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Arthur Doler
@arthurdoler
arthurdoler@gmail.com
Slides:
Handout:
THE DEVELOPER’S GUIDE TO
LEARNING EFFECTIVELY
The stuff your brain wishes you knew
None
1. You don’t learn like you think you do
2. What we call “learning” is a bunch of
different mechanisms
3. Feeling discomfort and strain is good
for you
WHAT’S YOUR PERSONAL HISTORY WITH
LEARNING?
WHAT ABOUT LEARNING TYPES?
Google.com search for “types of learning”, retrieved on 2017/06/15
1.Visual
2.Aural
3.Verbal
4.Physical
5.Logical
6.Social
7.Solitary
1.Visual
2.Auditory
3.Read-Write
4.Kinesthetic
1.The Linguistic Learner
2.The Naturalist.
3.The Musical or Rhythmic
Learner
4.The Kinesthetic Learner
5.The Visual or Spatial Learner
6.The Logical or Mathematical
Learner
7.The Interpersonal Learner
8.The Intrapersonal Learner
1.Visual
2.Auditory
3.Kinesthetic
“…the appropriate design was used in
only about 20 studies, and the results of
most of them are compellingly negative.“
“By contrast, we are aware of only three
appropriately designed studies that
yielded a positive finding like that
described in our hypothetical example,
and these findings are not very
convincing.”Rohrer & Pashler, 2012
“Although there are a multitude of
inventories and models for assessing
learning styles, most are not reliable
(Coffield, Moseley, Hall, & Ecclestone,
2004).”
“Is there support for either prediction –
for educational practice, or barring that,
at least that the theory might be correct
(even if it’s not helpful)? No.”Willingham, Hughes, and Dobolyi, 2015
REALLY, THEY’RE KIND OF THE SAME
THING…
THEORY OF ACTION
A set of assumptions we have and actions
we can perform in order to achieve a goal
Argyris and Schön, Theory in Practice, 1974
GOVERNING VARIABLES
The constraints we operate under when
using our theory of action
Argyris and Schön, Theory in Practice, 1974
WE CHANGE OUR THEORIES OF ACTION IN
TWO WAYS:
SLIGHT IMPROVEMENTS AS WE LEARN
THROUGH IMPLICIT MEMORY,
NEUROPLASTICITY, AND MYELINATION
HUGE, CONSCIOUS CHANGES BROUGHT ON
BY DILEMMAS WE FACE DUE TO OUR
THEORIES THAT REQUIRE US TO COGNITIVELY
ENGAGE
A FEW EXAMPLES
WHY WOULD THEY BE DIFFERENT?
•Lying about their espoused theory
•Cognitive biases and tacit knowledge
•Desire for cognitive ease
•Cognitive dissonance
•The list goes on…
Be able to describe your theories
Try things that will disprove your
assumptions (if you can)
Go TDD-style when building a theory
SKILL
A measure of your ability to behave
effectively in situations of action
Argyris and Schön, Theory in Practice, 1974
WHAT MATTERS MORE IS WHETHER THE
KNOWLEDGE IS:
EXPLICIT
IMPLICIT
OR TACIT
EXPLICIT KNOWLEDGE
Knowledge that can be readily articulated,
codified, accessed and verbalized
Hélie & Sun, 2010
TACIT KNOWLEDGE
Knowledge that cannot be articulated or
codified but instead can only be gained
through experience or watching someone
perform a task
Polanyi, Personal Knowledge, 1958
IMPLICIT KNOWLEDGE
Knowledge that is not explicit, but could
be articulated and codified with effort
Nonaka & Takeuchi, 1995
Build times & unit test times
Time to get peer review results
Try some katas to get quick coding
feedback
Limiting WIP keeps your loops shorter by
default
EXPLICIT MEMORY
Set up experiments:
Form hypotheses about why something is
the way it is – then go try to disprove
them
Allow yourself to go on explorative
tangents
Budget time for curiosity
IMPLICIT MEMORY
Find a mentor
Or a digital mentor
Or buy a mentor
Listen to other people
Watch other’s PRs or have group PRs
Be mindful & listen to your implicit memory
MYELINATION
From, Eilam, Bar-Lev, Levin-Zaidman, Tsoory, LoPresti, Sela, Arnon, and Aharoni, 2014
Zalc and Fields, 2000
From, Eilam, Bar-Lev, Levin-Zaidman, Tsoory, LoPresti, Sela, Arnon, and Aharoni, 2014
Zalc and Fields, 2000
NEUROPLASTICITY & NEUROGENESIS
Image Sources: Canadian Society for Brain, Behaviour and Cognitive Science (CSBBCS) (https://www.csbbcs.org/images/donald_hebb.jpg)
Georg-August University of Göttingen (https://www.uni-goettingen.de/admin/bilder/pictures/1070d7880621130dd098fe388aab9259.jpg)
“Neurons that fire
together, wire
together.
Neurons that fire
out of sync, fail to
link.”
– Siegrid Löwel’s summary of
Hebbian Theory
SYSTEM 1 IS OFTEN WHAT LEARNS
BUT ALMOST ALL LEARNING REQUIRES US TO
USE SYSTEM 2 AT SOME POINT
INTENTIONAL LEARNING
(AND DEDICATED PRACTICE!)
USUALLY REQUIRES EVALUATING OUR OWN
SUCCESS
WELL…
Kahneman, Thinking, Fast and Slow
Kahneman, Thinking, Fast and Slow
Know what mental effort feels like for you
Once you feel it: rest, reset, repeat!
Try switching your context for a quick rest
Catch yourself taking the easy way out
WOULD SOME PITHY QUOTES HELP?
Image Source: Wikimedia (https://en.wikipedia.org/wiki/Ginni_Rometty#/media/File:Ginni_Rometty_at_the_Fortune_MPW_Summit_in_2011.jpg)
“Growth and
comfort do not
coexist.”
– Ginni Rometty, CEO of
IBM 2011 – Present
Image Source: Chicago Tribune (http://www.trbimg.com/img-559d3cfb/turbine/chinews-mary-schmich-20130507)
“Do one thing
every day that
scares you.”
– Mary Schmich, Chicago
Tribune
Image Source: Wikimedia (https://upload.wikimedia.org/wikipedia/commons/d/d5/Ralph_Waldo_Emerson_ca1857_retouched.jpg)
“Always do what
you are afraid to
do.”
– Popularized by Ralph
Waldo Emerson
Image Source: Wikimedia (https://upload.wikimedia.org/wikipedia/commons/2/22/Eleanor_Roosevelt_portrait_1933.jpg)
“You must do
the thing you
think you cannot
do.”
– Eleanor Roosevelt, First
Lady
OKAY, HERE’S SOME ACTUAL REASONS
REASON 1:
THE COMFORT ZONE BREEDS HOLY WARS
if (x < 0) {
puts("Negative");
} else {
nonnegative(x);
}
if (x < 0)
{
puts("Negative");
}
else
{
nonnegative(x);
}
REASON 2:
ESCAPING LOCAL MAXIMA
Take the time to learn shortcuts
Try out the command line
Automate things
ASK WHY!
REASON 3:
NEUROPLASTICITY & NEUROGENESIS
LEARNING THINGS ENABLES US TO KEEP
BEING ABLE TO LEARN NEW THINGS & AVOIDS
DEGENERATION WITH AGE
Fernández-Ballesteros, Molina, Schettini, and del Rey, 2012
Hand-write your notes
Draw it out or print it out and shuffle it
Fidget & move
Use brainstorming techniques that
involve varied types of input
REASON 4:
GROWTH AS A PERSON AND A DEVELOPER
Write a blog post
Give a talk
Get accepted for a talk to force yourself to
learn it
“Rubber duck”/“Cardboard cutout”
debugging
REASON 5:
TMFI
Eddie Obeng, Qube.cc
We have to be good at learning…
AND at knowing what we have to learn…
Or we can’t keep up.
TO SUMMARIZE
WE LEARN VIA SEVERAL DIFFERENT
PROCESSES, ALMOST ALL OF WHICH REQUIRE
SYSTEM 2
WE CAN TELL IF WE’RE ACTUALLY LEARNING
BY NOTING THAT WE FEEL COGNITIVE
EFFORT
BURN YOUR COMFORT ZONE!
CHASING THAT EFFORT KEEPS US PUSHING
FORWARD AND LEARNING
SEEK NOVELTY & CHANGE
EXPOSE OURSELVES TO AS MANY VIEWPOINTS
AS WE CAN
BE OPEN TO BEING SURPRISED
USE AS MANY PARTS OF THE BRAIN AS WE
CAN WHEN LEARNING
USE MULTIPLE SENSES
TELL SOMEONE ELSE WHAT YOU LEARNED
CONSCIOUSLY EVALUATE YOUR THEORIES OF
ACTION, DOUBLE-LOOP-STYLE
Arthur Doler
@arthurdoler
arthurdoler@gmail.com
Slides:
Handout:

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The Developer's Guide to Learning

Editor's Notes

  1. Noodles is a personification of what Daniel Kahneman calls my “System 1” My intuitive, associative, unconscious self
  2. He’s really helpful but he can cause some issues too
  3. Theory-focused Typically lectures or readings Reinforced with homework and exams
  4. Learning Styles/Types are heavily disputed
  5. We think about learning as Education vs experience … and we feel that they’re different
  6. THIS IS A STATEMENT OF BELIEF
  7. Governing variables are incompatible – e.g. can’t make your boss happy AND your team happy
  8. Governing variables no longer satisfiable bc our actions have changed the environment so much
  9. Changing our theories in a continuous manner via implicit/tacit experience is single loop learning
  10. Changing our theories in a discontinuous & abrupt manner via explicit knowledge is double loop learning
  11. Michael Polanyi in 1958 in Personal Knowledge, Polanyi, Michael (1966), The Tacit Dimension
  12. ADD MUSCLE MEMORY
  13. Neuroplasticity/neurogenesis
  14. Mention Network/Associative models
  15. Explicit memory is associative/networked – exploring semantic web by reaction time from primed concepts
  16. UNCONSCIOUS recollection of memory Procedural
  17. Myelin coats neuronal axons In the CNS AND in other nerves “Under a microscope, myelin looks like strings of sausages.” Thought to be triggered from action potentials (sign that nerve gets used)
  18. Brain is “plastic” (can be changed) into adulthood Activity-Dependent is a form that builds neurons where we use the most blood
  19. Noodles lives in the bottom 2 because they’re part of system 1
  20. We handle the routine with System 1 but novelty & conflict with System 1’s model engages System 2
  21. This is a system 2 thing!
  22. As an example, we usually want to keep our theories-in-use fixed (leading to dilemmas)
  23. Chase effort. Not intensity, but frequency Ideally you are low-level uncomfortable a lot
  24. Cloudy head A sense of pressure in the skull (my brain is full!) Exhaustion Irritation Should I break here?
  25. This is what leads to Holy Wars!
  26. Noodles conflates “familiarity” with both “goodness” and “truth” – the more familiar something is to us the more we like it (& find “rational” reasons to like it) (This is availability heuristic)
  27. Once we’ve invested in being a “vim user” or “java developer” or “TDD advocate” we want to avoid the loss of admitting we were wrong (Loss aversion)
  28. Discontinuous change of our theories-in-use is the only way to obtain appreciably better outcomes
  29. the amount of information is too damn high and too damn fast