SBFT Tool Competition 2024 -- Python Test Case Generation Track
High performance software team through physics parallels
1. A framework to improve organization performance : In
special reference to EQ,MQ and SQ, in the backdrop
of quantum and Newtonian Physics
By: Dr. Patanjali Kashyap
Simisola Otukoya
King’s College London
2. 2
Agenda
• Introduction to the framework
• Theoretical development
• Website
• Challenges
3. 3
New Economy
Since the 1990’s, a knowledge based economy has
risen to prominence.
In this economy, intangible intellectual assets are
becoming increasingly more valuable than the
conventional hard assets- “machine and land”.
4. “Machine power” to “brain Power”
Unlike Machines, Brain:
• Doesn’t operate on pure logic
• Has emotions
• Has value systems
• Has aspirations
This has posed unusual challenges to human resource
management
4
6. Corporate Performance
Balanced Scorecard
(BSC)- translates
Organization’s strategy
into quantifiable
measures:
• 4 Balanced
Perspectives
• A communication tool
for employees and
stake holders
• A measurement system
• A strategic
management system
8. Left Brain Dominance
BSC and other
performance management
system of today are
insufficient:
• Highly focused on left
brain
• Isolated from
psychological concerns
• Lacks holistic profile for
training and growth of
individual
10. Ultimate Goal
Capture emotional, social, moral/spiritual aspects in
workplace in manageable and quantifiable ways- create
holistic performance management and development model
• A web application: evaluating competencies and
performance management
• High performance team: develop high performance teams
by integration of emotional, moral, spiritual competencies
• Newtonian and Quantum Organization : A comparative
study of In context of New economy, Social Networking
, Emotional and Spiritual intelligence
11. A look on intelligence
11
Business Needs
Scientific basis of each
intelligence
Key performance Parameters
Psychometric measurement
Integration and personalized
improvement plan
12. What competencies to seek for?
Intellectual
assets
Motivation Integrity Collaboration Creativity Flexibility Holistic Thinking
Bottom-up innovation,
teamwork, open
knowledge sharing,
adaptability to changes,
customer focus,
spirituality
Motivation, integrity, collaboration,
creativity, flexibility, holistic thinking
Emotional, Social, Moral and Spiritual Intelligence
Self awareness, emotional control, confidence,
empathy, conscience, tolerance, inner drive, etc.
Emotional
Competen
cies
Confidence, Emotional
awareness, Emotional
management , Sustain
motivation, endurance, drive
for achievement
Emotion and
Impulse control,
confidence in one’s
values and
principles
Healthy self-regard,
Optimism, Impulse control
Optimism,
emotional
management,
confidence
Stress management,
Emotion and Impulse
control, Stable self
esteem
Emotional awareness
Social
Competen
cies
Motivating/ managing
others’ emotions
Empathy,
Understand complex
social relationships
Empathy, Situational
radar, Resolve conflicts,
Change catalyst,
Moving others towards
oneself, Responsiveness,
Authenticity, sincerity
Self-expression,
Influencing others
Building bonds,
effective
communication,
Situational radar,
resolve conflicts
Empathy, Situational radar
Moral
Competen
cies
Responsibility, self-control Moral judgment,
Stand up against
injustice, Keep
promises
Respect, Tolerance Social
responsibility
Tolerance Social responsibility, apply
universal principles to
personal actions
Spiritual
Competen
cies
Self-understanding, Access
to deep values and will,
inner harmony, purpose
seeking
Intrinsic drive to
serve and give,
Access of deep
values of self,
Meaning seeking
and led by vision
Embrace diversity, love
and unity with people
Spontaneity and
energy, Seeking
truth and curious,
Flexibility of
perspectives
Time-management,
Flexibility of
perspectives
Seeing the fundamental
and essence, love and
unity with nature/universe
13. Neurological Understanding of each
intelligence
Identifying competencies in brain:
• Active areas: brain imaging such
as fMRI, PETs
• Brain waves: EEG
• Lesion behavior studies
• Structural connectivity patterns
14. Employee Fulfillment
Creativity,
uniqueness,
capable,
aware,
ideal self,
discover meaning of life
Self-esteem, achievement,
respect of others, respect by
others
To love others, love oneself, be
loved, trust others and be trusted,
belonging to the team & organization
Emotional stability, moral environment,
security of employment, financial security
survive
Self actualization
Esteem
Love/Belonging
Safety
Physiological
Spiritual
Intelligence
Social
Intelligence
Moral
Intelligence
Emotional
Intelligence
15. Newton and Industry..!!
Prevalent way of viewing the
workings of an organization
today are:
• Founded on
revolutionary ideas of
Newton and Descartes
• Which brought about
organizational structure
in the Industrial
Revolution
• Relies on stability and
predictability
Isaac Newton
16. Chaotic Environment
• Increasing levels of uncertainty and
unpredictability are evident in today’s
business environments
• Business routines and strategic planning
processes that depend on predictability and
stability lose credibility
• Global recession means there’s no stability
In order to thrive in
a rapidly changing
and ambiguous
environment
A business
organization
needs to adopt
A new paradigm that
sees the world as :
complex, chaotic
and uncertainty is
accepted
17. Newtonian Paradigm
1500 - 1700
• Pervades all
areas of
scientific
endeavor
particularly-scientific
management
• Compelling by
its simplicity,
coherence
and apparent
completeness.
Atomistic and
Reductionist
• Assumes
behavior of
any system
can be
explained by
looking at its
smallest parts.
• Everything in
the word
made of
atoms-smallest
part
• Assumes
infinite
precision of
behavior
Simplistic
• Crux- world is
a machine
that works on
simple rules
• Large natural
phenomena
explained by
simple laws
• E.g. gravity =
퐺푀푚
푟^2
Limited Scope
• Break down
when some
“limits” are
crossed
• E.g.
subatomic
lengths.
• Limits were
“imperfections
to be avoided”
18. Quantum Paradigm
20th Century
• World is infinitude of complex parts interacting in even
more complex ways
• Asserts that “nothing in nature is fixed” and “control is an
illusion”
• Randomness and unpredictability are not a breaking
down of the laws but fully accepted and embraced
• Continual turbulence in the universe- stable structures
and orderliness emerge from stable interactions
20. Better Aligned Organization
Factor’s affecting a
business
organizations
ability to meet
customer needs
Typically petal shape-ideally
four
overlapping circles
• Structures: Internal structure of the organization
• External realities: Market place of organization and overall economic
condition
• Internal realities: Technology, processes and systems
• Individuals : Needs of employees that work for organization
Organizations in chaotic and turbulent environments will benefit from
having Quantum paradigm in its internal structure- will be evident in the
output of the employees (individuals)
21. Quantum Organization
Capacity to create an empowering atmosphere:
• trust
• safety
• sense of belonging,
enabling continuous introspective and organizational learning and aligning of
personal (self) values to behavior.
Unique solutions and ideas emerge from self sharing of all members who allow
their individual skill sets, insights and personal identities to be aligned with the
values and goals of the enterprise
22. Quantum Journey Model
• 6 organizational capabilities
characterizes a Quantum
organization
• Interconnection and
optimization of these
personal attributes into a
motion of fluidicity helps
facilitate a quantum
organization
• Quantum leadership is
needed which operates
with quantum thinking-implementing
quantum
principles into organization
23. Motion of Fluidcidity
“An Interconnected model of
organizational capabilities
that can be optimized in a
community-of-practice to
create synergy by flow”
24. Operational Definitions
• Trust: Willing acceptance of one person’s power to affect another.
• Spirit: The fundamental emotional and activating principle or animating
force within living things that determine self-character.
• Thinking Together: Listening deeply to other points of view, exploring
new ideas and perspectives, while searching for points of agreement.
• Learning: modification of a personal behavior or tendency by the act,
process or experience of gaining knowledge or skills.
• Dialog: Demonstrated by individuals from different mindsets who can
meet as equals to explain and explore their beliefs and practices
together.
• Values: Beliefs of a person or social group in which they have an
emotional investment (either for or against something).
25. Quantum Leadership
“Quantum leadership provides a path through
the unpredictable, the non-linear and the highly
complex nature of organizations”.
Quantum leader :
• incorporates quantum principles into his/her
thinking
• aware of both the professional and private
aspects of their members
• “working with the spirit of followers at the
emotional, intellectual, and technical levels”.
26. Quantum Principle: Heisenberg
Uncertainty Principle
The Heisenberg Uncertainty Principle:
It is impossible to know both the exact
position and the exact velocity of an object
at the same time.
The very process of determining one
property affects the other.
27. Application in quantum
organization
• Ideas for Planning • Applications for Planning
• Uncertainty cannot be
escaped in the business
organization
• Embrace uncertainty and
use it to direct where
learning and exploration
should take place
• “There is no completion
proof that everything
important has been factored
into a decision”
• Planning process must be
understood as a learning
process
• How might our the actions
affect the context or
environment in which the
actions are being taken?
• Do we know enough on how
the trend being focused on
may manifest in the future?
28. Quantum Principle: Wave
Particle Duality
Wave Particle Duality:
• all particles have wave and
particle properties at the
subatomic level.
• E.g. Electrons undergo diffraction
and can interfere with each other
as waves, but they also act as
point like masses and electric
charges
Young’s Slit’s Experiment
29. Application in quantum
organization
Ideas for Planning
• Avoid dualistic (either-or)
thinking in planning- analyses
based on it are too simplified
• Dualistic thinking kills creativity-moving
beyond it leaves space
for innovation
Applications for Planning
• Identify dualistic thinking during
strategy planning and making
important decisions
• Look at the broader context during
decision making looking at matters
around, inside and outside issues
being discussed
30. Quantum Principle: Nothing is
real until observed
Nothing is real until
observed:
• Also based on double slit
experiment
• electron not being
observed has a wave like
property that covers
probability of the areas
that it could be found
behind the slit
• Once the electron is
observed (by using a
detector), the wave
function collapses and it
behaves like a particle
31. Application in quantum organization
Ideas for Planning
• An observation could collapse what
you are viewing into what you think
it is but only from your point of view
• The probabilities of what it might be
has been collapsed into what you
think it is based on your previous
experiences
Applications for Planning
• Alternative viewpoints should
be pursued aggressively
• Instead of focusing on being
right, a better position would
be to focus on being open
32. Quantum Principle: “Many
Worlds” Idea
“Many Worlds” Idea :
• Two simultaneous observations
from different points of an event can
give different true and accurate
measurements
• Observation affects reality.
Therefore this leads to multiple
realities
33. Application in quantum
organization
Ideas for Planning
• Multiple realities exist- a business
organization may view the same
trends as its competitors and come
up with equally valid conclusions
• New observations can change how
the business environment is
perceived and lead to different
strategies and actions by all players
Applications for Planning
• Give attention to wild card
ideas that seem to be on the
periphery-use them to
generate innovative ideas
• Seek out alternative
perspectives from insiders and
outsiders
34. Quantum Learning Principles
Prior
Knowledge
• Appropriate prior
knowledge
• Activating prior
knowledge
Motivation
• Value
• Expectancies
Feedback
• Effective
Feedback
• Timely Feedback
Self-directed
learning
• Analyze task at
hand and own
skills
• Plan approach
and monitor
progress
Mastery
• Practice
integrating
acquired
component skills
• Know when to
apply it
35. Implementation of Quantum Learning
Process in the Organization
Practice
Goals
Observed
Performance
Targeted
Feedback
Allows for
36. Transforming Directed learners to
Self Directed Learners
ASSESS the
task
Evaluate
Strengths and
weaknesses
PLAN
REFLECT
and adjust if
Apply
needed
Strategies
Monitor
performance
37. Prior Knowledge
When
Activated
Sufficient
Appropriate
AND
Accurate
When
Inactive
Insufficient
Inappropriate
OR
Inaccurate
HELPS
Learning
Hinders
Learning
38. Outcome of Implementation : Better
Motivational Alignment
Expectanc
y
Motivation
Goal
directed
behavior
Learning
and
performance
Value
39. Outcome of Implementation :Mastery
MASTERY
KNOW
when to
apply skills
PRACTICE
Integrating
Skills
ACQUIRE
Component
Skills
41. Framework Software
Implementation
Learn the
development
technology
• .NET
framework
• ASP.NET web
programming
with C#
• Databases
and SQL
server
Design
• Functional
requirements
• UI/ HTML
markups for
pages
• Database
design
• Class design
• Project plan
Implementation
•Questionnaire system
for competency data
collection
•Input system for
productivity data
•Survey system for
user opinion collection
•Online forum system
•Database to store and
retrieve data
•Account management
system for rights and
accessibility
Testing
• Database
• Survey
• Assessment
• Forum
• Usability
• Exception
Handling
Research paper 1 Led by Angela
Research Paper 2 led by me
We use a combination of 2 approaches to develop a theoretical holistic intelligence framework for corporate performance that is scientifically valid, reliable yet relevant to the business context.
Understanding of macro level need of knowledge based organization , from there list key features that are desired in a corporate climate and the individual characteristics needed to achieve this. Look at psychology and neuroscience literature research:
Understand the neurological and psychological basis of multiple intelligences and psychometric testing and develop key performance indicators for each intelligence
Implement into a training and improvement plan
functional MRI (fMRI) - used to measure the hemodynamic response (change in blood flow) related to neural activity in the brain or spinal cord of humans or other animals
Electroencephalography (EEG) is the recording of electrical activity along the scalp
Maslow’s Hierarchy of needs- theory of motivation. The highest is self actualization.
Developing these intelligence also satisfies the growing need of employee.
Creates a crisis for management similar to that felt by physicists when the Newtonian view of the universe was replaced by a quantum view of the universe.
We can use this shift in the field of physics as a parallel that illustrates the same kinds of changes that management science are seeing today
classical mechanics, as first formulated by Newton and further developed by Laplace and others, was seen as the foundation for science as a whole
There was, in principle, infinite precision possible.
Using a measuring device fine enough, you could predict the future of world
events.
The blend of these Self features comprises the mindset
and individual capabilities required to make a
transformation into the Quantum Organization. The
movement is Self-paced and now the hard part
Quantum Physics not only describes small things in the micro world but also describes large things such as superconductors and neutron stars therefore it can be used to describe all physical phenomena- Zohar and Marshall
To measure the position and velocity of any particle, you would first shine a light on it, then detect the reflection. On a macroscopic scale, the effect of photons on an object is insignificant. Unfortunately, on subatomic scales, the photons that hit the subatomic particle will cause it to move significantly, so although the position has been measured accurately, the velocity of the particle will have been altered
1. Can be used to understand rationales behind strategic decisions
Electron can be either depending on the situation
where a person takes a position on a subject and defends it as though it were the absolute truth