Nowadays, data manipulation and programming are essential in finance for analyzing large datasets of historical data, modeling different financial scenarios, and, of course, backtesting trading strategies. But what do they use to do all this? The answer is Python. Python…
Python is one of the most popular programming languages in the world and almost a must-have skill if you are going into finance. However, there are still lots of people that don’t know how to use it. So, how do…
Python is the most popular programming language to backtest trading strategies. However, most people are afraid of it or don’t know where to start, while others think it’s difficult to learn. Today we will show you how to backtest an…
Yahoo!Finance is one of the most popular websites for investors. It offers various market data on stocks, bonds, currencies, and cryptocurrencies. It also offers market news, reports and analysis, options, and fundamental data, which sets it apart from some of…
Finding reliable sources of data to backtest your trading strategies can be difficult sometimes. Luckily, today we will show you a website to download historical economic data for free using Python. We show you how to download FRED data using…
There are many factors that quants and algorithmic traders use when they develop trading strategies. Some of them are value, quality, size and, the one we will be backtesting today, momentum. Momentum is an investing factor that aims to benefit…
Python has become a popular language among traders and financial analysts due to its versatility and extensive data analysis and visualization libraries. One powerful application of Python in the trading world is backtesting strategies, allowing traders to evaluate the performance…
Many metrics and statistics are used to quantify a trading strategy’s performance. CAGR, standard deviation, Sharpe Ratio, and maximum drawdown are among the most popular indicators. However, today, we will look at one that is not used very often: How…
Libraries are an essential part of Python that makes programming faster and easier for developers. These two qualities are especially relevant in Algorithmic Trading. That’s why, in this article, we will explore some of the best algorithmic trading libraries in…
Traders use a wide range of indicators when trading. Among the most popular are the momentum and mean-reversion indicators, but there also exist indicators that measure volatility, such as the average true range. Let’s make an average true range (ATR) trading…
In this article, we will implement a trading strategy that will combine a Relative Strength Indicator and a Simple Moving Average. Let’s call it an RSI and moving average trading strategy. We explain the strategy and code it in Python….
Pairs trading strategy is short-term and leverages the Law of One Price, an essential economic concept. This pairs trading strategy with Python involves simultaneously placing two positions in related securities to exploit short-term price divergences. To illustrate this strategy, consider…
This article explores the implementation of a mean-variance portfolio in Python. It delves into the core concepts of Modern Portfolio Theory in Section 1 and proceeds to provide a practical Python example in Section 2. Modern Portfolio Theory is a…
This tutorial will explain the procedure to build a Simple Moving Trading Strategy in Python; it will begin by explaining the indicator and subsequently implementing a Python example. Related reading: What is a simple moving average (SMA)? The SMA is…
This article will explain how to backrest a Weighted Moving Average in Python. In the first part, there will be a brief introduction and explanation of this indicator. Subsequently, we will implement a Python example to calculate the result of…
Candlestick patterns have been a fundamental part of technical analysis in the world of trading for many years. Among the multitude of candlestick patterns, the Doji is one of the most widely recognized. We make a doji candlestick trading strategy. A…
This article will explain how to implement the OBV (On Balance Volume) to the Amazon (AMZN) stock. The first part will explain the idea behind the indicator, while the second part will implement a trading strategy based on the OBV….
In this article, we will build a profitable trading strategy in Python. We will implement the strategy in different market scenarios to draw insight: How to build a profitable VWAP trading strategy with Python. Related reading: Trading and Hypothesis Testing…
In this tutorial, we will implement a trading strategy using the ATR indicator. The first part will explain this indicator. Then, we will show a practical example in Python using the SPY data. Throughout this tutorial, we will implement various…
Introduction This article will explain and implement the Fibonacci retracement strategy in Python. At the same time, it will implement different Python functions to build this strategy. Related reading: –Algorithmic trading strategies Python (Backtesting, Code, List, And Plenty of Coding…
Stochastic Oscillator Strategy
Introduction This tutorial will explain the Ichimoku Cloud indicator, and it will implement a trading example in Python using data from the iShares Core US Aggregate Bond ETF (AGG) and the Energy Select Sector SPDR Fund (XLE). Along the way,…
Introduction This tutorial will explain how to implement the Parabolic SAR indicator to build a trading strategy in Python, and along the way, it will introduce the Object Oriented Programming (OOP) approach to download the data, calculate the Parabolic SAR…
Introduction This article will implement a trading strategy utilizing the Commodity Channel Index (CCI) indicator. It will review the underlying theory. Subsequently, it will explain the procedure in Python for implementing the trading strategy on the SPY; furthermore, it will…
Introduction This tutorial will explain the construction of a Money Flow Index trading strategy to you in Python. Along the way, it will implement class inheritance approach to build the code. The aim of the article is to show the…
Introduction This tutorial will use Python to implement a profitable trading strategy using the Williams %R indicator. The first part will explain the indicator, and the second part will implement the Python code. The second goal is to illustrate how…
Investors often evaluate the performance of their portfolios by examining various metrics, and one crucial measure is drawdown. Drawdown represents the peak-to-trough decline in the value of a stock or portfolio during a specific period. It helps investors assess the…
Introduction This tutorial will implement the Chaikin Oscillator in Python using historical financial data from the iShares Russell 1000 Growth ETF (IWF). The first part will briefly review the theory behind this indicator. The second part will code a trading…
Average Directional Index The direction or trend has played a major role in the financial market. An increase or decrease in the price of a financial instrument can occur for two reasons: randomness or fundamental factors. There is a saying…
Introduction This tutorial will implement a ROC trading strategy using Python. The first part will briefly explain the indicator and its calculation. The second part will calculate the Python example. We show you how to build a profitable ROC-based trading…
Triple Exponential Moving Average (TEMA) This indicator is used to identify the trend, retracement, and potential support and resistance. After the development of the Double Exponential Moving Average (DEMA), Patrik Mulloy enhanced the indicator and developed the TEMA. The interpretation…
We show you how I build a profitable Hull-moving average strategy in Python. However, the main purpose of the article to show how it can be done using Python. The strategy itself is of minor importance in this tutorial. Hull Moving…
In the world of trading and finance, understanding statistical measures is crucial for making informed decisions. One such measure that plays a significant role is the standard deviation. It helps investors and traders gauge the volatility and risk associated with…
Loss aversion in trading refers to the tendency of traders to prioritize avoiding losses over acquiring gains. This bias can lead to holding onto losing trades for too long or exiting winning trades prematurely. Understanding loss aversion is crucial for…
Traders are always seeking better ways to analyze the ever-changing price data in the financial markets, and one indicator that can transform the way you look at price data is the Fisher Transform. What do you know about this indicator?…
In the fast-paced world of financial trading, the search for a better technical indicator is never-ending, but one indicator that has been here a long time is the moving average envelope. What do you know about this indicator? The Moving…
Technical analysis, a method utilized by traders and investors to forecast future price movements of securities based on historical market data, has long been a subject of debate within the financial community. Proponents argue that patterns and trends identified through…
As a financial market trader, you need tools that help you assess what is happening in the markets, and the positive volume index (PVI) might be the right one for you. What is this indicator and how does it work?…
While there are many technical analysis indicators available to the trading community, the Negative Volume Index (NVI) is a unique tool for analyzing the financial markets. What do you know about this indicator? Created by Paul Dysart, the Negative Volume…
SPX Trading Strategy When it comes to trading the S&P 500 Index, also known as SPX, having a well-defined trading strategy is important for achieving success in the markets. In this article, we will explore what the SPX trading strategy…
Analyzing the financial markets can be a difficult task but there are numerous indicators to help with that — one such indicator is the Rainbow Oscillator. What do you know about this indicator and how it works? The Rainbow Oscillator…
Status quo bias in trading is the tendency to stick with familiar investments, even when better options are available. This article will explain what status quo bias is, how it impacts trading decisions, and provide strategies to overcome it. Key…
The decoy effect bias in trading can lead to poor investment choices by making some options seem more attractive than they are. This article will help you understand this bias, see how it influences your trading decisions, and learn ways…
The potential of intermarket trading strategies is huge, and you get a glimpse of what you can do with our distilled Intermarket Trading Strategies guide. This resource is made for traders aimed at learning insights across equities, bonds, commodities, and…
Understanding paper trading vs live trading is important to becoming a successful trader. Our comprehensive guide carefully compares these two methods, highlighting key distinctions such as paper trading’s lack of real financial risk versus the genuine emotional trials and possible…
A time series analysis strategy might be helpful for traders. This article discusses practical tips & techniques and the essentials: forming objectives, selecting models, and preparing data for analysis. Whether you’re predicting stock performance or expecting weather changes, we provide…
In trading, the clarity of your strategy’s success is quantified through accuracy. Knowing ‘how to calculate accuracy in trading’ is what stands between you and better trade decisions. This concise guide delivers the formula you need, clear examples, and critical…
Determining “What is the accuracy of MACD trading strategies” is important for traders seeking a reliable technical tool. This article unveils the real-world success rates of this popular strategy, exploring its efficacy in various market conditions and highlighting factors that…
Orange juice OJ futures strategy refers to the methods and techniques you can use to trade FCOJ futures contracts profitably. Orange juice OJ futures are contracts to receive or deliver the specified quantity of frozen concentrated orange juice on a…
Venturing into Bitcoin trading Strategies requires a solid approach, and this guide is dedicated to outlining effective trading strategies that might suit different risk tolerances and trading styles. We look into the essentials of ‘HODLing’ as well as sophisticated algorithmic…
What market indicators should you track to forecast trends and make smarter investment choices? This guide answers precisely that, as we cut through complex financial noise to spotlight the market indicators that matter. From assessing overall market health to identifying…
There are plenty of potential option strategies, and one of them is selling puts. In this article, we look at how you can make money by writing or selling puts – also called cash secured put. Is selling puts a…
Trading timeframes determine how long you hold a trade. They help shape your trading strategy and manage risk. This guide will explain different timeframes and how to choose the best one for your trading style. Key Takeaways Understanding Trading Timeframes…
Investors scouring the stock market aim to decode price movements and trends to make profitable trading decisions. Technical analysis, with its plethora of indicators, serves as a critical tool in this quest. But with so many options, which indicators actually…
If you’re asking ‘what is the success rate of trend-following trading strategies,’ you’re looking for clear-cut numbers and straightforward facts. Trend following, a strategy built on capturing market momentum, does not have a one-size-fits-all success metric. Rather, its efficiency is…
Want to know about the VIX futures trading strategy? Introduced in 2004, VIX futures offers market participants the ability to trade a liquid volatility product based on the VIX Index — an index that measures implied volatility in the U.S….
Curious about what is the accuracy of RSI trading strategies? In the unpredictable world of trading, RSI (Relative Strength Index) stands out as a popular technical indicator, but its true power rests upon how it’s wielded. Key factors such as…
When you look up “what is success rate in trading strategies”, you want the hard facts: how likely is it that you’ll make profitable trades with the approach you’re taking? This key figure, expressed as a potent percentage, encapsulates your…
Since January, we have developed a new service called DAILY ANALYSIS. We search for compelling patterns (edges) in the main asset classes each morning (S&P 500, bonds, and gold). You can subscribe monthly or annually. We make trading rules of…
If you’re looking to validate your trading strategies, historical data backtesting is indispensable. By analyzing how your strategies would have fared in previous market conditions, you can refine them without facing financial risk. This article unpacks the essentials of backtesting,…
Want to know how to get started creating trading strategies? This guide will walk you through the essential steps—from basics of trading to defining your own strategy and managing risks. By the end, you’ll be equipped with the knowledge to…
Learning how to build an algorithmic trading strategy starts with defining rules for trades, coding those rules into a program, and rigorously testing the program. This guide will cover each step in detail, including the tools and skills you need…
Are you looking to invest in Chick-fil-A stock? You might be seeking to buy shares of this fast-food giant known for its chicken sandwiches, but the fact is, Chick-fil-A stock is not available to the public as the company remains…
Investing in Hulu stock directly is not an option, as Hulu does not have its own stock ticker. Instead, it’s a strategic asset within the portfolios of Disney and Comcast. This article delves into the insider view of Hulu’s ownership…
Is it a good idea to buy stocks setting 252-day lows? In this article, we backtest a 252-day low trading strategy for stocks. No, it’s not a good idea to buy stocks that set new 252-day lows. The 252-day low…
Is it smart to buy stocks setting 252-day highs? Let’s backtest a 252-day high trading strategy for stocks. The 252-day high trading strategy for stocks returned 9.6% annually while using, on average, 83% of the capital. 252-day high trading strategy…
Wondering how to capitalize on the movements of market giants? Order block trading is your answer. These crucial market territories, carved out by hefty institutional orders, can dictate the ebb and flow of prices. Recognizing and using order blocks properly…
Sunk cost fallacy bias in trading causes traders to irrationally cling to losing investments because of past costs. In this article, we’ll explore what the sunk cost fallacy is, why it happens, and how traders can avoid making costly decisions…
Trading commodity futures is one way to diversify your portfolio and explore investment avenues beyond traditional securities, and coffee futures are among the most actively traded soft commodities on the commodity exchanges. To trade coffee futures successfully, you need to…
This article shows you how to short retail investors’ favorite stocks. Is it possible to make money shorting stocks? It is, albeit it’s very difficult. In the context of a bear market, where stock prices can rapidly decline and volatility…
Merger arbitrage is a nuanced investment strategy that aims to profit from the price discrepancies of companies during a merger. This article unpacks the technique, explores the risks, and guides you through the complexities, equipping you with the knowledge to…
Market neutral trading is an investment strategy designed to generate profits regardless of market direction. It involves balancing long and short positions to neutralize market risk and focuses on exploiting pricing inefficiencies for consistent returns. In this article, we’ll explore…
Quantitative analysis sifts through numerical data to deliver solid, evidence-based conclusions. Crucial for decision-making across finance, science, and technology, it unravels complex datasets to predict trends and enhance strategies. As you navigate this article, expect a clear exposition of its…
Index arbitrage is about smartly navigating price differences between stock indexes and their constituent stocks for a profit. Straightforward and efficient, this primer unpacks how traders use index arbitrage techniques to capitalize on market inefficiencies, provides insights into the risks…
Time horizon bias in trading can skew your investment decisions towards short-term gains, often at the expense of long-term success. This article delves into the nature of time horizon bias, its impact on trading, and practical strategies to overcome it….
Searching for ‘indicators for technical analysis’ means you’re looking for clarity on which tools will sharpen your trading decisions. This guide offers a straightforward rundown of essential technical indicators, such as trends, momentum, volume, and volatility measures, and explains how…
The XLK/XLU ratio is the XLK ETF price divided by the XLU ETF price. It is often used to read market sentiment. A rising XLK/XLU is considered bullish, while a falling ratio is considered bearish. In this article, we backtest…
The S&P 500 is the most followed index in the world. As such, it catches a lot of attention when it is up for many weeks in a row. But how does it perform after being up for eight consecutive…
For more than 7000 years, cotton has been one of the raw materials used in the production of textiles and other fiber-requiring materials including fishnets and gunpowder. In fact, its use continues to increase and now accounts for over 35%…
Escalation of commitment bias in trading is when traders persist with losing trades due to previous investments. This common pitfall can lead to substantial financial losses. Why do traders fall into this trap, and how can they avoid it? This…
Integral to Australia’s financial framework, the Australian Securities Exchange stands as the foremost exchange for trading securities in the country. It attracts investors with its deep markets, extensive array of listings, and opportunities for strategic investment. The significance of ASX…
We have updated our swing trading course. Check it out here: BUY NOW What does our Swing Trading Course cover? The course has the following lessons: When signing up you get an automatic e-mail that contains the URL and you…
Trading rules are the heart of a mechanical or algorithmic trader. This article helps you understand the importance of specific trading rules, making you better prepared to face the markets. It’s a trading GPS! We have made plenty of trading…
Only a few people succeed at trading, and those who do, take a long time to learn their craft. As with every other profession, it takes time to understand the different elements of trading. Why Do People Think Trading Is…
Ulcer Index charts the course through investment uncertainty, marking not only the depth of potential losses but their duration. This essential guide details the Ulcer Index’s purpose, its calculation method, and how it stands apart from other risk metrics to…
Introduction Options trading in EEM is an increasingly popular way for investors to gain exposure to the market. Trading options gives traders the opportunity to make profits from both rising and falling markets, and with options, traders can also use…
Introduction Options trading in Tesla (TSLA) has become an increasingly popular way for investors to generate profits. Options trading involves the purchase or sale of derivatives that give the holder the right, but not the obligation, to buy or sell…
Introduction Options trading in Amazon (AMZN) has become a popular trading strategy among investors. It offers a variety of strategies that can be used to take advantage of the stock’s price movements. Options trading allows investors to speculate on the…
What’s the probability of making a loss in the stock market? If you are patient, the odds are on your side. Let’s have a look: The likelihood of experiencing a financial loss in the stock market within a single day…
What percentage of CFD traders lose money? Our informal survey suggests that between 62% and 82% of all retail CFD traders lose money. The best CFD broker has “only” 62% losing traders, while the worst has 82%. These are pretty…
Every trader faces a gauntlet of common mistakes that can erode profits and derail investments. Identifying and avoiding common trading pitfalls is not just about being cautious; it’s about being smart and strategic with every decision you make. This article…
Are you considering leveraging your investment strategy with margin trading? Margin trading is a method that allows traders to amplify their buying power by borrowing funds from a broker. With this approach, you can potentially increase your profits, but it’s…
Index trading allows investors to trade on the performance of a whole market or sector rather than individual stocks. This introduction to index trading breaks down the essentials of index tracking, simplifies the complexities of taking positions, and outlines trading…
Stock and sector rotation is when you switch between different asset classes or stocks. In this article, we look at different types of stock and sector rotations and why they make sense. In the stock market, we have momentum and…
Trend following the S&P 500 is probably not the sexiest thing to do. Back in 2012 Meb Faber published a paper called A Quantitative Approach To Tactical Asset Allocation in the Journal of Wealth Management. Meb Faber found the 200-day…
Larry Connors and Cesar Alvarez revealed a trading strategy called Double Seven in their book Short Term Trading Strategies That Work. This is a fairly simple system that at the time worked very well among a wide range of ETFs….
Volatility trading strategies can be very profitable. As an example, we show you an equity curve that only trades when volatility is above what is “normal”. We use a 200-day moving average as a filter for when we want to…
In a previous article, we presented an S&P 500 and gold rotation strategy. Today we test a sector rotation strategy between S&P 500 and gold miners. Let’s call the strategy an S&P 500 and gold miners rotation strategy. The logic…
The winter period, October to May, has historically been a very good period for US stocks for many decades. What is the country ETF performance per quarter? How has the stock market in other countries performed? This article looks at…
Thursday last week, the 4th of November 2021, was the fourth day in a row with a higher close than the previous close in the S&P 500. How often does this happen? Let’s test on the ETF SPY since its…
