transitioning to-lean-at-infochimps
TRANSCRIPT
Transitioningto Lean
@DhruvBansal @JimEngland @TimGasper
We’re in a predicament with DATA.
DATAis the raw materials
DATAinvolves many markets and data types
DATAinvolves a wide variety of customersin undefined markets
how does Infochimpsfit into the data landscape?
Data marketplaceSocial media influenceIP intelligenceGeolocated data
our existing products
Our lean mission is to determinesolutions to must-have problems for sizable markets.
foursquare data derivativessocial media solutions
new product hypotheses
We have a significant portion of the foursquare check-in firehose.
HYPOTHESIS
FOURSQUARE DEVSWant venue hotness and venue ID matching for their applications.
How many4sq devs
are there?
How manywould pay?
HYPOTHESIS
DIGITAL AGENCIESWant venue hotness and brand comparisons for their clients.
How manybrands want4sq metrics?
How manywould pay?
Must have Nice to have Don’t need
killing a feature isjust as important asbuilding one :)
Social media data
DEVELOPERSWanted detailed and transparentinfluence metrics and rankings.
trstrank
HYPOTHESIS
DIGITAL AGENCIESWant detailed and transparentinfluence metrics and rankings.
interviews later...15+
Digital agencies actually wantedanalytics research tools and dashboards.
That’s not our market.
That’s not a feature set we’ve ever built.
Leverages stuff we know, but little of what we’ve built.
Sends the company in a very different direction.PROB
LEM
S
you’ve found a market and a product; should you build it?
Learn from and measure what youalready have.
Diagnose whether to pivot or persevere.
Product
Strategy
Vision
Optimization
Pivot
You shouldn’t define where to pivot tounless you know why you should pivot.
You can only know why if...
1 2 3 4
Clearly defined hypotheses.1
2 Clearly defined actionable metrics.vs. vanity metrics
You’ve been experimenting and optimizing.
3
4 The experimenting and optimizingstill has you short of your goals ofcreating a sustainable business.
Pivots are a change in strategy.
The lean canvas provides a powerfulstrategy framework.
ERIC RIESSTRATEGY
Product roadmap
Customer definition
Partners & competitors
Business model
ASH MAURYALEAN CANVAS
Problem, solution & key metrics
Customer segments & channels
Value proposition, unfair competitive advantage
Cost structure & revenue streams
the bottom line
Lean is more straightforward if youstart with it from the beginning.
If you haven’t been lean, you mustrevisit the past.
Move through the loop faster.
data web
TWO USE CASES, ONE WEBSITE
developersdata scientists
DATA SCIENTISTSbusiness analysts, marketers, consultants, economists, statisticians, etc.
We provide data scientists accessto data through downloadable data sets.
We provide developers accessto data through RESTful APIs.
DATA SCIENTISTS?
NO PROBLEMDownloadable data sets followa typical web flow
homepagedata set pagesearch results
blogtwitter
signup
download
MULTI-STEP
DEVELOPERS?
IT’S COMPLICATEDAPI usage funnel involves many steps and is more difficult to track & define
homepagedata set pagesearch results
blogtwitter
signup
new developer
new developer
active developer
A developer becomes active when they send over 1,000 API calls per month.
How do we convert a developer to an active developer?
HOWTOsCODE EXAMPLES
DATA SET PAGESAPI REFERENCE
homepagedata set pagesearch results
blogtwitter
signup
howto guidecode exampleapi referencedata set pagesearch results
activeuser
PLUS
We need to connect user activity on the website with user activity on our APIs.
TECHNICAL PROBLEM
GOOGLE ANALYTICS CUSTOM VARIABLES
TO THE RESCUE
SOLUTION
We use Google Analytics to track visitor behavior on our websites.
There are a lot of other options
• Cookie, JS-based data collection• No servers to maintain• APIs for reports
•Without JS, client-side behavior is a mystery
•Lots of work•Potentially awesome
Web Data
One identity is known to us. The other is known to Google.
?
Web Data
Google stores 3 cookies:
VISITORexpires after 2 years
SESSIONexpires after 30 minutes
PAGEset on every pageview
UsernameFirst seen atSegmentOriginal traffic sourceMilestones
• Signed up• Downloaded• Searched• Bought• Queried
Visitor VariablesMilestones
• Signed up• Downloaded• Searched• Bought• Queried
Session VariablesCategoryCompletenessPricingDistribution
Page Variables
CUSTOMVARIABLES
Visitor Variables
c=201110;ms=dev;ds=1;sd=1;u=dhruv
First seen in October, 2011 (c)Is a developer (ms)Has seen a dataset (ds)Has done a search (sd)Username is ‘dhruv’ (u)
WE CAN GET THIS DATA OVER THE WEB.
WE CAN GET THIS DATA THROUGH AN API.
Web Data
developersdevelopers
developersdevelopers
The web team’s goal is to increasethe number of active API users.
But we don’t have a traditional funnelfor converting these users.
So, we started by focusing on theoverall site experience for developers.
to LeanTRANSITIONING
We haven’t run any experimentson the website... yet.
web experiments
brainstorm
Developer-centric email campaigns1
Improved “getting started” dashboard2
http://twilio.com/user/account
Improved search experience3
thank you@DhruvBansal@JimEngland@TimGasper