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#SPWK @SHamel67
“DIGITAL
ANALYTICS
IS HARD
Hard learned lessons,
tips and thoughts
about our digital state.
Stéphane Hamel
GET ON WITH IT!
Please note:
If you make any use of
this content please give
proper credit. I would
also love to know!
Slides adapted to fit SlideShare
format requirement.
#SPWK @SHamel67
Stéphane Hamel
Data is the raw material of my craft.
shamel@immeria.net
linkedin.com/in/shamel
google.com/+StephaneHamel-immeria
@SHamel67
StephaneHamel.net
#SPWK @SHamel67
TRAPPED IN
THE
INFINITE
LOOP OF
LEARNINGmy email signature circa 1992
#SPWK @SHamel67
“We need a digital strategy!
(in the meantime I can’t do anything)
#1
#SPWK @SHamel67
WHAT YOU NEED IS A
STRATEGY
AND A
DIGITAL CULTURE.
#SPWK @SHamel67
ATTENTION TO DETAILS &
CREATIVITY IN A CONTINOUS
IMPROVEMENT PROCESS.
#SPWK @SHamel67
ANALYTICS
HOW AN ORGANIZATION
ARRIVES AT AN
OPTIMAL AND REALISTIC
DECISION
INFORMED BY DATA.
THE SCIENCE
OF ANALYSIS
#SPWK @SHamel67
ANALYSIS
THE PROCESS OF
BREAKING A COMPLEX TOPIC
INTO SMALLER PARTS TO GAIN
A BETTER
UNDERSTANDING
OF IT.
#SPWK @SHamel67
ANALYTICS = CONTEXT +
DATA +
CREATIVITY
#SPWK @SHamel67
Anyone can make the
simple complicated.
CREATIVITY
IS MAKING THE
COMPLICATED
SIMPLE
Charles Mingus
American jazzman
#SPWK @SHamel67
“I can’t trust my data!
(so I can blame someone else for my lack of decisions)
#2
#SPWK @SHamel67
IT’S 2015…
YOU’D THINK WE’D HAVE FIGURED OUT HOW TO
MEASURE WEB TRAFFIC
BY NOW!
Sam Dean, FiveThirtyEight.com
#SPWK @SHamel67
Business
Requirements
Solution Design Implementation Tests
Hope for the
best!
WATERFALL APPROACH
#SPWK @SHamel67
Business
Requirements
Solution Design Implementation Tests
Hope for the
best!
WATERFALL APPROACH
#SPWK @SHamel67
Homework
Talk about business stuff
Informed decisions
Take the lead
Enable "Best
practice"
Deliver value
Improve &
Augment
BE RADICAL!
#SPWK @SHamel67
“My manager doesn’t
act on the data!
(boohoo!!!)
#3
#SPWK @SHamel67
YES
NO
__
||__
PRIVILEGE OF
RECOMMANDATION
vs.
POWER OF DECISION
ANALYSTS ARE CHANGE AGENTS
#SPWK @SHamel67
FIND THE BALANCE BETWEEN THE
IDEAL AND THE CONSTRAINTS.
#SPWK @SHamel67
TO
UNDERSTAND
DATA YOU MUST
ENGAGE
IN THE WORLD
#SPWK @SHamel67
“It’s not about the data,
it’s about the story!
(ok, I’m sick of hearing this one!)
#4
#SPWK @SHamel67
“What you lack in
presentation skills
you got in passion.
#SPWK @SHamel67
FAILURE DOESN’T MEAN THE
GAME IS OVER,
IT MEANS TRY AGAIN WITH
EXPERIENCELen Schlesinger, President, Babson College
The Global Leadership Summit
#SPWK @SHamel67
“I don’t believe in
maturity models
(but I have no alternative to offer)
#5
#SPWK @SHamel67
MATURITY MODEL
Essential elements of
effective processes which
describes an evolutionary
improvement path from ad
hoc, immature processes to
disciplined, mature processes
with improved quality and
effectiveness.
#SPWK @SHamel67
Governance,
Culture &
Adoption
Objectives &
Scope
Team &
Expertise
Continuous
Improvement
Process &…
Tools, Data &
Technology
DIGITAL ANALYTICS MATURITY
j.mp/DAMSAT
Case Study
Governance
Objectives
ExpertiseProcess
Technology
Accountable
Global organization with
20 stakeholders:
analysts, managers,
business stakeholders.
DIGITAL ANALYTICS MATURITY
j.mp/DAMSAT
Case Study
Governance
Objectives
ExpertiseProcess
Technology
Responsible
Global organization with
20 stakeholders:
analysts, managers,
business stakeholders.
DIGITAL ANALYTICS MATURITY
j.mp/DAMSAT
Case Study
Governance
Objectives
ExpertiseProcess
Technology
Informed
Global organization with
20 stakeholders:
analysts, managers,
business stakeholders.
DIGITAL ANALYTICS MATURITY
j.mp/DAMSAT
#SPWK @SHamel67
PROCESS
SETS
STRATEGY
FREE
#SPWK @SHamel67
Photo credit: Ray Ong
#SPWK @SHamel67
Photo credit: Ray Ong
1. DEFINE
2.
MEASURE
3.
ANALYZE
4 IMPROVE
5.
CONTROL
#SPWK @SHamel67
“I have this problem…
...and I don’t want to talk to IT...
(because I’m such a smart ass!)
#6
#SPWK @SHamel67
Analytics (All business functions)
Digital Analytics (Marketing centric)
Business
TMS
Back
Office
Online Analytics
Marketing
Tags
Web Analytics
IT Logs
#SPWK @SHamel67
“We need Big Data!
(that’s what I’ve been told!)
#7
#SPWK @SHamel67
“That which doesn’t fit into
an Excel spreadsheet.
#SPWK @SHamel67
WE ARE ON A
COLLISION
COURSE
#SPWK @SHamel67
TEAM DYNAMICS
Data
Driven
Organization
Business Outcomes
& Actions
Enabling
Capabilities
Analysis
Provides: Actionable insight &
recommendations
Communicate:
Business requirement & objectives
Supply:
Means, tools and data
Strategy
Goals
Technological capabilities & constraints
Information architecture
Instrumentation & BI
Statistics
Analytical mindset
Problem solving
Synthesis
Communication
#SPWK @SHamel67
#1 – Data-driven culture supports strategy
#2 – Think “Agile”
#3 – Analytics = context + data + creativity
#4 – Communication skills
#5 – Maturity model to start the conversation
Realistic and balanced roadmap
Analytical process/problem solving approach
#6 – Teamwork! Hug your IT/BI/BA people
#7 – Think Big (but act small!)
#SPWK @SHamel67
Stéphane Hamel
Data is the raw material of my craft.
THANK YOU!
shamel@immeria.net
linkedin.com/in/shamel
google.com/+StephaneHamel-immeria
@SHamel67
StephaneHamel.net
If you make any use of this content
please give proper credit. I would
also love to know!

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Digital analytics is hard: get on with it!

Editor's Notes

  1. Image ref: http://www.peachpit.com/articles/article.aspx?p=2044345
  2. Image: http://img.archiexpo.com/images_ae/photo-g/spiral-staircase-metal-frame-wooden-steps-without-risers-50424-5271187.jpg I was not prepared for this, we were not prepared. What is your background?
  3. Successful organizations show attention to details (fix them, make them just slightly better) and are creative in their approach. And to do so, you essentially have 3 colors: people, process and technology. It’s only trough the right blend that you’ll be able to achieve success. Too often, web analytics only looks at “technology” You can’t optimize 1 thing by a 1000% but you can optimize 1000 things by 1% Image: http://www.magic4walls.com/wp-content/uploads/2014/05/colors-paint-splash-orange-blue-green-yellow-white-drop-black-background.jpg
  4. Define analytics Image: http://41.media.tumblr.com/1134cfc7ad406bb9059fd5df71d61a8f/tumblr_mkb7e4ejEY1qaityko1_1280.jpg
  5. You claim to be “analysts”, right? Don’t you think business optimization is much more complex than your own job? How can you expect to optimize business processes if you can’t even optimize your own job and keep complaining “it’s hard?” How can you build trust & confidence from management?
  6. Students looking only at data without understanding context. Creativity to do better than competitors
  7. We can complain… or be creative and do something about it! Make our job simpler!
  8. http://fivethirtyeight.com/features/why-we-still-cant-agree-on-web-metrics/
  9. Image: https://upload.wikimedia.org/wikipedia/commons/b/ba/DetalleNivelDeBurbuja.jpg
  10. We need to discover, play, learn. Storytelling
  11. Storytelling, hire a coach, Lea Pica Image: http://www.kaushik.net/avinash/avinash_kaushik_3.jpg
  12. Setting the table – why is it that so many companies fail and a few outperform? What are the drivers of success?
  13. I decided to do something about it – and it’s been two years since I started to look at what/why are some organizations successful at web analytics while so many others fail. We need to understand how we can go from ad hob, where everything we do is new and unknown, to a much more disciplined and mature approach to analytics.
  14. Which comes first? We need a strategy… What can you do for me?
  15. http://www.flickr.com/photos/lemongraphic/6771016343/in/photostream Best kept secret: Define-Measure-Analyze-Improve-Control
  16. http://www.flickr.com/photos/lemongraphic/6771016343/in/photostream Best kept secret: Define-Measure-Analyze-Improve-Control
  17. Image: http://msm.runhello.com/local/snap/Snap_r118.png Image: http://gamequiche.com/wp-content/uploads/2014/06/pong.jpg The concept of a spreadsheet dates back to Visicalc, released in 1979. About the same time we were playing the Pong game on our first Atari consoles…
  18. http://blog.import.io/post/data-scientists-vs-data-analysts-why-the-distinction-matters/ Collision course between IT, Marketing, “Data Scientists” Data scientists vs data analysts: Why the distinction matters What is a data scientist? An analyst who lives in California Data Analyst = BI Analyst Check at 2:10 T-Shaped Model employee at 2:50