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Data Analysis
Master Financial Econometrics for Time Series Analysis
0 students
Last updated
Jul 2025
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Overview
Course content
Instructors
About the course
Master Financial Econometrics for Time Series Analysis
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Course content
Sections:
10
•
Activities:
1
•
Resources:
73
Expand all
Section 1
Introduction
Announcements
001 Welcome and Why Financial Econometrics 7dyA gitir
002 What You Can Expect NQo7 gitir
003 Q A and Discord lvVk gitir
Section 2
Modelling Financial Prices and Returns
005 Simple Prices yutI gitir
006 Simple Returns 4aew gitir
007 Logarithm vs Natural Logarithm igy2 gitir
008 Modelling With Ln Prices and Ln Returns Additive Property uz0Y gitir
009 Modelling With Ln Returns Histogram 7MAy gitir
Section 3
Introduction to Probability and Central Moments
029 Mixture Densities Build alpn gitir
010 Finding Financial Data Nsno gitir
011 Section Resources Note YTow gitir
012 Discrete Probability Densities W5rD gitir
013 Random Variables and their CDF QeO1 gitir
014 Stats 101 Population vs Sample Math Notation TPWg gitir
015 First Central Moment Mean gr0e gitir
016 Second Central Moment Variance qqwY gitir
017 Standard Normal Distribution Theory 5pAw gitir
018 Building a Normal Distribution from Scratch PFiG gitir
019 Fitting Normal Distribution to SPY Ln Returns gZ5Y gitir
020 Skewness and Kurtotsis Theory nrFu gitir
021 Skewness and Kurtosis Practice UTD8 gitir
022 Empirical vs Student T and Std Normal PDF Intro akhG gitir
023 Empirical vs Student T and Std Normal PDF Build q2ND gitir
024 ECDF vs Normal CDF 00C3 gitir
025 Building a Q Q Plot QCFh gitir
026 Q Q Plot Review and Recap Nfbx gitir
027 PDF and CDF Math Notation FBg7 gitir
028 Mixture Densities Intro gAZV gitir
Section 4
Modelling Joint Probability with Copula Dependency
031 Covariance vs Pearson s Correlation Coefficient lyOi gitir
032 Calculating Covar X Y and Correlation cFq4 gitir
033 Bivariate Normal Joint Density k12W gitir
034 Copulas Introduction Aw7n gitir
035 Copulas Plan of Attack HeWM gitir
036 Copulas Gaussian Density Calculation jtQI gitir
037 Copulas Gaussian Conditional Probability YLYQ gitir
Section 5
Linear Regression Estimation Methods
039 Linear Regression Introduction c9Fw gitir
040 Simple OLS Estimating Intercept and Slope aYcp gitir
041 Simple OLS Intercept and Slope Practical GsiT gitir
042 Simple OLS ANOVA Metrics Explained WWCJ gitir
043 Simple OLS ANOVA Calculated ytZo gitir
044 Simple OLS Hypothesis Testing 9aY9 gitir
045 Simple OLS LINEST Model Completion y0fs gitir
046 Multiple OLS Introduction to Linear Algebra mB09 gitir
047 Multiple OLS Practical Analysis vcIK gitir
048 MLE Introduction HF6P gitir
049 MLE Illustration PEOQ gitir
050 MLE Ln Likelihood Function 6F9h gitir
051 MLE Running Our First Estimation xGyJ gitir
052 ARMA Introduction 76se gitir
053 ARMA AR1 OLS vs MLE Comparison kaA5 gitir
054 ARMA Full Estimation tp5N gitir
Section 6
Working With OLS
056 Gauss Markov Assumptions for BLUE uhJ1 gitir
057 ACF vs PACF Comparison mPED gitir
058 ACF on XECUSDT Calculation 6IEU gitir
059 ACF on XECUSDT Trading Strategy Analysis optional LzoO gitir
060 PACF Calculation 7H6D gitir
Section 7
Integration and Cointegration
061 Stationarity Strict versus Weak p2Vu gitir
062 Stationarity Modelling Stationary vs Non Stationary koEc gitir
063 Stationarity Unit Roots and Integration 1AQV gitir
064 Stationarity Testing with DF and ADF ZUq6 gitir
065 Stationarity Modelling DF and ADF Tests yy9J gitir
066 Cointegration Introduction vlUt gitir
067 Cointegration Testing ONEUSDT vs MANAUSDT zHZj gitir
068 Cointegration Error Correction Model ECM SMCJ gitir
069 Cointegration ECM Applied to ONEUSDT and MANAUSDT T5jQ gitir
070 Cointegration Granger Causality and Linear Processes n2rB gitir
Section 8
GARCH Volatility Modelling
072 GARCH Symmetrical Introduction GGw5 gitir
073 GARCH Symmetrical Volatility Modelling w6YS gitir
074 GARCH Asymmetrical Introduction Jtud gitir
075 GARCH Asymmetrical Volatility Modelling eekd gitir
076 GARCH Asset Pairs Comparison Using CW Optional H8Us gitir
Section 9
Congratulations and Next Steps
077 Congratulations and Useful Reading EsXH gitir
Section 10
APPENDIX
079 Excel Quick Tips Ga16 gitir
Instructors
Enrolment options
Master Financial Econometrics for Time Series Analysis
Course modified date:
6 July 2025
Master Financial Econometrics for Time Series Analysis
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