Transcript
Page 1: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

H O W , W H E N , E X A M P L E S & P I T T F A L L S

L e a n C o n f e r e n c e – N o v e m b e r 1 7 t h - M a n c h e s t e r

To n W e s s e l i n g – C E O – Te s t i n g . A g e n c y

A/B-testing

Page 2: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Manchester

Page 3: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

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Should I go for City?

Page 4: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Should I go for United?

Page 5: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Manchester

Page 6: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing

A/B-testing != CRO

Page 7: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing

CRO != user knowledge

Page 8: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing

A/B-testing

==

user knowledge

Page 9: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing

HOW & WHEN

Page 10: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing

EXAMPLES

Page 11: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing

PITTFALLS

Page 12: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Ton Wessel ing | @ TonW

More testing

Quality Assurance

Lower pricing

Page 13: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Online Experiments – A/B-test ing

Winner!

Variation B

Variation A

Default

Page 14: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Hyperl ink junky

Page 15: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Digging through log f i les

Page 16: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Trying to improve

Page 17: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Over and over again

Page 18: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

What most start -ups do

Page 19: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

That is:

0 / 1 Testing

Page 20: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Why can this lead to fai lures?

Page 21: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

0/1 Testing: weekly change?

26 out of 44 weeks: over 5% change!

Page 22: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Testing should be l ike:

Page 23: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Scienti f ic approach

A / B Testing

Live Online Research

Page 24: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Experiments

“If you double the number of

experiments you do per year

you’re going to double your

inventiveness”

Jeff Bezos, CEO Amazon – 2004!

Page 25: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Growth l ike AmazonG

erm

an

Ecom

me

rce

mark

et,

thank

you

André

Mory

s

Page 26: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Experiments per year

1000+(but it did not start like that)

Page 27: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Growth curve

Page 28: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Phase 1: test solut ions

Page 29: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Fake adwords test ing

Do they

clickon your idea?

Page 30: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Fake facebook test ing

Do they

likeyour idea?

Page 31: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Fake landing page test ing

Do they

subscribeto your idea?

Page 32: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Make sure i t ’s not

0 / 1 Testing

Page 33: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Once you bridged the gap

Page 34: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

The growth phase!

Page 35: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Duplicate?

Page 36: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

I t ’s the web, i t ’s scalable!

Page 37: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

You need to optimize!

Page 38: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Over and over again

Page 39: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

I t takes many experiments to win

Page 40: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Maximize your test capacity

Time

Conversion%

Page 41: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Speed up – more people

Page 42: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Growth l ike AmazonG

erm

an

Ecom

me

rce

mark

et,

thank

you

André

Mory

s

Page 43: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Real growth

Page 44: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

I t takes heavy experimenting

250+ in a year

Page 45: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Not every experiment is successful

Page 46: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

I t takes a ful l stadium a week for 250+

Page 47: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Or roughly

1000+conversion points

Page 48: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Too slow? Energy wil l run out!

Page 49: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

And you wil l never get this

Page 50: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

You need the real fast paced culture

Page 51: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

How does Bi l l win?

Page 52: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Emotion vs Ratio

Page 53: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Page 54: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Why is your user here?

Page 55: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

How can you

help your user ’s brain

to fullfi l it ’s needs?

Page 56: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

I t ’s not about A/B-test ing

Growth is about learning

how to serve brains!

Page 57: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Testing costs t ime

Use it to LEARN

Page 58: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

FA C T & A C T – 7 s t e p s t o l e a r n

&

TellConcludeAnalyze

TestCreateAnalyzeFind

Page 59: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

N o w : f o c u s o n C TA

Analyze

Test

Create

Page 60: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Create = Data & Psychology

Digital Data Persuasion Psychology

Analyze

&

Experiment

Page 61: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Wheel-of-Persuasion.com

Page 62: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Persuasion on forms

+25% sales

Page 63: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Same technique

Significant more

submits, but..

Less registrations

Page 64: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A small sentence

+18%

sales

Page 65: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

But also

+10% applications

Page 66: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Motivat ion

Winner

(sales)

Page 67: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Win your own form A/B-test

http://testing.agency/manchester

Page 68: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

And social proof?

Many went before you

In november 1.675

people applied for

a loan at MoneYou.

Winner

(sales)

Page 69: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Chunk your USP’s

+14%

sales

Page 70: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

With learning: Phase 3 becomes easier

Page 71: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Testing becomes user knowledge

ConversionOp miza on MarketResearch

Page 72: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Pitt fal ls

How NOT to test

Page 73: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing can be

Page 74: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Don’t t rust your A/B-test analyt ics

Page 75: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

I t keeps you away from this fai lure

Page 76: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Enough traff ic & conversions?

Page 77: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Low signif icance levels

Big chance the winner is not a real winner

Page 78: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Low power levels

Big chance a real winner is not recognized

Page 79: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Tested percentage is a spread!

Page 80: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Example test-setup

Page 81: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Average power: 40%

Page 82: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

So:

Page 83: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Another error warning:

You just go and dig unitil you find something

(you will always find something that seems true BUT is

not!)

Page 84: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

OK, results are in

Page 85: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Not signif icant

It’s not a winner, stop

But, it’s does not mean it’s a loser!

Average: 30% of your tests will have winners

Page 86: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

More?

http://ondi.me/contentverve

http://ondi.me/conversionxl

Page 87: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Conclude

Do nothing?or

Re-test?or

Implement?or

Scale?and

Continue or change test roadmap

Page 88: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Knowledge l ibrary: ABtestguide.com

Page 89: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

I t ’s not about A/B-test ing

Growth is about learning

how to serve brains!

Page 90: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

So you wil l get this curve

Page 91: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Growth l ike AmazonG

erm

an

Ecom

me

rce

mark

et,

thank

you

André

Mory

s

Page 92: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing

HOW & WHEN

Page 93: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing

EXAMPLES

Page 94: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

A/B-test ing

PITTFALLS

Page 95: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Slides & more

http://testing.agency/manchester

Page 96: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

T o n W e s s e l i n g | @ T o n W # l e a n c o n f M a n c h e s t e r 2 0 1 4

Be l ike Bil l , and win!

Page 97: Leanconf2014 - A/B-testing - How, When, Examples & Pittfalls by Ton Wesseling

H O W , W H E N , E X A M P L E S & P I T T F A L L S

L e a n C o n f e r e n c e – N o v e m b e r 1 7 t h - M a n c h e s t e r

To n W e s s e l i n g – C E O – Te s t i n g . A g e n c y

ht tp : / /testing.agency/manchester


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