The Science of             Managing Data Scientists                           Kate MatsudairaTuesday, February 26, 13
Tuesday, February 26, 13
What are they                           doing all day?Tuesday, February 26, 13
Data science is different                           http://data.whicdn.com/images/29273643/funny-science-news-experiments-m...
Research doesn’t fit                           the traditional SDLC                                     image src:http://la...
Good help        is hard to find          (and keep)                           image src: legoexpress.tumblr.comTuesday, Fe...
What are they                           doing all day?Tuesday, February 26, 13
Bring transparency                                            image src: www.ideachampions.comTuesday, February 26, 13
Communication                                           Logistics                              TrustTuesday, February 26, 13
Tuesday, February 26, 13
CommunicationTuesday, February 26, 13
Do you speak the same language?                              image src: abclang.livejournal.comTuesday, February 26, 13
What does it mean to be finished?                           image source: ladywhodoesntlunch.blogspot.comTuesday, February ...
Define                           “quality”                             image source: http://www.sodahead.com/fun/Tuesday, F...
R                                           Give them                                           a lesson in               ...
Before                           Precision: 80%                           Recall 25%Tuesday, February 26, 13
After                      For the top search terms* accessories appear                      25% of the time on the first p...
Measure with data that matters                           image source: http://www.freepatentsonline.com/6971185-0-large.jp...
This is a really hard                                 problem.Tuesday, February 26, 13
We know it is hard...Tuesday, February 26, 13
We know it is hard...                           but we don’t know                             why it is hard.Tuesday, Febr...
Use analogies                            & examplesTuesday, February 26, 13
Use analogies                            & examples                             The dandelion swayed in the gentle breeze ...
Constructing model lineages for                   products is really difficult.Tuesday, February 26, 13
Macbook Pro                 Bravia                                                     EX523 LCD       Macbook            ...
Take it up a level                                        We are                                       building a         ...
Show       before                           image src: www.clarkgriswoldcollection.comTuesday, February 26, 13
Show       before                                 and                                 after                           imag...
Tuesday, February 26, 13
LogisticsTuesday, February 26, 13
How do           you create           a sense of            urgency?                           image source: http://favim....
What are      the reasons       behind it?                           image source: http://dailyfailcenter.com/sites/defaul...
Deadlines in      research?Tuesday, February 26, 13
They don’t         call it       research      for nothin’                           image source: http://sausagetails.com...
You can’t predict the future                              image source: maxseesmovies.blogspot.comTuesday, February 26, 13
Applying “agile” to R&D                                     image source:http://mousebreath.com/wp-content/uploads/2011/08...
Applying “agile” to R&D                                                                                      Backlog of   ...
Applying “agile” to R&D                                   Regular Demos                                                   ...
Applying “agile” to R&D                                   Regular Demos              Defined workflow                       ...
No            Start Here                           Collect                            Data                                ...
Experiments can take a while...                                                                                           ...
Take tools out of the equation                           image source: http://www.holesinyoursocks.com/2011/02/14/funny-mo...
Focus on feeds and files                           Image source: http://carcat.files.wordpress.com/2009/03/funny-pictures-ca...
Format & storage standards         /prices                           /full                                   /date=2012-07...
Where is your golden set?                           image source: ads/2011/09/4bc2dd714ecb9eebb3a66d074638.jpegTuesday, Fe...
Tuesday, February 26, 13
TrustTuesday, February 26, 13
What are they                           doing all day?Tuesday, February 26, 13
Building trust                              image source: http://writealoud.com/funny-dinosaur-pictures/Tuesday, February ...
Their motivations                                   image src: http://www.fredhoogervorst.com/oni.app/local/upload/0389740...
Their motivations                                                                                 Hard problems           ...
Their motivations                                                                                         Hard problems   ...
Their motivations                                                                                            Hard problems...
Their motivations                                                                                            Hard problems...
Minimize                                   time-to-ship                           image source: : http://2smallerwheels.bl...
Let them own the data                             image source: http://www.cloudproviderusa.com/weekly-dose-of-humor-mo-da...
Let me write a program                               image src: http://funnyfilez.funnypart.com/pictures/FunnyPart-com-geek...
Algorithms can’t solve                        everythingTuesday, February 26, 13
Algorithms can’t solve                        everything                           Even though we                         ...
Manual data can be awesome                           image source: http://www.funnyjunk.com/funny_pictures/4416618/LOOK+AT...
Can you do the      impossible?                           image source: anybody-want-a-peanut.blogspot.comTuesday, Februar...
Data                                                                                       Miners                         ...
You CAN make failure look good                           image source: http://fightthebees.com/wp-content/uploads/2011/11/c...
Your challenge:Tuesday, February 26, 13
Your challenge:                                 Should you choose                                   to accept it....Tuesda...
Your challenge:               Take a difficult problem and                transform it into a feature                       ...
HARD: Value Estimation                             1.7GHz dual-core                                Intel Core i5    $300  ...
EASIER: Comparing ProductsTuesday, February 26, 13
Think with your business hat                                    image source: memegenerator.netTuesday, February 26, 13
How do you surface                            ideas & insights?                                 image source: http://stati...
Show ‘em                                      image source: neslihandurmusoglu.edublogs.orgTuesday, February 26, 13
And        show ‘em          often                           image source: http://www.social-science.co.uk/research/Tuesda...
Negative results happen                            image source: http://www.theofrak.com/2012/09/existential-star-wars.htm...
The journey is the reward                                    image source: failblog.orgTuesday, February 26, 13
Tuesday, February 26, 13
CommunicationTuesday, February 26, 13
Communication                                           LogisticsTuesday, February 26, 13
Communication                                           Logistics                              TrustTuesday, February 26, 13
Questions                           http://katemats.com                                @katematsTuesday, February 26, 13
May the forces of evil                                    get lost on the way to                                       you...
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