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PPC Optimisation Beyond Human Capabilities

Date post: 18-Jan-2015
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Take a look at our Technical PPC Manager, Stewart Robertson's,' slides from his presentation on automating large scale PPC campaigns taken from our recent PPC Best Practice in 2014 and Beyond conference.
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© Search Laboratory Ltd 2014. All rights reserved. Leeds T: +44 113 212 1211 London T: +44 207 147 9980 Maximise Visibility & Minimise Waste: PPC Optimisation Beyond Human Capabilities Stewart Robertson – Technical PPC Manager
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Page 1: PPC Optimisation Beyond Human Capabilities

© Search Laboratory Ltd 2014. All rights reserved.

Leeds T: +44 113 212 1211

London T: +44 207 147 9980

Maximise Visibility & Minimise Waste: PPC Optimisation Beyond Human CapabilitiesStewart Robertson – Technical PPC Manager

Page 2: PPC Optimisation Beyond Human Capabilities

Agenda

Granularity

Difficulties of scale

– Lots of products

– Staying up to date

Bidding at scale

– Low volume terms

– Comparison groups

– Smoothing

Summary

Page 3: PPC Optimisation Beyond Human Capabilities

The benefits of a granular approach

Page 4: PPC Optimisation Beyond Human Capabilities

Granular ad text

If you searched for ‘purple scarf’ which ad would YOU click?

Page 5: PPC Optimisation Beyond Human Capabilities

Granular bidding

Which of these users is more valuable to you?

Page 6: PPC Optimisation Beyond Human Capabilities

Granularity

Granularity means:

– More specific, better performing ad texts

– Bidding the correct amount for every possible keyword

– Higher ROI, less waste, better returns

Page 7: PPC Optimisation Beyond Human Capabilities

The problems of scale

Page 8: PPC Optimisation Beyond Human Capabilities

Example

A company specialising in Red Armani Fedora Hats could end up with ad groups such as these:

– Red Armani Fedora Hats

– Armani Fedora Hats

– Red Fedora Hats

– Red Fedoras

– Red Hats

– Fedoras

– Hats

– Headwear

We also might show ad text such as “Up to 25% off Red Fedora Hats” or “Armani Red Fedoras from £30”, etc.

Page 9: PPC Optimisation Beyond Human Capabilities

The problem of scale

But what do we do if the company also sells:

– 10 colours?

– 10 brands?

– 5 sizes?

Plus a similar range of top hats?

… And caps too?

Very quickly the numbers get too big to deal with

Page 10: PPC Optimisation Beyond Human Capabilities

How do we solve it?

More people or less granularity?

Equivalently:

– More operating costs or lower return?

How about a third option…

Page 11: PPC Optimisation Beyond Human Capabilities

Tailored automation

Unique

Bespoke

Flexible

Creation

Updating

BiddingError checking

Integration

KeywordsAds Ad groupsCampaigns

PricesStockSalesPauses

Keyword-levelStructuredMathematical

Double checksManual & automated

Ad platform API

Page 12: PPC Optimisation Beyond Human Capabilities

Process overview

Page 13: PPC Optimisation Beyond Human Capabilities

Item Id Brand Product Classification Colour RRP PriceA0001 Armani Headwear > Hats > Fedoras Red £40.00 £30.00A0002 Nike Headwear > Hats > Fedoras Red £38.00 £10.00A0003 Haat Headwear > Hats > Fedoras Red £27.00 £27.00A0004 D&G Headwear > Hats > Fedoras Red £412.00 £299.00A0005 Prada Headwear > Hats > Fedoras Red £38.00 £30.00A0006 Kangol Headwear > Hats > Fedoras Red £29.99 £29.99A0007 Boss Headwear > Hats > Fedoras Red £99.00 £67.00A0008 Nike Headwear > Hats > Fedoras Red £18.00 £14.00

Process overview

Red Armani Fedora Hats

Armani Fedora Hats

Red Fedora Hats

Red Fedoras

Red Hats

Fedoras

Hats

Headwear

Page 14: PPC Optimisation Beyond Human Capabilities

Extract fields from feed

•Convert into usable text-strings

•Manually build Synonyms

•Derive categories from taxonomy or classification

Plan targeting item types

•Combinations of fields

•Multipliers

Derive keyword & ad logic

•Synonyms

•Multipliers

•Templates

•Thresholds

Write automation

•Parse feed into targeting items

•Generate campaigns, keywords, ads, etc.

•Sync with Ad Platform

Process overview

Page 15: PPC Optimisation Beyond Human Capabilities

Process overview – key points

Product level alone is not normally enough

– Cover higher level categories

It’s not enough to have business-specific templates

– we need business-specific logic

Setup needs a high level of human input

Ask the right questions!

Page 16: PPC Optimisation Beyond Human Capabilities

Bidding at scale

Page 17: PPC Optimisation Beyond Human Capabilities

The bidding problem

What is the conversion rate of a keyword with 1 conversion from 7 clicks?

Only 95% sure that the Conversion Rate is between 0.36% and 57.87%

Page 18: PPC Optimisation Beyond Human Capabilities

The bidding problem

Determining the conversion rate on broad high-volume terms is easy

The problem occurs in low-volume long tailed terms

How can we get the most accurate measure of conversion rate?

– Look to other similar terms

– External data

Page 19: PPC Optimisation Beyond Human Capabilities

Similar terms

Group keywords based on user intent:

“Red Armani Fedora”“Blue Armani Fedora”“Green Armani Fedora”

“Cheapest Armani Fedora”“Discount Armani Fedora”

“Armani Fedora”

“Armani Fedora Hat”

Page 20: PPC Optimisation Beyond Human Capabilities

Comparison groups - Smoothing

Pool statistics from the comparison group

– But don’t ignore the keyword’s own stats:

Keyword 3%150 clicks

Group 1.5%10,000 clicks

2%

2.5%Keyword 3%300 clicks

Group 1.5%10,000 clicks

Page 21: PPC Optimisation Beyond Human Capabilities

Comparison groups - Smoothing

So how do we incorporate external data? We believe our keyword out-performs the group by 50%

2.5%Keyword 3%300 clicks

Group 1.5%10,000 clicks

2.75%Keyword 3%

300 clicksAdjusted

Group Rate 2.25%

Page 22: PPC Optimisation Beyond Human Capabilities

BidLabTM – How it works

Custom tree structure based on intention

All keywords will use the most relevant data

Very tightly-grouped in a natural fashion

Hats

Top Hats Fedoras

HeadBrand Based Colour

Based

Head Terms

BlueRedGreen

Page 23: PPC Optimisation Beyond Human Capabilities

BidLabTM

Daily process

Download Statistics from API

Calculate Conversion

Rates

Perform Autobidding Calculations

Post New Bids to

Account via API

Page 24: PPC Optimisation Beyond Human Capabilities

Summary

Page 25: PPC Optimisation Beyond Human Capabilities

Summary

Maximising visibility from PPC campaigns depends on:

Granularity

Up-to-date, focussed, relevant ad copy

Full product & category coverage

Accurate bidding

Minimising waste means knowing how to automatically:

Add or update hundreds of new campaigns

Add or update hundreds of thousands of ad texts & keywords

Accurately manage bids on millions of low-volume keywords

Every single day!

Page 26: PPC Optimisation Beyond Human Capabilities

Questions?


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