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Organizational	Learning:	
Getting	Off	the	Ground
Alex	Yakyma
1
alex@yakyma.com
©	Alex	Yakyma
2
Org.	
performance
Capacity
©	Alex	Yakyma
3
image	credit:	http://www.grafik-schuppler.at
©	Alex	Yakyma
4
A B
©	Alex	Yakyma
Today’s	Presentation...
5
1 - A	Common	Anti-Pattern	in	Organizational	Learning
2 - The	Certainty	Bias:	a	Fundamental	Impediment	to	Learning
3 - Factors	that	Encourage	the	Certainty	Bias
4 - Tools	for	Instilling	Organizational	Learning	Behaviors
©	Alex	Yakyma
1	- A	Common	Anti-Pattern	in	Organizational	Learning
6©	Alex	Yakyma
Somebody	has	a	“great”	plan	of	intent
7
$$$
©	Alex	Yakyma
Communicated	down	the	hierarchy
8
Great	
plan!
Yay!
Hmm...
$$$
©	Alex	Yakyma
-$
Then	the	execution	begins
9
$$$
©	Alex	Yakyma
-$
Good	news get	amplified,	bad	news get	attenuated
10
$$$
©	Alex	Yakyma
-$
The	“Learning”
11
$$$
©	Alex	Yakyma
EXERCISE
Information	distortion	across	organizational	levels
12
• Who	has	this	problem	in	their	
environment?
• (Show	of	hands)
©	Alex	Yakyma
2	- The	Certainty	Bias:	a	Fundamental	Impediment	to	Learning
13©	Alex	Yakyma
Problem	1
14
Assumptions	are	treated	as	facts
• Business	strategy:	“Moving	to	mobile	analytics	space	will	provide	a	long-
term	competitive	advantage”
• Requirements:	“Response	time	should	be	within	0.3	sec”
• Architecture:	“The	functions	should	be	wrapped	into	web	services	that	
communicate	via	a	message	queue	mechanism”
• Team	structure:	“This	team	should	be	organized	around	this	service”
• Financial	resources:	“This	scope	will	require	this	much	money”
• ...
©	Alex	Yakyma
Problem	2
15
Organizational	behavior	is	predefined	and	over-
constrained
• Organizational	planning:	“Stick	to	the	plan!”
• Funding:	“We	allocated	money	for	this	scope...”
• Organizational	structure:	“Sorry,	we	have	our	unit’s	people	busy	with	
their	own	stuff”
• ...
©	Alex	Yakyma
Problem	3
16
The	gap	between	reality	and	plan	is	not	
understood
• Were	the	requirements	actually	beneficial	to	the	customer	and	our	
business?
• Was	the	capacity	sufficient	to	deliver	the	scope?
• Did	the	team	structure	work	out	well?
• Did	the	architecture	provide	the	right	enablement?
• Were	the	teams	able	to	stick	to	the	implementation	strategy?
• ...
©	Alex	Yakyma
17
The	problem	is	not	that	learning	is	discouraged.	
The	problem	is	that	lack	of	learning	is	being	
encouraged.	
©	Alex	Yakyma
The	Certainty	Bias
18
Unreasonable	confidence	in	knowledge	that	
does	not	exist
• Assumptions	are	treated	as	facts
• Organizational	behavior	is	predefined	and	over-constrained
• The	gap	between	reality	and	plan	is	not	understood
©	Alex	Yakyma
19
Most	“Agile”	implementations	only	camouflage	certainty	bias	behind	new	and	
fancy	Agile	terminology
©	Alex	Yakyma
20
• Structure
• Planning
• Value	Definition
• Metrics
...
©	Alex	Yakyma
...Resulting	in
21
Thinking	point-based	solutions:
One	and	only	“right”	solution;	
Comes	along	with	a	master	plan.	
Nuisance	experiments	as	part	of	the	plan	
Agile	=	Iterative	and	Incremental	way	of	
implementing	 a	known	master	plan	
©	Alex	Yakyma
...Resulting	in
22
Thinking	outputs,	not	outcomes
a) Teams	held	accountable	for	their	estimates
b) Amount	of	scope	as	a	primary	success	indicator
c) Chasing	extra	capacity
d) Obsession	over	vanity	metrics
©	Alex	Yakyma
...Resulting	in
23
Chasing	predictability	over	value
Always	need	to	“know”
©	Alex	Yakyma
3	- Factors	that	Encourage	the	Certainty	Bias
24©	Alex	Yakyma
25
Org.	
Structure
Leadership	
Behavior
Metrics	
and	KPIs
Communication	
Patterns
Org.	Planning	
Process
ORGANIZATIONAL
FACTORS
Organizational	
Learning
©	Alex	Yakyma
Leadership	Behavior
26
Stick	to	your	
solution
Agree	with	
your	boss
? ?
A B
©	Alex	Yakyma
Leadership	Behavior
27©	Alex	Yakyma
Leadership	Behavior
28
A B
1 credit
Hmm...
Interesting...
Darn!
Wow!
Go	figure...
©	Alex	Yakyma
29
New	
Scenario
©	Alex	Yakyma
Poster	vs.	Watercooler
30
vs.
©	Alex	Yakyma
EXERCISE
Factors	that	constrain	organizational	learning
31
• Which	of	the	following	factors	
constrain	organizational	learning	in	
your	environment?
• (show	of	hands)
1. Leadership	Behavior
2. Org.	Structure
3. Org.	Planning	Process
4. Metrics	and	KPIs
5. Communication	Patterns
©	Alex	Yakyma
4	- Tools	for	Instilling	Organizational	Learning	Behaviors
32©	Alex	Yakyma
• Psychological	safety	
• Cross-cutting	feedback	loops	
• Embracing	uncertainty	and	variability
• The	culture	of	outcome-oriented	decisions
Tools	for	enabling	organizational	learning	
33
O rg.	 Lea rn i n g
©	Alex	Yakyma
Psychological	safety	is	required
34
Higher-level	
functions
Threat
©	Alex	Yakyma
• You	can	speak	your	mind
• Disagree	
• Take	risk
• Propose	a	bold	idea
• Try	out	an	alternative
• Question	existing	assumptions
Psychological	safety	means:
35
...	without	being	punished
©	Alex	Yakyma
Most	of	the	useful	knowledge	is	tacit
36©	Alex	Yakyma
...Moreover,	it’s	often	very	short-lived
37
time
knowledge
Event
©	Alex	Yakyma
Overlap	across	levels	is	needed	to	exploit	a	learning	opportunity
38
NEW In-Progress
Coach:
• Unanticipated	development
• Different	course	of	action
• Multiplicity
• Exploring	positive	opportunities
©	Alex	Yakyma
Possible	patterns
39
A)
“Full	overlap”
B)
“Cross-level	overlap”
©	Alex	Yakyma
40
Most	important	learning	
happens	in	the	context	of	
execution
©	Alex	Yakyma
41
Practice
Ways	of	Thinking
Ways	of	Working
Practice-Specific	
Mental	Model
©	Alex	Yakyma
Applying	“vertical	slicing”	to	exploit	uncertainty
42
Initiative?
?
?
Uncertainty	
in	the	plan
©	Alex	Yakyma
The	paradigm	we	are	looking	for
43
Value
©	Alex	Yakyma
Avoid
44©	Alex	Yakyma
Avoid
45©	Alex	Yakyma
Follow
46
This	requires:
1. Preserved	flexibility	
2. Fast	feedback
3. Ability	to	adjust
©	Alex	Yakyma
The	easiest	way	to	achieve	suboptimal	results
47
Committing	the	organization	to	a	detailed	long-term	plan
✘ ✔
©	Alex	Yakyma
EXERCISE
Starting	the	journey	towards	organizational	learning
48
• Think	of	the	first	action	item	towards	building	a	learning	organization,	that	
you	will	apply	in	your	environment
• Indicate	which	of	the	areas	it	most	significantly	overlaps	with:
1. Creating	an	environment	of	psychological	safety	that	enables	fearless	exploration	
and	ideation
2. Establishing	cross-cutting	feedback	loops	that	make	validated	learning	possible
3. Embracing	uncertainty	and	variability	in	core	organizational	structures	and	routines
4. Instilling	the	culture	of	outcome-oriented	decisions
©	Alex	Yakyma
Questions
49©	Alex	Yakyma

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Organizational learning getting off the ground - final 2