Category: ECONOMETRICS

Econometrics and Machine Learning

Both econometrics and machine learning provide a way for analysts to have a glimpse of the future, and on that basis, make predictions. As research methodologies, both strive towards the same goal: inducing new knowledge. And, for this purpose, they adopt statistical tools, making for precision in scientific research. However, …

Econometrics With R, Python and MATLAB

What is Econometrics? Econometrics is a field in economics that applies statistical and mathematical methods to economic theories. It has become more relevant over the years as it helps economists quantify their economic theories and hypotheses. Econometrics helps economists test those theories by using statistical tools with mathematical equations. Therefore, …

Econometric Forecasting Models

Econometrics is a field in economics that uses statistical and mathematical models to analyze economic data. This field is crucial in helping economists quantify economic models. By doing so, they can test existing economic models or build new ones. There are several tools that economists use within econometrics. These include …

Econometrics for Finance

What is Econometrics? Econometrics is a field in economics that helps economists quantify economic theories. Historically, most economists only relied on economic theories and hypotheses. However, some of these theories were unproven due to the lack of quantified information available. With econometrics, economists were finally able to test those theories …

Using an Autoregressive Model to Predict the Price-to-Earnings Ratio and Develop an Investment Strategy

In a previous post, we highlighted an article that showed how useful accounting numbers are. In this post, we will present a concrete example of an application of accounting numbers in portfolio management. Reference showed that the Price-to-Earnings ratio is a mean-reverting process, and it can be accurately estimated …

Why is Econometrics Important in Business?

Econometrics has been an area of high interest within the economics world. While the concept comes from the early- to mid-1900s, it has developed rapidly over the last few decades. Econometrics primarily applies to the world of economics. However, it has also contributed a lot to the business world. Before …

What is the Difference Between Statistics and Econometrics?

Econometrics and statistics have common overlapping areas that some people may find confusing. While both of these fields deal with statistics and the relationship between data, they are different. Before learning how these two differ from each other, it is crucial to understand what they are. What is Econometrics? The …

Are Econometric Models Useful in Trading?

We have previously presented time series analysis for identifying autocorrelation properties of stock indices and econometric techniques such as ARIMA and GARCH for estimating volatilities. We also highlighted an article that demonstrated the usefulness of advanced volatility estimators in trading by reducing trading strategies’ turnover. On the same topic, …

Econometrics vs Actuarial Science

Both econometrics and actuarial science involve similar areas of study. These include statistics, mathematics, economics, and finance. However, they usually have different applications and are prevalent in particular industries. Despite their similarities, however, both of these fields also differ from each other in various aspects. Before understanding those differences, it …

Econometrics vs Mathematical Economics

Economics is a field of study that relates to analyzing various factors that affect a country’s economy. These factors include production, distribution, and consumption of goods and services, collectively termed as value. However, the field of economics usually involves theoretical analysis. When it comes to quantifying these theories, there are …