ABSTRACT
Developing an optimal investment strategy for pension administrators is one of the major problems in recent times in Nigeria. In this work an investment model of a pension plan participant (PPP) under the defined contribution (DC) scheme was developed. The PPP was assumed to have a deterministic portion of his salary contributed on a monthly basis into the pension fund; part of this wealth is invested in a risk free asset and the remaining part in a risky asset. The risky asset is considered to be a Heston volatility model and the risk appetite of the PPP is assumed to be a constant relative risk aversion (CRRA) utility function. The Hamilton Jacobi Bellman (HJB) equation for the obtained model is derived and an approximate closed form solution is obtained for the resulting partial differential equation using the Prandtl asymptotic matching. Furthermore, the stochastic differential equation of the wealth process is transformed into a stochastic difference equation. The difference equation so transformed is matched to a standard Generalized Autoregressive Conditional Heteroskedasticity (GARCH) model to capture the impact of news in the market, while the wavelet analysis is used to capture the impact of noise on the volatility of the stock market. Historical data from the Nigerian Stock Market is used for empirical analysis in a concrete setting. Our results indicate that the Nigerian stock market is driven by noise at the low period and driven by information at the high period.
TABLE OF CONTENTS
Title Page i
Declaration ii
Certification iii
Dedication iv
Acknowledgement v
Table of Contents vii
List of Tables xi
List of Figures xii
Abstract xiv
Abbreviation xv
CHAPTER 1: INTRODUCTION
1.1 Background of the Study 1
1.2 Statement of the Problem 3
1.3 Aim and Objectives of the Study 5
1.4 Justification of the Study 5
1.5 The Purpose of the Study 6
1.6 The Significance of the Study 6
1.7 The Scope and Limitations of the Study 6
1.8 Definition of Terms 6
1.8.1 Stochastic process 7
1.8.2 Independent and identically distributed
(IID) noise 7
1.8.3 Probability measure 7
1.8.4 Random variable. 7
1.8.5 Time series 8
1.8.6 Stationary 8
1.8.7 Auto-covariance function (ACVF) and
autocorrelation function (ACF) 8
1.8.8 White noise 8
1.8.9 Random walk 9
1.8.10 AR(1) process 9
CHAPTER 2:
LITERATURE REVIEW
2.1 Defined Contribution Pension Plan 10
2.2 The Nigerian Stock Exchange 11
CHAPTER 3:
MATERIALS AND METHODS
3.1 Fourier Transform (FT) 14
3.2 Short-time Fourier Transform 15
3.3 Wavelet Analysis Applications 16
3.3.1 Haar wavelet 19
3.3.2 The Morlet wavelet 20
3.3.3 Mexican hat wavelet 20
3.4 Wavelet De-noising 21
3.5 Continuous Wavelet Transform (CWT) 22
3.5.1 Steps for creating a CWT: 22
3.5.2 Practical tips 23
3.6 Discrete wavelet transform (DWT) 24
3.6.1 Advantages of discrete wavelet transform 24
3.7 The Pyramid Algorithm 25
3.8
Wavelet Power Spectrum (WPS) 26
3.9 Cross-wavelet
transform(XWT) and cross-wavelet power (XWP) 26
3.10 Wavelet Coherency 27
3.11 GARCH Process: 27
3.11.1 GARCH
28
3.11.2 GARCH
29
3.12 Other GARCH Extensions 30
3.12.1 EGARCH model 30
3.12.2 PARCH model 30
3.12.3 TARCH model 31
3.12.4 GJR (Glosten, Jagannathan and Runkle) GARCH 31
3.12.4 Distributional assumptions 32
3.13 Stochastic Differential Equation and
Stochastic Difference Equation 33
3.14 Convergence of Stochastic Difference
Equations
34
3.15 Distributional Uniqueness 39
CHAPTER 4:
RESULTS AND DISCUSSIONS
4.1 Optimal Investment Strategy Using the
Hamilton Jacobi Bellman Equation: 40
4.2.1 The underlying asset dynamics 41
4.2.2 The salary process and contribution dynamics 42
4.2.3 The wealth process 42
4.2.4 The
admissible portfolio strategy 43
4.2.5 The optimal controls and value function 44
4.2.6
Solving the PDE 45
4.2.7
Optimal investment policy 59
4.3.6 Transforming the differential equation to a
difference equation model 50
4.3.7 Data 53
4.4 Wavelet Analysis 73
4.4.1 The Morlet wavelet 74
4.4.2 Continuous
wavelet transform (CWT) 74
4.4.4 Discrete wavelet
transform (DWT) 75
CHAPTER 5:
CONCLUSION AND RECOMMENDATIONS
5.1 Conclusion 89
5.2 Recommendations 91
5.3 Contributions to knowledge 92
Publication
from the dissertation 93
References 94
LIST OF TABLE
1 Multi-fund pension structure 2
2 The values of θ, k and ξ as π changes 56
3 Summary statistics for the stock prices 60
4 Summary statistics for the stock price
returns 60
5 Summary statistics for the stock price
denoised return 60
6 Parameter estimates of the GARCH (1, 1)
models 71
7 Parameter estimates of the GARCH (2, 1)
models 71
8 Parameter estimates of the GJR (1, 1) models 72
9 Parameter estimates of the EGARCH (1, 1)
models 72
10 Parameter estimates of the PGARCH models 73
11 Parameter estimates of the TARCH models 73
LIST OF FIGURES
1 Multi-Fund Pension Structure 3
3 Optimal Portfolio and Optimal Contribution 20
2 Haar wavelet and Morlet wavelet 48
4 Plot of k against π for UBNr, PZr, UACNr,
and FMILLr 57
5 Plot of θ against π for UBNr, PZr, UACNr,
and FMILLr 58
6 Plot of ξ against π for UBNr, PZr, UACNr,
and FMILLr 59
7 The density Kernel plot for PZr and UBNr 61
8 The density Kernel plot for UBNr and FMillr 62
9 Time Series Plot for The Stock Price, Returns, and The Denoised Return of PZ 63
10 Time Series Plot for the Stock Price,
Returns, and The Denoised Return of UBN 64
11 The Time Series Plot for The Stock Price,
Returns, and The Denoised Return of UACN
65
12 Time Series Plot for The Stock Price, Returns
and The Denoised Return of FMill
66
13 The ACF, PACF, and the Q-Q Plot of PZr 67
14 The ACF, PACF, and the Q-Q Plot of UBNr 68
15 The ACF, PACF, and the Q-Q Plot of UACNr 69
16 The ACF, PACF, and the Q-Q Plot of FMillr 70
17 CWT of PZr, PZrd, UBNr and UBNrd 76
18 CWT OF UACNr, UACNrd, FMillr, and FMillrd 77
19 Wavelet Coherence (WTC) of PZrUBNr,
PZrUBNrdb, UBNrUACNr, and UBNrUACNrdb 78
20 Wavelet Coherence (WTC) of PZrFMillr,
PZrFMillrdb, PZrUACNr, and PZrUACNrdb
79
21 Wavelet Coherence (WTC) of UBNrUACNr, UBNrUACNrdb,
UBNrFMillr, and UBNrUACNrdb 80
22 Wavelet Coherence (WTC) of UACNrFMillr,
UACNrFMillrdb, Cross Wavelet (XWT) of PZrUBNr, and PZrUBNrdb 81
23 Cross Wavelet (XWT) of PZrUACNr, PZrUACNrdb,
PZrFMillr, and PZrFMillrdb 82
24 Cross Wavelet (XWT) of PZrUACNr, PZrUACNrdb,
PZrFMillr, and PZrFMillrdb 83
25 Conditional Variance Forecast 84
26 Conditional Variance
Forecast (Continued) 85
27 Scalogram 86
28 Scalogram (Continued) 87
ABBREVIATION
ACF-Auto correlation function
ACVF-Auto covariance function
ANOVA-Analysis of Variance
ARCH- Autoregressive Conditional
Heteroskedasticity
ARMA- Autoregressive Moving Average
BSE-Bombay Stock Exchange Index
CAPM-Capital Asset Pricing Model
CEE-Central and Eastern European
CRRA- Constant relative risk aversion
CWT-Continuous wavelet Transform
DC- Contribution Scheme
DWT- Discrete wavelet Transform
EGARCH- Exponential Generalized
Autoregressive Conditional Heteroskedasticity
Fmill-Flour Mill of Nigeria Ltd
FT- Fourier Transform
GARCH- Generalized Autoregressive
Conditional Heteroskedasticity
GED-Generalized Error Distribution
GJR- Glosten, Jaganannthan and Runkle
GARCH
HJB- Hamilton Jacobi Equation
iid -Independent and identically
distributed noise
IPI- Industrial Production Index
KSE-Khartoum Stock Exchange
MODWT- Maximum Overlap Discrete wavelet
Transform
MRA- Multi Resolution Analysis
NSE- National Stock Exchange Index
PACF- Partial Autocorrelation Function
PDE-Partial Differential Equation
PFA-Pension Fund Administrator
PPP- Pension plan participant
STFT-Short time fourier transform
TARCH- Threshold Autoregressive
Conditional Heteroskedasticity
UBN- Union Bank of Nigeria
UBN-Union Bank of Nigeria
VaR- Value at Risk
WPS- Wavelet power spectrum
WTC- Wavelet Coherence
XWP- Cross wavelet power
XWT- Cross wavelet Transform
CHAPTER ONE
INTRODUCTION
1.1 BACKGROUND OF THE STUDY
The
defined contribution (DC) pension plan is a pension model that has a
pre-decided pace of contribution from the Pension Plan Participant (PPP) while
the reward accruable to the PPP relies upon the arrival on speculation of the
pension wealth. The DC plan is completely financed, privately overseen, and
there is an external administration of the assets and resources. (Okonkwo et al., 2018)
The
pension fund administration in Nigeria is riddled with a lot of challenges
threatening the long-term sustenance of the pension fund. Some of these factors
threatening the pension fund are the government dipping its hand into the
pension fund in the face of its rising debt profile, the policy somersault of
the Federal government, the volatility of the stock market, etc. Also of
importance are the unwillingness of some employers to join the scheme. As of September 2018, nine state governments
are yet to join the contributory pension fund. Six of these states have drafted
the bill and two states have the bill in the house of assembly. Out of those
who have joined the fund, only seven state governments are faithful in funding
the RSA of their workers. (Punch, 2015).
The
Multi-fund is also known as the life-cycle investment for the PPPs was
introduced by PENCOM to suit the risk appetite and the investment horizon of
each investor concerning the varying phase of their career. The multi-fund
structure is made up of four funds: RSA fund I, RSA fund II, RSA fund III, and RSA
fund IV (which is strictly for the retirees). The age of the investor as
well as his or her risk appetite to invest in risky assets determines the fund
an investor will be placed. (Premium Pension Limited, 2019)
The risky
assets allow the investor to make a high rate of return that is determined by
market forces. It however comes with attendant high risk. Thus they are
characterized by higher reward as well as higher risk. The risky assets include
but are not limited to ordinary shares, real estate, infrastructure funds, and
private equity funds.
Table 1 Multi-Fund Pension Structure
|
FUND I
|
FUND II
|
FUND III
|
FUND IV
|
Age
|
Less than 50 years
|
Less than 50 years
|
50 years and above
|
50 years and above
|
Risk Appetite
|
High appetite for risk
|
Medium appetite for risk
|
Low appetite for risk
|
Low appetite for risk
|
Allocation to Risky
Assets
|
20%-75%
|
10%-55%
|
5%-20%
|
0%-10%
|
Default Option
|
Not default
|
Default
|
Default
|
Not default
|
Membership
|
Only on demand. It
cannot be available
for anyone who has
retired, exited the
scheme or attained
the age of 50 and
above.
|
Normal for
pension plan
participants
who have not
attained the
age of 50 years
of age.
|
Normal for
pension plan
participants
who have
attained the
age of 50 years
and above.
|
Only for pension
plan participants
who are retirees
or those who are
exiting the
contributory
scheme.
|
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)
Figure 1 Multi-Fund Pension Structure
From
Table 1 and Figure 1, it is seen that at the entry point, if the PPP has a high
risk appetite, he goes to fund 1, else he goes to fund II. At the age of fifty,
the PPP has a choice to resign he goes to fund IV, else he goes to fund III,
until when he is due for retirement, he moves to fund IV.
The PPP and the PFA (Pension Fund Administration)
want the optimal investment strategy that maximizes a pre-determined utility
function. Several works have been done in this area, see for instance, (Okonkwo
et al., 2018), and (Chang et al., 2019)
1.2 STATEMENT OF THE PROBLEM
The PPP and
PFA have the herculean challenge of investing in a myriad of volatile assets
with the sole aim of optimizing returns and minimizing loss. The investor
desires to have every available information about the market. These include the
market volatilities, the impact of noise, the movement of the stock price in
time both for the short term and the long term horizon. However, most models in
the literature capture only some aspect of these features; hence the need for
an approach that more adequately arms the investor.
In this
work, we derived a model that captures the wealth process of a PPP in a defined
contributory pension scheme. The model we derived is
![](data:image/png;base64,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)
Equation (1.2.1) is the equation of the
wealth process which is assumed to follow the Heston volatility model (1.2.2). We
also derived the optimal investment strategy for the PPP from the wealth
process using the HJB equation and solving the resulting PDE. Using the Euler
discretization method, we transform the stochastic differential equation
(1.2.1) and (1.2.2) into a stochastic difference equation. We use historical
data of some selected stocks in the Nigerian Stock Market to analyze their
volatilities using the GARCH model and wavelet transform.
1.3 AIM AND
OBJECTIVES OF THE STUDY
This
research aims to derive the model of the wealth process of a PPP in a defined
contributory pension scheme and also generate the optimal investment strategy
with the assumption that the wealth process is a Heston volatility model.
The
objectives of this research are:
i. To
derive the optimal investment strategy for a PPP in a defined contributory
pension scheme assuming Heston volatility.
ii. To transform the stochastic
differential equation model into a stochastic difference equation model.
iii. To study the volatility of the stock
price return using the GARCH model.
iv. To study the volatility of the stock price
return using wavelet analysis.
iv. To
compare the volatility result obtained from the GARCH and wavelet transform
models.
1.4 JUSTIFICATION
OF THE STUDY
This work
introduces the GARCH model and the wavelet analysis into the optimal investment
strategy of a participant in a defined contributory pension scheme. This is a
novel idea and it captures more properly the dynamics of the stock market than
the traditional methods. It also bridges the gap between the theoreticians who
are more at home with the stochastic differential equation and the practitioners
who prefer the stochastic difference equation.
The
purpose of this work is to: derive the model for the wealth process of a PPP in
a defined contributory pension scheme assuming Heston volatility, obtain the
optimal investment strategy for the model, and study the volatility of the
invested wealth using GARCH and wavelet transform. The resulting model and
procedure will provide a tool for portfolio selection for a PPP investing his
wealth in a stock market.
1.6 THE SIGNIFICANCE OF THE STUDY
a. This work presents useful tools that will help the PPP, PFA’s, investors,
like banks, Government, firms, foreign investors, and individuals to:
i.
Make the right choices in creating and managing their portfolio.
ii.
Make the right decision on when to hold or when to sell stocks.
iii.
Understand the volatility dynamics of the market in the time and
frequency domain.
iv.
Understand the impact of noise in the market volatility.
1.7 THE SCOPE AND LIMITATIONS OF THE STUDY
This work
covers the development of the optimal investment strategy for a PPP in a
defined contributory pension scheme as well as the application of Wavelet
transform and GARCH models to study the volatility of a portfolio invested in the
Nigerian stock market.
The work
is limited to a single investor who makes only the mandatory contribution.
1.8 DEFINITION
OF TERMS
1.8.1 Stochastic
process
![](data:image/png;base64,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)
1.8.2 Independent
and identically distributed (IID) noise
![](data:image/png;base64,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)
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)
1.8.4 Random
Variable.
![](data:image/png;base64,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)
1.8.5 Time series
![](data:image/png;base64,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)
1.8.6 Stationary
![](data:image/png;base64,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)
1.8.7 Autocovariance
Function (ACVF) and Autocorrelation Function (ACF)
![](data:image/png;base64,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)
1.8.8 White noise
![](data:image/png;base64,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)
1.8.9 Random walk
The stochastic process Xt
follows a
random walk if it can be represented as
with
a constant
and white
noise ϵt. If c is not zero, then the variables
have
a nonzero mean. We call it a random walk with a drift.
1.8.10 AR(1) Process
The stochastic process
follows an
autoregressive process of the first order, written AR(1) process, if ![](data:image/png;base64,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)
with a constant parameter
.![](data:image/png;base64,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)
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