SlideShare a Scribd company logo
1 of 52
Download to read offline
PharmaceuticalCultureofQuality,
AssuranceofDataIntegrity&Qualityby
Design:ConnectingtheDots
Ajaz@ajazhussain.com
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 1
A modified version of a
presentation @ Patheon –
Bridgewater, NJ Seminar
Thursday, July 31, 2014
Quality by Design -
Experience, Trends and
Outlook
Prologue
These slides were used for a invited presentation @ Patheon Seminar –
Bridgewater, NJ, 31 July 2014.
• Some modification have been made to connect the dots for the audience who will review this
slide-deck on the internet.
• This presentation provides a very brief snap-shot of a day long training program conducted
recently at a company in India.
In preparing the day long training session I had asked the following
questions
• How to effectively communicate to an audience of a group of young and bright Indian
professionals in any company in India and their supervisors/management about the
importance of cGMPs and QbD?
• How do I understand their challenges, perspectives and biases?
• How do I connect with them to share the joy of Quality by Design?
The response received has been overwhelming from the audiences in India
and yesterday at the Patheon Seminar in Bridgewater, NJ
• I hope you will also the see some of the important dots and the connections
• How this content connects to regulatory requirements is not covered in this slide deck – it
connects via ‘A, B, C, D’ to 21 CFR, Quality SystemsApproach to cGMP, ICH 7, 8, 9, 10, and 11.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 2
“TheGoldSheet”
March 2014
Cox:Confronting
Illusions ofQuality
in IndianGenerics
Manufacturing
Thakur:
• Data
Integrity
requires
stronger
local
enforcement
Cahilly:
• Focus on
India masks
the real data
integrity
problems
Hussain:
• Empowering
workers is
the key to
data integrity
Takahashi:
• Look out for
these data
integrity
Issues
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 3
Understanding the behaviors –
it is a human issue & this is not about India.
http://www.pharmamedtechbi.com/publications/the-gold-sheet/48/3/confronting-illusions-of-quality-in-indian-generics-manufacturing
Empowering
workers is the
key to data
integrity -thisismy
personaljourneytoseeifIcan
help.
 How to effectively communicate to an audience of a
group of young and bright Indian professionals in any
company in India about cGMPs and QbD?
 How do I understand their challenges, perspectives and
biases?
 How do I connect with them to share the joy of Quality
by Design?
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 4
Quality by
Design
Deming -The journey
requires leadership with
Profound Knowledge as
a guide.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 5
The challenge at hand is that
of human reliability – it is a
global issue
We must do certain things
consciously; and cultivate
some good habits -
subconsciously.
Irrationality, Biases,Thinking
Fast, and Slow – connections
to econometrics suggested.
Where do corporate
managers, schooled in
rational assumptions ….go
from here?
When organizations
acknowledge and anticipate
irrational behavior, they can
learn to offset it and avoid
damaging results.
Is there a culture of error
management where there’s a
genuine effort to learn from
mistakes, or is it one of error
aversion, where errors are
avoided at all cost?
Quality by
Design –What is it?
Doing things consciously – stuck in my mind
FDA’s ACPS Meeting October 2005
Topic - Achieving and demonstrating “Quality by Design” with respect to
drug release/dissolution performance for conventional or immediate
release solid oral dosage forms
A PhRMA Perspective – presented by C. Sinko and R. Reed.
“Features of Quality by Design: Doing things consciously”
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 6
Doing
something
Consciously or
Subconsciously
The End of Rational Economics -
“[Allen Greenspan] made a
mistake in presuming that the
self-interest of organizations,
specifically banks and others, was
such that they were best capable
of protecting their own
shareholders.” Dan Ariely
Harvard Business Review July
2009
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 7
• Scientific methodology
• Engineering Design
• Plan-Do-Check-Act
Consciously
• Habits (work to get rid of bad ones)
• Habits (work to cultivate good one)
• Keystone habits (Safety @ Alcoa;
A.L.C.O.A. of data integrity)
Subconsciously
The Power of Habit: Why We Do What We Do in Life and Business. Charles Duhigg
Intention to care
– duty of care
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 8
KahnemanandTversky,the
firstresearcherstoidentify
andrigorouslystudy
cognitivebiases,provedthat
asimpleversionofexpected
utilitytheorydidnot
accuratelydescribehuman
behavior.Theirresponsewas
todevelopprospecttheory,a
modelofhowpeoplereally
makedecisions.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 9
Daniel Kahneman, Nobel Prize 2002
KAHNEMAN, Daniel,
and AmosTVERSKY,
1979. Prospect
Theory: An Analysis of
Decision under
Risk. Econometrica, 47
(2), 263–292
Chemometric,
Pharmacometrics
& Econometrics
AjazS.Hussain.SWISS
PHARMA34(2012)Nr.6.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 10
Chemometrics
Econometrics
Review & Approval
Commercial operations,
profitability & availability
Two products –
Medicineand
Evidence.
Better than
Placebo
Evidence of benefit and risk is collected carefully in well controlled
clinical trials to eliminate many sources of variability and biases
To be on the market the evidence must convincingly conclude that
the benefit outweighs the risks, often compared to a placebo
There is no evidence without adequate assurance of data integrity
Our assurance of data integrity distinguishes our products from
adulterated and counterfeit products
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 11
FDACDER
Challenges &
Changes
FDA’sSternWarningOnDataIntegrity
(ThePinkSheets,21July2014)
If the agency’s trust is
lost it will be difficult to
earn it back; posing
challenges far beyond an
initial manufacturing
setback.
Complete honesty after a
slip up will go a long way
Although India and
China have been the
current focus, FDA is
seeing data integrity
breaches everywhere to
some degree.
Thenew(proposed)Officeof
PharmaceuticalQuality,CDER,FDA
One QualityVoice;Value
Statements
Put patients first by
balancing risk and
availability
Have one quality voice
by integrating review
and inspection across
product lifecycle
Other points; see:
FDA/CDER’sOffice of
PharmaceuticalQualityhttp://www.fda.gov/downloads/AboutFDA/CentersOffices/OfficeofMedicalProductsandTobacco/CDER/UCM404568.pdf
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 12
Life cycle of
regulatory
communications
 Review (CMC,…)
 Design of specifications and controls; prior knowledge and statistical
confidence
 Clinical relevance, failure-mode and risk-based
 New, Biosimilar, and Generic; differences in review approaches
 Question base Review – improvements on going
 Tightening specifications after development – not aligned with QbD
 cGMPCompliance & Inspection
 Life-cycle approach to process validation
 Continued process verification and statistical confidence
 cGMP remediation in response to 483 orWL
 Life-cycle approach to error management
 Quality Metrics & Culture of Quality
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 13
What does it
take to come
out of the
cGMP crisis?
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 14
Persuasive
demonstration of:
(1) Ability to face
facts
(2) Legal & regulatory
requirements,
3) Systems approach
to quality,
4) Changing behavior
& culture
What is often missed
or is unconvincing is
how you will
strengthen culture of
quality.
“Let one who wants to
move and convince
others, first be
convinced and moved
themselves.” Thomas
Carlyle
Signals that question the
competence, motivation,
and/or integrity of
company personnel
Do not defend the plainly
indefensible; it adds
further serious credibility
costs
Effective format for
communication
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 15
Evidence/
Data
Claim(s)
Warrants
Evidence/Data
Claims
“Let one who
wants to move
and convince
others, first be
convinced and
moved
themselves.”
ThomasCarlyle
How do we
communicate
Culture of Quality
Within the organization?
In response to 483’s andWL?
In drug applications?
Today the phrase
Culture of
Quality is a hot
topic of
discussion
Why is it so?
What is it?
How do we strength it?
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 16
Data integrity –
deviant
behaviors
AliciaM.Mozzachio,RPh,MPH ,July15,
2014,FDLI,Washington,DC
 Not recording activities contemporaneously
 Backdating
 Fabricating data
 Copying existing data as new data
 Re-running samples
 Discarding data
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 17
“It may take
more than a
letter to resolve
this issue”
CarmeloRosa,Psy.D.; Director-DIDQ,
CDER/OC/OMPQ,July15,2014(FDLI)
WL in 2013 + 31%
WL in 2014
(7/14/14) + 92%
Assurance of Data
Integrity ?
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 18
A keystone
Blaming failure
on a Nation’s
culture is a cop-
0ut!
“What must be admitted, very painfully, is that this was a disaster ‘Made
in Japan,’ ” Dr. Kurokawa said in his introduction to the English version
of the report. “Its fundamental causes are to be found in the ingrained
conventions of Japanese culture: our reflexive obedience; our reluctance
to question authority; our devotion to ‘sticking with the program’; our
groupism; and our insularity.”The Japanese version contained a similar
criticism.
Reaction was swift. “To pin the blame on [a Nation’s] culture is the
ultimate cop-out,” Columbia University professor Gerald Curtis wrote in
the FinancialTimes. “If that is Japanese culture, then we are all
Japanese”.
“Is there a culture of error management - where there’s a genuine effort
to learn from mistakes, or is it one of error aversion, where errors are
avoided at all cost, people can expect to be metaphorically dragged out
in to the alley as a prelude to the evidence being covered up?”
The chairman of the
Fukushima Nuclear
Accident Commission
blamed the disaster on “the
ingrained conventions of
Japanese culture”.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 19
http://mbs.edu/mbshub/Pages/Article/How_Fatal_is_your_firms_Error_culture.aspx
Quality is
everyone's
responsibility.
Learning isnot
compulsory...neither is
survival.
Ittakesyears,plusa
degree oferosion of
confidence in oursystem,
toresolve cGMP issues.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 20
Lack of
knowledge...
that is the
problem.
If you do not
know how to
ask the right
question, you
discover
nothing.
If you can't
describe
what you are
doing as a
process, you
don't know
what you're
doing.
Rational
behavior
requires
theory.
Reactive
behavior
requires only
reflex action.
Whenever
there is fear,
you will get
wrong
figures.
Selected quotes, W. Edwards Deming
“Out of the
Crisis”
W.EdwardDeming,MIT
Press(2000)
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 21
The journey
requires
leadership with
Profound
Knowledge as
a guide.
• As leaders responsible for system change, top
management is most in need of profound
knowledge
• Quality is often determined in the boardroom.
• Problems arise when management reacts to
common cause or chance variation as if it were
special cause variation
• Prediction based in theory provides a
foundation for planning a course of action.
Plan – Do – Check – Act
• The leader serves the people with clear vision
and guidance to empower them.To be
empowered is to share ownership in the
identity
• Giving people a certain degree of control over
their work fulfills the need for freedom and
provides opportunity for taking joy in work
“Wecannotchange
thehumancondition.
But…wecan change
theconditionsunder
whichhumanswork”
JamesReason
J. Reason. Human error:
models and management.
BMJ. Mar 18, 2000; 320: 768–
770
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 22
Organization
(Policies & Sr.
Mgmt.)
Technology
(Constraints & Controls)
Individual
(Training & Certification)
Team & Supervisor
(Soft Defenses)
Defenses
(Quality Management System)
Error
Latent अप्रकट conditions Goal conflicts & mixed messages
Design flaws
Production pressures
Fear of error
High reliability
organizations
J. Reason. Human error:
models and management.
BMJ. Mar 18, 2000; 320: 768–
770
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 23
Perhaps the most important distinguishing
feature of high reliability organizations is
• They expect to make errors and train their
workforce to recognize and recover them.
• They continually rehearse familiar
scenarios of failure and strive hard to
imagine novel ones.
• Instead of isolating failures, they
generalize them. Instead of making
local repairs, they look for system
reforms.
An increasingly
common pattern
in recent FDA
483’s
“….records are not
completed
contemporaneously”
“…observed analyst
back-date logbooks”
“…trial injections…..”
“…results failing
specifications are
retested until
acceptable results
are obtained….”
“…over-writing
electronic raw
data…..”
“…OOS not
investigates per XYZ
SOP”
“…appropriate
controls not
established….”
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 24
From individual to
system failure –
with each
additional
observation,
confirmation of a
system with
intentional ‘holes’
in its defenses.
Why are
remediation
efforts not
uniformly
effective?
Past: “…results
failing
specifications are
retested until
acceptable results
are obtained….”
Serious
enforcement
actions
cGMP
remediation
3rd party
oversight
3rd party data
integrity
training
Repeat: “…results
failing
specifications are
retested until
acceptable results
are obtained….”
What will it take to
change behavior?
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 25
3-4 years Same company different people/site
Understanding
the behaviors -
“testing into
compliance”.
Ajen, I.The theory of planned
behavior. ORGANIZATIONAL
BEHAVIOR AND HUMAN
DECISION PROCESSES 50, 179-
211 (1991)
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 26
Attitude
towards the
behavior
Subjective
norm
Perceived
behavioral
control
Intention
Future
Behavior
usually found to predict
behavioral intentions with a high
degree of accuracy
intentions, in combination with
perceived behavioral control, can
account for a considerable
proportion of variance in
behavior.
Past
Behavior
At the individual
level, inQC
function– how
often does this
occur?
Ingeneral–lowempowerment
isasignificantchallenge (low
perceivedbehavioral control);
plustherearereasonsto
rationalize….
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 27
attitude
toward
performing
the behavior
Process
validation is done
so quality is
good;
test prone to
error
“Batch failure
means I made a
mistake”
subjective
norm
documentation
not critical;
Compendial
testing sufficient
Indian regulators
collect & test
samples – no
issue there
“Testing into compliance”
Reasons that are often used to rationalize deviant behavior
Extension to organizational dynamics: If the root cause is product design,
would QC/QA be able to question/challenge R&D?
Understanding -
Why cGMPs are
critical?
USCongressHearingApril2008
THE HEPARIN DISASTER
 November 2007,Children's
Hospital in St. Louis,
Missouri, began noticing
adverse reactions
 On January 17th, almost 3
months later, Baxter, started
recalling products
 On February 11th, FDA
announced that Baxter had
halted manufacture of multi-
dose vials
US Congress called this the
American Failures
 We may never know whether
an FDA pre-approval
inspection would have
prevented this ….
 However, it is regrettable that
FDA did not inspect this plant
sooner, …
 Make no mistake about it:
…have failed the American
public.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 28
https://house.resource.org/110/org.c-span.205093-1.raw.txt
Understanding -
Why cGMPs are
critical?
Detection&QClimitations
Testing/Pharmacovigilence
FDA reports 149 deaths with allergic or
hypersensitivity symptoms during that period
•Contaminated heparin from China
QCTesting
•Initial testing failed to detect the contaminant
Pharmacovigilence
•Signals in the pharmacovigilence systems responded slowly
and
Eventually, the severity of reactions associated
made it likely that the contamination would be
detected,
•albeit too late.
Questions
•(a) Don’t know,
•(b) higher than what it was for
Heparin in 2007, or
•(c) lower than what it was for
Heparin in 2007
What is the
likelihood, in
the US, of
detecting a
less toxic
contaminant
or an or
sub‐potent
formulation?
•(a) USP test for Heparin were not
designed to test this particular
contaminant
•(b) The QC labs involved did not
know how to test the samples
•(c) QC lab was manipulating the
data
Why do you
think testing
did not
detect the
contaminant?
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 29
Why – the
reminder -
Heparin tragedy
(2007-2008)
Whenthe drugsafety
system fails,people get
sick.Some die…
CongressmanShimkus
(Illinois)
• Some of these people are already very vulnerable,
and proving the cause of harm from impurities,
adulteration, and counterfeits can be elusive.
It is hard to detect harm
• Certainly the companies are obligated to ensure a
culture of quality and maintain vigilance as well.
This reflects a systems approach to safety.
FDA inspectors look for
a culture of quality at
manufacturing facilities.
• FDA policies led to the failure to inspect the
Chinese plant.
This system approach
wasn't at play here.
• While it doesn't deny the counterfeit source, tries
to say that counterfeits didn't cause the reaction,
as if the adulteration itself was no big deal.
This brings me to China
and its quality culture or
lack thereof.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 30
https://house.resource.org/110/org.c-span.205093-1.raw.txt
21CFR PART
211:SUBPARTS
Whyacombinationof
deviationscansignala
seriousneedtostrengthen
CultureofQuality–for
example…..
• GENERAL PROVISIONSA
• ORGANIZATIONAND PERSONNELB
• BUILDINGSAND FACILITIESC
• EQUIPMENTD
• CONTROLOF COMPONENTSAND DRUG PRODUCT CONTAINERS
ANDCLOSURESE
• PRODUCTION AND PROCESS CONTROLSF
• PACKAGINGAND LABELING CONTROLG
• HOLDINGAND DISTRIBUTIONH
• LABORATORYCONTROLSI
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 31
Culture of
Quality:
Environment that
facilitates individuals
to guide their behavior
to workinthe interest
ofpatients andto
continually improve
this ability.
 An organization is a complex
system which makes many
thousands of decisions each
day – writing a SOP for each
decision is not always
practical.
 A systems approach to
quality is essential!
 It should recognize that the
weakest link in the system is
often human fallibility –
variable capacity to act
consciously – when no one is
looking.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 32
Going beyond
rules pays..
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 33
How to
Connect?
 Behaviors beyond GXP
 Predictors of a Culture of Quality
 Culture
 Culture of Quality creates an environment needed to facilitate every
individual to guide his/her own behavior to work in the interest of
patients and to continually improve this ability.
 System
 A systems approach to quality is essential! It recognizes that the
weakest link in the system is often human fallibility – variable
capacity to act consciously – when no one is looking.
 GXP, Behavior
 An organization is a complex system which makes many thousands
of decisions each day – writing a SOP for each decision by each
individual (controlling behavior) is not always practical.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 34
Humanbehavior:
Connectingthe
Dots;With the
RightConnectors
GXPs – rational behaviors
How proactive compliance is achieved? X,Y, Z
Quality Management System
What makes a QMS reliable?A, B, C, D
Culture of Quality
Why people change their behavior: 1, 2, 3
Human Behaviors Beyond GXPs
Predictors of Culture of Quality
Why,What, and How of
Culture of Quality?
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 35
‘Connecting the
Dots’ helps to
communicate
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 36
Behaviors
beyond
GXPs
I
II
III
IV
Culture of
Quality
1
2
3
QMS
A
B
C
D
Behavior -
GXPs
X
Y
Z
Creating aCultureof
Quality: Financial
incentives don’treduce
errors.Employees
mustbe passionate
abouteliminating
mistakes.
AshwinSrinivasanand
BryanKurey. Harvard
Business Review,April
2014.
Only four
attributes
actually predict
a culture of
quality:
Leadership
Emphasis
Message
Credibility
Peer
Involvement
Employee
Empowerment
People will
change their
behavior if they
see the new
behavior as
Normal (1)
Rewarding (2)
Easy (3)
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 37
Act consciously in the interest of patients – when no one is looking.
Culture of
Quality
Consciously–bydesign:
ScientificMethodology,
EngineeringDesign,or
Plan-Do-Check-Act
InterestofPatients:
Regulatorycommitments+
Act consciously in
the interest of
patients –
specially when no
one is looking.
(1) It is Normal to Do
(2) It is Rewarding
(satisfaction)
(3) It is Easy to Do
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 38
Leadership
Emphasis
Message
Credibility
Peer
Involvement
Employee
EmpowermentEnvironment
Quality
Management
System
AnyBodyCanDance
Culture of
Quality
1. Normal
2. Rewarding
3. Easy
QMS
A
B
C
D
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 39
Leadership
Emphasis
Message
Credibility
Peer
Involvement
Employee
EmpowermentEnvironment
Deming's System of Profound Knowledge + James Reason’s Swiss Cheese Model
A, B,C, D
Deming'sSystemof
ProfoundKnowledge+
JamesReason’sSwiss
CheeseModel
TrainingtoensureAnyBody
CanDance
• Appreciation for System
• Organization viewed as a system; an
orchestra
A.
• Theory of Knowledge
• Without theory – there is no learning; Asking
the right questions; Plan-Do-Check-Act
B.
• Knowledge ofVariation
• Common cause and special cause variability;
control charts
C.
• Human behavior (pride/satisfaction +
conscious/subconscious biases)
• System support and safe guards; system for
error management
D.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 40
CoQ to
QMS toGXP
Behaviors
Facilitatingerrordetection
andcorrection.
C.vanDyck.Puttingerrors
togooduse:error
managementculturein
organizations(2000).
http://dare.uva.nl/document/83803
CoQ
1
2
3
QMS
A
B
C
D
GXP
Behaviors
X
Y
X
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 41
Message
Credibility
Peer
Involvement
Employee
EmpowermentEnvironment
Leadership
Emphasis
A poor quality product is an error consequence and is not
necessarily related to error management per se. In fact, a poor
quality product may be the result of lack of error management.
Culture of Error
गलती
Management
प्रबंधन
What words would you use
to describe how you feel
and react to mistakes?
Your own, of a co-worker, of
a subordinate.
How does your supervisor
react?
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 42
Picture purchased from www.pixtastock.com
X,Y,Z
C.vanDyck.Puttingerrorsto
gooduse:errormanagement
cultureinorganizations(2000).
http://dare.uva.nl/document/83803
X. Fear of Errors (reduce)
Error strain -
Covering up
Y. Mastery Orientation
Communicating
Analyzing errors
Error correction
Learning from errors to
QbD/RFT
Z. Awareness
Anticipation
Risk-taking
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 43
Reduce Fear of
Errors
(C.vanDyck.2000)
Error strain
 In general, people feel
embarrassed after making a
mistake.
 If an error occurs, people get
upset and irritated.
 If an error is reported it
becomes a topic of ridicule
 In this organization,
supervisors feel very
aggravated when mistakes
are made.
Covering up
 Our motto is; “Why admit an
error when no one will find
out?”
 It can be harmful to make
your errors known to others.
 Employees that own up to
their errors are asking for
trouble.
 People in this organization
prefer to keep their errors to
themselves.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 44
Mastery
orientation
(C.vanDyck.2000)
Communication
 When someone makes an
error, (s)he shares it with
others so that they won’t
make the same mistake.
 When people are unable to
correct an error, they turn to
their colleagues.
 If people are unable to
continue their work after an
error, they can rely on others.
 When people do something
wrong they can ask others for
advice on how to continue.
Analyzing error
 After making a mistake,
people try to analyze what
caused it.
 In this organization, people
think a lot about how errors
could have been avoided.
 After an error people think
through how to correct it.
 Our errors point us to what
we can improve.
 In mastering a task, people
can learn a lot from their
mistakes
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 45
Mastery
orientation
(C.vanDyck.2000)
Learning from errors
 Our errors point us to what
we can improve.
 In mastering a task, people
can learn a lot from their
mistakes.
 An error provides important
information for the
continuation of the work
 When a error occurs we use
the learning to improve the
work process.
Error correction
 When an error has occurred
we usually know how to
rectify it.
 When an error is made, it is
corrected right away.
 If an error is restorable, we
usually know how to do it.
 Although we make mistakes,
we don’t let go of the final
goal.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 46
Awareness
(C.vanDyck.2000)
Anticipation
 It is very likely that people
will make errors in the
process of mastering their
task.
 When people start to work on
something, they are aware
that mistakes can occur.
 In this organization, we take
into account that things will
go wrong from time to time.
Risk taking
 For an organization to
achieve something, it has to
risk the occurrence of errors.
 To get better in what we do,
we don’t mind that
something can go wrong in
the process.
 It’s fine to risk an error every
once in a while.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 47
Expect it to fail
and build
safeguards
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 48
Team member
support
Technological safeguardsGood Design
Normal
Easy
Rewarding
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 49
Reduce
Fear of
Errors
Error strain
Covering up
Awareness
Anticipation
Risk taking
Mastery
orientation
QbD/RFT
Error detection
Communication
Analyzing errors
Correction
Maturity &
Responsibility
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 50
Richard L. Friedman, M.S. Management Oversight and Lifecycle Quality Assurance. FDLI Workshop, Washington DC, 14-15 July, 2014
Connecting the
Dots and
Communicating
Effectively
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 51
Culture
of
Quality
Normal
Rewarding
Easy
QMS
System
Knowledge
Variation
Behavior
Behavior
- GXPs
Fear
Removed
Mastery
Awareness
WhyQuality by
Design is the
foundation of
Culture of
Quality
Summary
We do our best to develop products that meet the needs of patients – we
develop our products consciously – this is our QbD.
We recognize nothing is perfect and there will be some errors in our design,
systems and procedures, or we may make mistakes in following set
procedures.
It is normal, easy and rewarding to work within our quality management
system, without fear, to detect, correct and to learn from errors.
In doing so we act consciously in the interest of patients – specially when no
one is looking, and continually improve our quality by design and aim for
right first time.
8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 52

More Related Content

What's hot

Pharmaceutical Quality Management System
Pharmaceutical Quality Management SystemPharmaceutical Quality Management System
Pharmaceutical Quality Management SystemDhawal_Raghuvanshi
 
Human errors.pdf
Human errors.pdfHuman errors.pdf
Human errors.pdfagothoskar
 
Quality Management System
Quality Management SystemQuality Management System
Quality Management SystemKuldeep Yagik
 
Quality Management System PowerPoint Presentation Slides
Quality Management System PowerPoint Presentation Slides Quality Management System PowerPoint Presentation Slides
Quality Management System PowerPoint Presentation Slides SlideTeam
 
Customer focus
Customer focusCustomer focus
Customer focusAnjali Aji
 
Ppt Of Qa ,Qc
Ppt Of Qa ,QcPpt Of Qa ,Qc
Ppt Of Qa ,QcArvind306
 
Good Manufacturing Practices
Good Manufacturing PracticesGood Manufacturing Practices
Good Manufacturing PracticesJorge Torres
 
Introduction qa, qc and tqm
Introduction qa, qc and tqmIntroduction qa, qc and tqm
Introduction qa, qc and tqmhimanshu kamboj
 
ISO 13485:2016 (Medical Devices - Quality Management System) Awareness Training
ISO 13485:2016 (Medical Devices - Quality Management System) Awareness TrainingISO 13485:2016 (Medical Devices - Quality Management System) Awareness Training
ISO 13485:2016 (Medical Devices - Quality Management System) Awareness TrainingOperational Excellence Consulting
 
Customer focus ,types and customers perceptions
Customer focus ,types and customers perceptionsCustomer focus ,types and customers perceptions
Customer focus ,types and customers perceptionsAkshay Umale
 
Gmp Auditor Training Course
Gmp Auditor   Training CourseGmp Auditor   Training Course
Gmp Auditor Training Coursepiyush64173
 
Good Documentation Practice (GDocP).pdf
Good Documentation Practice (GDocP).pdfGood Documentation Practice (GDocP).pdf
Good Documentation Practice (GDocP).pdfMd. Zakaria Faruki
 
Developing a quality culture presentation [autosaved]
Developing a quality culture presentation [autosaved]Developing a quality culture presentation [autosaved]
Developing a quality culture presentation [autosaved]Yomna Motea
 

What's hot (20)

Pharmaceutical Quality Management System
Pharmaceutical Quality Management SystemPharmaceutical Quality Management System
Pharmaceutical Quality Management System
 
Human errors.pdf
Human errors.pdfHuman errors.pdf
Human errors.pdf
 
Quality Management System
Quality Management SystemQuality Management System
Quality Management System
 
Quality Management System PowerPoint Presentation Slides
Quality Management System PowerPoint Presentation Slides Quality Management System PowerPoint Presentation Slides
Quality Management System PowerPoint Presentation Slides
 
Customer focus
Customer focusCustomer focus
Customer focus
 
Corrective and Preventive action (CAPA)
Corrective and Preventive action (CAPA)Corrective and Preventive action (CAPA)
Corrective and Preventive action (CAPA)
 
Ppt Of Qa ,Qc
Ppt Of Qa ,QcPpt Of Qa ,Qc
Ppt Of Qa ,Qc
 
Good Manufacturing Practices
Good Manufacturing PracticesGood Manufacturing Practices
Good Manufacturing Practices
 
Quality audit
Quality auditQuality audit
Quality audit
 
CAPA
CAPACAPA
CAPA
 
Introduction qa, qc and tqm
Introduction qa, qc and tqmIntroduction qa, qc and tqm
Introduction qa, qc and tqm
 
Quality management
Quality managementQuality management
Quality management
 
Corrective Action & Preventive Action
Corrective Action & Preventive ActionCorrective Action & Preventive Action
Corrective Action & Preventive Action
 
ALCOA & ALCOA+
ALCOA & ALCOA+ALCOA & ALCOA+
ALCOA & ALCOA+
 
ISO 13485:2016 (Medical Devices - Quality Management System) Awareness Training
ISO 13485:2016 (Medical Devices - Quality Management System) Awareness TrainingISO 13485:2016 (Medical Devices - Quality Management System) Awareness Training
ISO 13485:2016 (Medical Devices - Quality Management System) Awareness Training
 
Customer focus ,types and customers perceptions
Customer focus ,types and customers perceptionsCustomer focus ,types and customers perceptions
Customer focus ,types and customers perceptions
 
Gmp Auditor Training Course
Gmp Auditor   Training CourseGmp Auditor   Training Course
Gmp Auditor Training Course
 
Good Documentation Practice (GDocP).pdf
Good Documentation Practice (GDocP).pdfGood Documentation Practice (GDocP).pdf
Good Documentation Practice (GDocP).pdf
 
Quality culture
Quality cultureQuality culture
Quality culture
 
Developing a quality culture presentation [autosaved]
Developing a quality culture presentation [autosaved]Developing a quality culture presentation [autosaved]
Developing a quality culture presentation [autosaved]
 

Viewers also liked

Dr Venkateswarlu Memorial Lecture 2015
Dr Venkateswarlu Memorial Lecture 2015Dr Venkateswarlu Memorial Lecture 2015
Dr Venkateswarlu Memorial Lecture 2015Ajaz Hussain
 
Explaining the behavioral economics context of culture of quality
Explaining the behavioral economics context of culture of qualityExplaining the behavioral economics context of culture of quality
Explaining the behavioral economics context of culture of qualityAjaz Hussain
 
NIPTE Conference 2016 Keynote Ajaz Hussain 09272016 Final
NIPTE Conference 2016 Keynote Ajaz Hussain 09272016 FinalNIPTE Conference 2016 Keynote Ajaz Hussain 09272016 Final
NIPTE Conference 2016 Keynote Ajaz Hussain 09272016 FinalAjaz Hussain
 
Product Quality & Patient Safety USP Workshop Mumbai 12 June 2015
Product Quality & Patient Safety USP Workshop Mumbai 12 June 2015Product Quality & Patient Safety USP Workshop Mumbai 12 June 2015
Product Quality & Patient Safety USP Workshop Mumbai 12 June 2015Ajaz Hussain
 
IGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences min
IGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences minIGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences min
IGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences minAjaz Hussain
 
Voice of the Patient
Voice of the PatientVoice of the Patient
Voice of the PatientAjaz Hussain
 
NIPTE Roadmap 2017 Discussion @ IFPAC 2017
NIPTE Roadmap 2017 Discussion @ IFPAC 2017NIPTE Roadmap 2017 Discussion @ IFPAC 2017
NIPTE Roadmap 2017 Discussion @ IFPAC 2017Ajaz Hussain
 
FDA Trend: New Validation Strategies
FDA Trend: New Validation StrategiesFDA Trend: New Validation Strategies
FDA Trend: New Validation StrategiesAjaz Hussain
 
Regulatory Aspects of Continuous Pharmaceutical Manufacturing
Regulatory Aspects of Continuous Pharmaceutical ManufacturingRegulatory Aspects of Continuous Pharmaceutical Manufacturing
Regulatory Aspects of Continuous Pharmaceutical ManufacturingAjaz Hussain
 
Breakthrough Designation Opportunities Challenges AAPS 2014
Breakthrough Designation Opportunities Challenges AAPS 2014Breakthrough Designation Opportunities Challenges AAPS 2014
Breakthrough Designation Opportunities Challenges AAPS 2014Ajaz Hussain
 
Bioequivalence – Still a Quality Achilles’ Heel? 16 October 2014
Bioequivalence – Still a Quality Achilles’ Heel? 16 October 2014Bioequivalence – Still a Quality Achilles’ Heel? 16 October 2014
Bioequivalence – Still a Quality Achilles’ Heel? 16 October 2014Ajaz Hussain
 
Complex Generics Developing Defensible Statistical Analyses and Acceptance Cr...
Complex Generics Developing Defensible Statistical Analyses and Acceptance Cr...Complex Generics Developing Defensible Statistical Analyses and Acceptance Cr...
Complex Generics Developing Defensible Statistical Analyses and Acceptance Cr...Ajaz Hussain
 
Pharmaceutical Quality - The Office of
Pharmaceutical Quality -  The Office ofPharmaceutical Quality -  The Office of
Pharmaceutical Quality - The Office ofAjaz Hussain
 
Insights on Culture of Quality What have I Learned 22 September 2015
Insights on Culture of Quality What have I Learned 22 September 2015Insights on Culture of Quality What have I Learned 22 September 2015
Insights on Culture of Quality What have I Learned 22 September 2015Ajaz Hussain
 
Culture of Quality Bagladesh AAPS 8 August 2015 Final
Culture of Quality  Bagladesh AAPS 8 August 2015 FinalCulture of Quality  Bagladesh AAPS 8 August 2015 Final
Culture of Quality Bagladesh AAPS 8 August 2015 FinalAjaz Hussain
 
Pinch-Hitting in Heidelberg 16 October 2013
Pinch-Hitting in Heidelberg 16 October 2013Pinch-Hitting in Heidelberg 16 October 2013
Pinch-Hitting in Heidelberg 16 October 2013Ajaz Hussain
 
Regulatory Challenges: Lecture @ University of Michigan 21 Feb 2013
Regulatory Challenges: Lecture @ University of Michigan 21 Feb 2013Regulatory Challenges: Lecture @ University of Michigan 21 Feb 2013
Regulatory Challenges: Lecture @ University of Michigan 21 Feb 2013Ajaz Hussain
 
Development of Biosimilar Products: Determinants of Success
Development of Biosimilar Products: Determinants of SuccessDevelopment of Biosimilar Products: Determinants of Success
Development of Biosimilar Products: Determinants of SuccessAjaz Hussain
 
Data in÷teg÷ri÷ty: Time to Integrate Human Factors
Data in÷teg÷ri÷ty: Time to Integrate Human FactorsData in÷teg÷ri÷ty: Time to Integrate Human Factors
Data in÷teg÷ri÷ty: Time to Integrate Human FactorsAjaz Hussain
 

Viewers also liked (20)

Dr Venkateswarlu Memorial Lecture 2015
Dr Venkateswarlu Memorial Lecture 2015Dr Venkateswarlu Memorial Lecture 2015
Dr Venkateswarlu Memorial Lecture 2015
 
Explaining the behavioral economics context of culture of quality
Explaining the behavioral economics context of culture of qualityExplaining the behavioral economics context of culture of quality
Explaining the behavioral economics context of culture of quality
 
NIPTE Conference 2016 Keynote Ajaz Hussain 09272016 Final
NIPTE Conference 2016 Keynote Ajaz Hussain 09272016 FinalNIPTE Conference 2016 Keynote Ajaz Hussain 09272016 Final
NIPTE Conference 2016 Keynote Ajaz Hussain 09272016 Final
 
Product Quality & Patient Safety USP Workshop Mumbai 12 June 2015
Product Quality & Patient Safety USP Workshop Mumbai 12 June 2015Product Quality & Patient Safety USP Workshop Mumbai 12 June 2015
Product Quality & Patient Safety USP Workshop Mumbai 12 June 2015
 
IGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences min
IGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences minIGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences min
IGPA Building a Culture of Quality Ajaz Hussain_5 Sept 2015_Rferences min
 
Voice of the Patient
Voice of the PatientVoice of the Patient
Voice of the Patient
 
NIPTE Roadmap 2017 Discussion @ IFPAC 2017
NIPTE Roadmap 2017 Discussion @ IFPAC 2017NIPTE Roadmap 2017 Discussion @ IFPAC 2017
NIPTE Roadmap 2017 Discussion @ IFPAC 2017
 
FDA Trend: New Validation Strategies
FDA Trend: New Validation StrategiesFDA Trend: New Validation Strategies
FDA Trend: New Validation Strategies
 
Regulatory Aspects of Continuous Pharmaceutical Manufacturing
Regulatory Aspects of Continuous Pharmaceutical ManufacturingRegulatory Aspects of Continuous Pharmaceutical Manufacturing
Regulatory Aspects of Continuous Pharmaceutical Manufacturing
 
Hussain1
Hussain1Hussain1
Hussain1
 
Breakthrough Designation Opportunities Challenges AAPS 2014
Breakthrough Designation Opportunities Challenges AAPS 2014Breakthrough Designation Opportunities Challenges AAPS 2014
Breakthrough Designation Opportunities Challenges AAPS 2014
 
Bioequivalence – Still a Quality Achilles’ Heel? 16 October 2014
Bioequivalence – Still a Quality Achilles’ Heel? 16 October 2014Bioequivalence – Still a Quality Achilles’ Heel? 16 October 2014
Bioequivalence – Still a Quality Achilles’ Heel? 16 October 2014
 
Complex Generics Developing Defensible Statistical Analyses and Acceptance Cr...
Complex Generics Developing Defensible Statistical Analyses and Acceptance Cr...Complex Generics Developing Defensible Statistical Analyses and Acceptance Cr...
Complex Generics Developing Defensible Statistical Analyses and Acceptance Cr...
 
Pharmaceutical Quality - The Office of
Pharmaceutical Quality -  The Office ofPharmaceutical Quality -  The Office of
Pharmaceutical Quality - The Office of
 
Insights on Culture of Quality What have I Learned 22 September 2015
Insights on Culture of Quality What have I Learned 22 September 2015Insights on Culture of Quality What have I Learned 22 September 2015
Insights on Culture of Quality What have I Learned 22 September 2015
 
Culture of Quality Bagladesh AAPS 8 August 2015 Final
Culture of Quality  Bagladesh AAPS 8 August 2015 FinalCulture of Quality  Bagladesh AAPS 8 August 2015 Final
Culture of Quality Bagladesh AAPS 8 August 2015 Final
 
Pinch-Hitting in Heidelberg 16 October 2013
Pinch-Hitting in Heidelberg 16 October 2013Pinch-Hitting in Heidelberg 16 October 2013
Pinch-Hitting in Heidelberg 16 October 2013
 
Regulatory Challenges: Lecture @ University of Michigan 21 Feb 2013
Regulatory Challenges: Lecture @ University of Michigan 21 Feb 2013Regulatory Challenges: Lecture @ University of Michigan 21 Feb 2013
Regulatory Challenges: Lecture @ University of Michigan 21 Feb 2013
 
Development of Biosimilar Products: Determinants of Success
Development of Biosimilar Products: Determinants of SuccessDevelopment of Biosimilar Products: Determinants of Success
Development of Biosimilar Products: Determinants of Success
 
Data in÷teg÷ri÷ty: Time to Integrate Human Factors
Data in÷teg÷ri÷ty: Time to Integrate Human FactorsData in÷teg÷ri÷ty: Time to Integrate Human Factors
Data in÷teg÷ri÷ty: Time to Integrate Human Factors
 

Similar to Pharmaceutical culture of quality

Roadmap to QbD is (should be) a roadmap to adult human development
Roadmap to QbD is (should be) a roadmap to adult human developmentRoadmap to QbD is (should be) a roadmap to adult human development
Roadmap to QbD is (should be) a roadmap to adult human developmentAjaz Hussain
 
#FIRMday Manchester 22nd September 2016 - Capita 'Talent Acquisition in the f...
#FIRMday Manchester 22nd September 2016 - Capita 'Talent Acquisition in the f...#FIRMday Manchester 22nd September 2016 - Capita 'Talent Acquisition in the f...
#FIRMday Manchester 22nd September 2016 - Capita 'Talent Acquisition in the f...Emma Mirrington
 
Sustain and Build a Quality Culture in Today's Realities
Sustain and Build a Quality Culture in Today's RealitiesSustain and Build a Quality Culture in Today's Realities
Sustain and Build a Quality Culture in Today's RealitiesAjaz Hussain
 
Finding Actionable Insights from Healthcare's Big Data
Finding Actionable Insights from Healthcare's Big DataFinding Actionable Insights from Healthcare's Big Data
Finding Actionable Insights from Healthcare's Big DataMedullan
 
Sutherland and International Institute for Analytics HIStalk Webinar - Charti...
Sutherland and International Institute for Analytics HIStalk Webinar - Charti...Sutherland and International Institute for Analytics HIStalk Webinar - Charti...
Sutherland and International Institute for Analytics HIStalk Webinar - Charti...Sutherland Healthcare
 
Going Global
Going GlobalGoing Global
Going Globalk_sobczak
 
7 Essential Practices for Data Governance in Healthcare
7 Essential Practices for Data Governance in Healthcare7 Essential Practices for Data Governance in Healthcare
7 Essential Practices for Data Governance in HealthcareHealth Catalyst
 
Leading Adaptive Change: A Framework to Transform Healthcare
Leading Adaptive Change: A Framework to Transform HealthcareLeading Adaptive Change: A Framework to Transform Healthcare
Leading Adaptive Change: A Framework to Transform HealthcareHealth Catalyst
 
Improving Performance with Social Business Solutions - Featuring: Premier Hea...
Improving Performance with Social Business Solutions - Featuring: Premier Hea...Improving Performance with Social Business Solutions - Featuring: Premier Hea...
Improving Performance with Social Business Solutions - Featuring: Premier Hea...Perficient, Inc.
 
America's Health Insurance Plans - Consumer Experience Summit - Measuring Suc...
America's Health Insurance Plans - Consumer Experience Summit - Measuring Suc...America's Health Insurance Plans - Consumer Experience Summit - Measuring Suc...
America's Health Insurance Plans - Consumer Experience Summit - Measuring Suc...Amy Cueva
 
Customer Focused Initatives, Which is the Right One? - AHIP 2015 - Amy Cueva
  Customer Focused Initatives, Which is the Right One? - AHIP 2015 -  Amy Cueva  Customer Focused Initatives, Which is the Right One? - AHIP 2015 -  Amy Cueva
Customer Focused Initatives, Which is the Right One? - AHIP 2015 - Amy CuevaMad*Pow
 
Inclusion challenges for talent with disabilties
Inclusion challenges for talent with disabiltiesInclusion challenges for talent with disabilties
Inclusion challenges for talent with disabiltiesPhaidon International
 
Institute of management studies
Institute of management studiesInstitute of management studies
Institute of management studiesSumit Giri
 
Break All The Rules: What the Leading Health Systems Do Differently with Anal...
Break All The Rules: What the Leading Health Systems Do Differently with Anal...Break All The Rules: What the Leading Health Systems Do Differently with Anal...
Break All The Rules: What the Leading Health Systems Do Differently with Anal...Dale Sanders
 
Digital Analytics: Nonprofit Necessity
Digital Analytics: Nonprofit NecessityDigital Analytics: Nonprofit Necessity
Digital Analytics: Nonprofit Necessityaccenture
 
Data Integrity Validation Keynote Address Boston August 2016
Data Integrity Validation Keynote Address Boston August 2016Data Integrity Validation Keynote Address Boston August 2016
Data Integrity Validation Keynote Address Boston August 2016Ajaz Hussain
 
Excipient Knowledge Management Mumbai 12 March 2015 Part 1 & 2
Excipient Knowledge Management Mumbai 12 March 2015 Part 1 & 2Excipient Knowledge Management Mumbai 12 March 2015 Part 1 & 2
Excipient Knowledge Management Mumbai 12 March 2015 Part 1 & 2Ajaz Hussain
 
Enterprise 2.0 Conference - Enterprise Social Collaboration & Innovation ...
Enterprise 2.0 Conference - Enterprise Social Collaboration & Innovation ...Enterprise 2.0 Conference - Enterprise Social Collaboration & Innovation ...
Enterprise 2.0 Conference - Enterprise Social Collaboration & Innovation ...chakraj
 

Similar to Pharmaceutical culture of quality (20)

Roadmap to QbD is (should be) a roadmap to adult human development
Roadmap to QbD is (should be) a roadmap to adult human developmentRoadmap to QbD is (should be) a roadmap to adult human development
Roadmap to QbD is (should be) a roadmap to adult human development
 
#FIRMday Manchester 22nd September 2016 - Capita 'Talent Acquisition in the f...
#FIRMday Manchester 22nd September 2016 - Capita 'Talent Acquisition in the f...#FIRMday Manchester 22nd September 2016 - Capita 'Talent Acquisition in the f...
#FIRMday Manchester 22nd September 2016 - Capita 'Talent Acquisition in the f...
 
Sustain and Build a Quality Culture in Today's Realities
Sustain and Build a Quality Culture in Today's RealitiesSustain and Build a Quality Culture in Today's Realities
Sustain and Build a Quality Culture in Today's Realities
 
Finding Actionable Insights from Healthcare's Big Data
Finding Actionable Insights from Healthcare's Big DataFinding Actionable Insights from Healthcare's Big Data
Finding Actionable Insights from Healthcare's Big Data
 
Sutherland and International Institute for Analytics HIStalk Webinar - Charti...
Sutherland and International Institute for Analytics HIStalk Webinar - Charti...Sutherland and International Institute for Analytics HIStalk Webinar - Charti...
Sutherland and International Institute for Analytics HIStalk Webinar - Charti...
 
Going Global
Going GlobalGoing Global
Going Global
 
7 Essential Practices for Data Governance in Healthcare
7 Essential Practices for Data Governance in Healthcare7 Essential Practices for Data Governance in Healthcare
7 Essential Practices for Data Governance in Healthcare
 
Leading Adaptive Change: A Framework to Transform Healthcare
Leading Adaptive Change: A Framework to Transform HealthcareLeading Adaptive Change: A Framework to Transform Healthcare
Leading Adaptive Change: A Framework to Transform Healthcare
 
Improving Performance with Social Business Solutions - Featuring: Premier Hea...
Improving Performance with Social Business Solutions - Featuring: Premier Hea...Improving Performance with Social Business Solutions - Featuring: Premier Hea...
Improving Performance with Social Business Solutions - Featuring: Premier Hea...
 
Promoting the Spread of Health Care Innovations
Promoting the Spread of Health Care InnovationsPromoting the Spread of Health Care Innovations
Promoting the Spread of Health Care Innovations
 
America's Health Insurance Plans - Consumer Experience Summit - Measuring Suc...
America's Health Insurance Plans - Consumer Experience Summit - Measuring Suc...America's Health Insurance Plans - Consumer Experience Summit - Measuring Suc...
America's Health Insurance Plans - Consumer Experience Summit - Measuring Suc...
 
Customer Focused Initatives, Which is the Right One? - AHIP 2015 - Amy Cueva
  Customer Focused Initatives, Which is the Right One? - AHIP 2015 -  Amy Cueva  Customer Focused Initatives, Which is the Right One? - AHIP 2015 -  Amy Cueva
Customer Focused Initatives, Which is the Right One? - AHIP 2015 - Amy Cueva
 
Inclusion challenges for talent with disabilties
Inclusion challenges for talent with disabiltiesInclusion challenges for talent with disabilties
Inclusion challenges for talent with disabilties
 
Institute of management studies
Institute of management studiesInstitute of management studies
Institute of management studies
 
Jodie G
Jodie GJodie G
Jodie G
 
Break All The Rules: What the Leading Health Systems Do Differently with Anal...
Break All The Rules: What the Leading Health Systems Do Differently with Anal...Break All The Rules: What the Leading Health Systems Do Differently with Anal...
Break All The Rules: What the Leading Health Systems Do Differently with Anal...
 
Digital Analytics: Nonprofit Necessity
Digital Analytics: Nonprofit NecessityDigital Analytics: Nonprofit Necessity
Digital Analytics: Nonprofit Necessity
 
Data Integrity Validation Keynote Address Boston August 2016
Data Integrity Validation Keynote Address Boston August 2016Data Integrity Validation Keynote Address Boston August 2016
Data Integrity Validation Keynote Address Boston August 2016
 
Excipient Knowledge Management Mumbai 12 March 2015 Part 1 & 2
Excipient Knowledge Management Mumbai 12 March 2015 Part 1 & 2Excipient Knowledge Management Mumbai 12 March 2015 Part 1 & 2
Excipient Knowledge Management Mumbai 12 March 2015 Part 1 & 2
 
Enterprise 2.0 Conference - Enterprise Social Collaboration & Innovation ...
Enterprise 2.0 Conference - Enterprise Social Collaboration & Innovation ...Enterprise 2.0 Conference - Enterprise Social Collaboration & Innovation ...
Enterprise 2.0 Conference - Enterprise Social Collaboration & Innovation ...
 

More from Ajaz Hussain

A Leapfrog Need and Opportunity for mAbs
A Leapfrog Need and Opportunity for mAbsA Leapfrog Need and Opportunity for mAbs
A Leapfrog Need and Opportunity for mAbsAjaz Hussain
 
SMART Quality by Design Applications Not Submissions in 2024
SMART Quality by Design Applications Not Submissions in 2024SMART Quality by Design Applications Not Submissions in 2024
SMART Quality by Design Applications Not Submissions in 2024Ajaz Hussain
 
Intuitively Moving Institutions Towards Global Regulatory Resilience
Intuitively Moving Institutions Towards Global Regulatory Resilience Intuitively Moving Institutions Towards Global Regulatory Resilience
Intuitively Moving Institutions Towards Global Regulatory Resilience Ajaz Hussain
 
Critical Importance of Pharmaceutical Traceability in the Experience.pdf
Critical Importance of Pharmaceutical Traceability in the Experience.pdfCritical Importance of Pharmaceutical Traceability in the Experience.pdf
Critical Importance of Pharmaceutical Traceability in the Experience.pdfAjaz Hussain
 
Validation 4 for Credible Pharma 4 a Keynote for Valconnect 2023.pdf
Validation 4 for Credible Pharma 4 a Keynote for  Valconnect 2023.pdfValidation 4 for Credible Pharma 4 a Keynote for  Valconnect 2023.pdf
Validation 4 for Credible Pharma 4 a Keynote for Valconnect 2023.pdfAjaz Hussain
 
SMART Triaxial Compaction, Social Form 483 and VAI or OAI to an Avenger.pdf
SMART Triaxial Compaction, Social Form 483 and VAI or OAI to an Avenger.pdfSMART Triaxial Compaction, Social Form 483 and VAI or OAI to an Avenger.pdf
SMART Triaxial Compaction, Social Form 483 and VAI or OAI to an Avenger.pdfAjaz Hussain
 
Statistical Thinking and Pharmaceutical Professional Development, a keynote b...
Statistical Thinking and Pharmaceutical Professional Development, a keynote b...Statistical Thinking and Pharmaceutical Professional Development, a keynote b...
Statistical Thinking and Pharmaceutical Professional Development, a keynote b...Ajaz Hussain
 
An Updating Perspective on BAD I in March Madness 2023.pdf
An Updating Perspective on BAD I in March Madness 2023.pdfAn Updating Perspective on BAD I in March Madness 2023.pdf
An Updating Perspective on BAD I in March Madness 2023.pdfAjaz Hussain
 
Mature Managers and Management of Pharmaceutical Quality and Quantities
Mature Managers and Management of Pharmaceutical Quality and QuantitiesMature Managers and Management of Pharmaceutical Quality and Quantities
Mature Managers and Management of Pharmaceutical Quality and QuantitiesAjaz Hussain
 
I-SMART Internal Validation for Continuous Professional Development.pdf
I-SMART Internal Validation for Continuous Professional Development.pdfI-SMART Internal Validation for Continuous Professional Development.pdf
I-SMART Internal Validation for Continuous Professional Development.pdfAjaz Hussain
 
S.M.A.R.T Pharmaceuticals 2021 -2030: AI or Human?
S.M.A.R.T Pharmaceuticals 2021 -2030: AI or Human?S.M.A.R.T Pharmaceuticals 2021 -2030: AI or Human?
S.M.A.R.T Pharmaceuticals 2021 -2030: AI or Human?Ajaz Hussain
 
Managing Pharmaceutical Quality in Traditional Paradigm and in the Emerging “...
Managing Pharmaceutical Quality in Traditional Paradigm and in the Emerging “...Managing Pharmaceutical Quality in Traditional Paradigm and in the Emerging “...
Managing Pharmaceutical Quality in Traditional Paradigm and in the Emerging “...Ajaz Hussain
 
Between Hello and Goodbye is Qualia: AICTE Faculty Development Program 29 M...
Between Hello and Goodbye is Qualia:  AICTE  Faculty Development Program 29 M...Between Hello and Goodbye is Qualia:  AICTE  Faculty Development Program 29 M...
Between Hello and Goodbye is Qualia: AICTE Faculty Development Program 29 M...Ajaz Hussain
 
Design is to do good not just be and look good: Bad Design is Smoke, Good Des...
Design is to do good not just be and look good: Bad Design is Smoke, Good Des...Design is to do good not just be and look good: Bad Design is Smoke, Good Des...
Design is to do good not just be and look good: Bad Design is Smoke, Good Des...Ajaz Hussain
 
Pharmaceutical Quality in the 21st Century, Current Status of PAT & QbD
Pharmaceutical Quality in the 21st Century, Current Status of PAT & QbDPharmaceutical Quality in the 21st Century, Current Status of PAT & QbD
Pharmaceutical Quality in the 21st Century, Current Status of PAT & QbDAjaz Hussain
 
Meaning making measurement maturity and management moksha
Meaning making measurement maturity and management mokshaMeaning making measurement maturity and management moksha
Meaning making measurement maturity and management mokshaAjaz Hussain
 
Equivalence Assessment and Maturity of Quality Management Systems
Equivalence Assessment and Maturity of Quality Management SystemsEquivalence Assessment and Maturity of Quality Management Systems
Equivalence Assessment and Maturity of Quality Management SystemsAjaz Hussain
 
Professionals and human experience: Ex[CI]perience Lessons in Excipients
Professionals and human experience: Ex[CI]perience Lessons in Excipients Professionals and human experience: Ex[CI]perience Lessons in Excipients
Professionals and human experience: Ex[CI]perience Lessons in Excipients Ajaz Hussain
 
Compliance in the Age of Lockdowns & Disruptions: Reconciling Different Persp...
Compliance in the Age of Lockdowns & Disruptions: Reconciling Different Persp...Compliance in the Age of Lockdowns & Disruptions: Reconciling Different Persp...
Compliance in the Age of Lockdowns & Disruptions: Reconciling Different Persp...Ajaz Hussain
 
Critical Path Initiative Challenges: FDA ACPS Meeting 19 October 2004
Critical Path Initiative Challenges: FDA ACPS Meeting 19 October 2004Critical Path Initiative Challenges: FDA ACPS Meeting 19 October 2004
Critical Path Initiative Challenges: FDA ACPS Meeting 19 October 2004Ajaz Hussain
 

More from Ajaz Hussain (20)

A Leapfrog Need and Opportunity for mAbs
A Leapfrog Need and Opportunity for mAbsA Leapfrog Need and Opportunity for mAbs
A Leapfrog Need and Opportunity for mAbs
 
SMART Quality by Design Applications Not Submissions in 2024
SMART Quality by Design Applications Not Submissions in 2024SMART Quality by Design Applications Not Submissions in 2024
SMART Quality by Design Applications Not Submissions in 2024
 
Intuitively Moving Institutions Towards Global Regulatory Resilience
Intuitively Moving Institutions Towards Global Regulatory Resilience Intuitively Moving Institutions Towards Global Regulatory Resilience
Intuitively Moving Institutions Towards Global Regulatory Resilience
 
Critical Importance of Pharmaceutical Traceability in the Experience.pdf
Critical Importance of Pharmaceutical Traceability in the Experience.pdfCritical Importance of Pharmaceutical Traceability in the Experience.pdf
Critical Importance of Pharmaceutical Traceability in the Experience.pdf
 
Validation 4 for Credible Pharma 4 a Keynote for Valconnect 2023.pdf
Validation 4 for Credible Pharma 4 a Keynote for  Valconnect 2023.pdfValidation 4 for Credible Pharma 4 a Keynote for  Valconnect 2023.pdf
Validation 4 for Credible Pharma 4 a Keynote for Valconnect 2023.pdf
 
SMART Triaxial Compaction, Social Form 483 and VAI or OAI to an Avenger.pdf
SMART Triaxial Compaction, Social Form 483 and VAI or OAI to an Avenger.pdfSMART Triaxial Compaction, Social Form 483 and VAI or OAI to an Avenger.pdf
SMART Triaxial Compaction, Social Form 483 and VAI or OAI to an Avenger.pdf
 
Statistical Thinking and Pharmaceutical Professional Development, a keynote b...
Statistical Thinking and Pharmaceutical Professional Development, a keynote b...Statistical Thinking and Pharmaceutical Professional Development, a keynote b...
Statistical Thinking and Pharmaceutical Professional Development, a keynote b...
 
An Updating Perspective on BAD I in March Madness 2023.pdf
An Updating Perspective on BAD I in March Madness 2023.pdfAn Updating Perspective on BAD I in March Madness 2023.pdf
An Updating Perspective on BAD I in March Madness 2023.pdf
 
Mature Managers and Management of Pharmaceutical Quality and Quantities
Mature Managers and Management of Pharmaceutical Quality and QuantitiesMature Managers and Management of Pharmaceutical Quality and Quantities
Mature Managers and Management of Pharmaceutical Quality and Quantities
 
I-SMART Internal Validation for Continuous Professional Development.pdf
I-SMART Internal Validation for Continuous Professional Development.pdfI-SMART Internal Validation for Continuous Professional Development.pdf
I-SMART Internal Validation for Continuous Professional Development.pdf
 
S.M.A.R.T Pharmaceuticals 2021 -2030: AI or Human?
S.M.A.R.T Pharmaceuticals 2021 -2030: AI or Human?S.M.A.R.T Pharmaceuticals 2021 -2030: AI or Human?
S.M.A.R.T Pharmaceuticals 2021 -2030: AI or Human?
 
Managing Pharmaceutical Quality in Traditional Paradigm and in the Emerging “...
Managing Pharmaceutical Quality in Traditional Paradigm and in the Emerging “...Managing Pharmaceutical Quality in Traditional Paradigm and in the Emerging “...
Managing Pharmaceutical Quality in Traditional Paradigm and in the Emerging “...
 
Between Hello and Goodbye is Qualia: AICTE Faculty Development Program 29 M...
Between Hello and Goodbye is Qualia:  AICTE  Faculty Development Program 29 M...Between Hello and Goodbye is Qualia:  AICTE  Faculty Development Program 29 M...
Between Hello and Goodbye is Qualia: AICTE Faculty Development Program 29 M...
 
Design is to do good not just be and look good: Bad Design is Smoke, Good Des...
Design is to do good not just be and look good: Bad Design is Smoke, Good Des...Design is to do good not just be and look good: Bad Design is Smoke, Good Des...
Design is to do good not just be and look good: Bad Design is Smoke, Good Des...
 
Pharmaceutical Quality in the 21st Century, Current Status of PAT & QbD
Pharmaceutical Quality in the 21st Century, Current Status of PAT & QbDPharmaceutical Quality in the 21st Century, Current Status of PAT & QbD
Pharmaceutical Quality in the 21st Century, Current Status of PAT & QbD
 
Meaning making measurement maturity and management moksha
Meaning making measurement maturity and management mokshaMeaning making measurement maturity and management moksha
Meaning making measurement maturity and management moksha
 
Equivalence Assessment and Maturity of Quality Management Systems
Equivalence Assessment and Maturity of Quality Management SystemsEquivalence Assessment and Maturity of Quality Management Systems
Equivalence Assessment and Maturity of Quality Management Systems
 
Professionals and human experience: Ex[CI]perience Lessons in Excipients
Professionals and human experience: Ex[CI]perience Lessons in Excipients Professionals and human experience: Ex[CI]perience Lessons in Excipients
Professionals and human experience: Ex[CI]perience Lessons in Excipients
 
Compliance in the Age of Lockdowns & Disruptions: Reconciling Different Persp...
Compliance in the Age of Lockdowns & Disruptions: Reconciling Different Persp...Compliance in the Age of Lockdowns & Disruptions: Reconciling Different Persp...
Compliance in the Age of Lockdowns & Disruptions: Reconciling Different Persp...
 
Critical Path Initiative Challenges: FDA ACPS Meeting 19 October 2004
Critical Path Initiative Challenges: FDA ACPS Meeting 19 October 2004Critical Path Initiative Challenges: FDA ACPS Meeting 19 October 2004
Critical Path Initiative Challenges: FDA ACPS Meeting 19 October 2004
 

Recently uploaded

VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...Miss joya
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.MiadAlsulami
 
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...narwatsonia7
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...narwatsonia7
 
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment BookingHousewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Bookingnarwatsonia7
 
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowKolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowNehru place Escorts
 
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...saminamagar
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalorenarwatsonia7
 
Call Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
Call Girl Lucknow Mallika 7001305949 Independent Escort Service LucknowCall Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
Call Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknownarwatsonia7
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Miss joya
 
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...narwatsonia7
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...narwatsonia7
 
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...narwatsonia7
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipurparulsinha
 
Aspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliAspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliRewAs ALI
 
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdf
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdfHemostasis Physiology and Clinical correlations by Dr Faiza.pdf
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdfMedicoseAcademics
 
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...narwatsonia7
 
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...narwatsonia7
 

Recently uploaded (20)

VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
VIP Call Girls Pune Vrinda 9907093804 Short 1500 Night 6000 Best call girls S...
 
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
Artifacts in Nuclear Medicine with Identifying and resolving artifacts.
 
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Kanakapura Road Just Call 7001305949 Top Class Call Girl Service A...
 
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
Russian Call Girl Brookfield - 7001305949 Escorts Service 50% Off with Cash O...
 
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment BookingHousewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
Housewife Call Girls Hoskote | 7001305949 At Low Cost Cash Payment Booking
 
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowKolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Kolkata Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
 
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...call girls in Connaught Place  DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
call girls in Connaught Place DELHI 🔝 >༒9540349809 🔝 genuine Escort Service ...
 
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
 
Call Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
Call Girl Lucknow Mallika 7001305949 Independent Escort Service LucknowCall Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
Call Girl Lucknow Mallika 7001305949 Independent Escort Service Lucknow
 
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Hebbal Just Call 7001305949 Top Class Call Girl Service Available
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
 
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
Call Girls Frazer Town Just Call 7001305949 Top Class Call Girl Service Avail...
 
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
Call Girls Electronic City Just Call 7001305949 Top Class Call Girl Service A...
 
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Jp Nagar Just Call 7001305949 Top Class Call Girl Service Available
 
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
Housewife Call Girls Bangalore - Call 7001305949 Rs-3500 with A/C Room Cash o...
 
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service JaipurHigh Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
High Profile Call Girls Jaipur Vani 8445551418 Independent Escort Service Jaipur
 
Aspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas AliAspirin presentation slides by Dr. Rewas Ali
Aspirin presentation slides by Dr. Rewas Ali
 
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdf
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdfHemostasis Physiology and Clinical correlations by Dr Faiza.pdf
Hemostasis Physiology and Clinical correlations by Dr Faiza.pdf
 
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
Call Girls Service in Bommanahalli - 7001305949 with real photos and phone nu...
 
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
 

Pharmaceutical culture of quality

  • 1. PharmaceuticalCultureofQuality, AssuranceofDataIntegrity&Qualityby Design:ConnectingtheDots Ajaz@ajazhussain.com 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 1 A modified version of a presentation @ Patheon – Bridgewater, NJ Seminar Thursday, July 31, 2014 Quality by Design - Experience, Trends and Outlook
  • 2. Prologue These slides were used for a invited presentation @ Patheon Seminar – Bridgewater, NJ, 31 July 2014. • Some modification have been made to connect the dots for the audience who will review this slide-deck on the internet. • This presentation provides a very brief snap-shot of a day long training program conducted recently at a company in India. In preparing the day long training session I had asked the following questions • How to effectively communicate to an audience of a group of young and bright Indian professionals in any company in India and their supervisors/management about the importance of cGMPs and QbD? • How do I understand their challenges, perspectives and biases? • How do I connect with them to share the joy of Quality by Design? The response received has been overwhelming from the audiences in India and yesterday at the Patheon Seminar in Bridgewater, NJ • I hope you will also the see some of the important dots and the connections • How this content connects to regulatory requirements is not covered in this slide deck – it connects via ‘A, B, C, D’ to 21 CFR, Quality SystemsApproach to cGMP, ICH 7, 8, 9, 10, and 11. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 2
  • 3. “TheGoldSheet” March 2014 Cox:Confronting Illusions ofQuality in IndianGenerics Manufacturing Thakur: • Data Integrity requires stronger local enforcement Cahilly: • Focus on India masks the real data integrity problems Hussain: • Empowering workers is the key to data integrity Takahashi: • Look out for these data integrity Issues 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 3 Understanding the behaviors – it is a human issue & this is not about India. http://www.pharmamedtechbi.com/publications/the-gold-sheet/48/3/confronting-illusions-of-quality-in-indian-generics-manufacturing
  • 4. Empowering workers is the key to data integrity -thisismy personaljourneytoseeifIcan help.  How to effectively communicate to an audience of a group of young and bright Indian professionals in any company in India about cGMPs and QbD?  How do I understand their challenges, perspectives and biases?  How do I connect with them to share the joy of Quality by Design? 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 4
  • 5. Quality by Design Deming -The journey requires leadership with Profound Knowledge as a guide. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 5 The challenge at hand is that of human reliability – it is a global issue We must do certain things consciously; and cultivate some good habits - subconsciously. Irrationality, Biases,Thinking Fast, and Slow – connections to econometrics suggested. Where do corporate managers, schooled in rational assumptions ….go from here? When organizations acknowledge and anticipate irrational behavior, they can learn to offset it and avoid damaging results. Is there a culture of error management where there’s a genuine effort to learn from mistakes, or is it one of error aversion, where errors are avoided at all cost?
  • 6. Quality by Design –What is it? Doing things consciously – stuck in my mind FDA’s ACPS Meeting October 2005 Topic - Achieving and demonstrating “Quality by Design” with respect to drug release/dissolution performance for conventional or immediate release solid oral dosage forms A PhRMA Perspective – presented by C. Sinko and R. Reed. “Features of Quality by Design: Doing things consciously” 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 6
  • 7. Doing something Consciously or Subconsciously The End of Rational Economics - “[Allen Greenspan] made a mistake in presuming that the self-interest of organizations, specifically banks and others, was such that they were best capable of protecting their own shareholders.” Dan Ariely Harvard Business Review July 2009 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 7 • Scientific methodology • Engineering Design • Plan-Do-Check-Act Consciously • Habits (work to get rid of bad ones) • Habits (work to cultivate good one) • Keystone habits (Safety @ Alcoa; A.L.C.O.A. of data integrity) Subconsciously The Power of Habit: Why We Do What We Do in Life and Business. Charles Duhigg
  • 8. Intention to care – duty of care 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 8
  • 9. KahnemanandTversky,the firstresearcherstoidentify andrigorouslystudy cognitivebiases,provedthat asimpleversionofexpected utilitytheorydidnot accuratelydescribehuman behavior.Theirresponsewas todevelopprospecttheory,a modelofhowpeoplereally makedecisions. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 9 Daniel Kahneman, Nobel Prize 2002 KAHNEMAN, Daniel, and AmosTVERSKY, 1979. Prospect Theory: An Analysis of Decision under Risk. Econometrica, 47 (2), 263–292
  • 10. Chemometric, Pharmacometrics & Econometrics AjazS.Hussain.SWISS PHARMA34(2012)Nr.6. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 10 Chemometrics Econometrics Review & Approval Commercial operations, profitability & availability
  • 11. Two products – Medicineand Evidence. Better than Placebo Evidence of benefit and risk is collected carefully in well controlled clinical trials to eliminate many sources of variability and biases To be on the market the evidence must convincingly conclude that the benefit outweighs the risks, often compared to a placebo There is no evidence without adequate assurance of data integrity Our assurance of data integrity distinguishes our products from adulterated and counterfeit products 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 11
  • 12. FDACDER Challenges & Changes FDA’sSternWarningOnDataIntegrity (ThePinkSheets,21July2014) If the agency’s trust is lost it will be difficult to earn it back; posing challenges far beyond an initial manufacturing setback. Complete honesty after a slip up will go a long way Although India and China have been the current focus, FDA is seeing data integrity breaches everywhere to some degree. Thenew(proposed)Officeof PharmaceuticalQuality,CDER,FDA One QualityVoice;Value Statements Put patients first by balancing risk and availability Have one quality voice by integrating review and inspection across product lifecycle Other points; see: FDA/CDER’sOffice of PharmaceuticalQualityhttp://www.fda.gov/downloads/AboutFDA/CentersOffices/OfficeofMedicalProductsandTobacco/CDER/UCM404568.pdf 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 12
  • 13. Life cycle of regulatory communications  Review (CMC,…)  Design of specifications and controls; prior knowledge and statistical confidence  Clinical relevance, failure-mode and risk-based  New, Biosimilar, and Generic; differences in review approaches  Question base Review – improvements on going  Tightening specifications after development – not aligned with QbD  cGMPCompliance & Inspection  Life-cycle approach to process validation  Continued process verification and statistical confidence  cGMP remediation in response to 483 orWL  Life-cycle approach to error management  Quality Metrics & Culture of Quality 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 13
  • 14. What does it take to come out of the cGMP crisis? 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 14 Persuasive demonstration of: (1) Ability to face facts (2) Legal & regulatory requirements, 3) Systems approach to quality, 4) Changing behavior & culture What is often missed or is unconvincing is how you will strengthen culture of quality. “Let one who wants to move and convince others, first be convinced and moved themselves.” Thomas Carlyle Signals that question the competence, motivation, and/or integrity of company personnel Do not defend the plainly indefensible; it adds further serious credibility costs
  • 15. Effective format for communication 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 15 Evidence/ Data Claim(s) Warrants Evidence/Data Claims
  • 16. “Let one who wants to move and convince others, first be convinced and moved themselves.” ThomasCarlyle How do we communicate Culture of Quality Within the organization? In response to 483’s andWL? In drug applications? Today the phrase Culture of Quality is a hot topic of discussion Why is it so? What is it? How do we strength it? 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 16
  • 17. Data integrity – deviant behaviors AliciaM.Mozzachio,RPh,MPH ,July15, 2014,FDLI,Washington,DC  Not recording activities contemporaneously  Backdating  Fabricating data  Copying existing data as new data  Re-running samples  Discarding data 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 17
  • 18. “It may take more than a letter to resolve this issue” CarmeloRosa,Psy.D.; Director-DIDQ, CDER/OC/OMPQ,July15,2014(FDLI) WL in 2013 + 31% WL in 2014 (7/14/14) + 92% Assurance of Data Integrity ? 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 18 A keystone
  • 19. Blaming failure on a Nation’s culture is a cop- 0ut! “What must be admitted, very painfully, is that this was a disaster ‘Made in Japan,’ ” Dr. Kurokawa said in his introduction to the English version of the report. “Its fundamental causes are to be found in the ingrained conventions of Japanese culture: our reflexive obedience; our reluctance to question authority; our devotion to ‘sticking with the program’; our groupism; and our insularity.”The Japanese version contained a similar criticism. Reaction was swift. “To pin the blame on [a Nation’s] culture is the ultimate cop-out,” Columbia University professor Gerald Curtis wrote in the FinancialTimes. “If that is Japanese culture, then we are all Japanese”. “Is there a culture of error management - where there’s a genuine effort to learn from mistakes, or is it one of error aversion, where errors are avoided at all cost, people can expect to be metaphorically dragged out in to the alley as a prelude to the evidence being covered up?” The chairman of the Fukushima Nuclear Accident Commission blamed the disaster on “the ingrained conventions of Japanese culture”. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 19 http://mbs.edu/mbshub/Pages/Article/How_Fatal_is_your_firms_Error_culture.aspx
  • 20. Quality is everyone's responsibility. Learning isnot compulsory...neither is survival. Ittakesyears,plusa degree oferosion of confidence in oursystem, toresolve cGMP issues. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 20 Lack of knowledge... that is the problem. If you do not know how to ask the right question, you discover nothing. If you can't describe what you are doing as a process, you don't know what you're doing. Rational behavior requires theory. Reactive behavior requires only reflex action. Whenever there is fear, you will get wrong figures. Selected quotes, W. Edwards Deming
  • 21. “Out of the Crisis” W.EdwardDeming,MIT Press(2000) 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 21 The journey requires leadership with Profound Knowledge as a guide. • As leaders responsible for system change, top management is most in need of profound knowledge • Quality is often determined in the boardroom. • Problems arise when management reacts to common cause or chance variation as if it were special cause variation • Prediction based in theory provides a foundation for planning a course of action. Plan – Do – Check – Act • The leader serves the people with clear vision and guidance to empower them.To be empowered is to share ownership in the identity • Giving people a certain degree of control over their work fulfills the need for freedom and provides opportunity for taking joy in work
  • 22. “Wecannotchange thehumancondition. But…wecan change theconditionsunder whichhumanswork” JamesReason J. Reason. Human error: models and management. BMJ. Mar 18, 2000; 320: 768– 770 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 22 Organization (Policies & Sr. Mgmt.) Technology (Constraints & Controls) Individual (Training & Certification) Team & Supervisor (Soft Defenses) Defenses (Quality Management System) Error Latent अप्रकट conditions Goal conflicts & mixed messages Design flaws Production pressures Fear of error
  • 23. High reliability organizations J. Reason. Human error: models and management. BMJ. Mar 18, 2000; 320: 768– 770 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 23 Perhaps the most important distinguishing feature of high reliability organizations is • They expect to make errors and train their workforce to recognize and recover them. • They continually rehearse familiar scenarios of failure and strive hard to imagine novel ones. • Instead of isolating failures, they generalize them. Instead of making local repairs, they look for system reforms.
  • 24. An increasingly common pattern in recent FDA 483’s “….records are not completed contemporaneously” “…observed analyst back-date logbooks” “…trial injections…..” “…results failing specifications are retested until acceptable results are obtained….” “…over-writing electronic raw data…..” “…OOS not investigates per XYZ SOP” “…appropriate controls not established….” 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 24 From individual to system failure – with each additional observation, confirmation of a system with intentional ‘holes’ in its defenses.
  • 25. Why are remediation efforts not uniformly effective? Past: “…results failing specifications are retested until acceptable results are obtained….” Serious enforcement actions cGMP remediation 3rd party oversight 3rd party data integrity training Repeat: “…results failing specifications are retested until acceptable results are obtained….” What will it take to change behavior? 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 25 3-4 years Same company different people/site
  • 26. Understanding the behaviors - “testing into compliance”. Ajen, I.The theory of planned behavior. ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES 50, 179- 211 (1991) 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 26 Attitude towards the behavior Subjective norm Perceived behavioral control Intention Future Behavior usually found to predict behavioral intentions with a high degree of accuracy intentions, in combination with perceived behavioral control, can account for a considerable proportion of variance in behavior. Past Behavior
  • 27. At the individual level, inQC function– how often does this occur? Ingeneral–lowempowerment isasignificantchallenge (low perceivedbehavioral control); plustherearereasonsto rationalize…. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 27 attitude toward performing the behavior Process validation is done so quality is good; test prone to error “Batch failure means I made a mistake” subjective norm documentation not critical; Compendial testing sufficient Indian regulators collect & test samples – no issue there “Testing into compliance” Reasons that are often used to rationalize deviant behavior Extension to organizational dynamics: If the root cause is product design, would QC/QA be able to question/challenge R&D?
  • 28. Understanding - Why cGMPs are critical? USCongressHearingApril2008 THE HEPARIN DISASTER  November 2007,Children's Hospital in St. Louis, Missouri, began noticing adverse reactions  On January 17th, almost 3 months later, Baxter, started recalling products  On February 11th, FDA announced that Baxter had halted manufacture of multi- dose vials US Congress called this the American Failures  We may never know whether an FDA pre-approval inspection would have prevented this ….  However, it is regrettable that FDA did not inspect this plant sooner, …  Make no mistake about it: …have failed the American public. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 28 https://house.resource.org/110/org.c-span.205093-1.raw.txt
  • 29. Understanding - Why cGMPs are critical? Detection&QClimitations Testing/Pharmacovigilence FDA reports 149 deaths with allergic or hypersensitivity symptoms during that period •Contaminated heparin from China QCTesting •Initial testing failed to detect the contaminant Pharmacovigilence •Signals in the pharmacovigilence systems responded slowly and Eventually, the severity of reactions associated made it likely that the contamination would be detected, •albeit too late. Questions •(a) Don’t know, •(b) higher than what it was for Heparin in 2007, or •(c) lower than what it was for Heparin in 2007 What is the likelihood, in the US, of detecting a less toxic contaminant or an or sub‐potent formulation? •(a) USP test for Heparin were not designed to test this particular contaminant •(b) The QC labs involved did not know how to test the samples •(c) QC lab was manipulating the data Why do you think testing did not detect the contaminant? 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 29
  • 30. Why – the reminder - Heparin tragedy (2007-2008) Whenthe drugsafety system fails,people get sick.Some die… CongressmanShimkus (Illinois) • Some of these people are already very vulnerable, and proving the cause of harm from impurities, adulteration, and counterfeits can be elusive. It is hard to detect harm • Certainly the companies are obligated to ensure a culture of quality and maintain vigilance as well. This reflects a systems approach to safety. FDA inspectors look for a culture of quality at manufacturing facilities. • FDA policies led to the failure to inspect the Chinese plant. This system approach wasn't at play here. • While it doesn't deny the counterfeit source, tries to say that counterfeits didn't cause the reaction, as if the adulteration itself was no big deal. This brings me to China and its quality culture or lack thereof. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 30 https://house.resource.org/110/org.c-span.205093-1.raw.txt
  • 31. 21CFR PART 211:SUBPARTS Whyacombinationof deviationscansignala seriousneedtostrengthen CultureofQuality–for example….. • GENERAL PROVISIONSA • ORGANIZATIONAND PERSONNELB • BUILDINGSAND FACILITIESC • EQUIPMENTD • CONTROLOF COMPONENTSAND DRUG PRODUCT CONTAINERS ANDCLOSURESE • PRODUCTION AND PROCESS CONTROLSF • PACKAGINGAND LABELING CONTROLG • HOLDINGAND DISTRIBUTIONH • LABORATORYCONTROLSI 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 31
  • 32. Culture of Quality: Environment that facilitates individuals to guide their behavior to workinthe interest ofpatients andto continually improve this ability.  An organization is a complex system which makes many thousands of decisions each day – writing a SOP for each decision is not always practical.  A systems approach to quality is essential!  It should recognize that the weakest link in the system is often human fallibility – variable capacity to act consciously – when no one is looking. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 32
  • 33. Going beyond rules pays.. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 33
  • 34. How to Connect?  Behaviors beyond GXP  Predictors of a Culture of Quality  Culture  Culture of Quality creates an environment needed to facilitate every individual to guide his/her own behavior to work in the interest of patients and to continually improve this ability.  System  A systems approach to quality is essential! It recognizes that the weakest link in the system is often human fallibility – variable capacity to act consciously – when no one is looking.  GXP, Behavior  An organization is a complex system which makes many thousands of decisions each day – writing a SOP for each decision by each individual (controlling behavior) is not always practical. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 34
  • 35. Humanbehavior: Connectingthe Dots;With the RightConnectors GXPs – rational behaviors How proactive compliance is achieved? X,Y, Z Quality Management System What makes a QMS reliable?A, B, C, D Culture of Quality Why people change their behavior: 1, 2, 3 Human Behaviors Beyond GXPs Predictors of Culture of Quality Why,What, and How of Culture of Quality? 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 35
  • 36. ‘Connecting the Dots’ helps to communicate 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 36 Behaviors beyond GXPs I II III IV Culture of Quality 1 2 3 QMS A B C D Behavior - GXPs X Y Z
  • 37. Creating aCultureof Quality: Financial incentives don’treduce errors.Employees mustbe passionate abouteliminating mistakes. AshwinSrinivasanand BryanKurey. Harvard Business Review,April 2014. Only four attributes actually predict a culture of quality: Leadership Emphasis Message Credibility Peer Involvement Employee Empowerment People will change their behavior if they see the new behavior as Normal (1) Rewarding (2) Easy (3) 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 37 Act consciously in the interest of patients – when no one is looking.
  • 38. Culture of Quality Consciously–bydesign: ScientificMethodology, EngineeringDesign,or Plan-Do-Check-Act InterestofPatients: Regulatorycommitments+ Act consciously in the interest of patients – specially when no one is looking. (1) It is Normal to Do (2) It is Rewarding (satisfaction) (3) It is Easy to Do 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 38 Leadership Emphasis Message Credibility Peer Involvement Employee EmpowermentEnvironment
  • 39. Quality Management System AnyBodyCanDance Culture of Quality 1. Normal 2. Rewarding 3. Easy QMS A B C D 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 39 Leadership Emphasis Message Credibility Peer Involvement Employee EmpowermentEnvironment Deming's System of Profound Knowledge + James Reason’s Swiss Cheese Model
  • 40. A, B,C, D Deming'sSystemof ProfoundKnowledge+ JamesReason’sSwiss CheeseModel TrainingtoensureAnyBody CanDance • Appreciation for System • Organization viewed as a system; an orchestra A. • Theory of Knowledge • Without theory – there is no learning; Asking the right questions; Plan-Do-Check-Act B. • Knowledge ofVariation • Common cause and special cause variability; control charts C. • Human behavior (pride/satisfaction + conscious/subconscious biases) • System support and safe guards; system for error management D. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 40
  • 41. CoQ to QMS toGXP Behaviors Facilitatingerrordetection andcorrection. C.vanDyck.Puttingerrors togooduse:error managementculturein organizations(2000). http://dare.uva.nl/document/83803 CoQ 1 2 3 QMS A B C D GXP Behaviors X Y X 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 41 Message Credibility Peer Involvement Employee EmpowermentEnvironment Leadership Emphasis A poor quality product is an error consequence and is not necessarily related to error management per se. In fact, a poor quality product may be the result of lack of error management.
  • 42. Culture of Error गलती Management प्रबंधन What words would you use to describe how you feel and react to mistakes? Your own, of a co-worker, of a subordinate. How does your supervisor react? 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 42 Picture purchased from www.pixtastock.com
  • 43. X,Y,Z C.vanDyck.Puttingerrorsto gooduse:errormanagement cultureinorganizations(2000). http://dare.uva.nl/document/83803 X. Fear of Errors (reduce) Error strain - Covering up Y. Mastery Orientation Communicating Analyzing errors Error correction Learning from errors to QbD/RFT Z. Awareness Anticipation Risk-taking 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 43
  • 44. Reduce Fear of Errors (C.vanDyck.2000) Error strain  In general, people feel embarrassed after making a mistake.  If an error occurs, people get upset and irritated.  If an error is reported it becomes a topic of ridicule  In this organization, supervisors feel very aggravated when mistakes are made. Covering up  Our motto is; “Why admit an error when no one will find out?”  It can be harmful to make your errors known to others.  Employees that own up to their errors are asking for trouble.  People in this organization prefer to keep their errors to themselves. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 44
  • 45. Mastery orientation (C.vanDyck.2000) Communication  When someone makes an error, (s)he shares it with others so that they won’t make the same mistake.  When people are unable to correct an error, they turn to their colleagues.  If people are unable to continue their work after an error, they can rely on others.  When people do something wrong they can ask others for advice on how to continue. Analyzing error  After making a mistake, people try to analyze what caused it.  In this organization, people think a lot about how errors could have been avoided.  After an error people think through how to correct it.  Our errors point us to what we can improve.  In mastering a task, people can learn a lot from their mistakes 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 45
  • 46. Mastery orientation (C.vanDyck.2000) Learning from errors  Our errors point us to what we can improve.  In mastering a task, people can learn a lot from their mistakes.  An error provides important information for the continuation of the work  When a error occurs we use the learning to improve the work process. Error correction  When an error has occurred we usually know how to rectify it.  When an error is made, it is corrected right away.  If an error is restorable, we usually know how to do it.  Although we make mistakes, we don’t let go of the final goal. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 46
  • 47. Awareness (C.vanDyck.2000) Anticipation  It is very likely that people will make errors in the process of mastering their task.  When people start to work on something, they are aware that mistakes can occur.  In this organization, we take into account that things will go wrong from time to time. Risk taking  For an organization to achieve something, it has to risk the occurrence of errors.  To get better in what we do, we don’t mind that something can go wrong in the process.  It’s fine to risk an error every once in a while. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 47
  • 48. Expect it to fail and build safeguards 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 48 Team member support Technological safeguardsGood Design Normal Easy Rewarding
  • 49. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 49 Reduce Fear of Errors Error strain Covering up Awareness Anticipation Risk taking Mastery orientation QbD/RFT Error detection Communication Analyzing errors Correction
  • 50. Maturity & Responsibility 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 50 Richard L. Friedman, M.S. Management Oversight and Lifecycle Quality Assurance. FDLI Workshop, Washington DC, 14-15 July, 2014
  • 51. Connecting the Dots and Communicating Effectively 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 51 Culture of Quality Normal Rewarding Easy QMS System Knowledge Variation Behavior Behavior - GXPs Fear Removed Mastery Awareness
  • 52. WhyQuality by Design is the foundation of Culture of Quality Summary We do our best to develop products that meet the needs of patients – we develop our products consciously – this is our QbD. We recognize nothing is perfect and there will be some errors in our design, systems and procedures, or we may make mistakes in following set procedures. It is normal, easy and rewarding to work within our quality management system, without fear, to detect, correct and to learn from errors. In doing so we act consciously in the interest of patients – specially when no one is looking, and continually improve our quality by design and aim for right first time. 8/1/2014 © Ajaz S. Hussain | INSIGHT, ADVICE & SOLUTIONS LLC 52