a step-by-step guide to a/b testing research

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A Step-By-Step Guide to A/B Testing Research SIDDHARTH DESWAL

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Page 1: A Step-By-Step Guide to A/B Testing Research

A Step-By-Step Guide to

A/B Testing ResearchSIDDHARTH DESWAL

Page 2: A Step-By-Step Guide to A/B Testing Research

Thue is the Kissmetrics Webinar Wizard and Marketing Ops Manager. Before joining forces with Kissmetrics, he was a Lyft driver in SF,

which is also how he ended up as a KISSmetrics marketer. Whenever Thue is not trying to automate everything around him, you can find him

hiking in the Sierras.

THUE MADSENMarketing Operations Manager, Kissmetrics

@ThueLMadsen

Siddharth runs demand generation at VWO. In addition to being interested in all things CRO, he’s also passionate about B2B SaaS

marketing, Sales, growth hacking and human resource management.

SIDDHARTH DESWALSenior Marketer, Visual Website Optimizer

@SiddharthDeswal

Page 3: A Step-By-Step Guide to A/B Testing Research

@NEILPATEL #KissWebinar @Kissmetrics

#KissWebinar

@SiddharthDeswal

Page 4: A Step-By-Step Guide to A/B Testing Research

1 Find your top optimization opportunities

2 Ask some questions

3 Easy usability testing

TABLE OF CONTENTS

4 Visual analysis

5 Build your hypotheses

5 Putting it all together

Page 6: A Step-By-Step Guide to A/B Testing Research

Step 1 - Find Your Top Optimization Opportunities

Page 7: A Step-By-Step Guide to A/B Testing Research

LANDING PAGES WITH HIGH BOUNCE

Page 9: A Step-By-Step Guide to A/B Testing Research

Start with your most valuable traffic sources

ANALYTICS - TOP TRAFFIC SOURCE

Page 10: A Step-By-Step Guide to A/B Testing Research

Landing pages with high bounce and high entries are optimization gold

ANALYTICS - MOST VALUABLE ENTRY POINTS

Page 11: A Step-By-Step Guide to A/B Testing Research

Landing pages with high bounce and high entries are optimization gold

ANALYTICS - MOST VALUABLE ENTRY POINTS

Page 12: A Step-By-Step Guide to A/B Testing Research

Funnel pages with high exit are the holes in the leaking bucket

ANALYTICS - FUNNEL DROP OFF

Page 13: A Step-By-Step Guide to A/B Testing Research

ANALYTICS - FUNNEL DROP OFF

Page 15: A Step-By-Step Guide to A/B Testing Research

Segment Your Traffic For Accurate Analysis

Page 16: A Step-By-Step Guide to A/B Testing Research

USEFUL SEGMENTS - NEW VISITORS WHO DIDN’T BOUNCE

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USEFUL SEGMENTS - BEHAVIOR SIMILAR TO CONVERTERS

Create a segment about your goal converters (in our case, Free Trial signups)

Page 18: A Step-By-Step Guide to A/B Testing Research

USEFUL SEGMENTS - BEHAVIOR SIMILAR TO CONVERTERS

Map their key metrics

Page 19: A Step-By-Step Guide to A/B Testing Research

USEFUL SEGMENTS - BEHAVIOR SIMILAR TO CONVERTERS

Create a segment to see those who behaved like goal converters but did not convert

Page 20: A Step-By-Step Guide to A/B Testing Research

USEFUL SEGMENTS - BEHAVIOR SIMILAR TO CONVERTERS

You can use this segment in multiple ways1. Retarget them with a discount or promotional offer2. Give them higher lead scores in your marketing automation system3. Show them a right hand side pop-up4. If you have their email, trigger a specific message if they don’t convert

and leave the website5. If they’ve opted in to browser push-notifications, trigger a message

Page 21: A Step-By-Step Guide to A/B Testing Research

Step 2 - Ask Some Questions

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ON-SITE SURVEYS

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ON-SITE SURVEYS - SAAS

Page Question Insights drawn

Pricing / Features / Trial-Signup

What’s stopping you from signing up with us?

Common concerns, objections, anxieties

Top exit pages Is there something you were looking for that you couldn’t find on the website?

Reasons that users leave, Information that they needed to make a decision but couldn’t find

Top landing pages / Homepage

How familiar are you with [business offering]?

Understand how much convincing/explaining do your visitors need

Top landing pages / Homepage

Where did you come to know of us?

Top marketing channels

Page 24: A Step-By-Step Guide to A/B Testing Research

ON-SITE SURVEYS - SAAS

Page 25: A Step-By-Step Guide to A/B Testing Research

ON-SITE SURVEYS - ECOMMERCE

Page Question Insights drawn

Product page What’s stopping you from adding this product to cart?

Common concerns, objections, anxieties or ‘just looking’

Top exit pages (product or category)

Is there something you were looking for that you couldn’t find on the website?

Reasons that users leave, Information that they needed to make a decision but couldn’t find

Top landing pages / Homepage

Where did you come to know of us?

Top marketing channels

Checkout / Cart What’s stopping you from buying this product?

Why are visitors not completing purchases in spite of adding to cart

Page 26: A Step-By-Step Guide to A/B Testing Research

Step 3 - Easy Usability Testing

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EASY USABILITY TESTING

Putting 5 to 10 users in front of your website or landing pages and observing them (or hearing them vocalize their thoughts) can teach you far more than most other forms of research.

Caveat: these users have to be representative of your target customers.

Page 28: A Step-By-Step Guide to A/B Testing Research

USABILITY TESTING - ASKING THE RIGHT QUESTIONS

“You received a damaged product, try and return it”

vs.

“You received a damaged product, what do you do now?”

Page 29: A Step-By-Step Guide to A/B Testing Research

USABILITY TESTING - ASKING THE RIGHT QUESTIONS

“You received a damaged product, try and return it”

vs.

“You received a damaged product, what do you do now?”

1) User searches for ‘Returns Policy’ page and then proceeds to follow the steps listed

Page 30: A Step-By-Step Guide to A/B Testing Research

USABILITY TESTING - ASKING THE RIGHT QUESTIONS

“You received a damaged product, try and return it”

vs.

“You received a damaged product, what do you do now?”

1) User searches for ‘Returns Policy’ page and then proceeds to follow the steps listed

1) User opens ‘Live Chat’ and asks rep what to do, or2) Takes to Twitter to complain to the brand, or3) Looks for the ‘Returns’ page, or4) Something that none of us were able to anticipate

Page 31: A Step-By-Step Guide to A/B Testing Research

EASY USABILITY TESTING

Choose your usability tasks/problems based on these parameters:1. Do you want to understand problems in a specific, goal driven process,

or2. Do you want to understand how users approach a problem they are

looking to solve?

Page 32: A Step-By-Step Guide to A/B Testing Research

Step 4 - Visual Analysis

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HEATMAPS

Heatmaps can reveal some surprising insights

Page 34: A Step-By-Step Guide to A/B Testing Research

HEATMAPS

More people clicked on the top-right “Free Trial” CTA instead of the primary, middle-of-page CTA

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HEATMAPS

What is it that we want our visitors to do, versus what are they doing instead?

The goal should be to align our interests and theirs’ to a common outcome.

Heatmaps quickly show you the difference.

Page 36: A Step-By-Step Guide to A/B Testing Research

By now, problems on your pages should have ‘bubbled’ out.

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Step 5 - Hypothesis

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HOW TO CREATE GREAT HYPOTHESIS

Research

Hypothesis

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HOW TO CREATE GREAT HYPOTHESIS

Image source: MarketingExperiments.com

Page 40: A Step-By-Step Guide to A/B Testing Research

HOW TO CREATE GREAT HYPOTHESIS

The Change: Effect model depends on

1. Presumed problem

2. Proposed solution

3. Anticipated result

Image source: MarketingExperiments.com

Page 41: A Step-By-Step Guide to A/B Testing Research

Putting It Together

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PUTTING IT ALL TOGETHER

1. Start by analyzing your top traffic source2. Look at the landing pages that have high traffic and relatively higher

bounce3. Look at pages that have the highest exit rates in a funnel4. Segment your traffic to get more accurate insights (goal converters

vs. non converters, new visitors who didn’t bounce)5. Run on-site surveys on your important landing or funnel pages6. Ask live users to complete tasks or solve problems that involve these

pages7. Run visual analysis on your most important pages8. At the end of this process, issues with the pages should bubble

out, i.e. they will become obvious9. Create hypotheses and start testing!

Page 43: A Step-By-Step Guide to A/B Testing Research

SIDDHARTH DESWALSenior Marketer, Visual Website Optimizer

@[email protected]

THUE MADSENMarketing Operations Manager, Kissmetrics

@[email protected]

Questions?