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@danielgilbert44
How to build yourown automated bidding system in less
than 60 weeks
@danielgilbert44
Hi, I’m Dan Gilbert
• 40 Super-geeks
• “Best PPC Agency in the world”*
*According to a Survey of me
@danielgilbert44
Comingto #mktfest
@danielgilbert44
Automationis notoptional
4
A basic AdWords account with 10,000 keywords has a trillion bidding possibilities
every single day
@danielgilbert44
Problemwith 3rd party tools
Not responsive enough
Not up to date
Not bespoke
Lots of stuff you don’t need
5
@danielgilbert44
Be More Responsive
6
@danielgilbert44
• AdWords restricted to 6 bidding
windows
• 3rd party tools make 4 changes max
• Overall ROI increase of 11% for
Domino’s Pizza
http://bit.ly/1GwKN1Z
24/7 Bidding
@danielgilbert44
• Mobiles are different at different times
Adjust mobilebidshourly
Hour Monday Tuesday Wednesday Thursday Friday Saturday Sunday
0 157% -41% 59% -7% 74% -17% -5%
1 -36% 11% -79% 96% 72% 3% -52%
2 58% -41% 103% -22% -40% 19% -28%
3 36% 240% -33% 153% 468% 22%
4 -66% 362% 221% -36% -88%
5 -11% 153% 122% 215% 140%
6 66% 31% 18% 39% 219% 18% -3%
7 20% -53% -2% -11% 18% 26% 2%
8 12% 18% -1% -5% 63% 17% -29%
9 -11% 13% 7% 42% -26% -29% -54%
10 30% 5% -12% 40% 29% -30% -15%
11 16% -31% 36% 37% -14% -23% 30%
12 94% 20% -2% 8% 41% -37% 34%
13 -25% -21% 32% 17% -29% -11% -15%
14 -23% -17% 13% 3% 46% -6% -15%
15 1% 0% 20% -10% 25% -15% 5%
16 -4% 14% -17% 10% 15% -16% 4%
17 6% 10% 8% -3% 58% -26% -29%
18 1% -13% -5% 77% 41% 6% 36%
19 27% 13% -5% 3% 8% -1% -11%
20 -1% 3% 9% 23% 63% -16% -9%
21 -5% 4% 31% 23% -29% -13% 2%
22 -31% -3% -3% 25% 110% -17% 18%
23 7% 13% -21% 33% 21% 3% -37%
MobileDesktop
•http://bit.ly/1GwKN1Z
@danielgilbert44
• Free script available here: • http://selnd.com/1MT8P8d
Check yourown data
@danielgilbert44
• AdWords is an auction
• 3rd party tools make 4 changes max
• Overall ROI increase of 67% for
alpharooms
• http://bit.ly/1IcQDAF
RTB to position
@danielgilbert44
• Call centre demand changes
• 3rd party tools make 4 changes max
• Overall CR increase of 17% for Chill
Insurance + 32% reduced spend
• http://bit.ly/1IcQDAF
Bid to respondto demand
@danielgilbert44
Stay Ahead
12
@danielgilbert44 13
“There were over 1000
changes to AdWords last
year” - Me, now
@danielgilbert44
• Released in Marin March 2014
• Accessible via OpenWeatherMap
• Overall Conversion increase of 14% for
alpharooms
• http://bit.ly/1KEKGwc &
http://bit.ly/1PMCVcO
Adjustbids basedon the weather
@danielgilbert44
• Still not visible in most 3rd parties
• None ready for custom audiences
Bid for locations & audiences
@danielgilbert44
Youare special. Why?
16
@danielgilbert44
Learn about your business
17
@danielgilbert44
Test and Learn
18
Tim Harford - http://bit.ly/1RATBEt
@danielgilbert44 19
Element Keyword Level Optimisation Account Level Optimisation
Bid change decision
Each keyword is bid according
to its own value prediction.
Optimize target metric total for portfolio of
keywords.
Ability to set portfolio level budget and
efficiency constraints.
Total cost and target predicted for each
keyword at different bid levels.
Rapid reaction to seasonal trends in data.
Longtail management Clustering algorithms used to create predictions for tail terms.
Mobile Can be optimised at AdGroup level
Data Requirements
10 conversions in 90 days
1 conversion in last 7 days
10 conversions/day
100 clicks/day
What about for algorithms?
@danielgilbert44 20
bid < (conversion rate) x(MaxCPA)
bid > (conversion rate) x(MaxCPA)
bid < (conversion rate) x(MaxCPA)
1
2
3
Example:
Bidding is pretty basic
21
PID example
o Make your own lookback windows
oThese sample weights gives us a weighted predicted conversion rate of 13.5%
oTherefore, MaxCPC = Conversion Rate * MaxCPA = £5.40 * 13.5% = 73p
Conversion rate period
7 Days 14 Days 30 Days
[pokemon
meetups]
7% 14% 28%
Weighting 9% 90% 1%
0 5 10 15 20
Relative
weighting
Look back period
Choose your ownlookback
22
o For keywords without significant historical data our bespoke clustering algorithms group relevant
keywords.
o Longtail terms such as [increase my pokemon collection anonymously] present a data problem.
o Use three-dimensional clustering for longtail terms. A simplistic illustration:
Data from campaign
level – or product
category
Data from behavioural
clustering
Data from semantic
clustering
Not enough data
at keyword level
Make yourownclusters
23
Test weightings
o We construct weightings across the different clustering dimensions.
o This table shows suggested weightings for the keyword [dkny dress for my lovie dovie].
Cluster
dress dkny Semantic(in/for)
Conversation 8% 13% 2%
Sampleweighting 15% 80% 5%
o Calculated weighted conversion rate: 17%
o MaxCPC = £7.80 * 17% = £1.36
0 5 10 15 20
Relative
weighting
Look back period
24
The magic – A/B test it
0 5 10 15 20
Relative
weighting
Lookbackperiod
ClusteringA
0 5 10 15 20
Relative
weighting
Lookbackperiod
ClusteringB
0 5 10 15 20
Relative
weighting
Lookbackperiod
PID Loop B
0 5 10 15 20
Relative
weighting
Lookbackperiod
PID Loop A
http://selnd.com/1Chx7PH
@danielgilbert44 25
The magic – A/B test it
• I know I get better conversion rates in London but
should I increase bids there?
• Which is the best bid management software for
me?
• Am I using the best campaign structure?
• Is my PPC agency any good?
http://www.brainlabsdigital.com/brainlabs-tech-stack
@danielgilbert44 26
The End!
daniel.g@brainlabsdigital.com
@danielgilbert44

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Daniel Gilbert - How to build your own automated bidding system in less than 6 weeks

  • 1. @danielgilbert44 How to build yourown automated bidding system in less than 60 weeks
  • 2. @danielgilbert44 Hi, I’m Dan Gilbert • 40 Super-geeks • “Best PPC Agency in the world”* *According to a Survey of me
  • 4. @danielgilbert44 Automationis notoptional 4 A basic AdWords account with 10,000 keywords has a trillion bidding possibilities every single day
  • 5. @danielgilbert44 Problemwith 3rd party tools Not responsive enough Not up to date Not bespoke Lots of stuff you don’t need 5
  • 7. @danielgilbert44 • AdWords restricted to 6 bidding windows • 3rd party tools make 4 changes max • Overall ROI increase of 11% for Domino’s Pizza http://bit.ly/1GwKN1Z 24/7 Bidding
  • 8. @danielgilbert44 • Mobiles are different at different times Adjust mobilebidshourly Hour Monday Tuesday Wednesday Thursday Friday Saturday Sunday 0 157% -41% 59% -7% 74% -17% -5% 1 -36% 11% -79% 96% 72% 3% -52% 2 58% -41% 103% -22% -40% 19% -28% 3 36% 240% -33% 153% 468% 22% 4 -66% 362% 221% -36% -88% 5 -11% 153% 122% 215% 140% 6 66% 31% 18% 39% 219% 18% -3% 7 20% -53% -2% -11% 18% 26% 2% 8 12% 18% -1% -5% 63% 17% -29% 9 -11% 13% 7% 42% -26% -29% -54% 10 30% 5% -12% 40% 29% -30% -15% 11 16% -31% 36% 37% -14% -23% 30% 12 94% 20% -2% 8% 41% -37% 34% 13 -25% -21% 32% 17% -29% -11% -15% 14 -23% -17% 13% 3% 46% -6% -15% 15 1% 0% 20% -10% 25% -15% 5% 16 -4% 14% -17% 10% 15% -16% 4% 17 6% 10% 8% -3% 58% -26% -29% 18 1% -13% -5% 77% 41% 6% 36% 19 27% 13% -5% 3% 8% -1% -11% 20 -1% 3% 9% 23% 63% -16% -9% 21 -5% 4% 31% 23% -29% -13% 2% 22 -31% -3% -3% 25% 110% -17% 18% 23 7% 13% -21% 33% 21% 3% -37% MobileDesktop •http://bit.ly/1GwKN1Z
  • 9. @danielgilbert44 • Free script available here: • http://selnd.com/1MT8P8d Check yourown data
  • 10. @danielgilbert44 • AdWords is an auction • 3rd party tools make 4 changes max • Overall ROI increase of 67% for alpharooms • http://bit.ly/1IcQDAF RTB to position
  • 11. @danielgilbert44 • Call centre demand changes • 3rd party tools make 4 changes max • Overall CR increase of 17% for Chill Insurance + 32% reduced spend • http://bit.ly/1IcQDAF Bid to respondto demand
  • 13. @danielgilbert44 13 “There were over 1000 changes to AdWords last year” - Me, now
  • 14. @danielgilbert44 • Released in Marin March 2014 • Accessible via OpenWeatherMap • Overall Conversion increase of 14% for alpharooms • http://bit.ly/1KEKGwc & http://bit.ly/1PMCVcO Adjustbids basedon the weather
  • 15. @danielgilbert44 • Still not visible in most 3rd parties • None ready for custom audiences Bid for locations & audiences
  • 18. @danielgilbert44 Test and Learn 18 Tim Harford - http://bit.ly/1RATBEt
  • 19. @danielgilbert44 19 Element Keyword Level Optimisation Account Level Optimisation Bid change decision Each keyword is bid according to its own value prediction. Optimize target metric total for portfolio of keywords. Ability to set portfolio level budget and efficiency constraints. Total cost and target predicted for each keyword at different bid levels. Rapid reaction to seasonal trends in data. Longtail management Clustering algorithms used to create predictions for tail terms. Mobile Can be optimised at AdGroup level Data Requirements 10 conversions in 90 days 1 conversion in last 7 days 10 conversions/day 100 clicks/day What about for algorithms?
  • 20. @danielgilbert44 20 bid < (conversion rate) x(MaxCPA) bid > (conversion rate) x(MaxCPA) bid < (conversion rate) x(MaxCPA) 1 2 3 Example: Bidding is pretty basic
  • 21. 21 PID example o Make your own lookback windows oThese sample weights gives us a weighted predicted conversion rate of 13.5% oTherefore, MaxCPC = Conversion Rate * MaxCPA = £5.40 * 13.5% = 73p Conversion rate period 7 Days 14 Days 30 Days [pokemon meetups] 7% 14% 28% Weighting 9% 90% 1% 0 5 10 15 20 Relative weighting Look back period Choose your ownlookback
  • 22. 22 o For keywords without significant historical data our bespoke clustering algorithms group relevant keywords. o Longtail terms such as [increase my pokemon collection anonymously] present a data problem. o Use three-dimensional clustering for longtail terms. A simplistic illustration: Data from campaign level – or product category Data from behavioural clustering Data from semantic clustering Not enough data at keyword level Make yourownclusters
  • 23. 23 Test weightings o We construct weightings across the different clustering dimensions. o This table shows suggested weightings for the keyword [dkny dress for my lovie dovie]. Cluster dress dkny Semantic(in/for) Conversation 8% 13% 2% Sampleweighting 15% 80% 5% o Calculated weighted conversion rate: 17% o MaxCPC = £7.80 * 17% = £1.36 0 5 10 15 20 Relative weighting Look back period
  • 24. 24 The magic – A/B test it 0 5 10 15 20 Relative weighting Lookbackperiod ClusteringA 0 5 10 15 20 Relative weighting Lookbackperiod ClusteringB 0 5 10 15 20 Relative weighting Lookbackperiod PID Loop B 0 5 10 15 20 Relative weighting Lookbackperiod PID Loop A http://selnd.com/1Chx7PH
  • 25. @danielgilbert44 25 The magic – A/B test it • I know I get better conversion rates in London but should I increase bids there? • Which is the best bid management software for me? • Am I using the best campaign structure? • Is my PPC agency any good? http://www.brainlabsdigital.com/brainlabs-tech-stack