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Heuristics, Bias and Critical
Thinking in Testing
Getting to know the most powerful test tool in the world; your brain
Quotes
• “There is nothing so useless as
doing efficiently that which
should not be done at all.”
• Peter Drucker
• “Our comforting conviction
that the world makes sense
rests on a secure foundation:
our almost unlimited ability to
ignore our ignorance.”
• Daniel Kahneman
Agenda
• What is testing?
• Why do we test?
• What is the value of testing?
• Why do people pay for testing?
• Rocket science
• What are we on about today?
• What are heuristics?
• Why is bias important?
• What is critical thinking
• The Brain Rules
• What are they?
• Why are they important to testing?
• Thinking Fast and Slow
• Systems 1 and 2
• Heuristics
• Bias
• Critical Thinking Skills
• How can I use them?
• Breaking System 1
• Putting it all together
Introductions
Introduce yourself
What’s your name?
What’s your job?
What is something
people don’t know
about you?
What do you want from
today?
Me
Husband and Father
Philosopher and
Psychology Trained
Been a restaurateur,
Tutor, Teacher, Tester,
Leader, Strategist,
Transformer
What are we on about today?
How to be a better Test
Analyst by:
Understanding your brain
Understanding your biases
Understanding critical
thinking
Lets start thinking now!
Why do we test?
What is the value of
testing?
Why do people pay for
testing?
Rocket Science
Some quick definitions
All from Wikipedia; for better or worse
Heuristic
• A heuristic, is any approach to problem solving, learning, or discovery
that employs a practical methodology not guaranteed to be optimal
or perfect, but sufficient for the immediate goals.
• Where finding an optimal solution is impossible or impractical,
heuristic methods can be used to speed up the process of finding a
satisfactory solution. Heuristics can be mental shortcuts that ease the
cognitive load of making a decision.
• Examples of this method include using a rule of thumb, an educated
guess, an intuitive judgment, stereotyping, profiling, or common
sense.
Cognitive Bias
• A cognitive bias is a pattern of deviation in judgment, whereby
inferences about other people and situations may be drawn in an
illogical fashion.
• Individuals create their own "subjective social reality" from their
perception of the input. An individual's construction of social reality,
not the objective input, may dictate their behaviour in the social
world.
• Thus, cognitive biases may sometimes lead to perceptual distortion,
inaccurate judgment, illogical interpretation, or what is broadly called
irrationality.
Critical Thinking
• Critical thinking is clear, reasoned thinking involving critique. Its
details vary amongst those who define it.
• According to Beyer (1995), critical thinking means making clear,
reasoned judgments. During the process of critical thinking, ideas
should be reasoned and well thought out/judged.
• The National Council for Excellence in Critical Thinking defines critical
thinking as the intellectually disciplined process of actively and
skilfully conceptualizing, applying, analysing, synthesizing, and/or
evaluating information gathered from, or generated by, observation,
experience, reflection, reasoning, or communication, as a guide to
belief and action.'
Cognitive Bias Critical Thinking Heuristic
The Brain Rules
Exercise and Survival
Exercise boosts brain power The human brain evolved too
Attention and Short Term Memory
We don’t pay attention to boring
things Repeat to remember
Long Term Memory and Stress
Remember to repeat
Stressed brains don’t learn the same
way
Vision and Exploration
Vision trumps all other senses We are powerful and natural explorers.
The desire to explore never
leaves us
Hang on! What about Wiring, Sleep, Gender
and Sensory Integration?
Your brain is
unique Sleep well
think well
Men’s and
women’s brains
really are
different
Stimulate multiple
senses to learn well
Heuristics and Cognitive Bias
An individual has been described by a neighbour
as follows:
“Steve is very shy and withdrawn, invariably
helpful but with little interest in people or the
world of reality. A meek and tidy soul, he has a
need for order and structure, and a passion for
detail.”
Is Steve more likely to be a librarian or a farmer?
Steve is selected at random from a
representative sample:
The two systems of your brain
https://www.youtube.com/watch
?v=KyM3d4gQGhM
“Your mind doesn’t stop on what
you don’t know, it just makes the
best of what you do know.”
https://www.youtube.com/watch
?v=uqXVAo7dVRU
“The problem however really
arises when we use system 1
instead of system 2 when system
2 would be the appropriate
system to use, and this leads us to
all kinds of biases and fallacies
that are not optimal.”
Easy Hard
Your brain is lazy and likes to do what comes easily
It’s easy for your brain to use Heuristics
Not this This
An example heuristic and bias - Priming
Priming is an implicit memory effect in which exposure
to one stimulus influences the response to another
stimulus.
https://en.wikipedia.org/wiki/Priming_%28psychology
%29
Where Heuristics lead to faulty thinking we
are Biased
Bananas Vomit
Cognitive Ease
Related
Experience
Clear Display
Primed Idea
Good Mood
Cognitive Ease
Feels Good
Feels Familiar
Feels True
Feels Effortless
Mood effects the working of system 1
“When we are
uncomfortable and
unhappy we lose touch
with our intuition.”
Daniel Kahneman
“When in a good mood
people become more intuitive
and more creative…also less
vigilant and more prone to
logical errors.”
Daniel Kahneman
Critical Thinking
Making the best of Systems 1 and 2 and using the Brain Rules to your advantage
How to be a better tester
Test the Rocket Science
You have 5 minutes
Decide on as many tests
as possible
Compare your tests with a
partner
What tests would you run?
What is a Critical Thinker?
Based on what we
know how credible is
this?
What if we
have to
decide and
we don’t
have all the
facts
Critical Thinking Tools
Understand Fallacies
•http://www.informationisbeautiful.net/visualizations/rhetological-
fallacies/
Use analytic tools
•http://www.softwaretestingmentor.com/category/test-design-
techniques/
•http://www.umich.edu/~elements/5e/probsolv/strategy/ctskills.htm
Ask more questions
•http://changingminds.org/techniques/questioning/questioning.htm
“Once in school, children’s natural
tendency to learn by questioning
mysteriously evaporates. On that
first day of school, the adult
becomes questioner, while the
student becomes the answerer”
-James Cooper
Core Critical Thinking Skills
Becoming a better Test
Professional
What does all this mean?
What do you think?
Some ideas
Combining vision and exploration for
powerful test representation
Visual
input is
best
We are
natural
explorers
Visual analysis
and
representations
of tests (and
plans)
De-stress yourself and make it interesting
and find your work more stimulating
Make it
interesting
Remove
Stress
Cognitively
Engaged
Testers
Some more ideas
Both/And not Either/Or
Up Front
Test
Analysis
On the spot
exploration
Powerful and
comprehensive
test
programme
A good environment, regular hours and
good sleep
Change
your
space
Regular
Hours
Stimulated,
energetic
testers
Even more ideas
Where would you like to work, how can
you make where you do work more like
where you would like to work?
Engaging physical
space
Regular hours
Visual representation
of tests
Combining analytic and exploratory
approaches
• Test• Explore
• Analyse• Review
Act Plan
DoCheck
(Yet) more ideas
Work with people’s natural circadian
rhythms
Test Analysis
in the
morning –
make it fun
Execution in the
afternoon – food
and competition
Planning
book ends
the day
Structure your teams to have variety of
attitudes/approaches/strengths
Inspirer Questioner Analyst Designer Completer
Limit hierarchy to the minimum, horizontal
equality facilitates problem solving, debate and
innovation.
Bibliography and References
• Thinking Fast and Slow – Daniel Kahneman
• https://www.youtube.com/watch?v=KyM3d4gQGhM
• The Brain Rules – John Medina
• http://www.brainrules.net/
• Index Cards by Jessica Hagy
• http://thisisindexed.com/
• David McCandless’ Information is Beautiful
• http://www.informationisbeautiful.net/visualizations/rhetological-fallacies/
• Check out StrengthsFinder and Belbin Team Roles
• http://gallupstrengthscenter.com
• http://www.belbin.com/
Supplementary Information
Another view of Critical Thinking
https://tamimunzani.files.wordpress.com/2010/05/thinking_skills_lr1.jpg

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Heuristics, bias and critical thinking in testing distribution

  • 1. Heuristics, Bias and Critical Thinking in Testing Getting to know the most powerful test tool in the world; your brain
  • 2. Quotes • “There is nothing so useless as doing efficiently that which should not be done at all.” • Peter Drucker • “Our comforting conviction that the world makes sense rests on a secure foundation: our almost unlimited ability to ignore our ignorance.” • Daniel Kahneman
  • 3. Agenda • What is testing? • Why do we test? • What is the value of testing? • Why do people pay for testing? • Rocket science • What are we on about today? • What are heuristics? • Why is bias important? • What is critical thinking • The Brain Rules • What are they? • Why are they important to testing? • Thinking Fast and Slow • Systems 1 and 2 • Heuristics • Bias • Critical Thinking Skills • How can I use them? • Breaking System 1 • Putting it all together
  • 5. Introduce yourself What’s your name? What’s your job? What is something people don’t know about you? What do you want from today?
  • 6. Me Husband and Father Philosopher and Psychology Trained Been a restaurateur, Tutor, Teacher, Tester, Leader, Strategist, Transformer
  • 7. What are we on about today? How to be a better Test Analyst by: Understanding your brain Understanding your biases Understanding critical thinking
  • 8. Lets start thinking now! Why do we test? What is the value of testing? Why do people pay for testing?
  • 10. Some quick definitions All from Wikipedia; for better or worse
  • 11. Heuristic • A heuristic, is any approach to problem solving, learning, or discovery that employs a practical methodology not guaranteed to be optimal or perfect, but sufficient for the immediate goals. • Where finding an optimal solution is impossible or impractical, heuristic methods can be used to speed up the process of finding a satisfactory solution. Heuristics can be mental shortcuts that ease the cognitive load of making a decision. • Examples of this method include using a rule of thumb, an educated guess, an intuitive judgment, stereotyping, profiling, or common sense.
  • 12. Cognitive Bias • A cognitive bias is a pattern of deviation in judgment, whereby inferences about other people and situations may be drawn in an illogical fashion. • Individuals create their own "subjective social reality" from their perception of the input. An individual's construction of social reality, not the objective input, may dictate their behaviour in the social world. • Thus, cognitive biases may sometimes lead to perceptual distortion, inaccurate judgment, illogical interpretation, or what is broadly called irrationality.
  • 13. Critical Thinking • Critical thinking is clear, reasoned thinking involving critique. Its details vary amongst those who define it. • According to Beyer (1995), critical thinking means making clear, reasoned judgments. During the process of critical thinking, ideas should be reasoned and well thought out/judged. • The National Council for Excellence in Critical Thinking defines critical thinking as the intellectually disciplined process of actively and skilfully conceptualizing, applying, analysing, synthesizing, and/or evaluating information gathered from, or generated by, observation, experience, reflection, reasoning, or communication, as a guide to belief and action.'
  • 14. Cognitive Bias Critical Thinking Heuristic
  • 16.
  • 17. Exercise and Survival Exercise boosts brain power The human brain evolved too
  • 18. Attention and Short Term Memory We don’t pay attention to boring things Repeat to remember
  • 19. Long Term Memory and Stress Remember to repeat Stressed brains don’t learn the same way
  • 20. Vision and Exploration Vision trumps all other senses We are powerful and natural explorers. The desire to explore never leaves us
  • 21. Hang on! What about Wiring, Sleep, Gender and Sensory Integration? Your brain is unique Sleep well think well Men’s and women’s brains really are different Stimulate multiple senses to learn well
  • 23. An individual has been described by a neighbour as follows: “Steve is very shy and withdrawn, invariably helpful but with little interest in people or the world of reality. A meek and tidy soul, he has a need for order and structure, and a passion for detail.” Is Steve more likely to be a librarian or a farmer? Steve is selected at random from a representative sample:
  • 24. The two systems of your brain https://www.youtube.com/watch ?v=KyM3d4gQGhM “Your mind doesn’t stop on what you don’t know, it just makes the best of what you do know.” https://www.youtube.com/watch ?v=uqXVAo7dVRU “The problem however really arises when we use system 1 instead of system 2 when system 2 would be the appropriate system to use, and this leads us to all kinds of biases and fallacies that are not optimal.”
  • 25. Easy Hard Your brain is lazy and likes to do what comes easily
  • 26. It’s easy for your brain to use Heuristics Not this This
  • 27. An example heuristic and bias - Priming Priming is an implicit memory effect in which exposure to one stimulus influences the response to another stimulus. https://en.wikipedia.org/wiki/Priming_%28psychology %29
  • 28. Where Heuristics lead to faulty thinking we are Biased Bananas Vomit
  • 29. Cognitive Ease Related Experience Clear Display Primed Idea Good Mood Cognitive Ease Feels Good Feels Familiar Feels True Feels Effortless
  • 30. Mood effects the working of system 1 “When we are uncomfortable and unhappy we lose touch with our intuition.” Daniel Kahneman “When in a good mood people become more intuitive and more creative…also less vigilant and more prone to logical errors.” Daniel Kahneman
  • 31. Critical Thinking Making the best of Systems 1 and 2 and using the Brain Rules to your advantage How to be a better tester
  • 32. Test the Rocket Science You have 5 minutes Decide on as many tests as possible Compare your tests with a partner
  • 33. What tests would you run?
  • 34. What is a Critical Thinker? Based on what we know how credible is this? What if we have to decide and we don’t have all the facts
  • 35. Critical Thinking Tools Understand Fallacies •http://www.informationisbeautiful.net/visualizations/rhetological- fallacies/ Use analytic tools •http://www.softwaretestingmentor.com/category/test-design- techniques/ •http://www.umich.edu/~elements/5e/probsolv/strategy/ctskills.htm Ask more questions •http://changingminds.org/techniques/questioning/questioning.htm “Once in school, children’s natural tendency to learn by questioning mysteriously evaporates. On that first day of school, the adult becomes questioner, while the student becomes the answerer” -James Cooper
  • 37. Becoming a better Test Professional What does all this mean?
  • 38. What do you think?
  • 39. Some ideas Combining vision and exploration for powerful test representation Visual input is best We are natural explorers Visual analysis and representations of tests (and plans) De-stress yourself and make it interesting and find your work more stimulating Make it interesting Remove Stress Cognitively Engaged Testers
  • 40. Some more ideas Both/And not Either/Or Up Front Test Analysis On the spot exploration Powerful and comprehensive test programme A good environment, regular hours and good sleep Change your space Regular Hours Stimulated, energetic testers
  • 41. Even more ideas Where would you like to work, how can you make where you do work more like where you would like to work? Engaging physical space Regular hours Visual representation of tests Combining analytic and exploratory approaches • Test• Explore • Analyse• Review Act Plan DoCheck
  • 42. (Yet) more ideas Work with people’s natural circadian rhythms Test Analysis in the morning – make it fun Execution in the afternoon – food and competition Planning book ends the day Structure your teams to have variety of attitudes/approaches/strengths Inspirer Questioner Analyst Designer Completer Limit hierarchy to the minimum, horizontal equality facilitates problem solving, debate and innovation.
  • 43. Bibliography and References • Thinking Fast and Slow – Daniel Kahneman • https://www.youtube.com/watch?v=KyM3d4gQGhM • The Brain Rules – John Medina • http://www.brainrules.net/ • Index Cards by Jessica Hagy • http://thisisindexed.com/ • David McCandless’ Information is Beautiful • http://www.informationisbeautiful.net/visualizations/rhetological-fallacies/ • Check out StrengthsFinder and Belbin Team Roles • http://gallupstrengthscenter.com • http://www.belbin.com/
  • 45. Another view of Critical Thinking https://tamimunzani.files.wordpress.com/2010/05/thinking_skills_lr1.jpg