Stock Forecast Based On a Predictive Algorithm (2024)

Short Selling

What is “short selling” and how does it work?

The concept of short selling is often seen as something immoral or alarming to many traders. Traders often assume that because mutual funds and financial planners go long, it is more correct to do. When you short sell you are actually borrowing a stock at a fee, and selling it on the market. At some point the trader “covers” his sale by repurchasing the stock at the current market price, and returning the shares to the lender. If the price is lower the short seller makes a profit, else he makes a loss.

Why are people scared to short sell?

I believe this phenomenon arises for the bombardment of interested parties in keeping traders constantly bullish. The people who are long and pay for the advertising on financial websites have a good reason to do so. Company management is naturally biased as they generally own stocks; it is their end goal to increase value for shareholders. The financial press is mostly financed by advertising through mutual funds, financial managers and brokers. All three have one thing in common, the more bullish the market is, the more capital is invested in their respective institutions which means they make more money. If markets are bad, less people trade and all big institutions lose out when the market has a negative cash-flow.

Governments which should be unbiased of course are. For one, they are interested in a bullish market, the most powerful lobbyists and firms are financing them are breathing down their necks. They have every reason to be heavily biased towards a bullish market. Likewise, rating firms are paid by the companies and bankers which they rate – which makes them far more inclined to raise their rating rather than lower it. These companies need to have their bonds rated, and they will naturally lean towards the friendliest rating agency.

So why are people scared to short? Because this goes against what the big players want you to do. By going short you take advantage of all the over pumped bullish news. Sell side analysts will often associate false information and market manipulation with short sellers, but this sword swings both directions. The fact is there is no good or bad, only those who make money and those who lose money.

Ironically, short sellers who make money actually benefit the market and those who lose make it worse. By short selling towards peaks, short sellers pressure prices down thus preventing the share from being significantly overvalued. When the price reverses and reaches the trough (bottom), short sellers will cover their position by buying the shares and preventing the security from being significantly undervalued. By lowering the volatility even the long term value traders benefit from the short seller.

So who are biggest losers? It is the short-term swing traders who go long only and are simply missing a huge asset in their toolbox.

How to get started on short selling?

Open a paper trading account with a broker such as think or swim to get a feel beforehand. Due to T-regulation you will need a margin account to short sell, with at least 150% of your trade value in equity to cover liability. Theoretically you can lose more than you invested, because the potential upside movement of the stock could be more than 100%.

Next you will realize that some stocks are not available to short sell, familiarize yourself with those who are. From here you must decide what you want to trade, which is easy with a tool such as I Know First (elaborated below). Once you are set up you should now have the option to sell the stock, even if you do not currently own it. Pick a stock and set a limit order at the highest possible bid (remember you are the seller!), and try to cover (buy back) at the lowest price point. Furthermore, to manage risk you can set a stop loss at above the current price level.

Stock Forecast Based On a Predictive Algorithm (2)Algorithmic Strategy: How to decide which stocks to short?

I Know First’s interface macro is a great new tool for deciding on your trade positions. The algorithm successfully predicts stock trends over time, and on July 9th this was the prediction of our Top Stocks universe. Now those who invested and held mostly did pretty well for themselves; however, their prediction was sharply contradicting the current market trend.

All the annual subscribers who use the interface macro would quickly see that almost no long predictions were currently trending up. In contrast, almost all short-sell recommendations were plummeting in price.

This made it interesting to go short; unfortunately most brokers do not support short sales on low liquidity stocks. Ideally GSH would have been the best option; however as it was unavailable to immediately short sell some compromises had to be made. In the end the strongest negative signals available were:

WFT (-100.93) – Weatherford International plc – NYSE

ALU (-81.04) – Alcatel-Lucent

AA (-75.36) – Alcoa Inc

Stock Forecast Based On a Predictive Algorithm (3)

One should set limit orders which are above the average size. With such volatile markets it makes a lot of sense to take maximum advantage. It is better to never have your order filled than to lose on the spread.

Now that I had all my orders filled at a price I was happy with I decided to stick with the algorithmic prediction and hold. While prices dropped nicely for AA and WTF by -8.74% and -12.33% respectively, ALU increased by 3.75% in the three week horizon. The decision to sell is clear by the 28th of July, as all the 3 day forecasts for these stocks become bullish again – indicating they have dropped below their equilibrium price level.

Stock Forecast Based On a Predictive Algorithm (4)

The forecast did materialize nicely; however, it took patience and confidence. The drop in price was not clean or straight, with slight losses and high volatility throughout. What is even more astonishing is that the S&P500 actually rose 3% during that period, while our short sales returned a decent profit!

Below is the final standing before liquidation and closing orders.
Stock Forecast Based On a Predictive Algorithm (5) Stock Forecast Based On a Predictive Algorithm (6)

Stock Forecast Based On a Predictive Algorithm (2024)

FAQs

Can I use AI to predict stock market? ›

Stock markets have always been hard to predict, but the best the AI can do is to create a model to predict prices with some degree of legitimacy. Then there are applications like the use of AI-Bots, which are known to use algorithms that can consistently beat the market returns.

Can ChatGPT predict stocks? ›

While ChatGPT is a powerful tool for general- purpose language-based tasks, it is not explicitly trained to predict stock returns. In addition to evaluating ChatGPT, we also assess the capabilities of other prominent natural language processing models.

What is the best algorithm for stock prediction? ›

The LSTM algorithm has the ability to store historical information and is widely used in stock price prediction (Heaton et al.

What is the most accurate stock prediction model? ›

1. AltIndex – Overall Most Accurate Stock Predictor with Claimed 72% Win Rate. From our research, AltIndex is the most accurate stock predictor to consider today. Unlike other predictor services, AltIndex doesn't rely on manual research or analysis.

Is it illegal to use AI to trade stocks? ›

Algorithmic trading is now legal; it's just that investment firms and stock market traders are responsible for ensuring that AI is used and following the compliance rules and regulations.

Which AI is best for stocks? ›

Forget Nvidia: 2 Artificial Intelligence (AI) Stocks to Buy Now
  • Cracks are beginning to show in Nvidia and investors are selling.
  • Salesforce is a maturing blue chip returning cash to shareholders.
  • UiPath is a rebound candidate after getting off track.
1 day ago

Can GPT 4 predict stock market? ›

With the step-by-step prompts, GPT-4 achieved a prediction accuracy of 60.35 per cent, significantly higher than the 52.71 per cent accuracy of human analysts. Moreover, GPT-4's F1-score, which balances the accuracy and relevance of predictions, also outperformed that of the human analysts.

How to use ChatGPT for stock market? ›

Here are a few ways to earn money through ChatGPT in stocks:
  1. Learn About the Financial Terms by Prompting ChatGPT.
  2. Research About the Stock you are Planning to Invest.
  3. Analyze Thoroughly Various Investment Options.
  4. Perform Portfolio Analysis.
  5. Ask ChatGPT to Find the Best Stocks for You.
  6. Set up a ChatGPT Account.
Feb 13, 2024

How do you predict if a stock will rise or fall? ›

Price to Earnings ratio is one of the traditional methods to analyse the company performance and predict the prices of the stock of the company. This ratio considers the market price of the shares of the company and the earnings per share (EPS) of the company.

Which algorithm is best for prediction? ›

Logistic regression is a popular algorithm for predicting a binary outcome, such as “yes” or “no,” based on previous data set observations.

What is the formula for predicting stocks? ›

This method of predicting future price of a stock is based on a basic formula. The formula is shown above (P/E x EPS = Price). According to this formula, if we can accurately predict a stock's future P/E and EPS, we will know its accurate future price.

Do stock trading algorithms work? ›

A trading algorithm can solve the problem by buying shares and instantly checking if the purchase has had any impact on the market price. It can significantly reduce both the number of transactions needed to complete the trade and also the time taken to complete the trade.

What is the AI tool for stock prediction? ›

How do AI tools for stock trading make a contribution to price predictions? AI tools utilize advanced algorithms and machine-getting-to-know techniques to investigate ancient marketplace statistics, news, and other applicable factors, enabling them to generate correct price predictions and enhance trading strategies.

Who is the most accurate stock picker? ›

Moby stands out as the top stock picking service for its reliable data & tools, user-friendly app, high-caliber team of analysts, and market beating performance of stock picks. Whether you're a busy professional or a dedicated investor, Moby helps you make informed decisions quickly and efficiently.

Which indicator has highest accuracy in stock market? ›

Which indicator has the highest accuracy? The Moving Average Convergence Divergence (MACD) indicator is often considered one of the most accurate technical indicators. That is because it uses a combination of moving averages to spot potential buy and sell signals.

Can you use AI to pick stocks? ›

The use of AI for picking stocks is still in its infancy, but it is rapidly evolving. While the technology may be more sound compared to relying on social media stock tips, for example, AI-assisted investing tools have thus far shown mixed results and appear best suited for experienced and professional traders.

Is AI allowed in stock market? ›

AI enhances data mining in stock trading by enabling faster processing and more complex analysis, allowing traders to uncover profitable opportunities based on historical data patterns. Predictive Modeling: AI uses advanced algorithms to analyze historical data and predict future market trends.

Is it possible to use AI in trading? ›

In stock trading, AI algorithms can process millions of transactions and analyze this historical data to predict stock market behavior based on previous scenarios. Investors can leverage this knowledge to plan accordingly while taking market volatility into account.

Can AI be used to predict? ›

The current level of artificial intelligence (AI) is capable of making predictions based on patterns and trends in data, but its ability to accurately predict the future is limited by several factors : Data Quality and Availability : AI algorithms rely on historical data to make predictions about the future.

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