lean analytics - tdc2013

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Lean Analy)cs @LucaBastos ThoughtWorks

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Apresentação feita em Florianópolis em 25/05/2013 Grande parte do conteúdo foi tirado do excelente livro Lean Analytics escrito por Allistair Croll e Ben Yoskovitz, a melhor referência que conheço neste assunto

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Lean  Analy)cs    

     @LucaBastos  ThoughtWorks  

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TDC2013  -­‐  Florianópolis  Trilh

a  Em

preend

edorismo  

25/05/2013  

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Luca Bastos, conhecido apenas na família e pelo gerente do banco como Luiz Arnaldo de Gusmão Bastos.

 

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Luca Bastos, conhecido apenas na família e pelo gerente do banco como Luiz Arnaldo de Gusmão Bastos. Empreendedor por 17 anos e dev do tempo da Carochinha.

 

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Luca Bastos, conhecido apenas na família e pelo gerente do banco como Luiz Arnaldo de Gusmão Bastos. Empreendedor por 17 anos e dev do tempo da Carochinha. Eterno aprendiz. Fazer com paixão, aprender e compartilhar sempre.

 

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Luca Bastos, conhecido apenas na família e pelo gerente do banco como Luiz Arnaldo de Gusmão Bastos. Empreendedor por 17 anos e dev do tempo da Carochinha. Eterno aprendiz. Fazer com paixão, aprender e compartilhar sempre. Minha receita de vida que sigo aplicando na ThoughtWorks Brasil.  

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hBp://join.thoughtworks.com  

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Let’s  talk  about  analy)cs  

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Business  Analy:cs    -­‐  Where  money  comes  from    -­‐  How  much  things  cost    -­‐  How  many  customers  you  have    -­‐  The  effec)veness  of  your  customer  acquisi)on  strategies,  etc.  

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Business  Analy:cs    -­‐  Where  money  comes  from    -­‐  How  much  things  cost    -­‐  How  many  customers  you  have    -­‐  The  effec)veness  of  your  customer  acquisi)on  strategies,  etc.  

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•   The  whole  world  is  inves)ng  in  analy)cs  now  

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•   The  whole  world  is  inves)ng  in  analy)cs  now    •   TW  is  taking  a  unique  approach  with  data  scien)sts  doing  exci)ng  work  using  Agile  Analy:cs.  

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Disclaimer:    "There  are  three  kinds  of  lies:  

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Disclaimer:    "There  are  three  kinds  of  lies:  lies,  damned  lies  and  sta)s)cs.”    

Mark  Twain  

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Let’s  start  

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The  easiest  thing  to  do  is  to  integrate  in  Google  Analy:cs  with  a  snippet  of  javascript  code  

See  Establish  a  Standard  Measure  of  Progress  

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Instantly,  you  have  hundreds  of  numbers  to  ponder  over.    

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Instantly,  you  have  hundreds  of  numbers  to  ponder  over.      You  log  in  mul:ple  :mes  a  day  scanning  your  page  views,  traffic  sources,  visitor  demographics,  etc.  

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But  these  numbers  don't  tell  you  how  to  make  your  product  beHer.  

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You  start  drowning  in  a  sea  of  informa:on  but  find  yourself  no  closer  to  knowing  if  your  product  is  geIng  beHer  or  worse  

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Disclaimer  2:    Most  of  the  content  that  follows  are  direct  from  the  great  book  Lean  Analy)cs  by  Allistair  Croll  and  Ben  Yoskovitz,  the  best  reference  I’ve  read.  

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Lean  Analy:cs    Is  about  measuring  progress  through  the  Lean  Startup  process  of  Build  -­‐>  Measure  -­‐>  Learn  

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Lean  Analy:cs    Is  about  tracking  the  metrics  that  are  cri:cal  to  your  business  

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Lean  Analy:cs    Is  about  tracking  the  metrics  that  are  cri:cal  to  your  business  at  each  stage  of  growth  

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What  Makes  a  good  Metric?    

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A  good  metric  is  compara:ve  

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A  good  metric  is  understandable  

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A  good  metric  is  a  ra:o  or  a  rate  

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A  good  metric  changes  the  way  you  behave  

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8  vanity  metrics  to  watch  out  for    

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Number  of  hits  

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Number  of  hits  Number  of  page  views  

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Number  of  hits  Number  of  page  views  Number  of  visits    

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Number  of  hits  Number  of  page  views  Number  of  visits  Number  of  unique  visitors    

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Number  of  hits  Number  of  page  views  Number  of  visits  Number  of  unique  visitors  Number  of  followers/friends/likes      

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Number  of  hits  Number  of  page  views  Number  of  visits  Number  of  unique  visitors  Number  of  followers/friends/likes  Time  on  site/number  of  pages    

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Number  of  hits  Number  of  page  views  Number  of  visits  Number  of  unique  visitors  Number  of  followers/friends/likes  Time  on  site/number  of  pages  Emails  collected  

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Number  of  hits  Number  of  page  views  Number  of  visits  Number  of  unique  visitors  Number  of  followers/friends/likes  Time  on  site/number  of  pages  Emails  collected  Number  of  downloads    

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Tes)ng    Usually  involves  comparing  two  things  against  one  another  

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Tes)ng    Usually  involves  comparing  two  things  against  one  another  through  segmenta)on,  cohort  analysis,  or  A/B  tes)ng  

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Segmenta)on    

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Segmenta)on    Is  simply  a  group  that  shares  some  common  characteris:c  

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Cohort  analysis    

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Cohort  analysis    Is  a  group  that  shares  some  common  characteris)c  …  

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Cohort  analysis    Is  a  group  that  shares  some  common  characteris)c  during  a  par)cular  :me  span  

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A/B  and  mul)variate  tes)ng    

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A/B  and  mul)variate  tes)ng    Two  versions  (A  and  B)  are  compared,  which  are  iden)cal  except  for  one  varia:on  that  might  impact  a  user's  behavior  

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Four  ways  of  slicing  users  into  sub-­‐groups  and  analyzing  or  tes)ng  them  

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AARRR  Analy)cs  Frameworks    by  Dave  McLure’s  

 

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Dave  McLure’s  Pirate  Metrics  

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Dave  McLure’s  Pirate  Metrics  

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Dave  McLure’s  Pirate  Metrics  

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Dave  McLure’s  Pirate  Metrics  

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Dave  McLure’s  Pirate  Metrics  

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Other  analy)cs  frameworks    Eric  Ries’s  Engines  of  growth    Ash  Maurya’s  Lean  Canvas    Sean  Ellis’s  Startup  growth  Pyramid    Stages  &  gates  (book  Lean  Analy)cs)  

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The  most  important  concept  

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One  Metric  That  MaBers    Finding  the  right  thing  to  track  at  the  right  :me  

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One  Metric  That  MaBers    Finding  the  right  thing  to  track  at  the  right  )me,  based  on  the  type  of  business  you  are  in  

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One  Metric  That  MaBers    Finding  the  right  thing  to  track  at  the  right  )me,  based  on  the  type  of  business  you  are  in  and  the  stage  you  are  at.  

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Four  reasons  why  you  should  use  the  One  Metric  That  MaHers  

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It  answers  the  most  important  ques:on  you  have  

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It  forces  you  to  draw  a  line  in  the  sand  and  have  clear  goals  

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It  focuses  the  en:re  company  

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It  inspires  a  culture  of  experimenta:on  

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References  

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Q  &  A