SlideShare una empresa de Scribd logo
1 de 29
Descargar para leer sin conexión
Human Factors in GMP
AJAZ S. HUSSAIN, PH.D. | INSIGHT, ADVICE & SOLUTIONS, LLC

2/7/2014

AJAZ@AJAZHUSSAIN.COM

1
Outline
Background
• Safety, Quality & Behavior
• Multiple-decision levels & proactive risk management in a dynamic society
• Human Factors Analysis and Classification System

Challenge of a ‘cluster’ of poor data integrity practices
• Noted 483 observations - Misguided or malicious?
• Need for improving CAPA?

Question
• What considerations will enhance preventive system and controls?
• Recommendations

2/7/2014

AJAZ@AJAZHUSSAIN.COM

2
Safety, Quality & Behavior
Paul O'Neill and the
story of Alcoa

Human reliability
Concepts of ‘proactive
risk management’
Applications and results
in medical settings
[Occupational] Safety
Climate and Quality
Culture

2/7/2014

• The Power of Habit: Why We Do What We Do in Life and Business.
Charles Duhigg
• Assessment tools & analysis of ‘accidents’
• Human Factor Analysis and Classification System
• Preventive controls
• Reduction in health care process deviations and errors

• Similarities and relevance of concepts and tools

AJAZ@AJAZHUSSAIN.COM

3
A ‘process of migration’ to explain how
accidents can occur
Boundary to
functionally
acceptable
performance

Gradient
towards least
effort

Boundary to
economic failure

Safety Zone
Gradient
towards cost
effectiveness

Boundary to
unacceptable
workload
Rasmussen (1997)

2/7/2014

AJAZ@AJAZHUSSAIN.COM

4
“Proactive Risk Management in a Dynamic
Society”*: Many nested levels of decision-making
Research disciplines
Economics;
Decision Theory;
Organizational
Sociology

Political Science;
Law; Economics;
Sociology
Public opinion

Incident or accident
Report

Analysis

Government

Regulators

Judgment
Laws (e.g., FDASIA)
Political
climate &
public opinion

Operations review

Company
Judgment
Regulations

Industrial
Engineering;
Management &
Organization
Logs, Reports

Management

Changing market
conditions and
financial pressure

Chemistry;
Pharmacy;
Biotechnology;
Engineering,…

Observations, Data

Staff

Judgment
Judgment
Plans
Company Policy

Environmental pressure
2/7/2014

Psychology;
Human factors;
Human-Machine
Interaction

Changing
Competency & levels
of education

Work
Judgment

Action

Changing product mix,
technologies, and
regulatory
requirements

*Jens Rasmussen & Inge Svedung (2000)
AJAZ@AJAZHUSSAIN.COM

5
Human Factors Analysis and
Classification System
Organizational
Influences

Multiple contributors (the holes in cheese
slices) must be aligned for any adverse events
to occur.
Barriers in a system (the slices themselves) are
intended to prevent errors that result in these
deviation.

Latent Conditions

Failure in
Supervision

Latent Conditions

Preconditions
for
Deviations

Latent Conditions

Deviations

Active Conditions
Reason, J. (1990) The contribution of latent human failures to the breakdown
of complex systems. Philosophical Transactions of the Royal Society
(London), series B. 327: 475-484.
Shappell & Wiegmann. (2000). The Human Factors Analysis and Classification
System—HFACS. FAA. US Department of Transportation
Bogner, M. S. (2002). Stretching the search for the “why” of error: the
systems approach. Journal of Clinical Engineering, 27, 110-115.

Failed or
Absent Controls

2/7/2014

AJAZ@AJAZHUSSAIN.COM

6
The Swiss Cheese analogy is useful
To think about

The layers of defenses should
not be assumed to be static
or constant or independent
of each other. Investigations
need to consider

• the complexity of failure
• structure your search for distal contributors
• the effort it takes to make and keep a system safe

•
•
•
•

where the holes are or what they consist of,
why the holes are there in the first place,
why the holes change over time, both in size and location,
how the holes get to line up to produce an accident.

Dekker, S. (2002). The Field Guide to Human Error Investigations. Ashgate
2/7/2014

AJAZ@AJAZHUSSAIN.COM

7
Challenge of a ‘cluster’ of poor data
integrity practices
Many pharma companies in India have state-of-art quality systems
However, a ‘cluster’ of poor data integrity practices were noted at several companies in India

There is a serious and lingering concern that there may be a set of common factors and that such
practices may be more widespread
More such practices may be noted as rigor and frequency of inspections is increased

Suspects are cultural attitudes, human hardships in an emerging economy, and/or growth ambition
beyond what current systems
Effective correction and prevention necessitates a deeper understanding to identify the root cause(s) and to inform
policy considerations at the organizational, regulatory and political levels
2/7/2014

AJAZ@AJAZHUSSAIN.COM

8
An illustrative list of observations (FDA 483)
During inspection of your firm we observed
• “…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….”
• “….records are not completed contemporaneously”
• “…observed analyst back-date logbooks”

2/7/2014

AJAZ@AJAZHUSSAIN.COM

9
Malicious or misguided?
Misguided
“….records are not
completed
contemporaneously”
Malicious

2/7/2014

AJAZ@AJAZHUSSAIN.COM

10
Behaviors and antecedents
Past behavior

Attitude towards
behavior

Subjective Norms

Perceived behavioral
control

Intention

Future behavior

Shop-floor
Attitude towards
the behavior

Supervisor

usually found to predict behavioral
intentions with a high degree of
accuracy

Subjective norm

Intention

Middle Management

intentions, in combination with
perceived behavioral control, can
account for a considerable proportion of
variance in behavior.

Senior Management
Shareholders

Past
Behavior

Regulators (local)

Future
Behavior

Regulators (aboard)
Media
Health care providers
Patients

2/7/2014

Perceived
behavioral control

Ajen, I. The theory of planned behavior.
ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES 50, 179-211 (1991)

AJAZ@AJAZHUSSAIN.COM

11
At the individual level, in a manufacturing/QC
function– how frequently does this occur?
documentation
not critical;

Process
validation is
done so quality
is good;

attitude toward
performing the
behavior

test prone to
error

the subjective
norm

Compendial
testing sufficient

Indian regulators
collect & test
samples – no
issue there

“Batch failure
means I made a
mistake”

Note: Organizational dynamics - manufacturing status below R&D (if so; this needs to change)
2/7/2014

AJAZ@AJAZHUSSAIN.COM

12
Why some pharma professionals may
‘rationalize’ deliberate non-compliance?
Penalty is significant in the US!!
Companies often don’t survive!!

FDA 483 (05/0207/01/2005): 12
Observations

March 9, 2007:
Four pleaded
guilty - “duping
the FDA for six
years.”

2/7/2014

AJAZ@AJAZHUSSAIN.COM

Federal Register
Vol. 77, No. 66,
April 5, 2012
Notices :
Debarment

13
Three case examples – from experience
at FDA
Preconditions for
violation (I & II)
and Successful
control of
preconditions (III)

“Conspiracy to commit an
offense against the
United States”

“Criminal prosecution”

Case I

Bankruptcy and debarment
of several individuals

Bankruptcy and…

Company complied with
cGMPs for the product
before a specification was
changed (FDA/USP)

Had to re-develop their
products to comply with
cGMPs

View point: Observer

Case II
View point: Expert witness for the
prosecution

Case III
View point: Arbitrator; to avoid drug
shortage

2/7/2014

AJAZ@AJAZHUSSAIN.COM

14
The quality control unit
lacks authority to fully
investigate

Employees are not given
training in cGMP &
written procedures
required

Input to and output
from the computer and
records or data are not
checked for accuracy

Laboratory records do
not include complete
data

Products failing to meet
specifications not
rejected

Controls on processes
not established

Root-cause analysis not
done or is inconclusive

Annual report did not
include reports of
investigations

Adequate records
and checked

Laboratory records
complete

Case III

Case I & II

Case I & II vs. Case III

Quality control unit
adequate authority
Case I:

2/7/2014

Adequate training
in cGMP…..

http://www.fda.gov/AboutFDA/CentersOffices/OfficeofGlobalRegulatoryOperationsandPolicy/ORA/ORAElectronicReadingRoom/ucm061813.htm

AJAZ@AJAZHUSSAIN.COM

15
What was the difference?

Behaviors at all
levels

2/7/2014

Empowerment
through adequate
training and visible
management
support

Encouragement
and means to
escalate issues
without fear

AJAZ@AJAZHUSSAIN.COM

Clear description of
responsibility &
accountability

Effective
supervision

16
Preconditions to malice or disregard
Rationalization/Attitude

Pressure/Incentive

Opportunity/”Holes in
the Cheese”

2/7/2014

AJAZ@AJAZHUSSAIN.COM

17
Organization & failure in supervision
Structure
Policies

Process

Procedures
Operations
Human

Resources

Unforeseen
Planned inappropriate
operation

Known
Malice or
a disregard?

Organization

Oversight

Inadequate

Failure to correct

Violation

Monetary
Facilities

2/7/2014

AJAZ@AJAZHUSSAIN.COM

Competency?

Culture

Failure in Supervision

Environment

18
Preconditions, deviations and violations
Technological
Environmental

Skills-based

Error

Condition of
operators

Psych-Behavior
Physical state

Deviations

Cognitive

Perceptual

Routine

Violation

Individual?

Self-imposed stress

Decision

Exceptional

Personnel factors
Planning,
communication,..

2/7/2014

AJAZ@AJAZHUSSAIN.COM

19

System-wide?

Preconditions for
Deviations

Physical
An example…Sociological contributions to the study of
adverse events (hospital setting) and relevance to GMP
The greater the number of
individuals (departments) involved
in the care of a patient, the higher
the risk of adverse events.

[GMP – In a QC department
multiple analysts share the same
tasks without clear definition of
accountability & responsibility]

The more complex (technologically
sophisticated, demanding specialist
expertise) the tasks involved in the
care of a patient, the higher the risk
of adverse events.

[GMP – Alarms, data-interfaces &
controls on newer fluid-bed
ignored or not understood]

The more easily a named individual
can be identified as responsible for
coordinating the care of a patient,
the lower the risk of adverse events.

[GMP – sharing of password for
data entry (or file deletion)]

Quality in Health Care 2000;9:120–126
2/7/2014

AJAZ@AJAZHUSSAIN.COM

20
An example…Sociological contributions to the
study of adverse events (hospital setting)
The greater the emphasis placed on
arrangements for formal communication, the
lower the risk of adverse events

[GMP-Day to day operations
tend to have significant
informality at the shop-floor]

The more that status distinction is observed
among professional groups and between
men and women in an organization, the
higher the risk of adverse events

[GMP- Sharp status distinction
in Indian manufacturing
organization settings]

The greater the environmental pressure on
an organization to achieve targets that are
not directly related to quality of care, the
higher the risk of adverse events

[GMP- Attitude, subjective
norms towards GMPQuality….]

Quality in Health Care 2000;9:120–126
2/7/2014

AJAZ@AJAZHUSSAIN.COM

21
Rationalization/Attitude: Consider a facilitated and
informed organizational discussion, debate and training
documentation not critical;

Why this poses high
risks?

Attitude
Subjective
norms
Perceived
risk &
controls

Compendial testing sufficient

AJAZ@AJAZHUSSAIN.COM

What we do now and
the risk it poses to us,
our families, & our
customers?

Indian regulators collect & test
samples – no issue there

Intention

2/7/2014

Are these our
organizations
Blind-spots?

How to we ensure we
reduce this risk at every
level?

22
Strategic response needed
What is the current US FDA risk-profile of your company?
◦ Specifically in the context of quality culture and assurance of data integrity?

What are the key priority issues?
◦ Those that require the full and immediate attention of the entire management team

What should be the objectives?
◦ That clearly state what your organization must achieve to address the priority issues

Who will be accountable?
◦ Senior Management Team members who will address the priority issues and achieve the defined
objectives

How will you review the implementation of the strategic response?
◦ A formal process to hold regularly scheduled reviews of the plan and to refine it as necessary

2/7/2014

AJAZ@AJAZHUSSAIN.COM

23
A few recommendations: To enhance
preventive system and controls?
Prevent
Improve

Detect

Learn
2/7/2014

Correct

AJAZ@AJAZHUSSAIN.COM

24
Prevent and Detect
Preventive controls (include the latent variables)
• An example: Tardiness in biometric attendance
logbook
• Variability in human processing time and sequence
(which may not be part of established SOP)*
• Training , tools (e.g., sms), encouragement and
incentives for self-reporting
• Employee certification
• Structured review meeting (weekly/monthly)
“Variances that are not necessarily Deviations” - why
and how, improvement targets and results to be
reviewed at the next meeting. Quarterly review by
the supervisory chain of command. Link to
performance incentives and development plan.

Rapid
detection &
response

Clearly defined self, peer, and
supervisory detection criteria,
reporting process and expected
response and time to respond
Assess and tack product impact and
consumer complaints

Plus

Compliance monitoring

Compliance audits

*The inclusion of the human factor is focused on the manifestation of various behavior patterns. Behavior patterns can be derived from the analysis of user related
data (including self-reporting)
2/7/2014

AJAZ@AJAZHUSSAIN.COM

25
Correct

Develop tools,
skills and
processes for root
cause
investigations

2/7/2014

Metrics for
effectiveness and
time to complete

Create
appropriate data
and knowledge
bases

Development and
validation data
considered in this
analysis

AJAZ@AJAZHUSSAIN.COM

Escalation process

Communicate
resolutions and
lessons to be
learned to ensure
system wide
implementation

26
Learn
Continuous
process verification
and risk
assessment

Metrics and
benchmarks

2/7/2014

Reports and
actions

Policies, practices
and procedures
against
comprehension

Individual and
Systems
improvement

AJAZ@AJAZHUSSAIN.COM

27
Improve
Leader framing and ‘walking the talk’
• Incentives and rewards (tangible and intangible)
• Communication – ensure the right subjective norms, attitudes and behavioral controls

Quality policy and risks: Review and communicate (quarterly)
• Continuous process verification and risk assessment & product impact and consumer complaints
• Risk map - Employees, business process, manufacturing process and products and link to
development plan
• Action plan to ensure risk-mitigation plans, policies, procedures are aligned
• Review plans for individual and systems improvement
• Metrics and benchmarks
• Communicate benchmarks, accomplishments, improvements needed and targets

2/7/2014

AJAZ@AJAZHUSSAIN.COM

28
Summary: Importance of Human Factors
in GMP
Corporate quality culture will be a focus area for regulatory scrutiny
• Suspicion of data integrity can be a significant challenge even at companies that have rigorous corporate quality polices

People and facilities need to be ready every day a product is manufactured
• Rigorous, frequent, targeted and coordinated cGMP inspections by several regulatory authorities

Quality Metrics
• A useful tool for improving performance and also an effective tool to detect “too good to be true situations”

Question based review to ensure quality by design; a higher need for clear and effective
communication
• Internal review and cross- functional alignment will need to address evolving requirements to reduce risk of failure

2/7/2014

AJAZ@AJAZHUSSAIN.COM

29

Más contenido relacionado

La actualidad más candente

Regulatory Framework: SOPs For Ethical Regulation Of Drugs
Regulatory Framework: SOPs For Ethical Regulation Of DrugsRegulatory Framework: SOPs For Ethical Regulation Of Drugs
Regulatory Framework: SOPs For Ethical Regulation Of Drugs
biinoida
 
Risk minor major critical
Risk minor major criticalRisk minor major critical
Risk minor major critical
yasser mekky
 
Handling FDA Inspection - Do's and Dont's
Handling FDA Inspection - Do's and Dont'sHandling FDA Inspection - Do's and Dont's
Handling FDA Inspection - Do's and Dont's
Arun Purohit
 

La actualidad más candente (20)

Deviation management
Deviation managementDeviation management
Deviation management
 
GMP Presentation.pptx
GMP Presentation.pptxGMP Presentation.pptx
GMP Presentation.pptx
 
US DMF v/s European DMF
US DMF v/s European DMFUS DMF v/s European DMF
US DMF v/s European DMF
 
Deviation and root cause analysis in Pharma
Deviation and root cause analysis in PharmaDeviation and root cause analysis in Pharma
Deviation and root cause analysis in Pharma
 
Gamp 5 overview by jaya prakash ra
Gamp 5 overview by jaya prakash raGamp 5 overview by jaya prakash ra
Gamp 5 overview by jaya prakash ra
 
Advamed MDR IVDR update
Advamed MDR IVDR updateAdvamed MDR IVDR update
Advamed MDR IVDR update
 
FDA Inspection
FDA InspectionFDA Inspection
FDA Inspection
 
Presentation PIC/S Guide to GMP PE009-13 Annex 15
Presentation PIC/S Guide to GMP PE009-13 Annex 15Presentation PIC/S Guide to GMP PE009-13 Annex 15
Presentation PIC/S Guide to GMP PE009-13 Annex 15
 
Introduction to GMP Training by
Introduction to GMP Training byIntroduction to GMP Training by
Introduction to GMP Training by
 
Validation Master Plan
Validation Master PlanValidation Master Plan
Validation Master Plan
 
Ich Q7A Guidelines
Ich Q7A GuidelinesIch Q7A Guidelines
Ich Q7A Guidelines
 
Regulatory Framework: SOPs For Ethical Regulation Of Drugs
Regulatory Framework: SOPs For Ethical Regulation Of DrugsRegulatory Framework: SOPs For Ethical Regulation Of Drugs
Regulatory Framework: SOPs For Ethical Regulation Of Drugs
 
GMP Training: Handling of deviation
GMP Training: Handling of deviationGMP Training: Handling of deviation
GMP Training: Handling of deviation
 
CAPA Management | What is CAPA? | Corrective And Preventive Action
CAPA Management | What is CAPA? | Corrective And Preventive ActionCAPA Management | What is CAPA? | Corrective And Preventive Action
CAPA Management | What is CAPA? | Corrective And Preventive Action
 
Data Integrity
Data IntegrityData Integrity
Data Integrity
 
Risk minor major critical
Risk minor major criticalRisk minor major critical
Risk minor major critical
 
Deviation, OOS & complaint investigation and CAPA
Deviation, OOS & complaint investigation and CAPADeviation, OOS & complaint investigation and CAPA
Deviation, OOS & complaint investigation and CAPA
 
GMP- APQR Training
GMP- APQR TrainingGMP- APQR Training
GMP- APQR Training
 
change control
change controlchange control
change control
 
Handling FDA Inspection - Do's and Dont's
Handling FDA Inspection - Do's and Dont'sHandling FDA Inspection - Do's and Dont's
Handling FDA Inspection - Do's and Dont's
 

Destacado

Electronic Music and Software Craftsmanship: analogue patterns.
Electronic Music and Software Craftsmanship: analogue patterns.Electronic Music and Software Craftsmanship: analogue patterns.
Electronic Music and Software Craftsmanship: analogue patterns.
Guillaume Saint Etienne
 
Making High Quality Affordable
Making High Quality AffordableMaking High Quality Affordable
Making High Quality Affordable
Ajaz Hussain
 

Destacado (20)

Good Manufacturing Practices
Good Manufacturing PracticesGood Manufacturing Practices
Good Manufacturing Practices
 
Back To Basic Gmp
Back To Basic GmpBack To Basic Gmp
Back To Basic Gmp
 
Electronic Music and Software Craftsmanship: analogue patterns.
Electronic Music and Software Craftsmanship: analogue patterns.Electronic Music and Software Craftsmanship: analogue patterns.
Electronic Music and Software Craftsmanship: analogue patterns.
 
Enterprise & Entrepreneurship ILM Level 3 Certificate
Enterprise & Entrepreneurship ILM Level 3 CertificateEnterprise & Entrepreneurship ILM Level 3 Certificate
Enterprise & Entrepreneurship ILM Level 3 Certificate
 
Presentation of RAM
Presentation of RAMPresentation of RAM
Presentation of RAM
 
The Black death - a re-emerging infectious disease
The Black death - a re-emerging infectious diseaseThe Black death - a re-emerging infectious disease
The Black death - a re-emerging infectious disease
 
ecolab ar
ecolab  arecolab  ar
ecolab ar
 
Tips To Leave Bad Habits
Tips To Leave Bad HabitsTips To Leave Bad Habits
Tips To Leave Bad Habits
 
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
 
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
 
Habits - What Makes Habits Bad
Habits - What Makes Habits BadHabits - What Makes Habits Bad
Habits - What Makes Habits Bad
 
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
 
Making High Quality Affordable
Making High Quality AffordableMaking High Quality Affordable
Making High Quality Affordable
 
US FDA's PAT Guidance – 10 years and now
US FDA's PAT Guidance – 10 years and nowUS FDA's PAT Guidance – 10 years and now
US FDA's PAT Guidance – 10 years and now
 
Will Biosimilars Be A Driver For Innovation
Will Biosimilars Be A Driver For InnovationWill Biosimilars Be A Driver For Innovation
Will Biosimilars Be A Driver For Innovation
 
Hygiene and Annoying Habits at Workplace
Hygiene and Annoying Habits at WorkplaceHygiene and Annoying Habits at Workplace
Hygiene and Annoying Habits at Workplace
 
Myths of pharmaceutical microbiology
Myths of pharmaceutical microbiologyMyths of pharmaceutical microbiology
Myths of pharmaceutical microbiology
 
Process Analytical Technology, Quality by Design & Pharmacogenomics
Process Analytical Technology, Quality by Design & PharmacogenomicsProcess Analytical Technology, Quality by Design & Pharmacogenomics
Process Analytical Technology, Quality by Design & Pharmacogenomics
 
Nanotechnology Regualtory Perspectives, Challenges & Issues 13 February 2014 ...
Nanotechnology Regualtory Perspectives, Challenges & Issues 13 February 2014 ...Nanotechnology Regualtory Perspectives, Challenges & Issues 13 February 2014 ...
Nanotechnology Regualtory Perspectives, Challenges & Issues 13 February 2014 ...
 

Similar a Human factors in GMP (7 February 2014)

Edward Asner Resume_Updated 20NOV2016
Edward Asner Resume_Updated 20NOV2016Edward Asner Resume_Updated 20NOV2016
Edward Asner Resume_Updated 20NOV2016
Edward Asner
 
Bigdatapdi2015 150112111012-conversion-gate02
Bigdatapdi2015 150112111012-conversion-gate02Bigdatapdi2015 150112111012-conversion-gate02
Bigdatapdi2015 150112111012-conversion-gate02
soniamra
 

Similar a Human factors in GMP (7 February 2014) (20)

Good Regulators of Pharmaceuticals (GRP) 22 October 2014
Good Regulators of Pharmaceuticals (GRP) 22 October 2014Good Regulators of Pharmaceuticals (GRP) 22 October 2014
Good Regulators of Pharmaceuticals (GRP) 22 October 2014
 
Adil E. Shamoo MedicReS World Congress 2015
 Adil E. Shamoo MedicReS World Congress 2015 Adil E. Shamoo MedicReS World Congress 2015
Adil E. Shamoo MedicReS World Congress 2015
 
Onc safer guides to safe ehr jan302014_ppt
Onc safer guides to safe ehr jan302014_pptOnc safer guides to safe ehr jan302014_ppt
Onc safer guides to safe ehr jan302014_ppt
 
Human errors.pdf
Human errors.pdfHuman errors.pdf
Human errors.pdf
 
System design to produce safer care culture meassurement and infrastructure f...
System design to produce safer care culture meassurement and infrastructure f...System design to produce safer care culture meassurement and infrastructure f...
System design to produce safer care culture meassurement and infrastructure f...
 
Chemometrics, Pharmacometrics and Econometrics Dimensions_of_Quality
Chemometrics, Pharmacometrics and Econometrics Dimensions_of_QualityChemometrics, Pharmacometrics and Econometrics Dimensions_of_Quality
Chemometrics, Pharmacometrics and Econometrics Dimensions_of_Quality
 
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
 
Behavioral Economics and Managment of Pharmaceutical QbD 25 August 2016
Behavioral Economics and Managment of Pharmaceutical QbD 25 August 2016Behavioral Economics and Managment of Pharmaceutical QbD 25 August 2016
Behavioral Economics and Managment of Pharmaceutical QbD 25 August 2016
 
Institution bulletin volume 3 issue 3
Institution bulletin volume 3 issue 3Institution bulletin volume 3 issue 3
Institution bulletin volume 3 issue 3
 
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
 
Edward Asner Resume_Updated 20NOV2016
Edward Asner Resume_Updated 20NOV2016Edward Asner Resume_Updated 20NOV2016
Edward Asner Resume_Updated 20NOV2016
 
Systems thinking in Ergonomics by Jayadeva de Silva
Systems thinking in Ergonomics by Jayadeva de SilvaSystems thinking in Ergonomics by Jayadeva de Silva
Systems thinking in Ergonomics by Jayadeva de Silva
 
The Learning Health System: Thinking and Acting Across Scales
The Learning Health System: Thinking and Acting Across ScalesThe Learning Health System: Thinking and Acting Across Scales
The Learning Health System: Thinking and Acting Across Scales
 
Introduction to Reliability
Introduction to ReliabilityIntroduction to Reliability
Introduction to Reliability
 
Challenges and Opportunities Around Integration of Clinical Trials Data
Challenges and Opportunities Around Integration of Clinical Trials DataChallenges and Opportunities Around Integration of Clinical Trials Data
Challenges and Opportunities Around Integration of Clinical Trials Data
 
Data Integrity Training by Dr. A. Amsavel
Data Integrity Training   by Dr. A. AmsavelData Integrity Training   by Dr. A. Amsavel
Data Integrity Training by Dr. A. Amsavel
 
What is the impact of bias in data analysis, and how can it be mitigated.pdf
What is the impact of bias in data analysis, and how can it be mitigated.pdfWhat is the impact of bias in data analysis, and how can it be mitigated.pdf
What is the impact of bias in data analysis, and how can it be mitigated.pdf
 
Bigdatapdi2015 150112111012-conversion-gate02
Bigdatapdi2015 150112111012-conversion-gate02Bigdatapdi2015 150112111012-conversion-gate02
Bigdatapdi2015 150112111012-conversion-gate02
 
Big Data: Big Opportunities or Big Trouble?
Big Data: Big Opportunities or Big Trouble?Big Data: Big Opportunities or Big Trouble?
Big Data: Big Opportunities or Big Trouble?
 
China Annual Drug Information Association Meeting
China Annual Drug Information Association MeetingChina Annual Drug Information Association Meeting
China Annual Drug Information Association Meeting
 

Más de Ajaz Hussain

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
Ajaz Hussain
 

Más de 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?
 
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
 
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...
 

Último

Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
dlhescort
 
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Sheetaleventcompany
 
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
amitlee9823
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
Abortion pills in Kuwait Cytotec pills in Kuwait
 
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
daisycvs
 
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service NoidaCall Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
dlhescort
 
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
amitlee9823
 
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
amitlee9823
 
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
lizamodels9
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
amitlee9823
 

Último (20)

The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
The Path to Product Excellence: Avoiding Common Pitfalls and Enhancing Commun...
 
Falcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to ProsperityFalcon's Invoice Discounting: Your Path to Prosperity
Falcon's Invoice Discounting: Your Path to Prosperity
 
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
Call Girls in Delhi, Escort Service Available 24x7 in Delhi 959961-/-3876
 
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
👉Chandigarh Call Girls 👉9878799926👉Just Call👉Chandigarh Call Girl In Chandiga...
 
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
Chandigarh Escorts Service 📞8868886958📞 Just📲 Call Nihal Chandigarh Call Girl...
 
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service BangaloreCall Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
Call Girls Hebbal Just Call 👗 7737669865 👗 Top Class Call Girl Service Bangalore
 
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdfDr. Admir Softic_ presentation_Green Club_ENG.pdf
Dr. Admir Softic_ presentation_Green Club_ENG.pdf
 
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort ServiceEluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
Eluru Call Girls Service ☎ ️93326-06886 ❤️‍🔥 Enjoy 24/7 Escort Service
 
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRLBAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
BAGALUR CALL GIRL IN 98274*61493 ❤CALL GIRLS IN ESCORT SERVICE❤CALL GIRL
 
Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023Mondelez State of Snacking and Future Trends 2023
Mondelez State of Snacking and Future Trends 2023
 
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabiunwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
unwanted pregnancy Kit [+918133066128] Abortion Pills IN Dubai UAE Abudhabi
 
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
Quick Doctor In Kuwait +2773`7758`557 Kuwait Doha Qatar Dubai Abu Dhabi Sharj...
 
Katrina Personal Brand Project and portfolio 1
Katrina Personal Brand Project and portfolio 1Katrina Personal Brand Project and portfolio 1
Katrina Personal Brand Project and portfolio 1
 
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service NoidaCall Girls In Noida 959961⊹3876 Independent Escort Service Noida
Call Girls In Noida 959961⊹3876 Independent Escort Service Noida
 
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
Nelamangala Call Girls: 🍓 7737669865 🍓 High Profile Model Escorts | Bangalore...
 
Falcon Invoice Discounting platform in india
Falcon Invoice Discounting platform in indiaFalcon Invoice Discounting platform in india
Falcon Invoice Discounting platform in india
 
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
Call Girls Kengeri Satellite Town Just Call 👗 7737669865 👗 Top Class Call Gir...
 
Business Model Canvas (BMC)- A new venture concept
Business Model Canvas (BMC)-  A new venture conceptBusiness Model Canvas (BMC)-  A new venture concept
Business Model Canvas (BMC)- A new venture concept
 
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
Call Girls From Pari Chowk Greater Noida ❤️8448577510 ⊹Best Escorts Service I...
 
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
Call Girls Jp Nagar Just Call 👗 7737669865 👗 Top Class Call Girl Service Bang...
 

Human factors in GMP (7 February 2014)

  • 1. Human Factors in GMP AJAZ S. HUSSAIN, PH.D. | INSIGHT, ADVICE & SOLUTIONS, LLC 2/7/2014 AJAZ@AJAZHUSSAIN.COM 1
  • 2. Outline Background • Safety, Quality & Behavior • Multiple-decision levels & proactive risk management in a dynamic society • Human Factors Analysis and Classification System Challenge of a ‘cluster’ of poor data integrity practices • Noted 483 observations - Misguided or malicious? • Need for improving CAPA? Question • What considerations will enhance preventive system and controls? • Recommendations 2/7/2014 AJAZ@AJAZHUSSAIN.COM 2
  • 3. Safety, Quality & Behavior Paul O'Neill and the story of Alcoa Human reliability Concepts of ‘proactive risk management’ Applications and results in medical settings [Occupational] Safety Climate and Quality Culture 2/7/2014 • The Power of Habit: Why We Do What We Do in Life and Business. Charles Duhigg • Assessment tools & analysis of ‘accidents’ • Human Factor Analysis and Classification System • Preventive controls • Reduction in health care process deviations and errors • Similarities and relevance of concepts and tools AJAZ@AJAZHUSSAIN.COM 3
  • 4. A ‘process of migration’ to explain how accidents can occur Boundary to functionally acceptable performance Gradient towards least effort Boundary to economic failure Safety Zone Gradient towards cost effectiveness Boundary to unacceptable workload Rasmussen (1997) 2/7/2014 AJAZ@AJAZHUSSAIN.COM 4
  • 5. “Proactive Risk Management in a Dynamic Society”*: Many nested levels of decision-making Research disciplines Economics; Decision Theory; Organizational Sociology Political Science; Law; Economics; Sociology Public opinion Incident or accident Report Analysis Government Regulators Judgment Laws (e.g., FDASIA) Political climate & public opinion Operations review Company Judgment Regulations Industrial Engineering; Management & Organization Logs, Reports Management Changing market conditions and financial pressure Chemistry; Pharmacy; Biotechnology; Engineering,… Observations, Data Staff Judgment Judgment Plans Company Policy Environmental pressure 2/7/2014 Psychology; Human factors; Human-Machine Interaction Changing Competency & levels of education Work Judgment Action Changing product mix, technologies, and regulatory requirements *Jens Rasmussen & Inge Svedung (2000) AJAZ@AJAZHUSSAIN.COM 5
  • 6. Human Factors Analysis and Classification System Organizational Influences Multiple contributors (the holes in cheese slices) must be aligned for any adverse events to occur. Barriers in a system (the slices themselves) are intended to prevent errors that result in these deviation. Latent Conditions Failure in Supervision Latent Conditions Preconditions for Deviations Latent Conditions Deviations Active Conditions Reason, J. (1990) The contribution of latent human failures to the breakdown of complex systems. Philosophical Transactions of the Royal Society (London), series B. 327: 475-484. Shappell & Wiegmann. (2000). The Human Factors Analysis and Classification System—HFACS. FAA. US Department of Transportation Bogner, M. S. (2002). Stretching the search for the “why” of error: the systems approach. Journal of Clinical Engineering, 27, 110-115. Failed or Absent Controls 2/7/2014 AJAZ@AJAZHUSSAIN.COM 6
  • 7. The Swiss Cheese analogy is useful To think about The layers of defenses should not be assumed to be static or constant or independent of each other. Investigations need to consider • the complexity of failure • structure your search for distal contributors • the effort it takes to make and keep a system safe • • • • where the holes are or what they consist of, why the holes are there in the first place, why the holes change over time, both in size and location, how the holes get to line up to produce an accident. Dekker, S. (2002). The Field Guide to Human Error Investigations. Ashgate 2/7/2014 AJAZ@AJAZHUSSAIN.COM 7
  • 8. Challenge of a ‘cluster’ of poor data integrity practices Many pharma companies in India have state-of-art quality systems However, a ‘cluster’ of poor data integrity practices were noted at several companies in India There is a serious and lingering concern that there may be a set of common factors and that such practices may be more widespread More such practices may be noted as rigor and frequency of inspections is increased Suspects are cultural attitudes, human hardships in an emerging economy, and/or growth ambition beyond what current systems Effective correction and prevention necessitates a deeper understanding to identify the root cause(s) and to inform policy considerations at the organizational, regulatory and political levels 2/7/2014 AJAZ@AJAZHUSSAIN.COM 8
  • 9. An illustrative list of observations (FDA 483) During inspection of your firm we observed • “…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….” • “….records are not completed contemporaneously” • “…observed analyst back-date logbooks” 2/7/2014 AJAZ@AJAZHUSSAIN.COM 9
  • 10. Malicious or misguided? Misguided “….records are not completed contemporaneously” Malicious 2/7/2014 AJAZ@AJAZHUSSAIN.COM 10
  • 11. Behaviors and antecedents Past behavior Attitude towards behavior Subjective Norms Perceived behavioral control Intention Future behavior Shop-floor Attitude towards the behavior Supervisor usually found to predict behavioral intentions with a high degree of accuracy Subjective norm Intention Middle Management intentions, in combination with perceived behavioral control, can account for a considerable proportion of variance in behavior. Senior Management Shareholders Past Behavior Regulators (local) Future Behavior Regulators (aboard) Media Health care providers Patients 2/7/2014 Perceived behavioral control Ajen, I. The theory of planned behavior. ORGANIZATIONAL BEHAVIOR AND HUMAN DECISION PROCESSES 50, 179-211 (1991) AJAZ@AJAZHUSSAIN.COM 11
  • 12. At the individual level, in a manufacturing/QC function– how frequently does this occur? documentation not critical; Process validation is done so quality is good; attitude toward performing the behavior test prone to error the subjective norm Compendial testing sufficient Indian regulators collect & test samples – no issue there “Batch failure means I made a mistake” Note: Organizational dynamics - manufacturing status below R&D (if so; this needs to change) 2/7/2014 AJAZ@AJAZHUSSAIN.COM 12
  • 13. Why some pharma professionals may ‘rationalize’ deliberate non-compliance? Penalty is significant in the US!! Companies often don’t survive!! FDA 483 (05/0207/01/2005): 12 Observations March 9, 2007: Four pleaded guilty - “duping the FDA for six years.” 2/7/2014 AJAZ@AJAZHUSSAIN.COM Federal Register Vol. 77, No. 66, April 5, 2012 Notices : Debarment 13
  • 14. Three case examples – from experience at FDA Preconditions for violation (I & II) and Successful control of preconditions (III) “Conspiracy to commit an offense against the United States” “Criminal prosecution” Case I Bankruptcy and debarment of several individuals Bankruptcy and… Company complied with cGMPs for the product before a specification was changed (FDA/USP) Had to re-develop their products to comply with cGMPs View point: Observer Case II View point: Expert witness for the prosecution Case III View point: Arbitrator; to avoid drug shortage 2/7/2014 AJAZ@AJAZHUSSAIN.COM 14
  • 15. The quality control unit lacks authority to fully investigate Employees are not given training in cGMP & written procedures required Input to and output from the computer and records or data are not checked for accuracy Laboratory records do not include complete data Products failing to meet specifications not rejected Controls on processes not established Root-cause analysis not done or is inconclusive Annual report did not include reports of investigations Adequate records and checked Laboratory records complete Case III Case I & II Case I & II vs. Case III Quality control unit adequate authority Case I: 2/7/2014 Adequate training in cGMP….. http://www.fda.gov/AboutFDA/CentersOffices/OfficeofGlobalRegulatoryOperationsandPolicy/ORA/ORAElectronicReadingRoom/ucm061813.htm AJAZ@AJAZHUSSAIN.COM 15
  • 16. What was the difference? Behaviors at all levels 2/7/2014 Empowerment through adequate training and visible management support Encouragement and means to escalate issues without fear AJAZ@AJAZHUSSAIN.COM Clear description of responsibility & accountability Effective supervision 16
  • 17. Preconditions to malice or disregard Rationalization/Attitude Pressure/Incentive Opportunity/”Holes in the Cheese” 2/7/2014 AJAZ@AJAZHUSSAIN.COM 17
  • 18. Organization & failure in supervision Structure Policies Process Procedures Operations Human Resources Unforeseen Planned inappropriate operation Known Malice or a disregard? Organization Oversight Inadequate Failure to correct Violation Monetary Facilities 2/7/2014 AJAZ@AJAZHUSSAIN.COM Competency? Culture Failure in Supervision Environment 18
  • 19. Preconditions, deviations and violations Technological Environmental Skills-based Error Condition of operators Psych-Behavior Physical state Deviations Cognitive Perceptual Routine Violation Individual? Self-imposed stress Decision Exceptional Personnel factors Planning, communication,.. 2/7/2014 AJAZ@AJAZHUSSAIN.COM 19 System-wide? Preconditions for Deviations Physical
  • 20. An example…Sociological contributions to the study of adverse events (hospital setting) and relevance to GMP The greater the number of individuals (departments) involved in the care of a patient, the higher the risk of adverse events. [GMP – In a QC department multiple analysts share the same tasks without clear definition of accountability & responsibility] The more complex (technologically sophisticated, demanding specialist expertise) the tasks involved in the care of a patient, the higher the risk of adverse events. [GMP – Alarms, data-interfaces & controls on newer fluid-bed ignored or not understood] The more easily a named individual can be identified as responsible for coordinating the care of a patient, the lower the risk of adverse events. [GMP – sharing of password for data entry (or file deletion)] Quality in Health Care 2000;9:120–126 2/7/2014 AJAZ@AJAZHUSSAIN.COM 20
  • 21. An example…Sociological contributions to the study of adverse events (hospital setting) The greater the emphasis placed on arrangements for formal communication, the lower the risk of adverse events [GMP-Day to day operations tend to have significant informality at the shop-floor] The more that status distinction is observed among professional groups and between men and women in an organization, the higher the risk of adverse events [GMP- Sharp status distinction in Indian manufacturing organization settings] The greater the environmental pressure on an organization to achieve targets that are not directly related to quality of care, the higher the risk of adverse events [GMP- Attitude, subjective norms towards GMPQuality….] Quality in Health Care 2000;9:120–126 2/7/2014 AJAZ@AJAZHUSSAIN.COM 21
  • 22. Rationalization/Attitude: Consider a facilitated and informed organizational discussion, debate and training documentation not critical; Why this poses high risks? Attitude Subjective norms Perceived risk & controls Compendial testing sufficient AJAZ@AJAZHUSSAIN.COM What we do now and the risk it poses to us, our families, & our customers? Indian regulators collect & test samples – no issue there Intention 2/7/2014 Are these our organizations Blind-spots? How to we ensure we reduce this risk at every level? 22
  • 23. Strategic response needed What is the current US FDA risk-profile of your company? ◦ Specifically in the context of quality culture and assurance of data integrity? What are the key priority issues? ◦ Those that require the full and immediate attention of the entire management team What should be the objectives? ◦ That clearly state what your organization must achieve to address the priority issues Who will be accountable? ◦ Senior Management Team members who will address the priority issues and achieve the defined objectives How will you review the implementation of the strategic response? ◦ A formal process to hold regularly scheduled reviews of the plan and to refine it as necessary 2/7/2014 AJAZ@AJAZHUSSAIN.COM 23
  • 24. A few recommendations: To enhance preventive system and controls? Prevent Improve Detect Learn 2/7/2014 Correct AJAZ@AJAZHUSSAIN.COM 24
  • 25. Prevent and Detect Preventive controls (include the latent variables) • An example: Tardiness in biometric attendance logbook • Variability in human processing time and sequence (which may not be part of established SOP)* • Training , tools (e.g., sms), encouragement and incentives for self-reporting • Employee certification • Structured review meeting (weekly/monthly) “Variances that are not necessarily Deviations” - why and how, improvement targets and results to be reviewed at the next meeting. Quarterly review by the supervisory chain of command. Link to performance incentives and development plan. Rapid detection & response Clearly defined self, peer, and supervisory detection criteria, reporting process and expected response and time to respond Assess and tack product impact and consumer complaints Plus Compliance monitoring Compliance audits *The inclusion of the human factor is focused on the manifestation of various behavior patterns. Behavior patterns can be derived from the analysis of user related data (including self-reporting) 2/7/2014 AJAZ@AJAZHUSSAIN.COM 25
  • 26. Correct Develop tools, skills and processes for root cause investigations 2/7/2014 Metrics for effectiveness and time to complete Create appropriate data and knowledge bases Development and validation data considered in this analysis AJAZ@AJAZHUSSAIN.COM Escalation process Communicate resolutions and lessons to be learned to ensure system wide implementation 26
  • 27. Learn Continuous process verification and risk assessment Metrics and benchmarks 2/7/2014 Reports and actions Policies, practices and procedures against comprehension Individual and Systems improvement AJAZ@AJAZHUSSAIN.COM 27
  • 28. Improve Leader framing and ‘walking the talk’ • Incentives and rewards (tangible and intangible) • Communication – ensure the right subjective norms, attitudes and behavioral controls Quality policy and risks: Review and communicate (quarterly) • Continuous process verification and risk assessment & product impact and consumer complaints • Risk map - Employees, business process, manufacturing process and products and link to development plan • Action plan to ensure risk-mitigation plans, policies, procedures are aligned • Review plans for individual and systems improvement • Metrics and benchmarks • Communicate benchmarks, accomplishments, improvements needed and targets 2/7/2014 AJAZ@AJAZHUSSAIN.COM 28
  • 29. Summary: Importance of Human Factors in GMP Corporate quality culture will be a focus area for regulatory scrutiny • Suspicion of data integrity can be a significant challenge even at companies that have rigorous corporate quality polices People and facilities need to be ready every day a product is manufactured • Rigorous, frequent, targeted and coordinated cGMP inspections by several regulatory authorities Quality Metrics • A useful tool for improving performance and also an effective tool to detect “too good to be true situations” Question based review to ensure quality by design; a higher need for clear and effective communication • Internal review and cross- functional alignment will need to address evolving requirements to reduce risk of failure 2/7/2014 AJAZ@AJAZHUSSAIN.COM 29