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Organising for Quality and Value
Delivering Improvement Programme
Quality, Service Improvement and Redesign:
Practitioner Programme
Applying Quality Improvement to the Five
Year Forward View
Let me train you to be an Analyst….
Toss a coin….
What are the chances?
LCL
UCL
MEAN
7 Points above centre line
SPC rules – A run of Seven
A run of seven points all above or all below the centre
line, or all increasing or all decreasing
X
X
X
X
X
X
X
X
X
X
X
X
X
X
X
X
X
X
X
X
7 Points below centre line
0
20
40
60
80
100
120
140
Falls Ulcers VTE UTI
NumberogPatients
Type of Harm
Anywhere NHS Trust Harms (5
Months)
80% of
the
Harms 0
5
10
15
20
25
30
35
40
Ward
A
Ward
H
Ward
Y
Ward
L
Ward
I
Ward
P
Ward
B
Ward
Z
Ward
Q
Ward
K
Ward
S
Ward
U
NumberogPatients
Anywhere NHS Trust - Falls(5
Months)
The Pareto Principle
Combining SPC and Pareto…….
0
20
40
60
80
100
120
140
Falls Ulcers VTE UTI
NumberogPatients
Type of Harm
Anywhere NHS Trust Harms (5
Months)
80% of
the
Harms
0
5
10
15
20
25
30
35
40
Ward
A
Ward
H
Ward
Y
Ward
L
Ward
I
Ward
P
Ward
B
Ward
Z
Ward
Q
Ward
K
Ward
S
Ward
U
NumberogPatients
Anywhere NHS Trust - Falls(5
Months)
Mtweek_2
Mtyear_2
1885114420105316649
20142014201320132013201220122011201120112010
60
50
40
30
20
10
0
NumberofAttenders
_
X=29.05
UCL=52.83
LCL=5.27
1
1
5 COPD pathways - Spring and Winter Attenders (weekly)
The usual approach
Aims
measurements
change ideas
The Improvement Guide
Langley et al (1996)
What are we trying to
accomplish?
How will we know that a
change is an improvement?
What changes can we make
that will result in the
improvements that we seek ?
Model for Improvement
Act Plan
Study Do
testing ideas before
implementing changes
The Five year view for Cancer….
Faster diagnosis. We need to take early action to reduce the
proportion of patients currently diagnosed through A&E—
currently about 25% of all diagnoses. These patients are far
less likely to survive a year than those who present at their GP
practice. Currently, the average GP will see fewer than eight
new patients with cancer each year, and may see a rare cancer
once in their career.
Better treatment and care for all. It is not enough to improve the
rates of diagnosis unless we also tackle the current variation in
treatment and outcomes.
Leydig tumors account for 1% of all testicular cancer
Question 1
What should we do first?
A) Set some targets. Set Cancer targets that seem sensible, that
stretch, but are achievable.
B) Write a clear aims statement, which does not contain any
solutions.
C) Create SPC charts.
D) Create Pareto charts.
Question 2
What’s next? After working up the Aim, what’s the next two tool
needed?
1) Cause and effect diagrams and SBAR
2) Driver diagrams and 6 thinking hats
3) Pareto and SPC
4) Spaghetti Diagrams and Fresh Eyes
Create Pareto charts to define and understand the
problem. Use SPC charts to see the 80%’s if they have
always been the problem, are growing or shrinking.
If I had an hour to save the
world, I Would Spend 55
Minutes Defining the Problem
and then Five Minutes Solving
It
(Einstein – Misquoted)
The Five Year Forward View
Outcomes vs Processes
The Donabedian Model
Outcome
Process
Balancing Measures
Creating measures
at all levels
System
Team
Service
Balance of Health
and Social Care
Outcomes
Line of sight across
the levels of
integrated care
• Type of measure by domain
• Timeline (baseline – 1, 3, 5 and 10 years)
Adapted
from AquA
How capable are your processes of achieving
targets?
How capable are your processes
of achieving targets?
Example - Door to needle times
75% of heart attack patients will
receive thrombolysis within 20
minutes of their arrival in hospital
Imagine this is your process - Is it capable of
achieving 75% of patients treated in 20 minutes?
Door to Needle Times
0
10
20
30
40
50
60
70
80
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
Consecutive patients
Minutes
Door to needle time Average UCL LCL Target
Door to
needle
time Average UCL LCL
Moving
range
Average
MR Target
28 31 68 0 14 20
45 31 68 0 17 20
50 31 68 0 5 20
40 31 68 0 10 20
20 31 68 0 20 20
15 31 68 0 5 20
46 31 68 0 31 20
30 31 68 0 16 20
20 31 68 0 10 20
45 31 68 0 25 20
46 31 68 0 1 20
34 31 68 0 12 20
20 31 68 0 14 20
10 31 68 0 10 20
30 31 68 0 20 20
50 31 68 0 20 20
30 31 68 0 20 20
23 31 68 0 7 20
10 31 68 0 13 20
30 31 68 0 20 20
28 31 68 0 2 20
30 31 68 0 2 20
9 31 68 0 21 20
40 31 68 0 31 20
42 31 68 0 2 20
Capability = Target - Average
3 * sigma
Formula
Calculation (example)
Target 10 mins
Average 20
Sigma 18.7
10 - 20 =
3 x 18.7
-0.18
Target
Average
Sigma
Interpretation
Value Capability of Achieving Target
more than 1 100%
0-1 50-100%
less than 0 0-50%
How capable is the process of achieving the target?
Capability value % Capability Capability value % Capability
0 50 0.42 89.6
0.02 52.4 0.44 90.7
0.04 54.8 0.46 91.6
0.06 57.1 0.48 92.5
0.08 59.5 0.5 93.3
0.1 61.8 0.52 94.1
0.12 64.1 0.54 94.7
0.14 66.3 0.56 95.4
0.16 68.4 0.58 95.9
0.18 70.5 0.6 96.4
0.2 72.6 0.62 96.9
0.22 74.5 0.64 97.3
0.24 76.4 0.66 97.6
0.26 78.2 0.68 97.9
0.28 80 0.7 98.2
0.3 81.6 0.75 98.8
0.32 83.2 0.8 99.2
0.34 84.6 0.85 99.5
0.36 86 0.9 99.7
0.38 87.3 0.95 99.8
0.4 88.5 1 99.9
Table of Capability Values
Is your process Capable?
= 20 - 31 = -0.30
37
The figure is negative so this process is not capable
of achieving 100% within 20 minutes.
A minus figure means more than 50% of patients will
not meet target.
The maximum this process can deliver is 18.4%
and the target is 75%
Therefore, the process needs significantly
redesigning to achieve the target
Question 3
Before you can attempt capability calculations the data needs to meet
certain criteria?
A) No, You can do capability analysis on any data
B) Yes , The data needs to be “in control and stable”
Question 4
How do you know if your data is stable, predictable and in control?
A) All the points are inside of the UCL and LCL
B) There are no runs of 7 points
C) The distribution of the data is as expected
D) All of the above
Understanding GP
Capacity and Demand
252321191715131197531
20
15
10
5
0
Observation
Minutes
_
X=10.68
UCL=20.54
LCL=0.82
Patient Time (minutes) - GW
252321191715131197531
20
15
10
5
0
Observation
Minutes
_
X=9.48
UCL=20.56
LCL=-1.60
Patient Time (minutes) - SP
252321191715131197531
25
20
15
10
5
0
Observation
Minutes
_
X=11.36
UCL=25.43
LCL=-2.71
Patient Time (minutes) - SF
252321191715131197531
30
20
10
0
-10
Observation
Minutes
_
X=11.64
UCL=29.70
LCL=-6.42
Patient Time (minutes) - JB
252321191715131197531
50
40
30
20
10
0
Observation
Minutes
_
X=16.16
UCL=38.88
LCL=-6.56
1
1
Patient Time (minutes) - SYA
4 are the same, one seems different…
SYAJBSPGWSF
20
18
16
14
12
10
8
Minutes
Interval Plot of SF, GW, SP, JB, SYA
95% CI for the Mean
SYA is
statistically
different from
the other 4







 
 
Activity, Backlog, Capacity & Demand…..


























Demand:
All the requests
for a service –
from all sources
Capacity:
All that we can
do
Bottleneck:
Constraint is the
cause of the
bottleneck
Activity:
What we actually
did
Backlog =
Queue =
Waiting List
Face to Face Appointments
13/06/2014
11/06/2014
09/06/2014
05/06/2014
03/06/2014
30/05/2014
28/05/2014
26/05/2014
22/05/2014
20/05/2014
16/05/2014
14/05/2014
12/05/2014
300
250
200
150
100
50
0
Date
NumberofAppts
_
X=129.2
UCL=267.1
LCL=-8.8
Number of face to face appts (daily)
24/11/2014
04/11/2014
15/10/2014
25/09/2014
05/09/2014
18/08/2014
29/07/2014
09/07/2014
19/06/2014
30/05/2014
12/05/2014
160
140
120
100
80
60
40
20
0
Date
NumberofPatients
_
X=92.8
UCL=148.5
LCL=37.1
11
Number of Patients on triage (daily)
Patients who were Triaged
Demand for GP Triage, is it the
same each day?
65432
160
140
120
100
80
60
40
20
0
Mtday
Numberontriage
Boxplot of Number on triage
65432
160
140
120
100
80
60
40
20
0
Mtday
Numberontriage
Individual Value Plot of Number on triage vs Mtday
Monday is statistically
different from the
other days of the
week (the other 4 days
are the same as each
other)
Conclusions for planning C&D
(triage patients only)
You must plan for Mondays Separately
Tue, Wed, Thurs & Fri are the same
You cannot plan capacity for the whole year. It is affected by
seasonality (runs of 7 points on SPC charts)
– Possibly need more weeks to prove this
You should plan one system from Oct onwards (winter)
We only have data from May, so not sure when the seasonality ends
in the data) – We can guess on the weather, but the years worth of
triage data would be better
Planning C&D
Take the 80% time (1.5 sigma above the average) – Half way
between the average and the UCL. This is the time that it takes
each Doc to do an appointment:
– GW = 15 minutes
– SP = 15 minutes
– SF = 18 minutes
– JB = 20 minutes
– SYA = 27 minutes
Planning C&D part 2 – Demand 80%
Monday’s 80% Triage = 139 people each Monday
The rest of the week Triage = 105 people each day.
Then times 80% times by 80% volumes to work out the minutes you
require to meet demand…
– If SF did all the work..
• 18 minutes X 139 people = 2502 minutes (41.7 hours each Monday)
• 18 minutes x 105 people = 1890 minutes (31.5 hours each Tue, Wed, Thu & Fri)
– Total for the week = 10,062 minutes per week (167.7 Hours a week)
This needs additional calculations
Not all triaged work is a face to face appointment in the GP practice
Some are ‘visits’
– Take 25 timings for each GP for visits, we can adjust the proportions
accordingly.
Same Day Appts
24/11/2014
04/11/2014
15/10/2014
25/09/2014
05/09/2014
18/08/2014
29/07/2014
09/07/2014
19/06/2014
30/05/2014
12/05/2014
70
60
50
40
30
20
10
0
Date
NumberofSameDayAppts
_
X=39.22
UCL=69.22
LCL=9.22
11
Same day appts (Daily)
65432
70
60
50
40
30
20
10
0
Mtday
Samedayappt
Boxplot of Same day appt
Monday and Tuesday are
peak days for requests for
Same day Appts, Wed,
thurs & Friday are about
the same. If the tails
overlap they are not
statistically different
Number of Visits
09/10/2014
23/09/2014
05/09/2014
20/08/2014
04/08/2014
17/07/2014
01/07/2014
13/06/2014
28/05/2014
12/05/2014
25
20
15
10
5
0
Date
NumberofVisits
_
X=11.9
UCL=25.60
LCL=-1.80
Number of visits (daily)
65432
25
20
15
10
5
0
Mtday
numberofvisits
Boxplot of number of visits
Monday is
statistically
higher than the
other 4 days of
the week
Question 5: Do you routinely apply
these techniques to your work?
a) No, I didn’t know the techniques existed
b) No, I know the techniques, but don’t have the time
c) Yes, to some extent
d) Yes all the time
Question 6: How many people need to be
‘experts’ in Quality Improvement in an NHS
organisation of 4000 staff?
a) 6 people
b) 63 people
c) 648 people
d) 2129 people
Calculate the square root of the total number of
people in your organisation. This is the number of QI
‘Expert’ that you need.
If I had an hour to save the world I
Would Spend 55 Minutes Defining the
Problem and then Five Minutes
Solving It
(Einstein – Misquoted)
In God we Trust, everybody else bring
data
(W Edwards Deming)

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QSIR knowledge exchange - Matt Tite presentation

  • 1. Organising for Quality and Value Delivering Improvement Programme Quality, Service Improvement and Redesign: Practitioner Programme Applying Quality Improvement to the Five Year Forward View
  • 2. Let me train you to be an Analyst….
  • 3.
  • 4. Toss a coin…. What are the chances?
  • 5. LCL UCL MEAN 7 Points above centre line SPC rules – A run of Seven A run of seven points all above or all below the centre line, or all increasing or all decreasing X X X X X X X X X X X X X X X X X X X X 7 Points below centre line
  • 6. 0 20 40 60 80 100 120 140 Falls Ulcers VTE UTI NumberogPatients Type of Harm Anywhere NHS Trust Harms (5 Months) 80% of the Harms 0 5 10 15 20 25 30 35 40 Ward A Ward H Ward Y Ward L Ward I Ward P Ward B Ward Z Ward Q Ward K Ward S Ward U NumberogPatients Anywhere NHS Trust - Falls(5 Months) The Pareto Principle
  • 7. Combining SPC and Pareto…….
  • 8. 0 20 40 60 80 100 120 140 Falls Ulcers VTE UTI NumberogPatients Type of Harm Anywhere NHS Trust Harms (5 Months) 80% of the Harms 0 5 10 15 20 25 30 35 40 Ward A Ward H Ward Y Ward L Ward I Ward P Ward B Ward Z Ward Q Ward K Ward S Ward U NumberogPatients Anywhere NHS Trust - Falls(5 Months) Mtweek_2 Mtyear_2 1885114420105316649 20142014201320132013201220122011201120112010 60 50 40 30 20 10 0 NumberofAttenders _ X=29.05 UCL=52.83 LCL=5.27 1 1 5 COPD pathways - Spring and Winter Attenders (weekly)
  • 10. Aims measurements change ideas The Improvement Guide Langley et al (1996) What are we trying to accomplish? How will we know that a change is an improvement? What changes can we make that will result in the improvements that we seek ? Model for Improvement Act Plan Study Do testing ideas before implementing changes
  • 11. The Five year view for Cancer…. Faster diagnosis. We need to take early action to reduce the proportion of patients currently diagnosed through A&E— currently about 25% of all diagnoses. These patients are far less likely to survive a year than those who present at their GP practice. Currently, the average GP will see fewer than eight new patients with cancer each year, and may see a rare cancer once in their career. Better treatment and care for all. It is not enough to improve the rates of diagnosis unless we also tackle the current variation in treatment and outcomes. Leydig tumors account for 1% of all testicular cancer
  • 12. Question 1 What should we do first? A) Set some targets. Set Cancer targets that seem sensible, that stretch, but are achievable. B) Write a clear aims statement, which does not contain any solutions. C) Create SPC charts. D) Create Pareto charts.
  • 13. Question 2 What’s next? After working up the Aim, what’s the next two tool needed? 1) Cause and effect diagrams and SBAR 2) Driver diagrams and 6 thinking hats 3) Pareto and SPC 4) Spaghetti Diagrams and Fresh Eyes Create Pareto charts to define and understand the problem. Use SPC charts to see the 80%’s if they have always been the problem, are growing or shrinking.
  • 14. If I had an hour to save the world, I Would Spend 55 Minutes Defining the Problem and then Five Minutes Solving It (Einstein – Misquoted)
  • 15. The Five Year Forward View Outcomes vs Processes The Donabedian Model Outcome Process Balancing Measures
  • 16. Creating measures at all levels System Team Service Balance of Health and Social Care Outcomes Line of sight across the levels of integrated care • Type of measure by domain • Timeline (baseline – 1, 3, 5 and 10 years) Adapted from AquA
  • 17. How capable are your processes of achieving targets?
  • 18. How capable are your processes of achieving targets? Example - Door to needle times 75% of heart attack patients will receive thrombolysis within 20 minutes of their arrival in hospital
  • 19. Imagine this is your process - Is it capable of achieving 75% of patients treated in 20 minutes? Door to Needle Times 0 10 20 30 40 50 60 70 80 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 Consecutive patients Minutes Door to needle time Average UCL LCL Target
  • 20. Door to needle time Average UCL LCL Moving range Average MR Target 28 31 68 0 14 20 45 31 68 0 17 20 50 31 68 0 5 20 40 31 68 0 10 20 20 31 68 0 20 20 15 31 68 0 5 20 46 31 68 0 31 20 30 31 68 0 16 20 20 31 68 0 10 20 45 31 68 0 25 20 46 31 68 0 1 20 34 31 68 0 12 20 20 31 68 0 14 20 10 31 68 0 10 20 30 31 68 0 20 20 50 31 68 0 20 20 30 31 68 0 20 20 23 31 68 0 7 20 10 31 68 0 13 20 30 31 68 0 20 20 28 31 68 0 2 20 30 31 68 0 2 20 9 31 68 0 21 20 40 31 68 0 31 20 42 31 68 0 2 20
  • 21. Capability = Target - Average 3 * sigma Formula
  • 22. Calculation (example) Target 10 mins Average 20 Sigma 18.7 10 - 20 = 3 x 18.7 -0.18 Target Average Sigma
  • 23. Interpretation Value Capability of Achieving Target more than 1 100% 0-1 50-100% less than 0 0-50% How capable is the process of achieving the target?
  • 24. Capability value % Capability Capability value % Capability 0 50 0.42 89.6 0.02 52.4 0.44 90.7 0.04 54.8 0.46 91.6 0.06 57.1 0.48 92.5 0.08 59.5 0.5 93.3 0.1 61.8 0.52 94.1 0.12 64.1 0.54 94.7 0.14 66.3 0.56 95.4 0.16 68.4 0.58 95.9 0.18 70.5 0.6 96.4 0.2 72.6 0.62 96.9 0.22 74.5 0.64 97.3 0.24 76.4 0.66 97.6 0.26 78.2 0.68 97.9 0.28 80 0.7 98.2 0.3 81.6 0.75 98.8 0.32 83.2 0.8 99.2 0.34 84.6 0.85 99.5 0.36 86 0.9 99.7 0.38 87.3 0.95 99.8 0.4 88.5 1 99.9 Table of Capability Values
  • 25. Is your process Capable? = 20 - 31 = -0.30 37 The figure is negative so this process is not capable of achieving 100% within 20 minutes. A minus figure means more than 50% of patients will not meet target. The maximum this process can deliver is 18.4% and the target is 75% Therefore, the process needs significantly redesigning to achieve the target
  • 26. Question 3 Before you can attempt capability calculations the data needs to meet certain criteria? A) No, You can do capability analysis on any data B) Yes , The data needs to be “in control and stable”
  • 27. Question 4 How do you know if your data is stable, predictable and in control? A) All the points are inside of the UCL and LCL B) There are no runs of 7 points C) The distribution of the data is as expected D) All of the above
  • 29. 252321191715131197531 20 15 10 5 0 Observation Minutes _ X=10.68 UCL=20.54 LCL=0.82 Patient Time (minutes) - GW 252321191715131197531 20 15 10 5 0 Observation Minutes _ X=9.48 UCL=20.56 LCL=-1.60 Patient Time (minutes) - SP 252321191715131197531 25 20 15 10 5 0 Observation Minutes _ X=11.36 UCL=25.43 LCL=-2.71 Patient Time (minutes) - SF 252321191715131197531 30 20 10 0 -10 Observation Minutes _ X=11.64 UCL=29.70 LCL=-6.42 Patient Time (minutes) - JB 252321191715131197531 50 40 30 20 10 0 Observation Minutes _ X=16.16 UCL=38.88 LCL=-6.56 1 1 Patient Time (minutes) - SYA
  • 30. 4 are the same, one seems different… SYAJBSPGWSF 20 18 16 14 12 10 8 Minutes Interval Plot of SF, GW, SP, JB, SYA 95% CI for the Mean SYA is statistically different from the other 4
  • 31.            Activity, Backlog, Capacity & Demand…..                           Demand: All the requests for a service – from all sources Capacity: All that we can do Bottleneck: Constraint is the cause of the bottleneck Activity: What we actually did Backlog = Queue = Waiting List
  • 32. Face to Face Appointments 13/06/2014 11/06/2014 09/06/2014 05/06/2014 03/06/2014 30/05/2014 28/05/2014 26/05/2014 22/05/2014 20/05/2014 16/05/2014 14/05/2014 12/05/2014 300 250 200 150 100 50 0 Date NumberofAppts _ X=129.2 UCL=267.1 LCL=-8.8 Number of face to face appts (daily) 24/11/2014 04/11/2014 15/10/2014 25/09/2014 05/09/2014 18/08/2014 29/07/2014 09/07/2014 19/06/2014 30/05/2014 12/05/2014 160 140 120 100 80 60 40 20 0 Date NumberofPatients _ X=92.8 UCL=148.5 LCL=37.1 11 Number of Patients on triage (daily) Patients who were Triaged
  • 33. Demand for GP Triage, is it the same each day? 65432 160 140 120 100 80 60 40 20 0 Mtday Numberontriage Boxplot of Number on triage 65432 160 140 120 100 80 60 40 20 0 Mtday Numberontriage Individual Value Plot of Number on triage vs Mtday Monday is statistically different from the other days of the week (the other 4 days are the same as each other)
  • 34. Conclusions for planning C&D (triage patients only) You must plan for Mondays Separately Tue, Wed, Thurs & Fri are the same You cannot plan capacity for the whole year. It is affected by seasonality (runs of 7 points on SPC charts) – Possibly need more weeks to prove this You should plan one system from Oct onwards (winter) We only have data from May, so not sure when the seasonality ends in the data) – We can guess on the weather, but the years worth of triage data would be better
  • 35. Planning C&D Take the 80% time (1.5 sigma above the average) – Half way between the average and the UCL. This is the time that it takes each Doc to do an appointment: – GW = 15 minutes – SP = 15 minutes – SF = 18 minutes – JB = 20 minutes – SYA = 27 minutes
  • 36. Planning C&D part 2 – Demand 80% Monday’s 80% Triage = 139 people each Monday The rest of the week Triage = 105 people each day. Then times 80% times by 80% volumes to work out the minutes you require to meet demand… – If SF did all the work.. • 18 minutes X 139 people = 2502 minutes (41.7 hours each Monday) • 18 minutes x 105 people = 1890 minutes (31.5 hours each Tue, Wed, Thu & Fri) – Total for the week = 10,062 minutes per week (167.7 Hours a week)
  • 37. This needs additional calculations Not all triaged work is a face to face appointment in the GP practice Some are ‘visits’ – Take 25 timings for each GP for visits, we can adjust the proportions accordingly.
  • 38. Same Day Appts 24/11/2014 04/11/2014 15/10/2014 25/09/2014 05/09/2014 18/08/2014 29/07/2014 09/07/2014 19/06/2014 30/05/2014 12/05/2014 70 60 50 40 30 20 10 0 Date NumberofSameDayAppts _ X=39.22 UCL=69.22 LCL=9.22 11 Same day appts (Daily) 65432 70 60 50 40 30 20 10 0 Mtday Samedayappt Boxplot of Same day appt Monday and Tuesday are peak days for requests for Same day Appts, Wed, thurs & Friday are about the same. If the tails overlap they are not statistically different
  • 39. Number of Visits 09/10/2014 23/09/2014 05/09/2014 20/08/2014 04/08/2014 17/07/2014 01/07/2014 13/06/2014 28/05/2014 12/05/2014 25 20 15 10 5 0 Date NumberofVisits _ X=11.9 UCL=25.60 LCL=-1.80 Number of visits (daily) 65432 25 20 15 10 5 0 Mtday numberofvisits Boxplot of number of visits Monday is statistically higher than the other 4 days of the week
  • 40. Question 5: Do you routinely apply these techniques to your work? a) No, I didn’t know the techniques existed b) No, I know the techniques, but don’t have the time c) Yes, to some extent d) Yes all the time
  • 41. Question 6: How many people need to be ‘experts’ in Quality Improvement in an NHS organisation of 4000 staff? a) 6 people b) 63 people c) 648 people d) 2129 people
  • 42. Calculate the square root of the total number of people in your organisation. This is the number of QI ‘Expert’ that you need.
  • 43. If I had an hour to save the world I Would Spend 55 Minutes Defining the Problem and then Five Minutes Solving It (Einstein – Misquoted) In God we Trust, everybody else bring data (W Edwards Deming)