SlideShare a Scribd company logo
1 of 22
Download to read offline
Experiments Bootcamp
Techniques for collaborative teams at
innovative companies.

Janice Fraser

January 2014
© 2014 LUXr.co
TWEET!
@clevergirl
#LeanStartup
cc @LUXRCO

© 2014 LUXr.co
Assumptions
My assumption:
You don’t want to waste your time, your
career, your patience, or your friendship
building something that has little chance
of success.

© 2014 LUXr.co
Identify assumptions
Use a sharpie and sticky notes
Work independently,
Write one idea per sticky.
Come up with 10 assumptions you have about your company.
© 2013 LUXr.co
© 2013 LUXr.co

© 2014 LUXr.co
Divide into 2 piles
Everything
else

Will kill the company
in the next 6 months
if we’re wrong

© 2013 LUXr.co
© 2013 LUXr.co

© 2014 LUXr.co
To the wall.
Review & de-dupe
© 2013 LUXr.co
© 2013 LUXr.co

© 2014 LUXr.co
Stack rank the urgents

© 2013 LUXr.co
© 2013 LUXr.co

© 2014 LUXr.co

“Which must we
validate first?”
Pick the top one
© 2013 LUXr.co
© 2013 LUXr.co

© 2014 LUXr.co
Examples
1.

Many people will pay to have someone get dogfood or have odd jobs
done.

2.

People want to run errands like getting dogfood.

3.

We believe it is legal in the country of operation

4.

This service is useful for disorganized people.

5.

This service is useful to time-poor people.

6.
7.

© 2014 LUXr.co
Things To Note
Broad ideation helps us find the best thoughts.
For fast ideation have a specific prompt, work independently, use paper and
pen, set a time limit, and define a number of ideas to create.
Ideation applies to many logical thought processes, not just identifying
features.
Ideation must be followed by efficient decision-making.
Arbitrary decisions are necessary when you have little or no data.
For best results, do ideation with multiple people.
Multi-person ideation relieves pressure for anyone to be a “genius”.
Independent ideation, followed by group understanding, followed by fast
decision-making is a uniquely efficient pattern of work.

© LUXR.CO

2014
© 2013 LUXr.co
© 2013 LUXr.co

© 2014 LUXr.co
Experiment Framework
3 parts:
1. Hypothesis that is provable/disprovable
2. The experiment itself; the thing you build
3. An indicator of result

© 2014 LUXr.co
Experiment Framework
Every experiment has three parts:
1. A hypothesis that is provable/disprovable
2. The experiment itself; the thing you build
3. An indicator of result
For Example:
We believe people like [customer type] have a need for [need/action/behavior].
The smallest thing we can do to prove that need is [experiment].
We will know we have succeeded when [quantitative/measurable outcome] or
[qualitative/observable outcome].

© 2014 LUXr.co
State the assumption
as a hypothesis
© 2013 LUXr.co
© 2013 LUXr.co

You must be
able to prove or
disprove this.
© 2014 LUXr.co
Design an experiment
to learn if this is true.
Briefly describe it, using the three parts.
© 2013 LUXr.co
© 2013 LUXr.co

State how you will know if the hypothesis is valid
or invalid. This can be quantitative evidence or
qualitative.
How much time/money/effort will it take?

© 2014 LUXr.co
At the Wall
Review & Select
© 2013 LUXr.co
© 2013 LUXr.co

© 2014 LUXr.co
On a fresh sheet,
redesign the experiment
What would you do to get approximately the same
learning...
© 2013 LUXr.co
© 2013 LUXr.co

IN 2 DAYS?
IN 2 WEEKS?
IN 2 MONTHS?

© 2014 LUXr.co
Discuss, then pick the
experiment to run.

__
_________
____
_
ve that _
_________
e belie
© 2013 LUXr.co___
w
___
___2013_LUXr.co _________
___ © __
_
_________
_____
_________
____
____
_ el
_
__ _______
___
___b__ieve that __
________
_________
_________
_________we __
___
___
____
_
____ _____________
__________
ve that _
______ ____
______
_________
e belie
w
___
___
__ ___
____
_________
_
_ ________________
__________
_________
_________
_
_________ _
_________
___
___ ___
___
___
____
__________
_________
__
__ _______________
_
_________
_________
_
_________ __
_________
__
__
___
___
___
_________
__________
_________
__
_
_________
eeks. __________
_________
_________
_
___
___
2w
_________
_________
______ in
_
___
_________
_________
_________
_________
_
___
___
_________
_________
_____
___
s.
_________
_________
_________
2 month
___
___
_ in
.
_________
_________
__
__
ays
__ in 2 d
_
© 2014 _____
_ LUXr.co ___

✔
Experiments that were designed
assumption

© 2014 LUXr.co

experiment

measurable/observable
outcome
More Things To Note
Progress not a function of the quality, size, or # of releases.
Smallification can be done by adjusting scope or fidelity.
Smaller/faster experiments are usually better.
Behavioral experiments are usually better.
Small, behavioral experiments are usually best.
Founders must balance size/quality and speed of learning.
The best option is often not obvious.
There is usually insufficient data to make a rational decision
The decision-maker is therefore often going to be wrong.
Wrong decisions are expected and usually not fatal.
Progress is measured in sequential cycles of learning.

© LUXR.CO

2014
Thank You!
@clevergirl
janice fraser.

© LUXR.CO

2014

More Related Content

What's hot

Agency innovation labs 10 steps to success
Agency innovation labs   10 steps to successAgency innovation labs   10 steps to success
Agency innovation labs 10 steps to successBrunner
 
Scrum Day Denmark 2018 - Scrum Studio
Scrum Day Denmark 2018 - Scrum StudioScrum Day Denmark 2018 - Scrum Studio
Scrum Day Denmark 2018 - Scrum StudioGunther Verheyen
 
Build an Innovation Funnel. Adaptive portfolio management
Build an Innovation Funnel. Adaptive portfolio managementBuild an Innovation Funnel. Adaptive portfolio management
Build an Innovation Funnel. Adaptive portfolio managementShiftup
 
Lessons in Change and Transformation
Lessons in Change and TransformationLessons in Change and Transformation
Lessons in Change and TransformationPaul Taylor
 
Product Management. Portfolios; legacy systems; organizational structures
Product Management. Portfolios; legacy systems; organizational structuresProduct Management. Portfolios; legacy systems; organizational structures
Product Management. Portfolios; legacy systems; organizational structuresShiftup
 
Incremental innovations are good enough
Incremental innovations are good enoughIncremental innovations are good enough
Incremental innovations are good enoughRajagopalan V
 
Agile tour Ottawa 2017 - Agility in the face of Perplexity (by Gunther Verheyen)
Agile tour Ottawa 2017 - Agility in the face of Perplexity (by Gunther Verheyen)Agile tour Ottawa 2017 - Agility in the face of Perplexity (by Gunther Verheyen)
Agile tour Ottawa 2017 - Agility in the face of Perplexity (by Gunther Verheyen)Gunther Verheyen
 
Product Management. Lifecycles, customer input, innovation
Product Management. Lifecycles, customer input, innovationProduct Management. Lifecycles, customer input, innovation
Product Management. Lifecycles, customer input, innovationShiftup
 
Fast Track Innovation
Fast Track Innovation Fast Track Innovation
Fast Track Innovation Bromford Lab
 
MIT Design Thinking + Hack 101 - Innovation Leadership Summit 2 November
MIT Design Thinking + Hack 101 - Innovation Leadership Summit 2 NovemberMIT Design Thinking + Hack 101 - Innovation Leadership Summit 2 November
MIT Design Thinking + Hack 101 - Innovation Leadership Summit 2 NovemberInnovation Agency
 
Transformation. Continuous transformation, systems thinking
Transformation. Continuous transformation, systems thinkingTransformation. Continuous transformation, systems thinking
Transformation. Continuous transformation, systems thinkingShiftup
 
Why Transformation Fails And How To Avoid It
Why Transformation Fails And How To Avoid ItWhy Transformation Fails And How To Avoid It
Why Transformation Fails And How To Avoid ItPaul Taylor
 
Graham Thomas - The Testers Toolbox - EuroSTAR 2010
Graham Thomas - The Testers Toolbox - EuroSTAR 2010Graham Thomas - The Testers Toolbox - EuroSTAR 2010
Graham Thomas - The Testers Toolbox - EuroSTAR 2010TEST Huddle
 
Kepner Tregoe (KT) - How did the chicken
Kepner Tregoe (KT) - How did the chicken Kepner Tregoe (KT) - How did the chicken
Kepner Tregoe (KT) - How did the chicken ilgor
 
The Innovation Engine, Andrew Breen, American Express
The Innovation Engine, Andrew Breen, American ExpressThe Innovation Engine, Andrew Breen, American Express
The Innovation Engine, Andrew Breen, American ExpressLean Startup Co.
 
Innovation as Problem Solving: Managing Problem Spaces
Innovation as Problem Solving: Managing Problem SpacesInnovation as Problem Solving: Managing Problem Spaces
Innovation as Problem Solving: Managing Problem SpacesStephen Lahanas
 
Lean elephants: Lean Product Development in a large organization by Susana Ju...
Lean elephants: Lean Product Development in a large organization by Susana Ju...Lean elephants: Lean Product Development in a large organization by Susana Ju...
Lean elephants: Lean Product Development in a large organization by Susana Ju...Institut Lean France
 

What's hot (20)

Agency innovation labs 10 steps to success
Agency innovation labs   10 steps to successAgency innovation labs   10 steps to success
Agency innovation labs 10 steps to success
 
Scrum Day Denmark 2018 - Scrum Studio
Scrum Day Denmark 2018 - Scrum StudioScrum Day Denmark 2018 - Scrum Studio
Scrum Day Denmark 2018 - Scrum Studio
 
Build an Innovation Funnel. Adaptive portfolio management
Build an Innovation Funnel. Adaptive portfolio managementBuild an Innovation Funnel. Adaptive portfolio management
Build an Innovation Funnel. Adaptive portfolio management
 
Lessons in Change and Transformation
Lessons in Change and TransformationLessons in Change and Transformation
Lessons in Change and Transformation
 
Product Management. Portfolios; legacy systems; organizational structures
Product Management. Portfolios; legacy systems; organizational structuresProduct Management. Portfolios; legacy systems; organizational structures
Product Management. Portfolios; legacy systems; organizational structures
 
Scrum x version 2
Scrum x version 2 Scrum x version 2
Scrum x version 2
 
Incremental innovations are good enough
Incremental innovations are good enoughIncremental innovations are good enough
Incremental innovations are good enough
 
Agile tour Ottawa 2017 - Agility in the face of Perplexity (by Gunther Verheyen)
Agile tour Ottawa 2017 - Agility in the face of Perplexity (by Gunther Verheyen)Agile tour Ottawa 2017 - Agility in the face of Perplexity (by Gunther Verheyen)
Agile tour Ottawa 2017 - Agility in the face of Perplexity (by Gunther Verheyen)
 
Product Management. Lifecycles, customer input, innovation
Product Management. Lifecycles, customer input, innovationProduct Management. Lifecycles, customer input, innovation
Product Management. Lifecycles, customer input, innovation
 
Fast Track Innovation
Fast Track Innovation Fast Track Innovation
Fast Track Innovation
 
MIT Design Thinking + Hack 101 - Innovation Leadership Summit 2 November
MIT Design Thinking + Hack 101 - Innovation Leadership Summit 2 NovemberMIT Design Thinking + Hack 101 - Innovation Leadership Summit 2 November
MIT Design Thinking + Hack 101 - Innovation Leadership Summit 2 November
 
Transformation. Continuous transformation, systems thinking
Transformation. Continuous transformation, systems thinkingTransformation. Continuous transformation, systems thinking
Transformation. Continuous transformation, systems thinking
 
Why Transformation Fails And How To Avoid It
Why Transformation Fails And How To Avoid ItWhy Transformation Fails And How To Avoid It
Why Transformation Fails And How To Avoid It
 
The Lean Hardware Toolbox
The Lean Hardware ToolboxThe Lean Hardware Toolbox
The Lean Hardware Toolbox
 
Graham Thomas - The Testers Toolbox - EuroSTAR 2010
Graham Thomas - The Testers Toolbox - EuroSTAR 2010Graham Thomas - The Testers Toolbox - EuroSTAR 2010
Graham Thomas - The Testers Toolbox - EuroSTAR 2010
 
Kepner Tregoe (KT) - How did the chicken
Kepner Tregoe (KT) - How did the chicken Kepner Tregoe (KT) - How did the chicken
Kepner Tregoe (KT) - How did the chicken
 
The Innovation Engine, Andrew Breen, American Express
The Innovation Engine, Andrew Breen, American ExpressThe Innovation Engine, Andrew Breen, American Express
The Innovation Engine, Andrew Breen, American Express
 
Innovation as Problem Solving: Managing Problem Spaces
Innovation as Problem Solving: Managing Problem SpacesInnovation as Problem Solving: Managing Problem Spaces
Innovation as Problem Solving: Managing Problem Spaces
 
why me
why mewhy me
why me
 
Lean elephants: Lean Product Development in a large organization by Susana Ju...
Lean elephants: Lean Product Development in a large organization by Susana Ju...Lean elephants: Lean Product Development in a large organization by Susana Ju...
Lean elephants: Lean Product Development in a large organization by Susana Ju...
 

Viewers also liked

(Full Text Version) The Leadership Machine: All the Research about Women's Ca...
(Full Text Version) The Leadership Machine: All the Research about Women's Ca...(Full Text Version) The Leadership Machine: All the Research about Women's Ca...
(Full Text Version) The Leadership Machine: All the Research about Women's Ca...Janice Fraser
 
2015 Lean Startup Conference - Leader's Guide Project Planner
2015 Lean Startup Conference - Leader's Guide Project Planner2015 Lean Startup Conference - Leader's Guide Project Planner
2015 Lean Startup Conference - Leader's Guide Project PlannerJanice Fraser
 
2014 future of product management
2014 future of product management2014 future of product management
2014 future of product managementJanice Fraser
 
2015 Lean Startup Conference - Leaders' Guide Workshop
2015 Lean Startup Conference - Leaders' Guide Workshop2015 Lean Startup Conference - Leaders' Guide Workshop
2015 Lean Startup Conference - Leaders' Guide WorkshopJanice Fraser
 
The Leadership Machine: All the Research About Women's Career Advancement Sum...
The Leadership Machine: All the Research About Women's Career Advancement Sum...The Leadership Machine: All the Research About Women's Career Advancement Sum...
The Leadership Machine: All the Research About Women's Career Advancement Sum...Janice Fraser
 
2012 Products Are Hard Keynote Address
2012 Products Are Hard Keynote Address2012 Products Are Hard Keynote Address
2012 Products Are Hard Keynote AddressJanice Fraser
 
2013 products are hard keynote.key
2013 products are hard keynote.key2013 products are hard keynote.key
2013 products are hard keynote.keyJanice Fraser
 
2015 Introduction to Lean Startup
2015 Introduction to Lean Startup2015 Introduction to Lean Startup
2015 Introduction to Lean StartupJanice Fraser
 
Making Elephants Dance -- How corporates can lean into the future with Lean S...
Making Elephants Dance -- How corporates can lean into the future with Lean S...Making Elephants Dance -- How corporates can lean into the future with Lean S...
Making Elephants Dance -- How corporates can lean into the future with Lean S...Janice Fraser
 
2014 Trends in Retail: How startups are disrupting the retail landscape
2014 Trends in Retail: How startups are disrupting the retail landscape2014 Trends in Retail: How startups are disrupting the retail landscape
2014 Trends in Retail: How startups are disrupting the retail landscapeJanice Fraser
 
2014 design for innovation
2014 design for innovation2014 design for innovation
2014 design for innovationJanice Fraser
 
2015 Balanced Teams: Product Management, Engineering, UX Design
2015 Balanced Teams: Product Management, Engineering, UX Design2015 Balanced Teams: Product Management, Engineering, UX Design
2015 Balanced Teams: Product Management, Engineering, UX DesignJanice Fraser
 
2013 scandev 10 principles keynote
2013 scandev 10 principles keynote2013 scandev 10 principles keynote
2013 scandev 10 principles keynoteJanice Fraser
 
LUXr 1-day workshop, April 27, 2012 [San Francisco]
LUXr 1-day workshop, April 27, 2012 [San Francisco]LUXr 1-day workshop, April 27, 2012 [San Francisco]
LUXr 1-day workshop, April 27, 2012 [San Francisco]LUXr
 
The Power of StickyNotes [UX Week 2007]
The Power of StickyNotes [UX Week 2007]The Power of StickyNotes [UX Week 2007]
The Power of StickyNotes [UX Week 2007]LUXr
 
Lean+UX=Awesome
Lean+UX=AwesomeLean+UX=Awesome
Lean+UX=AwesomeLUXr
 
Fail=Win : UX Fail Stories at FailChat
Fail=Win : UX Fail Stories at FailChatFail=Win : UX Fail Stories at FailChat
Fail=Win : UX Fail Stories at FailChatLUXr
 
LUXr Downtown Las Vegas Small Business 1-day workshop, July 11, 2013 [Las Vegas]
LUXr Downtown Las Vegas Small Business 1-day workshop, July 11, 2013 [Las Vegas]LUXr Downtown Las Vegas Small Business 1-day workshop, July 11, 2013 [Las Vegas]
LUXr Downtown Las Vegas Small Business 1-day workshop, July 11, 2013 [Las Vegas]LUXr
 
LUXr 1-day workshop, July 18, 2012 [San Francisco]
LUXr 1-day workshop, July 18, 2012 [San Francisco]LUXr 1-day workshop, July 18, 2012 [San Francisco]
LUXr 1-day workshop, July 18, 2012 [San Francisco]LUXr
 
Rally Roundtable : Lean Startup + User Experience = Awesome, July 11, 2012 [S...
Rally Roundtable : Lean Startup + User Experience = Awesome, July 11, 2012 [S...Rally Roundtable : Lean Startup + User Experience = Awesome, July 11, 2012 [S...
Rally Roundtable : Lean Startup + User Experience = Awesome, July 11, 2012 [S...LUXr
 

Viewers also liked (20)

(Full Text Version) The Leadership Machine: All the Research about Women's Ca...
(Full Text Version) The Leadership Machine: All the Research about Women's Ca...(Full Text Version) The Leadership Machine: All the Research about Women's Ca...
(Full Text Version) The Leadership Machine: All the Research about Women's Ca...
 
2015 Lean Startup Conference - Leader's Guide Project Planner
2015 Lean Startup Conference - Leader's Guide Project Planner2015 Lean Startup Conference - Leader's Guide Project Planner
2015 Lean Startup Conference - Leader's Guide Project Planner
 
2014 future of product management
2014 future of product management2014 future of product management
2014 future of product management
 
2015 Lean Startup Conference - Leaders' Guide Workshop
2015 Lean Startup Conference - Leaders' Guide Workshop2015 Lean Startup Conference - Leaders' Guide Workshop
2015 Lean Startup Conference - Leaders' Guide Workshop
 
The Leadership Machine: All the Research About Women's Career Advancement Sum...
The Leadership Machine: All the Research About Women's Career Advancement Sum...The Leadership Machine: All the Research About Women's Career Advancement Sum...
The Leadership Machine: All the Research About Women's Career Advancement Sum...
 
2012 Products Are Hard Keynote Address
2012 Products Are Hard Keynote Address2012 Products Are Hard Keynote Address
2012 Products Are Hard Keynote Address
 
2013 products are hard keynote.key
2013 products are hard keynote.key2013 products are hard keynote.key
2013 products are hard keynote.key
 
2015 Introduction to Lean Startup
2015 Introduction to Lean Startup2015 Introduction to Lean Startup
2015 Introduction to Lean Startup
 
Making Elephants Dance -- How corporates can lean into the future with Lean S...
Making Elephants Dance -- How corporates can lean into the future with Lean S...Making Elephants Dance -- How corporates can lean into the future with Lean S...
Making Elephants Dance -- How corporates can lean into the future with Lean S...
 
2014 Trends in Retail: How startups are disrupting the retail landscape
2014 Trends in Retail: How startups are disrupting the retail landscape2014 Trends in Retail: How startups are disrupting the retail landscape
2014 Trends in Retail: How startups are disrupting the retail landscape
 
2014 design for innovation
2014 design for innovation2014 design for innovation
2014 design for innovation
 
2015 Balanced Teams: Product Management, Engineering, UX Design
2015 Balanced Teams: Product Management, Engineering, UX Design2015 Balanced Teams: Product Management, Engineering, UX Design
2015 Balanced Teams: Product Management, Engineering, UX Design
 
2013 scandev 10 principles keynote
2013 scandev 10 principles keynote2013 scandev 10 principles keynote
2013 scandev 10 principles keynote
 
LUXr 1-day workshop, April 27, 2012 [San Francisco]
LUXr 1-day workshop, April 27, 2012 [San Francisco]LUXr 1-day workshop, April 27, 2012 [San Francisco]
LUXr 1-day workshop, April 27, 2012 [San Francisco]
 
The Power of StickyNotes [UX Week 2007]
The Power of StickyNotes [UX Week 2007]The Power of StickyNotes [UX Week 2007]
The Power of StickyNotes [UX Week 2007]
 
Lean+UX=Awesome
Lean+UX=AwesomeLean+UX=Awesome
Lean+UX=Awesome
 
Fail=Win : UX Fail Stories at FailChat
Fail=Win : UX Fail Stories at FailChatFail=Win : UX Fail Stories at FailChat
Fail=Win : UX Fail Stories at FailChat
 
LUXr Downtown Las Vegas Small Business 1-day workshop, July 11, 2013 [Las Vegas]
LUXr Downtown Las Vegas Small Business 1-day workshop, July 11, 2013 [Las Vegas]LUXr Downtown Las Vegas Small Business 1-day workshop, July 11, 2013 [Las Vegas]
LUXr Downtown Las Vegas Small Business 1-day workshop, July 11, 2013 [Las Vegas]
 
LUXr 1-day workshop, July 18, 2012 [San Francisco]
LUXr 1-day workshop, July 18, 2012 [San Francisco]LUXr 1-day workshop, July 18, 2012 [San Francisco]
LUXr 1-day workshop, July 18, 2012 [San Francisco]
 
Rally Roundtable : Lean Startup + User Experience = Awesome, July 11, 2012 [S...
Rally Roundtable : Lean Startup + User Experience = Awesome, July 11, 2012 [S...Rally Roundtable : Lean Startup + User Experience = Awesome, July 11, 2012 [S...
Rally Roundtable : Lean Startup + User Experience = Awesome, July 11, 2012 [S...
 

Similar to 2014 iGap - assumptions and experiments

2014 Experiments, Tokyo
2014 Experiments, Tokyo 2014 Experiments, Tokyo
2014 Experiments, Tokyo LUXr
 
March 2014 Experiments for Recruit
March 2014 Experiments for RecruitMarch 2014 Experiments for Recruit
March 2014 Experiments for RecruitLUXr
 
D4D Tools - The NEXT Tool
D4D Tools - The NEXT ToolD4D Tools - The NEXT Tool
D4D Tools - The NEXT ToolIntuit Inc.
 
Running Lean Startup Experiments
Running Lean Startup ExperimentsRunning Lean Startup Experiments
Running Lean Startup ExperimentsLifehack HQ
 
Jason Fraser - A Leaders' Guide to Implementing Lean Startup in Organisations
Jason Fraser - A Leaders' Guide to Implementing Lean Startup in OrganisationsJason Fraser - A Leaders' Guide to Implementing Lean Startup in Organisations
Jason Fraser - A Leaders' Guide to Implementing Lean Startup in OrganisationsLean Startup Summit EMEA
 
2013 Products Are Hard - Melbourne! Keynote Address
2013 Products Are Hard - Melbourne! Keynote Address2013 Products Are Hard - Melbourne! Keynote Address
2013 Products Are Hard - Melbourne! Keynote AddressJanice Fraser
 
Orchestrating experiments at scale
Orchestrating experiments at scaleOrchestrating experiments at scale
Orchestrating experiments at scalematteo cavucci
 
Grace Ng | SearchLove San Diego, 'Designing Effective Experiments for Product...
Grace Ng | SearchLove San Diego, 'Designing Effective Experiments for Product...Grace Ng | SearchLove San Diego, 'Designing Effective Experiments for Product...
Grace Ng | SearchLove San Diego, 'Designing Effective Experiments for Product...Distilled
 
The Leader's Guide Workshop - Pivotal Labs Tokyo
The Leader's Guide Workshop - Pivotal Labs TokyoThe Leader's Guide Workshop - Pivotal Labs Tokyo
The Leader's Guide Workshop - Pivotal Labs TokyoJeana Alayaay
 
Introduction to Design thinking 2015 by Vedran Antoljak
Introduction to Design thinking 2015 by Vedran AntoljakIntroduction to Design thinking 2015 by Vedran Antoljak
Introduction to Design thinking 2015 by Vedran AntoljakVedran Antoljak
 
E learning workshop2
E learning workshop2E learning workshop2
E learning workshop2Jenna Spears
 
Design Sprints - Learnings from the Trenches
Design Sprints - Learnings from the TrenchesDesign Sprints - Learnings from the Trenches
Design Sprints - Learnings from the TrenchesBart Deferme
 
Design Sprints: Learnings and Insights from the Trenches
Design Sprints: Learnings and Insights from the TrenchesDesign Sprints: Learnings and Insights from the Trenches
Design Sprints: Learnings and Insights from the TrenchesBart Deferme
 
Lean Startup Machine Warsaw - first edition
Lean Startup Machine Warsaw - first editionLean Startup Machine Warsaw - first edition
Lean Startup Machine Warsaw - first editionBartek Janowicz
 
UX Prototyping (UXiD) - Handout by Anton Chandra and Bahni Mahariasha
UX Prototyping (UXiD) - Handout by Anton Chandra and Bahni MahariashaUX Prototyping (UXiD) - Handout by Anton Chandra and Bahni Mahariasha
UX Prototyping (UXiD) - Handout by Anton Chandra and Bahni MahariashaAnton Chandra
 

Similar to 2014 iGap - assumptions and experiments (20)

2014 Experiments, Tokyo
2014 Experiments, Tokyo 2014 Experiments, Tokyo
2014 Experiments, Tokyo
 
March 2014 Experiments for Recruit
March 2014 Experiments for RecruitMarch 2014 Experiments for Recruit
March 2014 Experiments for Recruit
 
The #NoEstimates Debate
The #NoEstimates DebateThe #NoEstimates Debate
The #NoEstimates Debate
 
D4D Tools - The NEXT Tool
D4D Tools - The NEXT ToolD4D Tools - The NEXT Tool
D4D Tools - The NEXT Tool
 
Running Lean Startup Experiments
Running Lean Startup ExperimentsRunning Lean Startup Experiments
Running Lean Startup Experiments
 
Jason Fraser - A Leaders' Guide to Implementing Lean Startup in Organisations
Jason Fraser - A Leaders' Guide to Implementing Lean Startup in OrganisationsJason Fraser - A Leaders' Guide to Implementing Lean Startup in Organisations
Jason Fraser - A Leaders' Guide to Implementing Lean Startup in Organisations
 
2013 Products Are Hard - Melbourne! Keynote Address
2013 Products Are Hard - Melbourne! Keynote Address2013 Products Are Hard - Melbourne! Keynote Address
2013 Products Are Hard - Melbourne! Keynote Address
 
Orchestrating experiments at scale
Orchestrating experiments at scaleOrchestrating experiments at scale
Orchestrating experiments at scale
 
Prototyping and storyboarding.pptx
 Prototyping and storyboarding.pptx Prototyping and storyboarding.pptx
Prototyping and storyboarding.pptx
 
Grace Ng | SearchLove San Diego, 'Designing Effective Experiments for Product...
Grace Ng | SearchLove San Diego, 'Designing Effective Experiments for Product...Grace Ng | SearchLove San Diego, 'Designing Effective Experiments for Product...
Grace Ng | SearchLove San Diego, 'Designing Effective Experiments for Product...
 
Lean Startup 301
Lean Startup 301Lean Startup 301
Lean Startup 301
 
The Leader's Guide Workshop - Pivotal Labs Tokyo
The Leader's Guide Workshop - Pivotal Labs TokyoThe Leader's Guide Workshop - Pivotal Labs Tokyo
The Leader's Guide Workshop - Pivotal Labs Tokyo
 
Introduction to Design thinking 2015 by Vedran Antoljak
Introduction to Design thinking 2015 by Vedran AntoljakIntroduction to Design thinking 2015 by Vedran Antoljak
Introduction to Design thinking 2015 by Vedran Antoljak
 
E learning workshop2
E learning workshop2E learning workshop2
E learning workshop2
 
Design Sprints - Learnings from the Trenches
Design Sprints - Learnings from the TrenchesDesign Sprints - Learnings from the Trenches
Design Sprints - Learnings from the Trenches
 
Design Sprints: Learnings and Insights from the Trenches
Design Sprints: Learnings and Insights from the TrenchesDesign Sprints: Learnings and Insights from the Trenches
Design Sprints: Learnings and Insights from the Trenches
 
Lean Startup Machine Warsaw - first edition
Lean Startup Machine Warsaw - first editionLean Startup Machine Warsaw - first edition
Lean Startup Machine Warsaw - first edition
 
UX Prototyping (UXiD) - Handout by Anton Chandra and Bahni Mahariasha
UX Prototyping (UXiD) - Handout by Anton Chandra and Bahni MahariashaUX Prototyping (UXiD) - Handout by Anton Chandra and Bahni Mahariasha
UX Prototyping (UXiD) - Handout by Anton Chandra and Bahni Mahariasha
 
Lean Service Clinic / Andreas Conradi
Lean Service Clinic / Andreas ConradiLean Service Clinic / Andreas Conradi
Lean Service Clinic / Andreas Conradi
 
Usability Testing | Sneak Peak
Usability Testing | Sneak PeakUsability Testing | Sneak Peak
Usability Testing | Sneak Peak
 

More from Janice Fraser

Psychology of confidence (for f+f)
Psychology of confidence (for f+f)Psychology of confidence (for f+f)
Psychology of confidence (for f+f)Janice Fraser
 
Accepting the Truth at Work: 3 Practical Tools
Accepting the Truth at Work: 3 Practical Tools Accepting the Truth at Work: 3 Practical Tools
Accepting the Truth at Work: 3 Practical Tools Janice Fraser
 
UX Jackson 2013 - One-Day Lean Startup Workshop
UX Jackson 2013 - One-Day Lean Startup WorkshopUX Jackson 2013 - One-Day Lean Startup Workshop
UX Jackson 2013 - One-Day Lean Startup WorkshopJanice Fraser
 
2013 intersect principles keynote
2013 intersect principles keynote2013 intersect principles keynote
2013 intersect principles keynoteJanice Fraser
 
2013 lean+ux+dev scandev
2013 lean+ux+dev scandev2013 lean+ux+dev scandev
2013 lean+ux+dev scandevJanice Fraser
 
Ux Practice for Lean Startups, ux london
Ux Practice for Lean Startups, ux londonUx Practice for Lean Startups, ux london
Ux Practice for Lean Startups, ux londonJanice Fraser
 
10 principles of Lean UX
10 principles of Lean UX10 principles of Lean UX
10 principles of Lean UXJanice Fraser
 
LUXr One-Day Workshop
LUXr One-Day WorkshopLUXr One-Day Workshop
LUXr One-Day WorkshopJanice Fraser
 
Women in Tech (& design)
Women in Tech (& design)Women in Tech (& design)
Women in Tech (& design)Janice Fraser
 
New Context Conference: Intro to Lean UX
New Context Conference: Intro to Lean UXNew Context Conference: Intro to Lean UX
New Context Conference: Intro to Lean UXJanice Fraser
 
Lean ux deck_aux_120410
Lean ux deck_aux_120410Lean ux deck_aux_120410
Lean ux deck_aux_120410Janice Fraser
 
Tokyo 1 day (日本語)
Tokyo 1 day (日本語)Tokyo 1 day (日本語)
Tokyo 1 day (日本語)Janice Fraser
 
Ux for lean startups london
Ux for lean startups londonUx for lean startups london
Ux for lean startups londonJanice Fraser
 

More from Janice Fraser (14)

Psychology of confidence (for f+f)
Psychology of confidence (for f+f)Psychology of confidence (for f+f)
Psychology of confidence (for f+f)
 
Accepting the Truth at Work: 3 Practical Tools
Accepting the Truth at Work: 3 Practical Tools Accepting the Truth at Work: 3 Practical Tools
Accepting the Truth at Work: 3 Practical Tools
 
UX Jackson 2013 - One-Day Lean Startup Workshop
UX Jackson 2013 - One-Day Lean Startup WorkshopUX Jackson 2013 - One-Day Lean Startup Workshop
UX Jackson 2013 - One-Day Lean Startup Workshop
 
2013 intersect principles keynote
2013 intersect principles keynote2013 intersect principles keynote
2013 intersect principles keynote
 
2013 lean+ux+dev scandev
2013 lean+ux+dev scandev2013 lean+ux+dev scandev
2013 lean+ux+dev scandev
 
Ux Practice for Lean Startups, ux london
Ux Practice for Lean Startups, ux londonUx Practice for Lean Startups, ux london
Ux Practice for Lean Startups, ux london
 
10 principles of Lean UX
10 principles of Lean UX10 principles of Lean UX
10 principles of Lean UX
 
LUXr One-Day Workshop
LUXr One-Day WorkshopLUXr One-Day Workshop
LUXr One-Day Workshop
 
Women in Tech (& design)
Women in Tech (& design)Women in Tech (& design)
Women in Tech (& design)
 
New Context Conference: Intro to Lean UX
New Context Conference: Intro to Lean UXNew Context Conference: Intro to Lean UX
New Context Conference: Intro to Lean UX
 
Lean ux warm_gun
Lean ux warm_gunLean ux warm_gun
Lean ux warm_gun
 
Lean ux deck_aux_120410
Lean ux deck_aux_120410Lean ux deck_aux_120410
Lean ux deck_aux_120410
 
Tokyo 1 day (日本語)
Tokyo 1 day (日本語)Tokyo 1 day (日本語)
Tokyo 1 day (日本語)
 
Ux for lean startups london
Ux for lean startups londonUx for lean startups london
Ux for lean startups london
 

Recently uploaded

2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis UsageNeil Kimberley
 
Annual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesAnnual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesKeppelCorporation
 
International Business Environments and Operations 16th Global Edition test b...
International Business Environments and Operations 16th Global Edition test b...International Business Environments and Operations 16th Global Edition test b...
International Business Environments and Operations 16th Global Edition test b...ssuserf63bd7
 
Future Of Sample Report 2024 | Redacted Version
Future Of Sample Report 2024 | Redacted VersionFuture Of Sample Report 2024 | Redacted Version
Future Of Sample Report 2024 | Redacted VersionMintel Group
 
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCRashishs7044
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Riya Pathan
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMintel Group
 
Islamabad Escorts | Call 03070433345 | Escort Service in Islamabad
Islamabad Escorts | Call 03070433345 | Escort Service in IslamabadIslamabad Escorts | Call 03070433345 | Escort Service in Islamabad
Islamabad Escorts | Call 03070433345 | Escort Service in IslamabadAyesha Khan
 
Case study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailCase study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailAriel592675
 
Marketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent ChirchirMarketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent Chirchirictsugar
 
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607dollysharma2066
 
India Consumer 2024 Redacted Sample Report
India Consumer 2024 Redacted Sample ReportIndia Consumer 2024 Redacted Sample Report
India Consumer 2024 Redacted Sample ReportMintel Group
 
NewBase 19 April 2024 Energy News issue - 1717 by Khaled Al Awadi.pdf
NewBase  19 April  2024  Energy News issue - 1717 by Khaled Al Awadi.pdfNewBase  19 April  2024  Energy News issue - 1717 by Khaled Al Awadi.pdf
NewBase 19 April 2024 Energy News issue - 1717 by Khaled Al Awadi.pdfKhaled Al Awadi
 
Intro to BCG's Carbon Emissions Benchmark_vF.pdf
Intro to BCG's Carbon Emissions Benchmark_vF.pdfIntro to BCG's Carbon Emissions Benchmark_vF.pdf
Intro to BCG's Carbon Emissions Benchmark_vF.pdfpollardmorgan
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfJos Voskuil
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...ictsugar
 
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort ServiceCall US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort Servicecallgirls2057
 
Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...Seta Wicaksana
 
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / NcrCall Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncrdollysharma2066
 

Recently uploaded (20)

2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage
 
Annual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesAnnual General Meeting Presentation Slides
Annual General Meeting Presentation Slides
 
International Business Environments and Operations 16th Global Edition test b...
International Business Environments and Operations 16th Global Edition test b...International Business Environments and Operations 16th Global Edition test b...
International Business Environments and Operations 16th Global Edition test b...
 
Future Of Sample Report 2024 | Redacted Version
Future Of Sample Report 2024 | Redacted VersionFuture Of Sample Report 2024 | Redacted Version
Future Of Sample Report 2024 | Redacted Version
 
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
8447779800, Low rate Call girls in Uttam Nagar Delhi NCR
 
Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737Independent Call Girls Andheri Nightlaila 9967584737
Independent Call Girls Andheri Nightlaila 9967584737
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 Edition
 
Islamabad Escorts | Call 03070433345 | Escort Service in Islamabad
Islamabad Escorts | Call 03070433345 | Escort Service in IslamabadIslamabad Escorts | Call 03070433345 | Escort Service in Islamabad
Islamabad Escorts | Call 03070433345 | Escort Service in Islamabad
 
Case study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailCase study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detail
 
Marketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent ChirchirMarketplace and Quality Assurance Presentation - Vincent Chirchir
Marketplace and Quality Assurance Presentation - Vincent Chirchir
 
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
(Best) ENJOY Call Girls in Faridabad Ex | 8377087607
 
India Consumer 2024 Redacted Sample Report
India Consumer 2024 Redacted Sample ReportIndia Consumer 2024 Redacted Sample Report
India Consumer 2024 Redacted Sample Report
 
NewBase 19 April 2024 Energy News issue - 1717 by Khaled Al Awadi.pdf
NewBase  19 April  2024  Energy News issue - 1717 by Khaled Al Awadi.pdfNewBase  19 April  2024  Energy News issue - 1717 by Khaled Al Awadi.pdf
NewBase 19 April 2024 Energy News issue - 1717 by Khaled Al Awadi.pdf
 
Intro to BCG's Carbon Emissions Benchmark_vF.pdf
Intro to BCG's Carbon Emissions Benchmark_vF.pdfIntro to BCG's Carbon Emissions Benchmark_vF.pdf
Intro to BCG's Carbon Emissions Benchmark_vF.pdf
 
Digital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdfDigital Transformation in the PLM domain - distrib.pdf
Digital Transformation in the PLM domain - distrib.pdf
 
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...Global Scenario On Sustainable  and Resilient Coconut Industry by Dr. Jelfina...
Global Scenario On Sustainable and Resilient Coconut Industry by Dr. Jelfina...
 
No-1 Call Girls In Goa 93193 VIP 73153 Escort service In North Goa Panaji, Ca...
No-1 Call Girls In Goa 93193 VIP 73153 Escort service In North Goa Panaji, Ca...No-1 Call Girls In Goa 93193 VIP 73153 Escort service In North Goa Panaji, Ca...
No-1 Call Girls In Goa 93193 VIP 73153 Escort service In North Goa Panaji, Ca...
 
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort ServiceCall US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
Call US-88OO1O2216 Call Girls In Mahipalpur Female Escort Service
 
Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...Ten Organizational Design Models to align structure and operations to busines...
Ten Organizational Design Models to align structure and operations to busines...
 
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / NcrCall Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
Call Girls in DELHI Cantt, ( Call Me )-8377877756-Female Escort- In Delhi / Ncr
 

2014 iGap - assumptions and experiments

  • 1. Experiments Bootcamp Techniques for collaborative teams at innovative companies. Janice Fraser January 2014
  • 4. Assumptions My assumption: You don’t want to waste your time, your career, your patience, or your friendship building something that has little chance of success. © 2014 LUXr.co
  • 5. Identify assumptions Use a sharpie and sticky notes Work independently, Write one idea per sticky. Come up with 10 assumptions you have about your company. © 2013 LUXr.co © 2013 LUXr.co © 2014 LUXr.co
  • 6. Divide into 2 piles Everything else Will kill the company in the next 6 months if we’re wrong © 2013 LUXr.co © 2013 LUXr.co © 2014 LUXr.co
  • 7. To the wall. Review & de-dupe © 2013 LUXr.co © 2013 LUXr.co © 2014 LUXr.co
  • 8. Stack rank the urgents © 2013 LUXr.co © 2013 LUXr.co © 2014 LUXr.co “Which must we validate first?”
  • 9. Pick the top one © 2013 LUXr.co © 2013 LUXr.co © 2014 LUXr.co
  • 10. Examples 1. Many people will pay to have someone get dogfood or have odd jobs done. 2. People want to run errands like getting dogfood. 3. We believe it is legal in the country of operation 4. This service is useful for disorganized people. 5. This service is useful to time-poor people. 6. 7. © 2014 LUXr.co
  • 11. Things To Note Broad ideation helps us find the best thoughts. For fast ideation have a specific prompt, work independently, use paper and pen, set a time limit, and define a number of ideas to create. Ideation applies to many logical thought processes, not just identifying features. Ideation must be followed by efficient decision-making. Arbitrary decisions are necessary when you have little or no data. For best results, do ideation with multiple people. Multi-person ideation relieves pressure for anyone to be a “genius”. Independent ideation, followed by group understanding, followed by fast decision-making is a uniquely efficient pattern of work. © LUXR.CO 2014
  • 12. © 2013 LUXr.co © 2013 LUXr.co © 2014 LUXr.co
  • 13. Experiment Framework 3 parts: 1. Hypothesis that is provable/disprovable 2. The experiment itself; the thing you build 3. An indicator of result © 2014 LUXr.co
  • 14. Experiment Framework Every experiment has three parts: 1. A hypothesis that is provable/disprovable 2. The experiment itself; the thing you build 3. An indicator of result For Example: We believe people like [customer type] have a need for [need/action/behavior]. The smallest thing we can do to prove that need is [experiment]. We will know we have succeeded when [quantitative/measurable outcome] or [qualitative/observable outcome]. © 2014 LUXr.co
  • 15. State the assumption as a hypothesis © 2013 LUXr.co © 2013 LUXr.co You must be able to prove or disprove this. © 2014 LUXr.co
  • 16. Design an experiment to learn if this is true. Briefly describe it, using the three parts. © 2013 LUXr.co © 2013 LUXr.co State how you will know if the hypothesis is valid or invalid. This can be quantitative evidence or qualitative. How much time/money/effort will it take? © 2014 LUXr.co
  • 17. At the Wall Review & Select © 2013 LUXr.co © 2013 LUXr.co © 2014 LUXr.co
  • 18. On a fresh sheet, redesign the experiment What would you do to get approximately the same learning... © 2013 LUXr.co © 2013 LUXr.co IN 2 DAYS? IN 2 WEEKS? IN 2 MONTHS? © 2014 LUXr.co
  • 19. Discuss, then pick the experiment to run. __ _________ ____ _ ve that _ _________ e belie © 2013 LUXr.co___ w ___ ___2013_LUXr.co _________ ___ © __ _ _________ _____ _________ ____ ____ _ el _ __ _______ ___ ___b__ieve that __ ________ _________ _________ _________we __ ___ ___ ____ _ ____ _____________ __________ ve that _ ______ ____ ______ _________ e belie w ___ ___ __ ___ ____ _________ _ _ ________________ __________ _________ _________ _ _________ _ _________ ___ ___ ___ ___ ___ ____ __________ _________ __ __ _______________ _ _________ _________ _ _________ __ _________ __ __ ___ ___ ___ _________ __________ _________ __ _ _________ eeks. __________ _________ _________ _ ___ ___ 2w _________ _________ ______ in _ ___ _________ _________ _________ _________ _ ___ ___ _________ _________ _____ ___ s. _________ _________ _________ 2 month ___ ___ _ in . _________ _________ __ __ ays __ in 2 d _ © 2014 _____ _ LUXr.co ___ ✔
  • 20. Experiments that were designed assumption © 2014 LUXr.co experiment measurable/observable outcome
  • 21. More Things To Note Progress not a function of the quality, size, or # of releases. Smallification can be done by adjusting scope or fidelity. Smaller/faster experiments are usually better. Behavioral experiments are usually better. Small, behavioral experiments are usually best. Founders must balance size/quality and speed of learning. The best option is often not obvious. There is usually insufficient data to make a rational decision The decision-maker is therefore often going to be wrong. Wrong decisions are expected and usually not fatal. Progress is measured in sequential cycles of learning. © LUXR.CO 2014