFFICIENT FRONTIER DISPLAY ADVERTISING - PERFORMANCE 4.00 1/CPA Perf At low bids, we 3.00 win low quality impressions that have low CTR and 2.00 convert poorly 1.00 $5.50$6.00 $4.50$5.00 $3.00 $3.50 $4.00 0 $2.00 $2.50 $1.50 $1.00 Bid, CPC ($) $0.50 $0.00Thursday, December 22, 11

THE EFFICIENT FRONTIER DISPLAY ADVERTISING - PERFORMANCE At high bids, we buy premium 4.00 impressions that result in high CPC and CPA 1/CPA Perf At low bids, we 3.00 win low quality impressions that have low CTR and 2.00 convert poorly 1.00 $5.50$6.00 $4.50$5.00 $3.00 $3.50 $4.00 0 $2.00 $2.50 $1.50 $1.00 Bid, CPC ($) $0.50 $0.00Thursday, December 22, 11

EFFICIENT FRONTIER FINDING POCKETS OF HIGH PERFORMANCE EVEN IN UNSEEN MEDIAThursday, December 22, 11

EFFICIENT FRONTIER FINDING POCKETS OF HIGH PERFORMANCE EVEN IN UNSEEN MEDIA • We use predictive models to discover statistically similar media to media not previously runThursday, December 22, 11

EFFICIENT FRONTIER FINDING POCKETS OF HIGH PERFORMANCE EVEN IN UNSEEN MEDIA • We use predictive models to discover statistically similar media to media not previously run • This allows us to identify optimal combinations of media sources, budgets to apply and bidding delivery and performance curvesThursday, December 22, 11

EFFICIENT FRONTIER FINDING POCKETS OF HIGH PERFORMANCE EVEN IN UNSEEN MEDIA • We use predictive models to discover statistically similar media to media not previously run • This allows us to identify optimal combinations of media sources, budgets to apply and bidding delivery and performance curves • At each node of the tree we have both spend, initial bid, delivery and performance modelsThursday, December 22, 11

EXAMPLE ADVERTISING EMPLOYING THE STRATEGIES • These models are estimated dynamically and used to learn quickly 1.50 $300.00 $276.45 1.13 $225.00 Delivery=Spend/Budget $165.98 CPA($) 0.75 Commonality-Based $150.00 Intelligent Initial Bid $127.89 (Bid=$2.20) $69.15 0.38 $75.00 0 $0 1 2 3 4 5 6 7 8 9 10 11 12 13 Data Points Delivery CPAThursday, December 22, 11

EXAMPLE Delivery=Spend/Budget ADVERTISING EMPLOYING THE STRATEGIES • These models are estimated dynamically and used to learn quickly 1.5 1.50 $300.00 $276.45 1.1 1.13 $225.00 Delivery=Spend/Budget 0.8 $165.98 CPA($) 0.75 0.4 Commonality-Based $127.89 $150.00 Intelligent Initial Bid (Bid=$2.20) 0 $69.15 0.38 CPC Bid($) $75.00 0 $0 1 2 3 4 5 6 7 8 9 10 11 12 13 Data Points Delivery CPAThursday, December 22, 11

EXAMPLE ADVERTISING EMPLOYING THE STRATEGIES • These models are estimated dynamically and used to learn quickly 1.50 $300.00 $276.45 First Bid Optimization (Optimize Delivery Bid=$3.85) 1.13 $225.00 Delivery=Spend/Budget $165.98 CPA($) 0.75 Commonality-Based $150.00 Intelligent Initial Bid $127.89 (Bid=$2.20) $69.15 0.38 $75.00 0 $0 1 2 3 4 5 6 7 8 9 10 11 12 13 Data Points Delivery CPAThursday, December 22, 11

EXAMPLE Delivery=Spend/Budget ADVERTISING EMPLOYING THE STRATEGIES • These models are estimated dynamically and used to learn quickly 1.5 1.50 $300.00 $276.45 1.1 First Bid Optimization (Optimize Delivery Bid=$3.85) 1.13 $225.00 Delivery=Spend/Budget 0.8 $165.98 CPA($) 0.75 0.4 Commonality-Based $127.89 $150.00 Intelligent Initial Bid (Bid=$2.20) 0 $69.15 0.38 CPC Bid($) $75.00 0 $0 1 2 3 4 5 6 7 8 9 10 11 12 13 Data Points Delivery CPAThursday, December 22, 11

EXAMPLE 6.00 ADVERTISING EMPLOYING THE STRATEGIES • These models are estimated dynamically and used to learn quickly 1/CPA Perf 1.50 4.50 $300.00 $276.45 First Bid Optimization (Optimize Delivery Bid=$3.85) 1.13 $225.00 Delivery=Spend/Budget 3.00 $165.98 CPA($) 0.75 Commonality-Based $150.00 1.50 $127.89 Intelligent Initial Bid (Bid=$2.20) $69.15 0.38 0 $75.00 Bid, CPC ($) 0 $0 1 2 3 4 5 6 7 8 9 10 11 12 13 Data Points Delivery CPAThursday, December 22, 11

EXAMPLE ADVERTISING EMPLOYING THE STRATEGIES • These models are estimated dynamically and used to learn quickly 1.50 $300.00 $276.45 First Bid Optimization Second Bid Optimization (Optimize Delivery Bid=$3.85) (Optimize Performance 1.13 /Delivery Trade-Off, Bid=$2.00) $225.00 Delivery=Spend/Budget $165.98 CPA($) 0.75 Commonality-Based $150.00 Intelligent Initial Bid $127.89 (Bid=$2.20) $69.15 0.38 $75.00 0 $0 1 2 3 4 5 6 7 8 9 10 11 12 13 Data Points Delivery CPAThursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISINGThursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Batter Up!Thursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Batter Up! • Get on base! 7 ways!Thursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Batter Up! • Get on base! • Batter Up!Thursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Batter Up! • Get on base! • Batter Up! • Get on base!Thursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Batter Up! • Get on base! • Batter Up! • Get on base! • Get the Slugger up!!...Thursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Batter Up! • Get on base! • Batter Up! • Get on base! • Get the Slugger up!!... • ...and run them in! !!!Thursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISINGThursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Construct the media plan... • ...to efﬁciently acquire retargetable audienceThursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Construct the media plan... • ...to efﬁciently acquire retargetable audience • Keyword Campaigns - optimized for click- generation Many ways! • Site Targeted Campaigns - targeted to placements optimized to get clicks for advertiszerThursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Construct the media plan... • ...to efﬁciently acquire retargetable audience • Keyword Campaigns - optimized for click- generation • Site Targeted Campaigns - targeted to placements optimized to get clicks for advertiszer • Look-a-like Users/Behavioral Segments • Social Media and SearchThursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Construct the media plan... • ...to efﬁciently acquire retargetable audience • Keyword Campaigns - optimized for click- generation • Site Targeted Campaigns - targeted to placements optimized to get clicks for advertiszer • Look-a-like Users/Behavioral Segments • Social Media and Search • Retarget!Thursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Construct the media plan... • ...to efﬁciently acquire retargetable audience • Keyword Campaigns - optimized for click- generation • Site Targeted Campaigns - targeted to placements optimized to get clicks for advertiszer • Look-a-like Users/Behavioral Segments !!! • Social Media and Search • Retarget! • ..and convert the audience!Thursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING • Construct the media plan... • ...to efﬁciently acquire retargetable audience • Keyword Campaigns - optimized for click- generation • Site Targeted Campaigns - targeted to placements optimized to get clicks for advertiszer • Look-a-like Users/Behavioral Segments • Social Media and Search • Retarget! • ..and convert the audience!Thursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING Conventional Approach • Construct the media plan... Targeted Campaign • ...to efficiently acquire retargetable audience • Keyword Campaigns - optimized for click- Impressions generation Driving traffic through to one-time conversion. • Site Targeted Campaigns - targeted to placements optimized to get clicks for advertiszer Treat first-time and returning visitors the same • Look-a-like Users/Behavioral Segments Clicks • Social Media and Search • Retarget! • ..and convert the audience! ActionsThursday, December 22, 11

MONEYADS FROM BASEBALL TO DISPLAY ADVERTISING MoneyAds Approach • Construct the media plan... Broad Audience Acquisition Followed by • ...to efﬁciently acquire retargetable Retargeting audience • Keyword Campaigns - optimized for click- Driving Trafﬁc -> Building Impressions generation Retargeting Pool • Site Targeted Campaigns - targeted to placements optimized to get clicks for advertiszer • Look-a-like Users/Behavioral Segments Retargeting established cookie pool, with message contextualized Clicks/Cookies • Social Media and Search to previous site visits, to drive conversion • Retarget! • ..and convert the audience! ActionsThursday, December 22, 11

EXAMPLE CONVENTIONAL APPROACH Site Content Impressions Retargeting Campaign on Campaign current cookie pool eCPM:! $1.50 eCPC: !$1.09 Clicks eCPA:! $184.92 eCPM:! $2.92 eCPC: !$2.36 eCPA:! $73.02 ActionsThursday, December 22, 11

EXAMPLE MONEYADS APPROACHThursday, December 22, 11

EXAMPLE MONEYADS APPROACH Audience Acquisition Campaign Impressions eCPM:! $1.50 eCPC: !$1.09 Retargeting campaign on Clicks/Cookies expanded cookie pool eCPM:! $2.92 eCPC: !$2.36 eCPA:! $73.02 Actions Conversion Rate: 3.23%Thursday, December 22, 11

EXAMPLE MONEYADS APPROACH Audience Acquisition Campaign Impressions Overall Performance eCPM:! $1.50 eCPC: !$1.09 Retargeting campaign on CPCacquisition + CPCretargeting Clicks/Cookies eCPA = expanded cookie pool Retargeting Conversion Rate eCPM:! $2.92 = $106.95 eCPC: !$2.36 eCPA:! $73.02 Actions Conversion Rate: 3.23%Thursday, December 22, 11

TAKEAWAYSThursday, December 22, 11

TAKEAWAYS 1 - Focus on metrics that count towards a more balanced view of marketing success - value all the methods for getting on base.Thursday, December 22, 11

TAKEAWAYS 1 - Focus on metrics that count towards a more balanced view of marketing success - value all the methods for getting on base. 2 - Be measured about what you buy - buy college rather than high-school players.Thursday, December 22, 11

TAKEAWAYS 1 - Focus on metrics that count towards a more balanced view of marketing success - value all the methods for getting on base. 2 - Be measured about what you buy - buy college rather than high-school players. 3 - Diversify your talent - not everyone can afford to buy A-Rod!Thursday, December 22, 11

TAKEAWAYS 1 - Focus on metrics that count towards a more balanced view of marketing success - value all the methods for getting on base. 2 - Be measured about what you buy - buy college rather than high-school players. 3 - Diversify your talent - not everyone can afford to buy A-Rod! 4 - You don’t need to spend a lot to be successful - use focused strategies and robust data.Thursday, December 22, 11

THANK YOU! odowns@adready.com @mathandporschesThursday, December 22, 11

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Moneyball: Driving Home Runs with Display Advertising

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