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Advanced PPC #3: Create
your own automated bid
strategies
Who am I?
● Booster Box
● Scientific performance marketing
● 6.5y at Google
● Google Online Marketing
● Advisor for Capital G (Alphabet)
Who am I?
● @ktzstyle
● gianluca@boosterboxdigital.com
● I will keep saying Google AdWords
for a while
Agenda
● Bidding on Google Search: recap
● What is a bidding model?
● How to set up the right bid
● Implementing your bidding model in 15 mins
Recap
How does bidding on Google Search work
● Second Level Price Auction
● You pay one cent more than the person behind you in the
auction
● All actors are incentivised to bid the max value of a click*
*Google runs second-price-auctions in order to decide what ads to display. It is possible to prove (check any introductory textbook on
game theory and/or auction the- ory for a reference) that - in this case - bidding exactly the value of the ob ject that is auctioned is the
optimal action plan (i.e., the Nash equilibrium strategy of the game).
Look up for “Hal Varian on YouTube”
What is a bidding model?
1$ for 1000 KG of potatoes
1$ for 1000 KG of potatoes
1000$ for 1 potato
1000$ for 1 potato
● Valore di un click > Costo del
click -> aumenta
● Valore di un click < Costo del
click -> diminusci
La logica del bidding e’ semplice
#SMConnect - @ktzstyle
● Estimated click value > Click cost
-> bid more
● estimated click value < click cost
-> Bid less
● Valore di un click > Costo del
click -> aumenta
● Valore di un click < Costo del
click -> diminusci
La logica del bidding e’ semplice
#SMConnect - @ktzstyle
● Estimated click value > Click cost
-> bid more
● estimated click value < click cost
-> Bid less
How to set up the right bid
What do we need?
Ingredients
● Granular Structure and AdGroup with proper match type
● Relevant Ads and LPs
● Complete tracking (including calls and micro-conversions)
● Proper attribution model
Ingredients
● No HIPPOs wanting to appear 1st on all KWs
HI.ghest
P.aid
P.erson
O.pinion
Assumptions
Conversion Rates Don't Vary Much with Ad Position
details
Not everyone agrees
“higher positions increase both the click-through and
conversion rates. When advertisements are served in
higher positions, approximately one-third of new
conversions is due to increased click-through while
approximately two-thirds are due to increased
conversion rates.”
Oliver J. Rutz, Randolph E. Bucklin, Garrett P. Sonnier (2012) A Latent Instrumental Variables Approach to Modeling
Keyword Conversion in Paid Search Advertising. Journal of Marketing Research: June 2012, Vol. 49, No. 3, pp.
306-319. (dettagli)
“conversion rates across all sixteen
ad positions we investigated follow
a relatively stable distribution, with
the exception of the first two ads.”
Liu, Z., Jansen, B. J. and Simon, Z. (2011), Investigating the effect of results ranking in sponsored search. Proc. Am.
Soc. Info. Sci. Tech., 48: 1–10. doi:10.1002/meet.2011.14504801071 (dettagli)
“Click-to-conversion rates for
keywords generally fall according to
rank. However, conversion rates for
low volume keywords may actually
increase at lower ranks.”
The Atlas Rank Report—Part II: How Search Engine Rank Impacts Conversions By Nico Brooks, Director of Research and
Development—Atlas OnePoint
“Decent bidding rank not only has
positive influence on online
retailers’ click rates and conversion
rates, but also improves customer’s
reservation price.”
International Journal of Economics, Commerce and Management United Kingdom Vol. V, Issue 9, September 2017 Licensed under Creative Common
Page 1 http://ijecm.co.uk/ ISSN 2348 0386 JOINT OPTIMIZATION STRATEGY FOR BIDDING AND PRICING OF ONLINE FASHION RETAILER UNDER
BIDDING RANKING,Xu Qi & Fei Kai dettagli
Why is it so difficult to measure?
Avg Position = f (Quality Score)
Quality Score = f (User Experience)
User Experience = f (Conversion Rates)
Avg Position = f (Conversion Rates)
Why is it so difficult to measure?
We can only see average values (most granular level
is hourly based on one single day)
Conversion Rates Don't Vary Much with Ad Position
details
● Valore di un click > Costo del
click -> aumenta
● Valore di un click < Costo del
click -> diminusci
La logica del bidding e’ semplice
#SMConnect - @ktzstyle
● Estimated click value > Click cost
-> bid more
● estimated click value < click cost
-> Bid less
Derive Value per Click from CPA
● CPA = Cost / Conversions
● where Costs = Clicks * CPC
● and Conversions = Clicks * CR
● We can simplify CPA = (Clicks / CPC) / (CR * Clicks)
● Therefore CPA = CPC / CR
● If we solve for CPC we have CPC (Value per Click) = CPA * CR
Derive Value per Click from ROAS
● ROAS = Revenue / Costs
● where Revenue = AOV * Clicks * CR
● and Costs = Clicks * CPC
● We can simplify ROAS = AOV * Clicks * CR / Clicks * CPC therefore
ROAS = AOV * CR / CPC
● If we solve for CPC we have CPC (Value per Click) = AOV * CR / ROAS
● We also know that ROAS = 1 / Margin , we can simplify in CPC = AOV *
Margin * CR
What do we need to calculate the Value
per Click?
#1 Ingredient: understand the value of what we sell
a) In a CPA Model = Target CPA
b) In a ROAS Model = Margin * AOV
#2 Ingredient: establish the likelihood that a click will sell a
product
Conversion Rates
What do we need to calculate the Value
per Click?
#1 Ingredient: understand the value of what we sell
a) In a CPA Model = Target CPA
b) In a ROAS Model = Margin * AOV
#2 Ingredient: establish the likelihood that a click will sell a
product
Conversion Rates
EASY
What do we need to calculate the Value
per Click?
#1 Ingredient: understand the value of what we sell
a) In a CPA Model = Target CPA
b) In a ROAS Model = Margin * AOV
#2 Ingredient: establish the likelihood that a click will sell a
product
Conversion Rates
EASY
Wait a
second
How do we define conversion rate?
Define the correct conversions windows
Define a minimum threshold
● We need at least X Clicks in the last Y days to estimate the
Conversion Rate of a keyword:
○ For keywords that do meet the threshold we have enough
data to estimate the value per click
○ For keywords that do not meet the threshold we need to
estimate
How to measure conversion rates
Guess where you have limited data
How to measure conversion rates
● Guess when you only have limited data
○ Extend Time Range
○ Cluster
■ Semantic
■ Campaign type (Brand, Non Brand)
■ High Intent
■ Word Count
■ ...
What about segments?
● Remarketing list
● Demo
● Time Device
● Location
What about segments?
● Remarketing list
● Demo
● Time Device
● Location
Use bid adjustments
Example
Example
CR Mobile 2.55% / CR Desktop 5.33% = 47%
mobile
desktop
tablet
Implementation
3 steps
● Data Collection
● Compute Bids
● Upload Bids
Data Collection
1) Connect a Sheet with Google Ads
a) You can use a software like Supermetrics, Funnel.io...
b) You can use Google Ads Add-On
c) You can use this script from Frederick Vallaeys to
populate the sheet
Data Collection
2) Import the following columns (if you are using Supermetrics)
Ecommerce
["Clicks","Conversionsmanyperclick","ROAS","Totalconversionvalue","CPC"]
last7days, last30days, last60days, last90days
Lead Gen
["Clicks","Conversionsmanyperclick","CPC"]
last7days, last30days, last60days, last90days
Compute Bids
In a separate tab decide how much you want to bid
Upload
your
final Bid
Here is a script from Russel Savage
Final Checklist
1) Define Target CPA and Target Roas
2) Define min threshold
3) Collect data
4) Compute Bids:
a) For keywords above threshold measure Value per Click
b) For keywords below threshold aggregate then measure
Value per Click
5) Upload your Bids
● 3 Advanced Tips For Bid Adjustments In Google Enhanced
Campaigns (Search Engine Land) here
● The Definitive Framework for Bidding in AdWords - Hero Conf
London 2016 (Wijnand Meijer) here
● Hero conference 2016 - advanced bidding (Chris Haleua) here
● The complete AdWords Audit Part 13: Bid Management (Brad
Geddes) here
Want to know more?

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Gianluca Binelli — Advanced PPC: Create Your Own Automated Bid Strategies

  • 1. Advanced PPC #3: Create your own automated bid strategies
  • 2. Who am I? ● Booster Box ● Scientific performance marketing ● 6.5y at Google ● Google Online Marketing ● Advisor for Capital G (Alphabet)
  • 3. Who am I? ● @ktzstyle ● gianluca@boosterboxdigital.com ● I will keep saying Google AdWords for a while
  • 4. Agenda ● Bidding on Google Search: recap ● What is a bidding model? ● How to set up the right bid ● Implementing your bidding model in 15 mins
  • 6. How does bidding on Google Search work ● Second Level Price Auction ● You pay one cent more than the person behind you in the auction ● All actors are incentivised to bid the max value of a click* *Google runs second-price-auctions in order to decide what ads to display. It is possible to prove (check any introductory textbook on game theory and/or auction the- ory for a reference) that - in this case - bidding exactly the value of the ob ject that is auctioned is the optimal action plan (i.e., the Nash equilibrium strategy of the game).
  • 7. Look up for “Hal Varian on YouTube”
  • 8. What is a bidding model?
  • 9.
  • 10. 1$ for 1000 KG of potatoes
  • 11. 1$ for 1000 KG of potatoes
  • 12.
  • 13. 1000$ for 1 potato
  • 14. 1000$ for 1 potato
  • 15. ● Valore di un click > Costo del click -> aumenta ● Valore di un click < Costo del click -> diminusci La logica del bidding e’ semplice #SMConnect - @ktzstyle ● Estimated click value > Click cost -> bid more ● estimated click value < click cost -> Bid less
  • 16. ● Valore di un click > Costo del click -> aumenta ● Valore di un click < Costo del click -> diminusci La logica del bidding e’ semplice #SMConnect - @ktzstyle ● Estimated click value > Click cost -> bid more ● estimated click value < click cost -> Bid less
  • 17. How to set up the right bid
  • 18. What do we need?
  • 19. Ingredients ● Granular Structure and AdGroup with proper match type ● Relevant Ads and LPs ● Complete tracking (including calls and micro-conversions) ● Proper attribution model
  • 20. Ingredients ● No HIPPOs wanting to appear 1st on all KWs HI.ghest P.aid P.erson O.pinion
  • 22. Conversion Rates Don't Vary Much with Ad Position details
  • 24. “higher positions increase both the click-through and conversion rates. When advertisements are served in higher positions, approximately one-third of new conversions is due to increased click-through while approximately two-thirds are due to increased conversion rates.” Oliver J. Rutz, Randolph E. Bucklin, Garrett P. Sonnier (2012) A Latent Instrumental Variables Approach to Modeling Keyword Conversion in Paid Search Advertising. Journal of Marketing Research: June 2012, Vol. 49, No. 3, pp. 306-319. (dettagli)
  • 25. “conversion rates across all sixteen ad positions we investigated follow a relatively stable distribution, with the exception of the first two ads.” Liu, Z., Jansen, B. J. and Simon, Z. (2011), Investigating the effect of results ranking in sponsored search. Proc. Am. Soc. Info. Sci. Tech., 48: 1–10. doi:10.1002/meet.2011.14504801071 (dettagli)
  • 26. “Click-to-conversion rates for keywords generally fall according to rank. However, conversion rates for low volume keywords may actually increase at lower ranks.” The Atlas Rank Report—Part II: How Search Engine Rank Impacts Conversions By Nico Brooks, Director of Research and Development—Atlas OnePoint
  • 27. “Decent bidding rank not only has positive influence on online retailers’ click rates and conversion rates, but also improves customer’s reservation price.” International Journal of Economics, Commerce and Management United Kingdom Vol. V, Issue 9, September 2017 Licensed under Creative Common Page 1 http://ijecm.co.uk/ ISSN 2348 0386 JOINT OPTIMIZATION STRATEGY FOR BIDDING AND PRICING OF ONLINE FASHION RETAILER UNDER BIDDING RANKING,Xu Qi & Fei Kai dettagli
  • 28. Why is it so difficult to measure? Avg Position = f (Quality Score) Quality Score = f (User Experience) User Experience = f (Conversion Rates) Avg Position = f (Conversion Rates)
  • 29. Why is it so difficult to measure? We can only see average values (most granular level is hourly based on one single day)
  • 30. Conversion Rates Don't Vary Much with Ad Position details
  • 31. ● Valore di un click > Costo del click -> aumenta ● Valore di un click < Costo del click -> diminusci La logica del bidding e’ semplice #SMConnect - @ktzstyle ● Estimated click value > Click cost -> bid more ● estimated click value < click cost -> Bid less
  • 32. Derive Value per Click from CPA ● CPA = Cost / Conversions ● where Costs = Clicks * CPC ● and Conversions = Clicks * CR ● We can simplify CPA = (Clicks / CPC) / (CR * Clicks) ● Therefore CPA = CPC / CR ● If we solve for CPC we have CPC (Value per Click) = CPA * CR
  • 33. Derive Value per Click from ROAS ● ROAS = Revenue / Costs ● where Revenue = AOV * Clicks * CR ● and Costs = Clicks * CPC ● We can simplify ROAS = AOV * Clicks * CR / Clicks * CPC therefore ROAS = AOV * CR / CPC ● If we solve for CPC we have CPC (Value per Click) = AOV * CR / ROAS ● We also know that ROAS = 1 / Margin , we can simplify in CPC = AOV * Margin * CR
  • 34. What do we need to calculate the Value per Click? #1 Ingredient: understand the value of what we sell a) In a CPA Model = Target CPA b) In a ROAS Model = Margin * AOV #2 Ingredient: establish the likelihood that a click will sell a product Conversion Rates
  • 35. What do we need to calculate the Value per Click? #1 Ingredient: understand the value of what we sell a) In a CPA Model = Target CPA b) In a ROAS Model = Margin * AOV #2 Ingredient: establish the likelihood that a click will sell a product Conversion Rates EASY
  • 36. What do we need to calculate the Value per Click? #1 Ingredient: understand the value of what we sell a) In a CPA Model = Target CPA b) In a ROAS Model = Margin * AOV #2 Ingredient: establish the likelihood that a click will sell a product Conversion Rates EASY Wait a second
  • 37. How do we define conversion rate? Define the correct conversions windows
  • 38.
  • 39.
  • 40. Define a minimum threshold ● We need at least X Clicks in the last Y days to estimate the Conversion Rate of a keyword: ○ For keywords that do meet the threshold we have enough data to estimate the value per click ○ For keywords that do not meet the threshold we need to estimate
  • 41. How to measure conversion rates Guess where you have limited data
  • 42. How to measure conversion rates ● Guess when you only have limited data ○ Extend Time Range ○ Cluster ■ Semantic ■ Campaign type (Brand, Non Brand) ■ High Intent ■ Word Count ■ ...
  • 43.
  • 44. What about segments? ● Remarketing list ● Demo ● Time Device ● Location
  • 45. What about segments? ● Remarketing list ● Demo ● Time Device ● Location Use bid adjustments
  • 47. Example CR Mobile 2.55% / CR Desktop 5.33% = 47% mobile desktop tablet
  • 49. 3 steps ● Data Collection ● Compute Bids ● Upload Bids
  • 50. Data Collection 1) Connect a Sheet with Google Ads a) You can use a software like Supermetrics, Funnel.io... b) You can use Google Ads Add-On c) You can use this script from Frederick Vallaeys to populate the sheet
  • 51. Data Collection 2) Import the following columns (if you are using Supermetrics) Ecommerce ["Clicks","Conversionsmanyperclick","ROAS","Totalconversionvalue","CPC"] last7days, last30days, last60days, last90days Lead Gen ["Clicks","Conversionsmanyperclick","CPC"] last7days, last30days, last60days, last90days
  • 52. Compute Bids In a separate tab decide how much you want to bid
  • 53. Upload your final Bid Here is a script from Russel Savage
  • 54. Final Checklist 1) Define Target CPA and Target Roas 2) Define min threshold 3) Collect data 4) Compute Bids: a) For keywords above threshold measure Value per Click b) For keywords below threshold aggregate then measure Value per Click 5) Upload your Bids
  • 55. ● 3 Advanced Tips For Bid Adjustments In Google Enhanced Campaigns (Search Engine Land) here ● The Definitive Framework for Bidding in AdWords - Hero Conf London 2016 (Wijnand Meijer) here ● Hero conference 2016 - advanced bidding (Chris Haleua) here ● The complete AdWords Audit Part 13: Bid Management (Brad Geddes) here Want to know more?