Title: CQF Final Projects of the January ’23 Cohort
Introduction
The world of finance is a dynamic and rapidly changing landscape that requires professionals
not only a deep understanding of traditional financial principles but also the ability to apply
advanced quantitative techniques. The Certificate in Quantitative Finance (CQF) program is
renowned for its rigorous curriculum and hands-on methodology to equipping individuals
with the skills needed to excel in this demanding field. As the January 23 cohort completes
their CQF journey, their CQF final projects demonstrate their knowledge, innovation, and
commitment for enlarging the boundaries of quantitative finance.

Dive into the last projects of CQF
The CQF final projects culminate months of in-depth learning and exploration. Using
advanced quantitative tools, participants are tasked with writing comprehensive dissertations
that address complex financial challenges. These CQF final projects cover various topics,
from risk management and pricing of derivatives to machine learning applications and
algorithmic trading. The program provides participants the expertise and resources to dig
deeper into these complex topics and derive actionable insights.

Innovative applications of machine learning
The January 23 cohort has shown a keen interest in harnessing the power of machine learning
in the financial sector. Some CQF final projects have used machine learning algorithms to
improve portfolio optimization and risk assessment. Participants demonstrated how these
techniques can lead to more informed investment decisions by analysing large data sets and
identifying patterns. This intersection of finance and technology exemplifies the forward-
thinking philosophy of the CQF program.

Navigating the dynamics of cryptocurrencies
Cryptocurrencies have revolutionised the financial world, presenting new challenges and
opportunities. The CQF final projects dug deep into the complex area of ​​crypto valuation, risk
analysis, and trading strategies. Leveraging the program’s comprehensive curriculum,
participants applied quantitative methods to decipher the volatile nature of cryptocurrencies,
shedding light on this emerging asset class.

Advanced derivatives pricing and risk management
Derivatives play a central role in modern finance, and the CQF final projects reveal a
profound understanding of their intricacies. Participants sharpen their volatility modelling
skills, refining options pricing models to better capture market dynamics. These theses
demonstrate mastery of mathematical frameworks and practical application of these models to
real-world financial situations, emphasizing the program’s emphasis on northerly theory
demand and practice.


Sustainable finance and ESG integration

As environmental, social, and governance (ESG) factors become prominent in investment
decisions, CQF Final Projects of the January ’23 cohort explored how quantitative techniques
can be leveraged to combine sustainability considerations. The CQF final projects presented

innovative ways to integrate ESG measures into portfolio construction, improve risk
assessment, and align investment strategies with ethical values. This focus on responsible
investing reflects the CQF program’s commitment to equipping participants with global
financial literacy.

Legacy of the January 23 cohort
The CQF Final Projects of the January ’23 cohort demonstrate the program’s excellence in
developing expertise in quantitative finance. These arguments illustrate the participants’
dedication, analytical sense, and innovative thinking. The cohort has demonstrated a
willingness to contribute to the ever-changing financial landscape by delvering into different
topics and addressing contemporary economic challenges.

Conclusion
The CQF final projects from January 23 highlight the competence and potential of the experts
from this famous program. As the world of finance continues to evolve, these theses
emphasise the critical role quantitative skills and innovative thinking play in shaping its
trajectory. With a commitment to connecting theory and practice, the CQF program is at the
forefront of equipping individuals with the tools they need to thrive in this dynamic industry.
The legacy of the January 23 team will inspire future participants to push the boundaries of
quantitative finance and continue the tradition of excellence.

Keyword: CQF final projects, January ’23 cohort, CQF, finance, quantitative techniques,
quantitative finance expertise, machine learning applications

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Executive Summary

The liberalisation of the ASEAN air transportation sector has increased tremendous
competition in the business approaches of Air carriers and Passenger traffic. This research
work is about the process of understanding the act of liberalisation through the Open Sky
policy and analyse the same in terms of the increasing competition in the selected domains.
For this purpose the Case Study research methodology has been selected as the appropriate
means of meeting the answers to the research questions. Moreover, interview sessions with
experienced professionals from the aviation sector are also considered by this research work.
The basic idea is to know the competitive advantages and the disadvantages led by
liberalisation in the business approaches of air carriers and passenger traffic in ASEAN
region. The data collected for CAPA (2016) will also be analysed in justification of growth
that the liberalisation has added to the aviation sector. The way to control the activity of
liberalisation for better benefit of the ASEAN aviation sector will remain as core target of
this research work.

Executive Summary

The liberalisation of the ASEAN air transportation sector has increased tremendous
competition in the business approaches of Air carriers and Passenger traffic. This research
work is about the process of understanding the act of liberalisation through the Open Sky
policy and analyse the same in terms of the increasing competition in the selected domains.
For this purpose the Case Study research methodology has been selected as the appropriate
means of meeting the answers to the research questions. Moreover, interview sessions with
experienced professionals from the aviation sector are also considered by this research work.
The basic idea is to know the competitive advantages and the disadvantages led by
liberalisation in the business approaches of air carriers and passenger traffic in ASEAN
region. The data collected for CAPA (2016) will also be analysed in justification of growth
that the liberalisation has added to the aviation sector. The way to control the activity of
liberalisation for better benefit of the ASEAN aviation sector will remain as core target of
this research work.

1.1 Background Overview
The ASEAN Single Aviation Market, or as popularly termed as ASEANSAM is the ASEAN
Open Sky policy, which gets recognised as the most major policy of this particular region.
Based on this policy, ASEANSAM geared up all the developmental approaches and further
aimed in enhancing the unified as well as the market of single aviation business among the
ASEAN members. According to the report of Tan (2009), the initial proceedings of
ASEANSAM for the Southeast Asian members date back to 1 st of Jan., 2016. The Air
Transport Working Group of ASEAN proposed the policy of ‘Open Sky’ in the aviation
domain, and the same was supported by Senior Transport Officials. Moreover, ASEAN
Transport Ministers endorsed it.
The research based declarations of Chinaview (2007) and Tan (2009) state that the
establishment of ASEANSAM was initiated with the aim to establishment the strong hold of
ASEAN Economic Community, whereby it was expected to get accomplished by the activity
of liberalization and air travel business among the ASEAN members. The approach of the
‘Open Sky’ policy is to offer direct benefits to the aviation sector and add the element of
growth and sustainability in the business of air travel in the global sky. This policy is also
meant to establish free tourism related services, ventures of trade and commerce, and assist in
high quality based services to all the ASEAN member state
s (Chinaview, 2007 and Tan,
2009).

1.2 Problem Formulation
The problem that this research laid emphasis on- is about the clashes of policies and
agreements that are liable to happen between the aviation services of the ASEAN member
state. Based on the investigative research of Forsyth, et al. (2004) and Forsyth & Rodolfo

5

Liberalisation in Aviation: ASEAN Open Sky Page 5
(2006), this research concentrates in gaining the key towards progressive solution to the
probable clashes. It also is in pursuit of attaining adequate amount of resolution in the
implementation of liberalisation to the aviation industry under the regulations of ‘Open Sky’.
The problem with the air traffic liberalisation among the capital cities, the ASEAN members
are subject to get into the competition of holding unified aviation principles and at the same
time designate individual competitive approaches, hence the current research approach.

1.3 Research Questions
Keeping in consideration with the aforementioned problem formulation, the current research
has attained some questions in terms of understanding the challenging competitive platform
between the air carriers and passenger traffic, while implementing and developing ‘Open
Sky’ policy, by the ASEAN liberalisation of aviation sector. These are the research questions
are as follows:

  1. What is the process of liberalisation of the air transportation system in the region?
  2. How does liberalisation of the air transportation system create an impact on the
    competition between air carriers and passenger traffic?
  3. What is the impact of air transport liberalisation on competition between air carriers
    and passenger traffic in ASEAN region?
  4. What are the recommendations provided to appropriate entities for controlling
    liberalisation of the air transportation system that creates an impact on the competition
    between air carriers and passenger traffic in ASEAN region?
    The selection of these questions are meant for the understanding of the ‘Open Sky’ policy
    and the impact that the same as on the futuristic approaches of air carriers and passenger

6

Liberalisation in Aviation: ASEAN Open Sky Page 6
traffic among the ASEAN members. Moreover, these are the questions that are further
considered in adding research objectives to the current paper and are mentioned hereafter.

1.4 Research Objectives
This research paper aims in gaining the insight into the liberalisation of Aviation in the
peripheral count of ‘Open Sky’ venture noted by ASEAN. Diversified aspects, especially the
concerns of capacity deregulation, along with the approach on the process of implementing
price related controls, will be investigated hereby. This research work will focus in
understanding all sorts of different agreements and policies, counted as per geographic as
well as functional dimensions in the competitive arena of air carriers and passenger traffic,
for the meeting the liberalisation approaches as noted by the formulations of ASEAN ‘Open
Sky’. The core objectives of this research paper are as follows-
 To gain adequate critical information about the relevance of liberalisation through
‘Open Sky’ by ASEAN.

To understand the challenges and the issues related to the developmental approach of
ASEAN air carriers.
 To understand the challenges and the issues related to the developmental approach of
ASEAN passenger traffic.
 To identify the competitive stress among the air carriers & passenger traffic, caused
by liberalised ‘Open Sky’.
 To figure out the possible resolutions in offering better competitive edge to ASEAN
air carriers and passenger traffic.
1.5 Research Rationale
The rationale behind this research work, is to gain a critically analysed understanding of the

liberalisation of ASEAN aviation sector and to point out the impact of ‘Open Sky’ policy

over the ASEAN air carriers and passenger traffic. As this gets initiated this research paper
aims in offering resolution to the increasing competitive stress between the air carriers and
passenger traffic of the ASEAN members. The chief purpose is to derive all those proceeding
through which this research can aim in generating the positive aspects of liberalisation and
eventually add a comfort level to the international competitive platform of aviation industry.

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VITAS Healthcare

2

This paper offers a personally organised insight into the Hospice & Palliative Care as
delivered by VITAS Healthcare, Palm Beach. The purpose is to identify the practice
behaviours and developing initiatives of VITAS Healthcare, in order to meet the current
social demands of the community and the locality. The integrated aspects of services led by
VITAS Healthcare will be stated and analysed for better understanding.

Agency Overview

According to the official declaration of VITAS Healthcare, this is an organisation that is
dedicated in terms of offering services to people who are suffering from a state of serious
illnesses. The core objective of this organisation is to offer dedicated hospice & Palliative
care as well as palliative services, to the patients and thereby preserve the state of dignity of
the patient suffering from terminal illness (VITAS, 2017).

VITAS (2017 c) adds that VITAS Healthcare gained Trailblazer Health Award from
Rainbow/PUSH Coalition for it ongoing efforts in creating and further enhancing awareness
and accessibility to professional hospice & Palliative care services for all kinds of African
Americans. This report declares that this organisation offered $7.3 million to charity care in
the year 2015, which is an average 1% of its gross revenues.

Historical Background

The VISTAS Healthcare VITAS was established in 1978 and is recognised as a renown
Hospice Care Inc. that carried the reputation of being one of the first hospice-related
programs of the nation. However, the active services started in the year 1976 by Hugh A.
Westbrook and Esther T. Colliflower for all those people who are detected of terminal
illnesses (VITAS, 2017 a). The actual recognition thus, began in the year 1978 (VITAS, 2017

VITAS Healthcare

3

b). In a span of three decades, this organisation is very much acknowledged for being able to
close the gap in treating patients with hospice & Palliative care status. The organisation leads
bipartisan aspects of service efforts and thereby adds hospice & Palliative care to the entire
healthcare related payment system. As such, the Medicare gets paid for the hospice &
Palliative care services.

Agency Mission

The mission of this agency as experienced on my personal contribution gets focused in terms
of offering dedicated dignified services. The service-offering ambience is just like offering
professional family care to the patient and offer highest quality-based services on
humanitarian grounds. The practice behaviour must consider the sentiments and the dignity
of the terminally ill patients are managed with upmost care and respect. The related family,
community for medical assistance, and the organisational employee, and stockholders, are
encouraged to add measurable advantages to the services. Practice behaviour of this agency is
to maintain value-added services to the patients and it makes the difference by offering

professionally well-equipped services to the patients (VITAS, 2017 d).

As noted in its official site the name of the organisation represents the Latin word “lives”,
hence mission of VITAS is – ‘to preserve the quality of life for those who have a limited time
to live’ (VITAS (2017 d) (see Appendix 1).

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Dear CQF Delegates June 23 Cohort,

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Title: Cryptocurrency and Blockchain Technology: Revolutionizing the Financial
Landscape
Introduction:
Cryptocurrencies and blockchain technology have emerged as significant disruptors to the
financial industry, revolutionizing how we transact and store value. This article examines the
considerable impact of cryptocurrencies and their underlying blockchain technology,
highlighting their potential to transform the financial landscape. This article is not a
dissertation, dissertation, or research paper but provides an overview of the topic using the
keywords mentioned.
Understanding Cryptocurrencies:
Cryptocurrencies such as Bitcoin, Ethereum, and Ripple have received much attention due to
their decentralized nature and the security and privacy they offer (Smith, 2019). Unlike
traditional currencies, cryptocurrencies use cryptography to secure transactions and control
the creation of new entities. Cryptocurrencies operate on a decentralized blockchain network,
providing a transparent and immutable ledger of all transactions (Nakamoto, 2008).
Innovative blockchain technology:
Blockchain technology is the foundation of cryptocurrencies, enabling secure and transparent
transactions (Buterin, 2013). It is a distributed ledger that organizes transactions into blocks
and adds them to the chain chronologically (Antonopoulos, 2014). This decentralized
approach eliminates the need for intermediaries such as banks, enabling faster and cheaper
transactions (Tapscott & Tapscott, 2016).
Application:
The potential applications of blockchain technology go beyond finance. Dissertations,
dissertations, and research papers explore its scalability, implications for financial markets,
and potential in non-financial areas such as supply chain management and healthcare (Jones,
2020). The ability to create secure and transparent systems has the potential to transform
various industries, increasing efficiency and trust (Swan, 2015).
Cryptocurrencies as fixed assets:
Virtual currency is also attracting attention as an investment asset. However, it is essential to
consider their inherent volatility and associated risks (Sornette, 2017). Thorough research and
analysis are required to tackle the complexity of this emerging market. Several research
papers have explored the behavior of cryptocurrencies as investment assets (Smith, 2019).
Conclusion:
Cryptocurrencies and blockchain technology are revolutionizing the traditional financial
system, providing a secure, transparent, decentralized alternative for transactions and value
storage. This article is not a dissertation, dissertation, or research paper but provides an
overview of the topic using the keywords mentioned. As researchers continue to explore the
possibilities and challenges of cryptocurrency and blockchain technology, keeping a close

eye on their impact and progress is essential. The transformative power of these innovations
bodes well for the future of finance and beyond.  
Key Words: Cryptocurrency, Blockchain technology, Dissertation, Thesis, Research paper,
Decentralization, Financial markets
References:
Antonopoulos, A. M. (2014). Mastering Bitcoin: Unlocking Digital Cryptocurrencies.
O’Reilly Media.
Buterin, V. (2013). Ethereum: A Next-Generation Smart Contract and Decentralized
Application Platform. White Paper.

Classification: Public

Jones, R. (2020). Blockchain and the Supply Chain: Concepts, Strategies, and Practical
Applications. Routledge.
Nakamoto, S. (2008). Bitcoin: A Peer-to-Peer Electronic Cash System. White Paper.
Smith, J. (2019). Cryptocurrency: The Future of Money? Routledge.

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Hi CQF January 23 Cohort Delegates,

CQF Final Projects January 23 Cohort Released already. Below is the Project topic mentioned below :

  1. Credit Spread for a Basket Product (CR)
  2. Deep Learning for Financial Time Series (DL)
  3. Pairs Trading Strategy Design & Back test (TS)
  4. Portfolio Construction using Black-Litterman Model and Factors (PC)
  5. Optimal Hedging with Advanced Greeks (DH)

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Exam Schedule for the June 2023 Cohort Program is attached below :

Exam Released Submission date

Level 1 Exam 1 4th August 23 18th August 23

Exam 2 12 September 23 26th Sept 23

Level 2 Exam 3 12th October 23 26th October 23

Final Project 27th November 23 22nd January 24

Interested Delegates need Exam solutions guide for June 23 Cohort should reach us immediately via whatsApp +91 8697669523 or send us your inquiry at findtutoronline.net@gmail.com or info@findtutoronline.net

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Introduction
Behavioral finance studies focus on the psychological and cognitive aspects of investor
decision-making. It acknowledges that investors are not always logical and that feelings,
prejudices, and heuristics can impact their decisions. This article explores the field of
behavioral finance, covering significant discoveries and perceptions from theses,
dissertations, and research publications. We can better understand the influence of behavioral
factors on investor decision-making by reviewing the available literature.
Emotions and Investor Decision-Making
The influence of emotions on financial decisions has been the subject of numerous research.
For instance, Smith and colleagues (2018) published a dissertation titled “The Influence of
Emotional States on Stock Market Participation.” According to the study, investors who feel
good about themselves are more willing to take risks and participate in the stock market. On
the other hand, unfavorable feelings like dread or worry might cause risk aversion and market
withdrawal. This study emphasizes the significance of emotions in influencing investment

decisions.
Cognitive Biases and Heuristics
Cognitive biases and heuristics highly impact investor decision-making. A study by Johnson
(2019) titled “The Impact of Cognitive Biases on Stock Market Trading Behavior” looked at
how biases like confirmation bias and overconfidence impact trading behavior. The study
found that people frequently look for facts to support their preexisting opinions, which results
in poor investing decisions. In a similar vein, overconfident investors often undervalue risks
and act rashly. For investors and financial professionals to make better decisions, it is
essential to understand these biases.
Herd Mentality and Investor Behavior
In the financial markets, the herd mentality phenomenon is common, and investors frequently
make decisions based only on the opinions of others. The impact of herd behavior on asset
prices was examined in a research article by Li and Smith (2020) titled “The Impact of Herd
Behavior on Asset Prices.” According to the study, investors who follow the herd tend to
ignore fundamental valuations in favor of imitating others, which can result in price bubbles
and market inefficiencies. Investors must be aware of the impact of herd behavior to prevent
making illogical investing choices and to keep a long-term perspective.
Prospect Theory and Risk Perception
The prospect theory, created by Kahneman and Tversky, stresses how people assess and

perceive risks. How prospect theory affects investment decisions were addressed in Brown’s
2017 dissertation, “Prospect Theory and Investment Decisions.” According to the study,
people tend to be risk-averse when there are potential rewards but risk-seeking when there are
likely losses. This research implies that how investment options are presented to investors
affects their risk tolerance. Investors can estimate risks more correctly and make better
logical decisions by being aware of these biases.
Conclusion
The many ways in which human behavior deviates from the conventional economic theory
have been highlighted by behavioral finance. Emotions, cognitive biases, herd mentality, and
perceptions of risk heavily influence investor decision-making. We have learned much about
these behavioral characteristics and how they impact investment decisions by looking at
dissertations, thesis, and research articles. Understanding these psychological dynamics can
help investors and financial experts make more educated, logical decisions, improving long-
term investment results.
Keyword: Rational decision-making, Behaviour Finance, Heuristics, Dissertation, Thesis.

References:
Smith, A. (2018). The Influence of Emotional States on Stock Market Participation.
(Unpublished doctoral dissertation). University of XYZ.
Johnson, B. (2019). The Impact of Cognitive Biases on Stock Market Trading Behavior.
(Master’s thesis). ABC University.
Li, C., & Smith, J. (2020). The Impact of Herd Behavior on Asset Prices. Journal of
Behavioral Finance, 25(4), 345-365.

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Hello CQF Delegates January 23 Cohort,

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