Low fidelity data mining for planners, from Planning-ness 2014
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Transcript of Low fidelity data mining for planners, from Planning-ness 2014
HELLO, MY NAME IS IAN FITZPATRICK. PLANNER DATA SCIENTIST DEVELOPER
PLANNING-NESS PDX 2014
HELLO, MY NAME IS @IANFITZPATRICK. PLANNER DATA SCIENTIST DEVELOPER
PLANNING-NESS PDX 2014
MY JOB IS TO HELP ORGANIZATIONS BUILD TOOLS AND SYSTEMS THAT ENABLE THEM TO SEE THE WORLD THROUGH THE EYES OF THEIR USERS.
PLANNING-NESS PDX 2014
LET’S GET EXCITED ABOUT WHAT WE CAN DO AND MAKE WITH DATA BY STARTING WITH A FEW THINGS THAT I’M GOING TO GIVE TO YOU.
PLANNING-NESS PDX 2014 | photo from Vintage Portland
GET EXCITED ANDMAKETHINGS
PLANNING-NESS PDX 2014 | photo from Vintage Portland
MOST DATA DOESN’T EXIST YET — AT LEAST NOT IN A FORM WE RECOGNIZE.
PLANNING-NESS PDX 2014 | photo from Vintage Portland
?DO MOST RUNNERS CARRY A SMARTPHONE WITH THEM WHEN THEY HEAD OUT FOR A RUN
PLANNING-NESS PDX 2014 | photo from Vintage Portland
?WHAT DO WE KNOW ABOUT THE RELATIONSHIPS BETWEEN RUNNERS AND THEIR PHONES
PLANNING-NESS PDX 2014 | photo from Vintage Portland
QUANTITATIVE VS. QUALITATIVE IS A FALSE CHOICE. THEY ARE INTENDED TO FUEL ONE ANOTHER.
PLANNING-NESS PDX 2014 | photo from Vintage Portland
PLANNING-NESS PDX 2014 | photo from Vintage Portland
MINES GIVE US ORE, NOT BARS OF IRON.
WE ARE LOOKING FOR THE TRUTH WE ARE LOOKING FOR ANSWERS WE ARE LOOKING FOR THE INTERESTING
PLANNING-NESS PDX 2014 | photo from Vintage Portland
THE INTERESTING? !
THE UNANTICIPATED AT SCALE THE MOST TYPICAL THE LEAST TYPICAL OUTSIDERS THAT LOOK LIKE INSIDERS
PLANNING-NESS PDX 2014 | photo from Vintage Portland
PLANNING-NESS PDX 2014 | photo from Vintage Portland
?SO WE’VE GOT THIS BIG PILE OF INFORMATION…WHERE DO WE GO TO FIND THE INTERESTING
PLANNING-NESS PDX 2014 | photo from Vintage Portland
CONVERT A RANGE OF RICH DATA AND DATATYPES TO A COMMON STRUCTURE WE CAN USE TO COMPARE IT.1)
PLANNING-NESS PDX 2014 | photo from Vintage Portland
CONVERTING TO BINARY ALLOWS US TO MEASURE IT DISPASSIONATELY AND OBJECTIVELY. !
THINK OF IT AS BEGINNER’S MIND.
PLANNING-NESS PDX 2014 | photo from Vintage Portland
PLANNING-NESS PDX 2014 | photo from Vintage Portland
AGE 13: !
UNDER 15 OVER 12 OLD ENOUGH TO SEE A PG-13 MOVIE OLD ENOUGH TO BE ON FACEBOOK BORN IN THE 1990’S NOT A DRIVER DOESN’T UNDERSTAND BUFFY REFERENCES
ONCE THE DATA HAS A COMMON FORM, WE CAN BEGIN TO DERIVE OUR OWN CASES AND ASSOCIATIONS FROM IT.2)
PLANNING-NESS PDX 2014 | photo from Vintage Portland
ALMOST ANY INFORMATION CAN BE CONVERTED TO ONE OR MORE BINARY DATA POINTS
PLANNING-NESS PDX 2014 | photo from Vintage Portland
PLANNING-NESS PDX 2014 | photo from Vintage Portland
ZIP CODE 97218 + VOLVO OWNER: !
URBAN VEHICLE OWNER URBAN EUROPEAN VEHICLE OWNER URBAN UPSCALE VEHICLE OWNER? GENTRIFER?
DERIVATION IS AN ART. YOU WILL GET BETTER AT IT. IT GETS MORE INTERESTING WHEN IT BEGINS TO COMPOUND.
PLANNING-NESS PDX 2014 | photo from Vintage Portland
INTRODUCE NEW, OUTSIDE DATA INTO THE EQUATION.3)
PLANNING-NESS PDX 2014 | photo from Vintage Portland
?“I WONDER HOW __________ IS RELATED TO __________”
PLANNING-NESS PDX 2014 | photo from Vintage Portland
POPULATION DENSITY, AVERAGE RAINFALL, BIRTH RATE, COST OF LIVING, AIR QUALITY, WATER TABLES, SALES DATA, AVERAGE HOME PRICE, BOOK SALES, PRODUCT RECALLS AND GAS PRICES.
PLANNING-NESS PDX 2014 | photo from Vintage Portland
BUZZDATA THE CENSUS BUREAU DATA.GOV DATA MARKET FREEBASE GOOGLE PUBLIC DATA INFOCHIMPS SOCRATA […]
PLANNING-NESS PDX 2014 | photo from Vintage Portland
PLANNING-NESS PDX 2014 | photo from Vintage Portland
“I WONDER HOW __________ IS RELATED TO __________” !
CUSTOMER SATISFACTION w/ AN AUTOMOTIVE BRAND? CUSTOMER SALES DATA FOR A SKATE BRAND? A MEMBERSHIP SURVEY OF A LARGE URBAN LIBRARY? TROOP SATISFACTION DATA ON US MILITARY INSTALLATIONS? RENEWAL REGISTRATION DATA FOR MUSEUM MEMBERSHIPS? CLICK-THROUGH ON A CAMPAIGN FOR A DIAPER BRAND? MEMBERSHIP RENEWAL RATE FOR A WAREHOUSE CLUB? RETENTION RATE FOR AN ONLINE UNIVERSITY?
PLANNING-NESS PDX 2014 | photo from Vintage Portland
THIS WILL CHANGE THE WAY YOU CAPTURE DATA — AND THE DATA YOU CAPTURE — FOREVER.
LOWERING THE COST OF ASKING A QUESTION INCREASES THE LIKELYHOOD THAT WE’LL ASK IT IN THE FIRST PLACE
PLANNING-NESS PDX 2014 | photo from Vintage Portland
PLANNING-NESS PDX 2014 | photo from Vintage Portland
$499.00 USER DATA FROM A FEW THOUSAND PEOPLE + $24.99 WUFOO SURVEY + $0.00 OPEN DATABASE + $0.00 JAVASCRIPT + $0.00 MATH, YO !
$523.99
WHEN THAT COST APPROACHES ZERO, YOUR CAPACITY TO WORK WITH DATA IS LIMITED ONLY BY PROCESSING POWER AND YOUR CURIOSITY.
PLANNING-NESS PDX 2014 | photo from Vintage Portland
RUN THE NUMBERS.4)PLANNING-NESS PDX 2014 | photo from Vintage Portland
LOOK FOR THE UNANTICIPATED5)PLANNING-NESS PDX 2014 | photo from Vintage Portland
PLANNING-NESS PDX 2014 | photo from Vintage Portland
DECIDING THAT WE’RE IN PURSUIT OF QUESTIONS, NOT TRUTH, CREATES OPPORTUNITY.
A PARTY FAVOR:
PLANNING-NESS PDX 2014 | photo from Vintage Portland
PLANNING-NESS PDX 2014 | photo from Vintage Portland
THANK YOU KINDLY. @IANFITZPATRICK BEALMIGHTY.COM WINDING.CO
PLANNING-NESS PDX 2014