Exploring Fundamental Modelling
Joaquin Narro and Monica Caamano
Exploring Fundamental Modelling
Introduction
The Energy Supply and Demand Conundrum
A Brief History of Energy Markets
Systematic Trading in Energy Markets
The Trading Edge
Defining Trading Expectations
Exploring Technical Modelling in Idiosyncratic Energy Markets
Exploring Fundamental Modelling
Introducing Cycle Analysis and Monte Carlo Simulations
Data: Boundaries and Assumptions
Estimating Model Lifetime
Optimising Performance and Risk
Pitfalls in Systematic Model Development
Model Production
Portfolio Construction
Incorporating Human Behaviour
References
Fundamental analysis in energy markets investigates the economic interrelations between underlying fundamental variables and the expected future price of an energy commodity. Examples of these variables include supply and demand factors, ranging from weather to historical consumption levels, from renewables generation to transportation considerations, etc. The quantitative development of fundamental models makes extensive use of dependence and association analysis techniques, such as correlation or regression analysis. The systematisation of the resulting fundamental model involves the orderly monetisation of a fundamentally based, persisting trading inefficiency through trading rules.
The persistency of the trading inefficiency can be either forward- or backward-looking. Forward-looking inefficiencies are typically unravelled through framework analysis; while backward-looking inefficiencies require backtesting. In this chapter, we introduce dependence and association techniques within a backward-looking environment through an example involving coal and power. Similarly, we introduce a separate example of an equally backward-looking coal trading strategy based on renewables
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