Automated Algorithmic Trading System with RP Detection — Indicator by PINE_LABS (2024)

First, we use a calculation of "higher highs" and "lower lows" price channels, which we see represented on the chart in purple. These channels provide us with a broad view that helps us identify on the chart where the price has reached significantly higher levels than before during a specific period and lower points than previous levels. As we observe, a channel forms, and when the price approaches or touches this channel initially, it reacts violently. But this is where the magic begins, as we will use these as areas of significant reversal, although they won't be the only filter, as we will need confluence with other patterns once we are in areas of significant reversal to make a buying or selling decision.

Secondly, the algorithm uses a fundamental and precise calculation as it shows us the most important support and resistance levels of the asset, which we observe in two ways on the chart. First, supports are represented in a blue block, and resistances in a red block. These are also grouped in a table by default in the last 5 days, although we can modify these calculations according to our needs in the indicator's configuration.

In addition, our algorithm performs a special calculation of a rational quadratic kernel, estimating the price regression function. This provides us with a clear idea of where the price of the asset is heading and its trend. This channel is always calculated and working optimally within the "higher highs" and "lower lows" channel we reviewed a moment ago, and it provides us with a macro view of the price.

Now, the algorithm uses this last quadratic microchannel to give us some reversal signals within this same microchannel that can be utilized by us for precise scalping entries. Considering the following, as we visualize on the chart:

First, we will explain the Reversal signals. At the top of our quadratic microchannel, the first automated signal is generated, which we will observe as a Reversal and is represented by a parachutist. This occurs when the price breaks the upper microchannel, and we expect a price pullback. A piece of advice: if we are in a resistance area, the price will have more strength to return to the microchannel zone, allowing us to take a short position.

On the other hand, as observed on the chart, the same reversal signal represented by an airplane is generated when there is a downward price break of the microchannel, which makes us expect a pullback back to the channel. In case we are in a support zone, the price's return will gain more strength, enabling us to enter a long position.

As we see in the chart, we have two other types of signals with very complex calculations that the algorithm detects, alerting us about price reversals. The first reversal patterns are shown visually as purple and green flags and are executed when there is a change in the price structure and the price reversal within the microchannel is confirmed. This allows us to have buy and sell operations. The second signals are shown visually as Bear Pattern and Bull Pattern, confirming a pattern when the price does not fall (for bulls) or rise (for bears) below or above a specific level after detecting the "hook." This is explained subtly, as the calculation is very complex, but the effectiveness of these reversals is impressive for working with pullbacks within the microchannel.

Now, let's explain how the grand signal is generated through confluences from all the algorithmic calculations of the indicator:

First, the buy signal is generated when we observe that the Quadratic Channel crosses down our "higher highs" and "lower lows" channel, meaning there is now a cross between channels, and at the same time, we are in a Support Zone. At this moment, when these three confluences are met, it will send us the buy alert that we visually observe as a pile of bills.

Similarly, for the sell signal, it is generated when we observe that the Quadratic Channel crosses up our "higher highs" and "lower lows" channel, meaning there is now a cross between channels, and at the same time, we are in a Resistance Zone. At this moment, when these three confluences are met, it will send us the sell alert that we visually observe as an explosion.

These grand confluence signals are usually of the day trading type since they will be executed in a significant move.

All our indicators come with two types of alerts to automate our trading. The first type of alert will notify us on our devices when a signal of interest occurs on the chart, previously configured by us.

The second type is configured to make our indicators work for us without the need to be present on the chart. This is done with a special programming within the indicator's code, and it will execute automatic buys and sells on our preferred exchange through an alert configured for the 3Commas bot. It will only be necessary to enter our Bot number or Bot ID provided by the 3Commas provider and insert it into the alert. All premium indicators have an explanation in their configuration that will detail where to enter your Bot ID.

ESPAÑOL:

Primero, usamos un cálculo de Canales de Precios "altos mas altos" y "bajos mas bajos", que vemos representados en el gráfico en color morado. Estos canales nos otorgan una amplia visión que nos ayuda a identificar en el gráfico dónde el precio ha alcanzado niveles significativamente más altos que los anteriores durante un período específico y puntos más bajos que los anteriores. Como observamos, se forma un canal en el que, en primer instancia, cuando el precio se acerca o toca este canal, reacciona violentamente. Pero es aquí donde comienza la magia, ya que los usaremos como zonas de gran reversión, aunque no serán el único filtro, ya que necesitaremos que exista confluencia con otros patrones una vez estemos en zonas de gran reversión para tomar una decisión de compra o venta.

En segunda instancia, el algoritmo utiliza un cálculo fundamental y preciso ya que Nos muestra los soportes y resistencias más importantes del activo, que observamos de dos maneras en el gráfico. Primero, están representados en un bloque azul los soportes y en un bloque rojo las resistencias. Estos también se agrupan en una tabla por orden de importancia por defecto en los últimos 5 días, aunque estos cálculos los podremos modificar de acuerdo a nuestras necesidades en la configuración del indicador.

adicional nuestro algoritmo realiza un cálculo especial de un kernel cuadrático racional, que estima la función de regresión del precio. Esto nos proporciona una idea clara de hacia dónde va el precio del activo y su tendencia. Este canal siempre está calculado y trabajando de manera óptima dentro del otro canal de "altos mas altos " y "bajos mas bajos" que revisamos hace unos momentos, y que nos brinda una visión macro del precio.

Ahora bien, el algoritmo utiliza este último micro canal cuadrático para darnos algunas señales de reversión dentro de este mismo micro canal que pueden ser aprovechadas por nosotros para hacer entradas precisas y del tipo scalping. Considerando lo siguiente, como visualizamos en el gráfico:

Primero, explicaremos las señales de Reversión en la parte alta de nuestro micro canal cuadrático, se genera la primera señal automatizada que observaremos como Reversión y está representada con un paracaidista. Esto ocurre cuando el precio rompe el micro canal alto, y esperamos que se genere un pullback del precio. Un consejo: si estamos en un área de resistencia, el precio tendrá más fuerza para regresar a la zona del micro canal, lo que nos permitirá tomar una posición corta.

Por otro lado, como observamos en el gráfico, la misma señal de reversión representada por una avioneta se genera cuando hay una ruptura del precio hacia abajo del micro canal, lo que nos hace esperar un pullback de retorno al canal. En caso de que estemos en una zona dentro del soporte, el retorno del precio tomará más fuerza, permitiéndonos obtener una entrada larga.

Como vemos en el gráfico, tenemos otros dos tipos de señales con cálculos muy complejos que el algoritmo detecta, avisándonos sobre las reversiones del precio. Los primeros patrones de reversión se muestran visualmente como banderas moradas y verdes y se ejecutan cuando hay un cambio en la estructura del precio y se confirma la reversión del precio dentro del micro canal. Esto nos permite tener operaciones de compra y venta. Las segundas señales se muestran visualmente como Bear Pattern y Bull Pattern, confirmando un patrón cuando el precio no vuelve a caer (para alcistas) o subir (para bajistas) por debajo o por encima de un nivel específico después de detectar el "gancho". Esto está explicado de manera sutil, ya que el cálculo es muy complejo, pero la efectividad de estas reversiones es impresionante para trabajar con pullbacks dentro del micro canal.

ahora bien vamos a explicar como se genera la gran señal por confluencias por todos los calculos algoritmicos del indicador:

primero la señal de compra se generá Cuando observamos que el Canal Cuadrático cruza hacia abajo nuestro Canal de bajos mas bajos, es decir ahora hay un cruce entre canales y al mismo tiempo nos encontramos en una Zona de Soporte, en este momento al cumplirse estas tres confluencias nos enviará la alerta de compra que observamos visualmente como un cumulo de billetes.

asi mismo para la venta se generá Cuando observamos que el Canal Cuadrático cruza hacia arriba nuestro Canal de altos mas altos, es decir ahora hay un cruce entre canales y al mismo tiempo nos encontramos en una Zona de Resistencia, en este momento al cumplirse estas tres confluencias nos enviará la alerta de venta que observamos visualmente como una explosión.

estas grandes señales por confluencia suelen ser del tipo day trading ya que se ejecutarán en un gran movimiento.

Todos nuestros indicadores cuentan con dos tipos de alertas para automatizar nuestro trading. El primer tipo de alerta nos avisará en nuestros dispositivos cuando ocurra alguna señal en el grafico y que sea de nuestro interes previamente configurada por nosotros.

La segunda está configurada para que nuestros indicadores trabajen para nosotros sin necesidad de estar presentes en el gráfico, esto con una programacion especial dentro del codigo del indicador y que hará por nosotros compras y ventas automáticas en nuestro Exchange de preferencia mediante una alerta configurada para el bot 3Commas, solo bastará con que pongamos nuestro numero de Bot o Bot ID que da el provedoor de 3Commas y lo insertemos en la alerta, todos los indicadores premium tienen en su configuracion una explicacion que te indicará detalladamente donde poner tus Bot ID.

Automated Algorithmic Trading System with RP Detection — Indicator by PINE_LABS (2024)

FAQs

Does automated trading work? ›

The Bottom Line. Although appealing for a variety of reasons, automated trading systems should not be considered a substitute for carefully executed trading. Technology failures can happen, and as such, these systems do require monitoring.

Can you make money with algorithmic trading? ›

Yes, it is possible to make money with algorithmic trading. Algorithmic trading can provide a more systematic and disciplined approach to trading, which can help traders to identify and execute trades more efficiently than a human trader could.

Is algo trading worth it? ›

Being successful in algo trading means you have to be excellent at programming and technical things. Sure, it might require some time and effort to master these skills, but trust me, the investment is totally worth it. The accuracy and reliability of data are crucial for algo trading.

What is the pine script for trading? ›

What is Pine Script? Pine Script is TradingView's native programming language designed to create custom trading tools such as indicators, strategies, and alerts on the platform. TradingView is one of the most popular technical analysis and trading platforms, used by over 50 million traders across the globe.

What is the best automated trading software? ›

eToro tops our list of best automated trading platforms due to its user-friendly features and multi-asset trading options. It offers over 5000 assets, including 90+ cryptocurrencies, as well as stocks, bonds, indices, commodities, and funds. Where eToro stands out is its CopyTrading and Smart Portfolios.

How much can you make with automated trading? ›

How much does an Algorithmic Trading make? As of Apr 20, 2024, the average annual pay for an Algorithmic Trading in the United States is $85,750 a year. Just in case you need a simple salary calculator, that works out to be approximately $41.23 an hour. This is the equivalent of $1,649/week or $7,145/month.

How much money is required for algo trading? ›

Algo Trading FAQ

The minimum capital required for algo trading varies from platform to platform. However, most platforms require a minimum capital of Rs. 10,000 to Rs. 20,000 to get started.

How much does it cost to start algorithmic trading? ›

An algorithmic trading app usually costs about $125,000 to build. However, the total cost can be as low as $100,000 or as high as $150,000.

What is the success rate of algorithmic trading? ›

The success rate of algorithmic trading varies depending on several factors, such as the quality of the algorithm, market conditions, and the trader's expertise. While it is difficult to pinpoint an exact success rate, some studies estimate that around 50% to 60% of algorithmic trading strategies are profitable.

Who is the most successful algo trader? ›

He built mathematical models to beat the market. He is none other than Jim Simons. Even back in the 1980's when computers were not much popular, he was able to develop his own algorithms that can make tremendous returns. From 1988 to till date, not even a single year Renaissance Tech generated negative returns.

What are the disadvantages of algo trading? ›

Disadvantages of Algorithmic Trading

These situations are called black swan events and can lead algorithmic traders to suffer losses. The system relies entirely on the use of technology. Hence, if there is even a slight glitch in the system, the entire program of automation trade can crash.

Is algo trading for beginners? ›

Requires programming skills: Algo trading involves programming skills and knowledge of programming languages such as Python or R. For beginners, learning to code and developing algorithms can be time-consuming and complex. Requires market knowledge: Algo trading strategies require market knowledge and analysis.

Is pine Script free? ›

Most are written in Pine Script™ and available for free. Community Scripts is where you can search from the 100,000+ published scripts written by TradingView users.

Can ChatGPT write a pine Script? ›

You can also backtest a trading strategy using pine script with the help of ChatGPT, just mention the rules clearly and you would the code in seconds. Copy paste the same in trading view pine script window.

Is Pine Script hard? ›

For someone new to programming, becoming proficient in Pine Script might take a few months of consistent learning and practice. With prior programming knowledge, especially in languages like Python or JavaScript, grasping the basics of Pine Script might take a shorter period, perhaps a few weeks to get comfortable.

Do automated trading bots work? ›

Conclusion. Trading bots have the potential to generate profits for traders by automating the trading process and capitalizing on market opportunities. However, their effectiveness depends on various factors, including market conditions, strategy effectiveness, risk management, and technology infrastructure.

Is automated trading risky? ›

One of the main risks of algorithmic trading is that it relies on complex and sophisticated technology that can malfunction, crash, or be hacked. Technical glitches can cause delays, errors, or losses in your orders, or even trigger unwanted trades that can affect your performance and the market.

Is automated trading better? ›

Advantages of Automated Trading

Automated trading is fast and accurate. There will never be issues of mistakes or human errors with automated trading. The volume of trades an automated trading system can take on far trumps what a human trader can do.

How successful are trading bots? ›

It depends on the bot! Some lower-risk crypto trading bots boast a 99% success rate, while others execute higher-risk strategies and have a lower success rate. The main thing most investors need to consider is whether the bot they're looking at can execute their specific investment strategy successfully.

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