Lean Analytics Cycle

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Transcript of Lean Analytics Cycle

Lean Analytics Lean Product & Lean UX Silicon Valley - July 2014

Hiten Shah hnshah@gmail.com

Download the slides: h!p://kiss.ly/leanprod2014

Continuous Learning & Improvement

Don’t know where to start?

Wondering if you’re working on the right things?

Or, you just want to hear me babble!

HTTP://KISS.LY/LEANLYTICSBOOK

Lean Analytics helps you Optimize for Learning

Lean Analytics Cycle

AVINASH KAUSHIK HTTP://KISS.LY/LEANAC

Metrics  →  Hypothesis  →  Experiment  →  Act

HTTP://HELLOBAR.COM

What is Hello Bar?

 Metrics    Figure  out  what  to  improve  

 Hypothesis    Make  an  educated  guess        Experiment    Test  your  guess  

 Act    Decide  what’s  next

Our funnel showed a low installation rate

Hello Bar Funnel MetricsSteps Visitors Homepage

URL EntriesCreated First Bar

Completed Registration

Installed

Totals 15068 1868 716 688 398% prev step 12.40% 38.33% 96.09% 57.85%% drop off -87.60% -61.67% -3.91% -42.15%% of visitors 100% 12.40% 4.75% 4.57% 2.64%

We  achieved  a  40%  increase  for  our  installa2on  rate  with  just  this  one  first  experiment.

The Lean Analytics Cycle At Work

Original Hello Bar installation screen

 Metrics    Figure  out  what  to  improve  

 Hypothesis    Make  an  educated  guess        Experiment    Test  your  guess  

 Act    Decide  what’s  next

Find out why people don’t install Hello Bar

Didn’t Meet My Expectations

I Had Trouble Installing It

I Don’t Have A Website

Not Ready To Install

Other

Hello Bar Experiment Hypothesis

If  more  installa2on  op2ons  are  given,  then  more  people  will  add  Hello  Bar  to  their  website  due  to  the  need  for  a  WordPress  plugin  and  ability  to  email  the  code  to  someone  else.

 Metrics    Figure  out  what  to  improve  

 Hypothesis    Make  an  educated  guess        Experiment    Test  your  guess  

 Act    Decide  what’s  next

Created a new flow to test

I can install code myself.

41.67% responded with “WordPress Plugin”

25% responded with “email my developer / web designer”

I need help.

 Metrics    Figure  out  what  to  improve  

 Hypothesis    Make  an  educated  guess        Experiment    Test  your  guess  

 Act    Decide  what’s  next

Full funnel metrics for the experiment

VariationSteps Visitors Homepage

URL EntriesCreated First Bar

Completed Registration

Installed

Totals 7456 906 342 329 276% prev step 12.15% 37.75% 96.20% 83.89%% drop off -87.85% -62.25% -3.80% -16.11%% of visitors 100% 12.15% 4.59% 4.41% 3.70%

ControlSteps Visitors Homepage

URL EntriesCreated First Bar

Completed Registration

Installed

Totals 7469 925 353 341 197% prev step 12.38% 38.16% 96.60% 57.77%% drop off -87.62% -61.84% -3.40% -42.23%% of visitors 100% 12.38% 4.73% 4.57% 2.64%

Resulted in a 30% installation rate increase

HTTP://ISVALID.ORG

Experiment resulted in a 40% improvement

ACer  a  dozen  more  experiments,  our  installa2on  rate  is  now  hovering  between  5%  and  7%  

That’s  an  addi;onal  89%  increase!!!

The Lean Analytics Cycle At Work

Metrics  →  Hypothesis  →  Experiment  →  Act

How You Can Put It Into Practice

Metrics  Figure  out  what  to  improve

“What gets measured, gets managed.” Peter Drucker

Baselines

DATA DNA EBOOK HTTP://KISS.LY/OPTDATADNA

Funnels

KISSMETRICS FUNNEL REPORT HTTP://KISS.LY/KMFUNNEL

SaaS Funnel

KISSMETRICS FUNNEL REPORT HTTP://KISS.LY/KMFUNNEL

eCommerce Funnel

KISSMETRICS FUNNEL REPORT HTTP://KISS.LY/KMFUNNEL

Revenue

BUFFER BAREMETRICS HTTP://KISS.LY/BUFFERBARE

Spreadsheets and Calculations

HELLOBAR HTTP://HELLOBAR.COM

Steps Visitors Homepage URL Entries

Created First Bar

Completed Registration

Installed Created Second Bar

Totals 15068 1868 716 688 398 193% prev step 12.40% 38.33% 96.09% 57.85% 48.49%% drop off -87.60% -61.67% -3.91% -42.15% -51.51%% of visitors 100% 12.40% 4.75% 4.57% 2.64% 1.28%

Hypothesis  Make  an  educated  guess

“A solid test hypothesis is an informed solution to a real problem – not an arbitrary guess. The more research and data you have to base your hypothesis on, the be!er it will be.”

— Michael Aagaard, h!p://kiss.ly/abthypo

Research  Tools  &  Tac;cs

Customer Development

HTTP://WWW.CUSTDEV.COM

Jobs To Be Done #JTBD

HTTP://JOBSTOBEDONE.ORG

Usability Testing

HTTP://USERTESTING.COM

Live Chat

HTTP://OLARK.COM

Mouse Tracking

HTTP://CRAZYEGG.COM

Long Form Surveying

HTTP://SURVEYMONKEY.COM

On-Page Surveying

HTTP://QUALAROO.COM

Personalized Messaging

HTTP://INTERCOM.IO

Email a survey to people

HTTP://SURVEYMONKEY.COM

Ask people why they canceled

HTTP://SURVEYMONKEY.COM

Get feedback right when they cancel

Exit Surveys

HTTP://QUALAROO.COM

Discover what’s missing

HTTP://QUALAROO.COM

Find out what words people use to describe your product

HTTP://QUALAROO.COM

Learn about people’s expectations

HTTP://INTERCOM.IO

Learn what frustrates people

HTTP://INTERCOM.IO

More actionable reading…

QUALITATIVE DATA HTTP://KISS.LY/QUALABT

Experiment Hypothesis Formula

DATA DNA EBOOK HTTP://KISS.LY/OPTDATADNA

Experiment  Test  your  guess

Only  1  out  of  5  tests  win.

4  out  of  5  tests  cost  you  money.

$

1)  Which  top  metric  are  we  trying  to  improve?  

2)  What  can  you  anchor  your  metric  against?  

3)  What  is  your  hypothesis  about  why  this  metric  is  at  x%?  

4)  What  do  we  expect  from  this  experiment?  

5)  What  was  the  result  and  what  did  we  learn  from  it?

HTTP://KISS.LY/6QSAB

Answer key questions for each experiment

Prioritize your experiments

HTTP://KISS.LY/ABPIE

Don’t copy “best practices” blindly

Learn what works best for you

Act  Decide  what’s  next

Explore  the  results  and  make  data  informed  decisions.

THE ANALYTICS THAT MATTER TO FACEBOOK HTTP://KISS.LY/FBINFORM

KISSmetrics A/B Testing Report

KISSMETRICS A/B TESTING REPORT HTTP://KISS.LY/KMABTEST

We know that people love Google Analytics

KISSmetrics Experiment Hypothesis

If  people  authen2cate  with  Google,  then  more  people  will  sign  up  due  to  their  exis2ng  familiarity  with  Google  Analy2cs  and  alignment  with  our  winning  headline.

KISSmetrics Homepage Test Control

KISSmetrics Homepage Test Variation

KISSmetrics Homepage Test Signup Conversion Rate

KISSMETRICS A/B TESTING REPORT HTTP://KISS.LY/KMABTEST

KISSmetrics Homepage Test Received Data

KISSMETRICS A/B TESTING REPORT HTTP://KISS.LY/KMABTEST

KISSmetrics Homepage New Control

Inspiration

KISSmetrics Homepage New Test Variation

KISSmetrics Homepage Test Signup Conversion Rate

KISSMETRICS A/B TESTING REPORT HTTP://KISS.LY/KMABTEST

KISSmetrics Homepage Test Received Data

KISSMETRICS A/B TESTING REPORT HTTP://KISS.LY/KMABTEST

Growth!

HTTP://KISSMETRICS.COM

 Metrics    Figure  out  what  to  improve  

 Hypothesis    Make  an  educated  guess        Experiment    Test  your  guess  

 Act    Decide  what’s  next

Hiten Shah hnshah@gmail.com

@hnshah

You will get all you want in life if you help enough other people get what they want.

Zig Ziglar

Download the slides: h!p://kiss.ly/leanprod2014