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Delivering Better Predictability,
Business Agility & Governance
with Kanban

Executives demand
improved agility without
sacrificing predictability &
governance
Software Executive Summit,
Seattle, November 2012

dja@djaa.com, @agilemanager
Background

dja@djaa.com, @agilemanager
Microsoft 2004 - the XIT Story
Change requests
PTCs
Product
Managers

PM
Testers
RequestsDevelopers
for estimates or analysis of
future work are often
‚invisible‛, have an unpredictable
arrival rate & are given priority. &
Emergency work is unplanned User Acceptance
receives highest priority. Arrival rate
& volume are unpredictable.
PTCs? What did that acronym mean?
Items that did not require coding!
Effect is hugely disruptive!
Why were they treated as
emergencies?

Prioritized
Backlog
dja@djaa.com, @agilemanager

Waiting for
Test
Predictability, Agility & Governance
So how were they doing on our
PTCs
measures of predictability, agility &
governance?
Product
Testers
Developers
Managers
On-time delivery was 0%. There was a 100%
chance of interruption to estimate future
work.
User Acceptance
Planning & prioritization were conducted
monthly. Fastest response from receipt to
deployment was around 6 weeks.
But everything had a business case and was
prioritized by ROI!
So the drive for good governance was
Prioritized
destroying predictability and agility!
Waiting for
Backlog
Test
dja@djaa.com, @agilemanager
What Were the Issues?
So what issues affected the outcome?
PTCs were governance policies so
Why
disruptive?
Testers
Developers

Product
Managers
Product managers demanded fast response on
estimates to facilitate future planning and
provide fast feedback to business owners. User Acceptance
Entire backlog was planned & commitments
made early. 90% of the backlog was re-planned
each month.
Expedite policy for PTCs was folklore – no one
could explain why
Process Improvement Conclusion
Controlling unplanned, disruptive
Prioritized
demand would improve
Waiting for
Backlog
predictability!
Test
dja@djaa.com, @agilemanager
A virtual kanban system was chosen
Backlog

Engineering
Ready

5
Change
Requests

Pull

F F
F
F F
F
F

PTCs

G

Development

Test
Ready

Testing

UAT

3

5

3

∞

Ongoing

Done

It’s important to realize the process
for software development did not
B
Pull change. The kanban system is an
overlay on the existing process. It
G
C
Pull
changes scheduling and prioritization
only

F

D

PTCs are permitted to break the
kanban limit
*Blocked to service PTC

dja@djaa.com, @agilemanager

*

I

Deployment
Ready
∞
CRs
50

240%
improvement
in delivery
rate

The Results Backlog depleted.
Serving at rate of
demand

30

Average
Time to Resolve

10

Time (in quarters)
125

90% drop in end-toend cycle time*

75
25

* Includes queuing time prior to selection
dja@djaa.com, @agilemanager

Time (in quarters)
Understanding Kanban Systems

dja@djaa.com, @agilemanager
Kanban are virtual!
Backlog

Engineering
Ready

5

Development

Test
Ready

Testing

UAT

3

5

3

∞

Ongoing

Done

Change
Requests

Deployment
Ready
∞

B
Pull
These are the virtual kanban
F J
G
C
F
Pull
Boards are not required to do
F F
Kanban!
F
I
F
The board D a visualization of the
is
F
*
The first system used database
workflow process, the work-intriggers to signal pull. There was no
progress and the (virtual) kanban
PTCs
board!

Pull

I

dja@djaa.com, @agilemanager
Commitment is deferred
Backlog

Engineering
Ready

5

Testing

UAT

3

5

3

∞

Ongoing

Done

Items in the backlog remain
optional and unprioritized

Change
Requests

Pull

F F
F
F F
F
F

Development

Test
Ready

D
G

E

Wish to avoid discard after commitment

PTCs

Commitment point

dja@djaa.com, @agilemanager

We are committing to getting
started. We are certain we want
to take delivery.

I

Deployment
Ready
∞
Discard rates are often high
Backlog

Engineering
Ready

5

Development

Test
Ready

Testing

UAT

3

5

3

∞

Ongoing

Done

The discard rate with XIT was 48%.
~50% is commonly observed.

Change
Requests

F F
F
F
G
Reject

Deferring commitment and
Options have value because the
avoiding interrupting
future is
Dworkersuncertain
for estimates
E
0%makes rate implies there is
discard sense when discard
no uncertainty about the future
rates are high!

PTCs

I

Discarded

I
dja@djaa.com, @agilemanager

Deployment
Ready
∞
Specific delivery commitment may be
deferred even later
DeployEnginBacklog

eering
Ready

5

Development

Test
Ready

Testing

UAT

3

5

3

∞

Ongoing

Done

ment
Ready
∞

Change
Requests

Pull

F F
F
F F
F
F

D
G

E

PTCs

We are now committing to a
specific deployment and
delivery date

Discarded

*This may happen earlier if
I
circumstances demand it

I
dja@djaa.com, @agilemanager

2nd
Commitment
point*
Replenishment Cadence
Backlog

Engineering
Ready

5

Replenishment
Change
Requests

Pull

F F
F
F F
F
F

Development

Test
Ready

Testing

UAT

3

5

3

∞

Ongoing

Done

Frequent replenishment is
more agile.

On-demand replenishment is
D
most agile!
G

PTCs

Discarded

I
dja@djaa.com, @agilemanager

E
The frequency of system
replenishment should reflect
arrival rate of new
information and the
transaction & coordination
I
costs of holding a meeting

Deployment
Ready
∞
Delivery Cadence
Backlog

Engineering
Ready

Pull

F F
F
F F
F
F

Testing

UAT

3

5

3

∞

Ongoing

Done

Frequent deployment is
more agile.

5
Change
Requests

Development

Test
Ready

Deployment buffer size can
On-demand deployment
reduce as frequency of
D deliveryagile!
most increases

G

PTCs

Discarded

I
dja@djaa.com, @agilemanager

is

E
The frequency of delivery
should reflect the transaction
& coordination costs of
deployment plus costs &
toleranceI of customer to take
delivery

Deployment
Ready
∞

Delivery
Defining Lead Time
Backlog

Engineering
Ready

5

The clock starts ticking when
Test
UAT
we Ready
customers
Development accept theTesting
5
∞
3 order, not when it3is placed!

Ongoing

Done

Until then customer orders are
merely available options
Lead time (through

Change
Requests

the kanban system)
ends when the item
reaches the first

Pull

F F
F
F F
F
F

Deployment
Ready
∞

D

∞ queue.

I

G

E

This provides the
correct result for
Little’s Law and
visualization on a
Cumulative Flow
Diagram

Lead Time

PTCs

Discarded

I
dja@djaa.com, @agilemanager
Little’s Law
WIP

=

Delivery Rate

Lead Time

Backlog
Mean Lead Time
WIP

dja@djaa.com, @agilemanager

Ready
To
Deploy

Mean Delivery Rate
Improving Agility

dja@djaa.com, @agilemanager
Factors Affecting Agility
Kanban decouples replenishment
from lead time & delivery enabling
The businesstailoring of the process to the
agility of the system is determined
by the replenishment of the business domain
dynamics cadence, the delivery
cadence and the lead time (or end-to-end cycle
time) through the system.

dja@djaa.com, @agilemanager
Benefits of Limiting WIP
Backlog

Engineering
Ready

5
Change
Requests

Pull

F F
F
F F
F
F

G

Development

Test
Ready

Testing

UAT

3

5

3

∞

Ongoing

Done

Limiting WIP reduces multi-tasking.
Shortens lead time. Focuses
E
organization on impediment removal
D
#*
Bug
and limits due date performance
degradation from poor quality &
rework

Lead
Blocked!

Time

PTCs
*Specialist

test environment
unavailable
Blocked!

Discarded

I

I

Defect found requiring coding
fix

dja@djaa.com, @agilemanager

Deployment
Ready
∞
Observe Lead Time Distribution as an enabler
of a Probabilistic Approach to Management
Lead Time Distribution
3.5
3

CRs & Bugs

2.5
2
1.5
1
0.5

1

4

7

0

3

6

8
14

14

13

12

12

11

10

99

92

85

78

71

64

57

50

43

36

29

22

8

15

1

0

Days

This is multi-modal data!
The workexpectation of
SLA is of two types:
Change Requests (new
105 and Production
features);days with 98 %
Defects

Mean of 31
days

SLA expectation of
44 days with 85% on-time
dja@djaa.com, @agilemanager

on-time
Mean
5 days

Change Requests

Production Defects

Filter Lead Time data by Type of Work (and
Class of Service) to get Single Modal
Distributions

98% at
25 days
85% at
10 days

dja@djaa.com, @agilemanager

98% at
150 days

Mean
50 days

85% at
60 days
Allocate Capacity to Types of Work
Backlog

Engineering
Ready

Ongoing

2
Change
Requests

Development

5

3

Done

Testing

3

Verification Acceptance

Consistent capacity allocation
E
some consistency to
should bring more consistency to
MN
delivery rate of work of each
D
AB
type

F

Lead Time

PB
DE
Productio
n
Defects

I

Deployment
Ready

3

G

P1

GY

Separate understanding of
Separate understanding of Lead
Lead Time for each type of
Time for each type of work
work
Lead Time

dja@djaa.com, @agilemanager

∞

Done
Flow Efficiency

Flow efficiency measures the
percentage of total lead time
Pool is Engin- actually adding
that spent
of
eering
value (or knowledge) versus
Development
Ideas
Ready
waiting
3
Ongoing

2

Done

Testing

3

Verification Acceptance

Deployment
Ready
∞

Until then customer orders
are merely available options efficiency = Work Time
Flow
Lead Time

Flow efficiencies of 2% have been
F
reported*. 5% -> 15% D normal, P1
is
>
40% is good!
G

E

PB

I

GY

DE

Waiting Working

MN
AB

Waiting

Working Waiting

Lead Time
* Zsolt Fabok, Lean Agile Scotland, Sep 2012, Lean Kanban France, Oct 2012
dja@djaa.com, @agilemanager

Done

x 100%
Benefits of Reducing Lead Time
Backlog

Engineering
Ready

5
Change
Requests

Pull

F F
F
F F
F
F

PTCs

Discarded

Development

Test
Ready

Testing

UAT

3

5

3

∞

Ongoing

Done

Short lead times enable later
commitment, reduce likelihood of
post-commitmentE
discard or rework
D
Bug
due to perishable nature of
Bug
information and improve quality as
G
Bug
defect insertion rates fall nonlinearly reduces chance of
Short lead timewith reduced lead time

discard
Defect insertion rate increases
non-linearly with long lead
times and low flow efficiency.

I
Defect fix times increase nonlinearly with delay time from
I
discovery to fix

dja@djaa.com, @agilemanager

Deployment
Ready
∞
Flow
Efficiency (%)

More Results (from 2005)
Flow efficiency
improved from
8% to 92%

75
45

Due Date
Performance

15

These improvements were minimally
intrusive, met with little to no resistance
(though some managerial derision) and
cost almost nothing!

75

If Time (in quarters) well,
it works this
perhaps we should try this
DPP improved
again?!!
almost instantly

45
15

* Measured from point of commitment
dja@djaa.com, @agilemanager

from 0% to 98%
against lead time
SLA*

Time (in quarters)
Ability to handle variety and heterogeneity
of risks improves business performance
Kanban enables us to build a trusted
The kanban system explicitly exposes the
delivery capability. Agility and
business risks in terms of types of demand,
predictability are tuned to the
quantity & rate of demand. It helps us to
understandinherent risks in the business
the costs & benefits of frequent
interaction with upstream & downstream
domain!

functions. And it gives us a temporary and
quantitative understanding of our capability to
deliver against demand

dja@djaa.com, @agilemanager
Better Governance

dja@djaa.com, @agilemanager
Key Risk to Manage is “What to Pull Next?”
Pool
of
Ideas

Engineering
Ready

4

∞

Development
Ongoing

3

Done

Deployment
Ready

Testing

3

Verification Acceptance

∞

Replenishing the system is an act of commitment
– selecting items for delivery. Committing to the
cost to convert from options into real value.
J

K
L

G

Pull Selection is choosing from immediate
options – an act of dynamic prioritization of the
I have 4 options, which one
Pull
D most immediate risk attached to it
E
item with the
should I choose?

I
System
Replenishment

F

Pull

Pull
Selection
dja@djaa.com, @agilemanager

Done
Change Requests

The psychology of a probabilistic approach
can be challenging…

I don’t want to take the risk of
being longer than 60 days. Mean
I need
a precise estimate of when it
50 days
will be delivered!

98% at
150 days
85% at
60 days

dja@djaa.com, @agilemanager
impact

impact

Cost of Delay is a critical business risk

impact

impact

time

Expedite – critical and immediate cost of
delay; can exceed other kanban limit
Qualitative approaches to risk
(bumps other work)
management using taxonomies of 2 to 6
time
categories for each dimension of risk goes up
Fixed date – cost of delay have
been shown to fast, cheap & effective in
significantly after deadline; Start early
comparison to quantitative methods that to insure
enough & dynamically prioritize
often involve speculation and false
on-time delivery
time
precision
Standard - cost of delay is shallow but
accelerates before leveling out; provide a
reasonable lead-time expectation

impact

impact

time

time

Intangible – cost of delay may be
significant but is not incurred until much
later; important but not urgent

impact

time

time
dja@djaa.com, @agilemanager
Implementing Classes of Service
Engineering
Ready

Development
Ongoing

Expedite

Fixed
Date

Standard

3

Done

2

E

D

3

F

1

I
dja@djaa.com, @agilemanager

3

Verification Acceptance

Different distributions for
2
different classes of service
increases the level of trust that
1
an item will be delivered in a
timely manner, demonstrating
P1
that cost of delay is a risk under
management

G
Intangible

Testing

Deployment
Ready
∞

Done
impact

The Optimal Exercise Point
If we start too early, we forgo
the option and opportunity to do
something else that may provide
value.
If we start too late we risk
Ideal Start
incurring the cost of delay

When we
need it

Here

With a 6 in 7 chance of on-time
delivery, we can always expedite
to insure on-time delivery
85th
percentile
Commitment point

dja@djaa.com, @agilemanager
Hedge Delivery Risk by spreading capacity
across items of differing urgency
Engineering
Ready

2
Expedite

Ongoing

2

3

Done

Testing

3

Verification Acceptance

∞

1

Fixed
Date

Development

Deployment
Ready

Standard

Uncertainty in demand or
E
arrival rate of urgent &
critical items is offset with
capacity for items that are
easily delayed
F

D

3

G
Intangible

3

I
dja@djaa.com, @agilemanager

Done
Cost of Delay attaches to a deliverable
So understanding cost of delay
Yes, however, it isn’t always relevant! Cost of
enables us to know what to pull
delay attaches to a deliverable item. What if
next?
that item is large? Whole projects, minimum
marketable features (MMFs) or minimum viable
products (MVPs) consist of many smaller items.
We need to understand the risks in those
smaller items too, if we are to know how to
schedule work, replenish our system and make
pull decisions wisely

dja@djaa.com, @agilemanager
Make a long term plan to build
platform replacement
Device Management Ike II Cumulative Flow

2008

30
-M
ar

23
-M
ar

5x

9M
ar

2M
ar

eb
24
-F

eb

2006

17
-F

10
-F

Slope in middle
3.5x - 5x slope
at ends

16
-M
ar

240
220
200
180
160
140
120
100
80
60
40
20
0

eb

Features

Required throughput (velocity)

During the middle 60% of the project schedule we
Time
need Throughput (velocity) to average 220 features
Inventory Started Designed Coded Complete
per month

dja@djaa.com, @agilemanager
Little’s Law

Determines
staffing level

Calculated based on
known lead time
capability & required
PlandeliveryChanging the WIP limit without
based onrate
currently observed
maintaining the staffing level
capability and current working
ratio assume process
practices. Do not represents a change to the
way of working. It is a change to
improvements.
the process and will produce a
Delivery Rateto reduce undesirable‘common
change in the observed
If changing WIP
cause’ capability new
effects (e.g. multitasking), get of the system
Lead Time
sample data (perform a spike) to
observe the new capability
From observed
capability
Target
Treat as a fixed
to
variable
achieve plan

=

dja@djaa.com, @agilemanager

WIP
Using Little’s Law

Determines
staffing level

Calculated based on
known lead time
capability & required
At this point perhaps just a little
delivery rate
black magic and experience may
be required.
If our current working

WIP = 22

practices/process exhibited an
Rounding 22 up to 25 would
average WIP of 1 item per person then
55/week 25 people organized infor 5 teams
we require conveniently provide 5
with to complete 5 items each
teams of 5 peoplea WIP limit of the
0.4 weeks
project on-time

=

From observed
capability
Target
to
achieve plan

dja@djaa.com, @agilemanager

Treat as a fixed
variable
1 lane per team

dja@djaa.com, @agilemanager
WIP in this area
should be 25
items*
*photo taken
early in the
project before it
was fully
staffed/loaded
Lead time

Median lead time
target is 2 days
Alert managers if
beyond 5 days

dja@djaa.com, @agilemanager
Conclusions

dja@djaa.com, @agilemanager
Kanban systems control variability that
affect predictability
Kanban systems defer commitments is
Committing early
improving quality of decision making
comforting but can lead to
and reducing unnecessary work and
disappointment later.
rework.

Predictability is improved!

Kanban builds trust
enabling deferred
commitment

dja@djaa.com, @agilemanager
Kanban enables improved agility
Replenishment & delivery cadences
are de-coupled and can be tuned to
information arrival and overhead of
the transaction.

Industries such as media
Lead time can be independent of
require the decoupled
replenishment & delivery cadence!
dynamics of kanban to react
to unfolding events

dja@djaa.com, @agilemanager
Kanban Improves Governance
Visualization of the kanban system
and explicit declaration of policies
improves transparency on risk
Kanban systems can
management

be
designed to align directly
There is no crystal ball gazing! Risk & gowith strategic plans
analysis is not speculative!
to-market strategies

dja@djaa.com, @agilemanager
Thank you!
dja@djaa.com, @agilemanager
About

David Anderson is a thought
leader in managing effective
software teams. He leads a
consulting, training and
publishing and event planning
business dedicated to
developing, promoting and
implementing sustainable
evolutionary approaches for
management of knowledge
workers.
He has 30 years experience in the high technology industry
starting with computer games in the early 1980’s. He has led
software teams delivering superior productivity and
quality using innovative agile methods at large companies
such as Sprint and Motorola.
David is the pioneer of the Kanban Method an agile and
evolutionary approach to change. His latest book published
in June 2012 is, Lessons in Agile Management – On the Road to

Kanban.

David is a founder of the Lean-Kanban University Inc., a
business dedicated to assuring quality of training in Lean
and Kanban for knowledge workers throughout the world.

dja@djaa.com, @agilemanager
Acknowledgements

A virtual kanban system was first used with an offshore team within
Microsoft’s IT department in 2004/2005. The Kanban Method as it is
known today emerged at Corbis 2006/2007.
Adoption of cumulative flow diagrams, Little’s Law, virtual kanban
systems & cost of delay were heavily influenced by Donald
Reinertsen.

Major contributors to the material in this presentation include
Daniel Vacanti, Jim Benson, Corey Ladas, Janice Linden-Reed, Troy
Magennis, Chris Matts, Olav Maassen and Julian Everett
dja@djaa.com, @agilemanager
David J Anderson
& Associates, Inc.

dja@djaa.com, @agilemanager
Appendix

dja@djaa.com, @agilemanager
impact

Cost of Delay has a 2nd Dimension
Working capital

impact

time
Working capital

impact

time

Extinction Level Event – a short delay will
completely deplete the working capital of
the business

Major Capital – the cost of delay is such
that a major initiative or project will be
lost from next year’s portfolio or
additional capital will need to be raised
to fund it
Discretionary Spending – departmental
budgets may be cut as a result or our
business misses its profit forecasts

impact

time

Intangible – delay causes embarrassment,
loss of political capital, affects brand
equity, mindshare, customer confidence, etc

?
time

dja@djaa.com, @agilemanager
dja@djaa.com, @agilemanager

Fixed Date

Intangible

Standard

Expedite

Example Distributions
Visualize Risks to provide Scheduling
Information
Outside:
Start Early

Market Risk
Items with the same shape carry the same risks
and should be scheduled into the kanban system
TS
at approximately the same time.
CR
It is also wise to hedge risk by
Do not
Tech Risk
Lifecycle
New
allocating prioritize items. From a whichever ones
capacityprofile pick group for
in the system of items
Spoilrisk
with the same
items of differentMidprefer most Start Late
risk profiles.Inside:
you like or
Unknown Soln
Diff Cow
Known but not us
Done it before
Commodity
Intangible
Disc
Std
Maj. Cap.

ELE
Delay Impact
dja@djaa.com, @agilemanager

FD

Expedite

Risk profile
for a work
item or
deliverable
Cost of Delay
Improving Liquidity through Labor Pool
Flexibility
Engineering
Ready

Teams

3

F
Cost
Reducer
s

Spoilers

2

1

3

Development

Testing

3

Verification Acceptance

Steven
Brian

Done

Ongoing

Done

flexibly across rows
on the board to keep
work flowing

G
GY

Differenti
ators

1

3

It’s typical to see splits of
Promotions from
fixed team workers versusjunior
team member to flexible
flexible system workers
Joe
Dworker with
David of between 40-60% an avatar
P1
clearly visualize why a pay
PB
DE
rise is justified. Flexible
Peter
Roughly half the labor
E
Rhonda
workers help manage
Generalist or T-shaped
pool are flexible workers
MN
people who can move
liquidity risk better!
AB
Ongoing

2
Table
Stakes

Team
LeadAnalysis

Joann
Ashok

dja@djaa.com, @agilemanager

Junior who will be rotated
through all 4 teams
Market Risk of Change

Profits
Market Share
etc

Start
Late

Differentiators
Spoilers
Regulatory
Changes

Cost Reducers

Scheduling

Potentia
l Value

Market Risk

Highly
likely
to
change

Table Stakes
Highly
unlikely
to change
dja@djaa.com, @agilemanager

Start
Early
Aligning with Strategic Position
or Go-to-Market Strategy
DeployEngineering
Ready

2
Table
Stakes

3

Cost
Reducer
s

2

Spoilers

Ongoing

3

Done

Testing

3

Verification Acceptance

∞

Market segmentation can be used to narrow the
necessary table stakes for any given market
G
niche! Enabling early delivery for narrower
markets but potentially including value
generating differentiating features

E

D

1

Differenti
ators

Development

ment
Ready

1

dja@djaa.com, @agilemanager

F

I

Done
Product Lifecycle Risk
High

Not well understood
High demand for innovation &
experimentation

Low

Profit
Margin

Major
Growth
Market

Investment

Product Risk

Innovative/New

Cash Cow
Low

Well understood
Low demand for
innovation

dja@djaa.com, @agilemanager

Low

High
Hedging Risk in a Portfolio Kanban
Horizational position shows percentage complete
Allocation of personnel
Complete
Total = 100%
0%

Cash Cows
10% budget

Innovative/New
30% budget

B

A

Growth Markets
60% budget

D

C

K

E

G
F

dja@djaa.com, @agilemanager

Complete
100%

Projects-in-progress

Color may indicate cost of
delay (or other risk)

H
Risk is a multi-dimensional contextual
problem
These are just useful examples!
We must develop a set of
We can easily envisage other risk dimensions risk
such as technical risk,that work in context for
taxonomies vendor dependency
risk, organizational maturity risk and so forth.
a specific business.

It may be necessary to run a workshop with
stakeholders to explore and expose the real
business risks requiring management

dja@djaa.com, @agilemanager
dja@djaa.com, @agilemanager

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Key Note - Software Executive Summit - Better predictability with kanban

  • 1. Delivering Better Predictability, Business Agility & Governance with Kanban Executives demand improved agility without sacrificing predictability & governance Software Executive Summit, Seattle, November 2012 dja@djaa.com, @agilemanager
  • 3. Microsoft 2004 - the XIT Story Change requests PTCs Product Managers PM Testers RequestsDevelopers for estimates or analysis of future work are often ‚invisible‛, have an unpredictable arrival rate & are given priority. & Emergency work is unplanned User Acceptance receives highest priority. Arrival rate & volume are unpredictable. PTCs? What did that acronym mean? Items that did not require coding! Effect is hugely disruptive! Why were they treated as emergencies? Prioritized Backlog dja@djaa.com, @agilemanager Waiting for Test
  • 4. Predictability, Agility & Governance So how were they doing on our PTCs measures of predictability, agility & governance? Product Testers Developers Managers On-time delivery was 0%. There was a 100% chance of interruption to estimate future work. User Acceptance Planning & prioritization were conducted monthly. Fastest response from receipt to deployment was around 6 weeks. But everything had a business case and was prioritized by ROI! So the drive for good governance was Prioritized destroying predictability and agility! Waiting for Backlog Test dja@djaa.com, @agilemanager
  • 5. What Were the Issues? So what issues affected the outcome? PTCs were governance policies so Why disruptive? Testers Developers Product Managers Product managers demanded fast response on estimates to facilitate future planning and provide fast feedback to business owners. User Acceptance Entire backlog was planned & commitments made early. 90% of the backlog was re-planned each month. Expedite policy for PTCs was folklore – no one could explain why Process Improvement Conclusion Controlling unplanned, disruptive Prioritized demand would improve Waiting for Backlog predictability! Test dja@djaa.com, @agilemanager
  • 6. A virtual kanban system was chosen Backlog Engineering Ready 5 Change Requests Pull F F F F F F F PTCs G Development Test Ready Testing UAT 3 5 3 ∞ Ongoing Done It’s important to realize the process for software development did not B Pull change. The kanban system is an overlay on the existing process. It G C Pull changes scheduling and prioritization only F D PTCs are permitted to break the kanban limit *Blocked to service PTC dja@djaa.com, @agilemanager * I Deployment Ready ∞
  • 7. CRs 50 240% improvement in delivery rate The Results Backlog depleted. Serving at rate of demand 30 Average Time to Resolve 10 Time (in quarters) 125 90% drop in end-toend cycle time* 75 25 * Includes queuing time prior to selection dja@djaa.com, @agilemanager Time (in quarters)
  • 9. Kanban are virtual! Backlog Engineering Ready 5 Development Test Ready Testing UAT 3 5 3 ∞ Ongoing Done Change Requests Deployment Ready ∞ B Pull These are the virtual kanban F J G C F Pull Boards are not required to do F F Kanban! F I F The board D a visualization of the is F * The first system used database workflow process, the work-intriggers to signal pull. There was no progress and the (virtual) kanban PTCs board! Pull I dja@djaa.com, @agilemanager
  • 10. Commitment is deferred Backlog Engineering Ready 5 Testing UAT 3 5 3 ∞ Ongoing Done Items in the backlog remain optional and unprioritized Change Requests Pull F F F F F F F Development Test Ready D G E Wish to avoid discard after commitment PTCs Commitment point dja@djaa.com, @agilemanager We are committing to getting started. We are certain we want to take delivery. I Deployment Ready ∞
  • 11. Discard rates are often high Backlog Engineering Ready 5 Development Test Ready Testing UAT 3 5 3 ∞ Ongoing Done The discard rate with XIT was 48%. ~50% is commonly observed. Change Requests F F F F G Reject Deferring commitment and Options have value because the avoiding interrupting future is Dworkersuncertain for estimates E 0%makes rate implies there is discard sense when discard no uncertainty about the future rates are high! PTCs I Discarded I dja@djaa.com, @agilemanager Deployment Ready ∞
  • 12. Specific delivery commitment may be deferred even later DeployEnginBacklog eering Ready 5 Development Test Ready Testing UAT 3 5 3 ∞ Ongoing Done ment Ready ∞ Change Requests Pull F F F F F F F D G E PTCs We are now committing to a specific deployment and delivery date Discarded *This may happen earlier if I circumstances demand it I dja@djaa.com, @agilemanager 2nd Commitment point*
  • 13. Replenishment Cadence Backlog Engineering Ready 5 Replenishment Change Requests Pull F F F F F F F Development Test Ready Testing UAT 3 5 3 ∞ Ongoing Done Frequent replenishment is more agile. On-demand replenishment is D most agile! G PTCs Discarded I dja@djaa.com, @agilemanager E The frequency of system replenishment should reflect arrival rate of new information and the transaction & coordination I costs of holding a meeting Deployment Ready ∞
  • 14. Delivery Cadence Backlog Engineering Ready Pull F F F F F F F Testing UAT 3 5 3 ∞ Ongoing Done Frequent deployment is more agile. 5 Change Requests Development Test Ready Deployment buffer size can On-demand deployment reduce as frequency of D deliveryagile! most increases G PTCs Discarded I dja@djaa.com, @agilemanager is E The frequency of delivery should reflect the transaction & coordination costs of deployment plus costs & toleranceI of customer to take delivery Deployment Ready ∞ Delivery
  • 15. Defining Lead Time Backlog Engineering Ready 5 The clock starts ticking when Test UAT we Ready customers Development accept theTesting 5 ∞ 3 order, not when it3is placed! Ongoing Done Until then customer orders are merely available options Lead time (through Change Requests the kanban system) ends when the item reaches the first Pull F F F F F F F Deployment Ready ∞ D ∞ queue. I G E This provides the correct result for Little’s Law and visualization on a Cumulative Flow Diagram Lead Time PTCs Discarded I dja@djaa.com, @agilemanager
  • 16. Little’s Law WIP = Delivery Rate Lead Time Backlog Mean Lead Time WIP dja@djaa.com, @agilemanager Ready To Deploy Mean Delivery Rate
  • 18. Factors Affecting Agility Kanban decouples replenishment from lead time & delivery enabling The businesstailoring of the process to the agility of the system is determined by the replenishment of the business domain dynamics cadence, the delivery cadence and the lead time (or end-to-end cycle time) through the system. dja@djaa.com, @agilemanager
  • 19. Benefits of Limiting WIP Backlog Engineering Ready 5 Change Requests Pull F F F F F F F G Development Test Ready Testing UAT 3 5 3 ∞ Ongoing Done Limiting WIP reduces multi-tasking. Shortens lead time. Focuses E organization on impediment removal D #* Bug and limits due date performance degradation from poor quality & rework Lead Blocked! Time PTCs *Specialist test environment unavailable Blocked! Discarded I I Defect found requiring coding fix dja@djaa.com, @agilemanager Deployment Ready ∞
  • 20. Observe Lead Time Distribution as an enabler of a Probabilistic Approach to Management Lead Time Distribution 3.5 3 CRs & Bugs 2.5 2 1.5 1 0.5 1 4 7 0 3 6 8 14 14 13 12 12 11 10 99 92 85 78 71 64 57 50 43 36 29 22 8 15 1 0 Days This is multi-modal data! The workexpectation of SLA is of two types: Change Requests (new 105 and Production features);days with 98 % Defects Mean of 31 days SLA expectation of 44 days with 85% on-time dja@djaa.com, @agilemanager on-time
  • 21. Mean 5 days Change Requests Production Defects Filter Lead Time data by Type of Work (and Class of Service) to get Single Modal Distributions 98% at 25 days 85% at 10 days dja@djaa.com, @agilemanager 98% at 150 days Mean 50 days 85% at 60 days
  • 22. Allocate Capacity to Types of Work Backlog Engineering Ready Ongoing 2 Change Requests Development 5 3 Done Testing 3 Verification Acceptance Consistent capacity allocation E some consistency to should bring more consistency to MN delivery rate of work of each D AB type F Lead Time PB DE Productio n Defects I Deployment Ready 3 G P1 GY Separate understanding of Separate understanding of Lead Lead Time for each type of Time for each type of work work Lead Time dja@djaa.com, @agilemanager ∞ Done
  • 23. Flow Efficiency Flow efficiency measures the percentage of total lead time Pool is Engin- actually adding that spent of eering value (or knowledge) versus Development Ideas Ready waiting 3 Ongoing 2 Done Testing 3 Verification Acceptance Deployment Ready ∞ Until then customer orders are merely available options efficiency = Work Time Flow Lead Time Flow efficiencies of 2% have been F reported*. 5% -> 15% D normal, P1 is > 40% is good! G E PB I GY DE Waiting Working MN AB Waiting Working Waiting Lead Time * Zsolt Fabok, Lean Agile Scotland, Sep 2012, Lean Kanban France, Oct 2012 dja@djaa.com, @agilemanager Done x 100%
  • 24. Benefits of Reducing Lead Time Backlog Engineering Ready 5 Change Requests Pull F F F F F F F PTCs Discarded Development Test Ready Testing UAT 3 5 3 ∞ Ongoing Done Short lead times enable later commitment, reduce likelihood of post-commitmentE discard or rework D Bug due to perishable nature of Bug information and improve quality as G Bug defect insertion rates fall nonlinearly reduces chance of Short lead timewith reduced lead time discard Defect insertion rate increases non-linearly with long lead times and low flow efficiency. I Defect fix times increase nonlinearly with delay time from I discovery to fix dja@djaa.com, @agilemanager Deployment Ready ∞
  • 25. Flow Efficiency (%) More Results (from 2005) Flow efficiency improved from 8% to 92% 75 45 Due Date Performance 15 These improvements were minimally intrusive, met with little to no resistance (though some managerial derision) and cost almost nothing! 75 If Time (in quarters) well, it works this perhaps we should try this DPP improved again?!! almost instantly 45 15 * Measured from point of commitment dja@djaa.com, @agilemanager from 0% to 98% against lead time SLA* Time (in quarters)
  • 26. Ability to handle variety and heterogeneity of risks improves business performance Kanban enables us to build a trusted The kanban system explicitly exposes the delivery capability. Agility and business risks in terms of types of demand, predictability are tuned to the quantity & rate of demand. It helps us to understandinherent risks in the business the costs & benefits of frequent interaction with upstream & downstream domain! functions. And it gives us a temporary and quantitative understanding of our capability to deliver against demand dja@djaa.com, @agilemanager
  • 28. Key Risk to Manage is “What to Pull Next?” Pool of Ideas Engineering Ready 4 ∞ Development Ongoing 3 Done Deployment Ready Testing 3 Verification Acceptance ∞ Replenishing the system is an act of commitment – selecting items for delivery. Committing to the cost to convert from options into real value. J K L G Pull Selection is choosing from immediate options – an act of dynamic prioritization of the I have 4 options, which one Pull D most immediate risk attached to it E item with the should I choose? I System Replenishment F Pull Pull Selection dja@djaa.com, @agilemanager Done
  • 29. Change Requests The psychology of a probabilistic approach can be challenging… I don’t want to take the risk of being longer than 60 days. Mean I need a precise estimate of when it 50 days will be delivered! 98% at 150 days 85% at 60 days dja@djaa.com, @agilemanager
  • 30. impact impact Cost of Delay is a critical business risk impact impact time Expedite – critical and immediate cost of delay; can exceed other kanban limit Qualitative approaches to risk (bumps other work) management using taxonomies of 2 to 6 time categories for each dimension of risk goes up Fixed date – cost of delay have been shown to fast, cheap & effective in significantly after deadline; Start early comparison to quantitative methods that to insure enough & dynamically prioritize often involve speculation and false on-time delivery time precision Standard - cost of delay is shallow but accelerates before leveling out; provide a reasonable lead-time expectation impact impact time time Intangible – cost of delay may be significant but is not incurred until much later; important but not urgent impact time time dja@djaa.com, @agilemanager
  • 31. Implementing Classes of Service Engineering Ready Development Ongoing Expedite Fixed Date Standard 3 Done 2 E D 3 F 1 I dja@djaa.com, @agilemanager 3 Verification Acceptance Different distributions for 2 different classes of service increases the level of trust that 1 an item will be delivered in a timely manner, demonstrating P1 that cost of delay is a risk under management G Intangible Testing Deployment Ready ∞ Done
  • 32. impact The Optimal Exercise Point If we start too early, we forgo the option and opportunity to do something else that may provide value. If we start too late we risk Ideal Start incurring the cost of delay When we need it Here With a 6 in 7 chance of on-time delivery, we can always expedite to insure on-time delivery 85th percentile Commitment point dja@djaa.com, @agilemanager
  • 33. Hedge Delivery Risk by spreading capacity across items of differing urgency Engineering Ready 2 Expedite Ongoing 2 3 Done Testing 3 Verification Acceptance ∞ 1 Fixed Date Development Deployment Ready Standard Uncertainty in demand or E arrival rate of urgent & critical items is offset with capacity for items that are easily delayed F D 3 G Intangible 3 I dja@djaa.com, @agilemanager Done
  • 34. Cost of Delay attaches to a deliverable So understanding cost of delay Yes, however, it isn’t always relevant! Cost of enables us to know what to pull delay attaches to a deliverable item. What if next? that item is large? Whole projects, minimum marketable features (MMFs) or minimum viable products (MVPs) consist of many smaller items. We need to understand the risks in those smaller items too, if we are to know how to schedule work, replenish our system and make pull decisions wisely dja@djaa.com, @agilemanager
  • 35. Make a long term plan to build platform replacement Device Management Ike II Cumulative Flow 2008 30 -M ar 23 -M ar 5x 9M ar 2M ar eb 24 -F eb 2006 17 -F 10 -F Slope in middle 3.5x - 5x slope at ends 16 -M ar 240 220 200 180 160 140 120 100 80 60 40 20 0 eb Features Required throughput (velocity) During the middle 60% of the project schedule we Time need Throughput (velocity) to average 220 features Inventory Started Designed Coded Complete per month dja@djaa.com, @agilemanager
  • 36. Little’s Law Determines staffing level Calculated based on known lead time capability & required PlandeliveryChanging the WIP limit without based onrate currently observed maintaining the staffing level capability and current working ratio assume process practices. Do not represents a change to the way of working. It is a change to improvements. the process and will produce a Delivery Rateto reduce undesirable‘common change in the observed If changing WIP cause’ capability new effects (e.g. multitasking), get of the system Lead Time sample data (perform a spike) to observe the new capability From observed capability Target Treat as a fixed to variable achieve plan = dja@djaa.com, @agilemanager WIP
  • 37. Using Little’s Law Determines staffing level Calculated based on known lead time capability & required At this point perhaps just a little delivery rate black magic and experience may be required. If our current working WIP = 22 practices/process exhibited an Rounding 22 up to 25 would average WIP of 1 item per person then 55/week 25 people organized infor 5 teams we require conveniently provide 5 with to complete 5 items each teams of 5 peoplea WIP limit of the 0.4 weeks project on-time = From observed capability Target to achieve plan dja@djaa.com, @agilemanager Treat as a fixed variable
  • 38. 1 lane per team dja@djaa.com, @agilemanager
  • 39. WIP in this area should be 25 items* *photo taken early in the project before it was fully staffed/loaded Lead time Median lead time target is 2 days Alert managers if beyond 5 days dja@djaa.com, @agilemanager
  • 41. Kanban systems control variability that affect predictability Kanban systems defer commitments is Committing early improving quality of decision making comforting but can lead to and reducing unnecessary work and disappointment later. rework. Predictability is improved! Kanban builds trust enabling deferred commitment dja@djaa.com, @agilemanager
  • 42. Kanban enables improved agility Replenishment & delivery cadences are de-coupled and can be tuned to information arrival and overhead of the transaction. Industries such as media Lead time can be independent of require the decoupled replenishment & delivery cadence! dynamics of kanban to react to unfolding events dja@djaa.com, @agilemanager
  • 43. Kanban Improves Governance Visualization of the kanban system and explicit declaration of policies improves transparency on risk Kanban systems can management be designed to align directly There is no crystal ball gazing! Risk & gowith strategic plans analysis is not speculative! to-market strategies dja@djaa.com, @agilemanager
  • 45. About David Anderson is a thought leader in managing effective software teams. He leads a consulting, training and publishing and event planning business dedicated to developing, promoting and implementing sustainable evolutionary approaches for management of knowledge workers. He has 30 years experience in the high technology industry starting with computer games in the early 1980’s. He has led software teams delivering superior productivity and quality using innovative agile methods at large companies such as Sprint and Motorola. David is the pioneer of the Kanban Method an agile and evolutionary approach to change. His latest book published in June 2012 is, Lessons in Agile Management – On the Road to Kanban. David is a founder of the Lean-Kanban University Inc., a business dedicated to assuring quality of training in Lean and Kanban for knowledge workers throughout the world. dja@djaa.com, @agilemanager
  • 46. Acknowledgements A virtual kanban system was first used with an offshore team within Microsoft’s IT department in 2004/2005. The Kanban Method as it is known today emerged at Corbis 2006/2007. Adoption of cumulative flow diagrams, Little’s Law, virtual kanban systems & cost of delay were heavily influenced by Donald Reinertsen. Major contributors to the material in this presentation include Daniel Vacanti, Jim Benson, Corey Ladas, Janice Linden-Reed, Troy Magennis, Chris Matts, Olav Maassen and Julian Everett dja@djaa.com, @agilemanager
  • 47. David J Anderson & Associates, Inc. dja@djaa.com, @agilemanager
  • 49. impact Cost of Delay has a 2nd Dimension Working capital impact time Working capital impact time Extinction Level Event – a short delay will completely deplete the working capital of the business Major Capital – the cost of delay is such that a major initiative or project will be lost from next year’s portfolio or additional capital will need to be raised to fund it Discretionary Spending – departmental budgets may be cut as a result or our business misses its profit forecasts impact time Intangible – delay causes embarrassment, loss of political capital, affects brand equity, mindshare, customer confidence, etc ? time dja@djaa.com, @agilemanager
  • 51. Visualize Risks to provide Scheduling Information Outside: Start Early Market Risk Items with the same shape carry the same risks and should be scheduled into the kanban system TS at approximately the same time. CR It is also wise to hedge risk by Do not Tech Risk Lifecycle New allocating prioritize items. From a whichever ones capacityprofile pick group for in the system of items Spoilrisk with the same items of differentMidprefer most Start Late risk profiles.Inside: you like or Unknown Soln Diff Cow Known but not us Done it before Commodity Intangible Disc Std Maj. Cap. ELE Delay Impact dja@djaa.com, @agilemanager FD Expedite Risk profile for a work item or deliverable Cost of Delay
  • 52. Improving Liquidity through Labor Pool Flexibility Engineering Ready Teams 3 F Cost Reducer s Spoilers 2 1 3 Development Testing 3 Verification Acceptance Steven Brian Done Ongoing Done flexibly across rows on the board to keep work flowing G GY Differenti ators 1 3 It’s typical to see splits of Promotions from fixed team workers versusjunior team member to flexible flexible system workers Joe Dworker with David of between 40-60% an avatar P1 clearly visualize why a pay PB DE rise is justified. Flexible Peter Roughly half the labor E Rhonda workers help manage Generalist or T-shaped pool are flexible workers MN people who can move liquidity risk better! AB Ongoing 2 Table Stakes Team LeadAnalysis Joann Ashok dja@djaa.com, @agilemanager Junior who will be rotated through all 4 teams
  • 53. Market Risk of Change Profits Market Share etc Start Late Differentiators Spoilers Regulatory Changes Cost Reducers Scheduling Potentia l Value Market Risk Highly likely to change Table Stakes Highly unlikely to change dja@djaa.com, @agilemanager Start Early
  • 54. Aligning with Strategic Position or Go-to-Market Strategy DeployEngineering Ready 2 Table Stakes 3 Cost Reducer s 2 Spoilers Ongoing 3 Done Testing 3 Verification Acceptance ∞ Market segmentation can be used to narrow the necessary table stakes for any given market G niche! Enabling early delivery for narrower markets but potentially including value generating differentiating features E D 1 Differenti ators Development ment Ready 1 dja@djaa.com, @agilemanager F I Done
  • 55. Product Lifecycle Risk High Not well understood High demand for innovation & experimentation Low Profit Margin Major Growth Market Investment Product Risk Innovative/New Cash Cow Low Well understood Low demand for innovation dja@djaa.com, @agilemanager Low High
  • 56. Hedging Risk in a Portfolio Kanban Horizational position shows percentage complete Allocation of personnel Complete Total = 100% 0% Cash Cows 10% budget Innovative/New 30% budget B A Growth Markets 60% budget D C K E G F dja@djaa.com, @agilemanager Complete 100% Projects-in-progress Color may indicate cost of delay (or other risk) H
  • 57. Risk is a multi-dimensional contextual problem These are just useful examples! We must develop a set of We can easily envisage other risk dimensions risk such as technical risk,that work in context for taxonomies vendor dependency risk, organizational maturity risk and so forth. a specific business. It may be necessary to run a workshop with stakeholders to explore and expose the real business risks requiring management dja@djaa.com, @agilemanager