Optimal Investment Portfolio

Rohit @ToroAlerts
4 min readSep 22, 2022

ToroAlerts-AI

Artificial intelligence (AI) is rapidly revolutionizing investment analysis and portfolio management. Machine Learning (ML) provides an edge to investors in attaining alpha returns on investments. The applications of AI, ML, and related emerging technologies can generate alpha returns and assure their sustainability in the dynamic environment of financial securities. The high computational capabilities of AI provide extreme efficiency over the traditional models in investment and trading operations.

The AI and ML applications in the field of investment and trading are mainly oriented towards:

● Comprehension of price movement and emerging anomalies

● Preservation of logical, mathematical, and statistical patterns in the historical price

● Execution of appropriate buy-sell decisions considering market dynamics and price volatility

Source: flow.db.com

Investment strategies based on AI and ML keep updating in real-time and respond instantaneously by identifying the price movement.

ToroAlerts-AI executes the algorithms and mechanisms for price analysis of the entire market and identifies the best-emerging trades. It has high-level computational capabilities to execute effective real-time decisions.

ToroAlerts-AI eliminates human biases and irrationality in investment decisions. Human decision-making is fraught with irrational and emotional elements, which adversely affect trade outcomes and pose an extreme risk to an investment portfolio.

In the first half of 2022, there was a significant value deterioration in the financial markets as investment and trading decisions were based on irrational responses from market participants. It led to highly volatile moves in the market. Investors became ignorant of the prevalence of the general logic of market dynamics and suffered significant losses.

Similar observations can be derived from the 2020-COVID pandemic market conditions. After suffering substantial losses, investors witnessed an extreme market surge that surpassed the pre-pandemic highs. If the investments during volatile market conditions were managed effectively and rationally, such as through real-time portfolio rebalancing, the outcome would be unprecedentedly favorable to the investors. The bull markets of 2020 and 2021 are derived chiefly from investor psychology.

Profitability in financial markets can be materialized through systematic trade executions. AI-based models make intelligent investment decisions with the primary objective of capital preservation to extensive levels during highly volatile market conditions.

AI and ML integrate the following elements of logical efficiency:

● AI possesses a revolutionary perspective based on advanced theories on data structures.

● To identify uncharted investment opportunities and execute fundamentally rational and undisputable decisions, AI and ML rely on new relationships in the data structures.

● Market insights and price behavior analysis are based on the investor’s risk profile.

ToroAlerts-AI supports investors in capturing the potential for higher returns by enhancing intellectual assistance and avoiding irrational biases. In these times, more investors are shifting towards robo-advisors and technology-intensive investment management to attain alpha returns and downside protection for their portfolios.

Periodic returns (from January 01, 2021, to September 20, 2022) and year-to-date returns generated through ToroAlerts-AI and the standard “Buy and Hold” strategy are evaluated to identify the advantages of using AI and ML in investment operations. The standard “Buy and Hold” strategy represents a passive investment with stable constituents (stocks) and their configuration in the long term, ignoring volatility in the short term.

ToroAlerts-AI’s performance has surpassed the performance of both the “Buy and Hold” strategy and the market (S&P500) in terms of returns over the same periods.

ToroAlerts-AI’s performance can be observed in-depth by evaluating the returns of constituent stocks.

The data indicates that using ML and AI in investing provides higher returns than traditional models. ToroAlerts-AI assists investors in obtaining competitive portfolio returns.

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ToroAlerts-AI can increase the profitability potential of investment portfolios. As the efficient market integrates all information and applications of prevailing technologies into the stock valuation, assured returns cannot always be guaranteed, even with advanced technologies. AI’s rapid data processing capabilities, identification of price patterns, and logical decisions based on effective algorithms for market dynamics provide consistency over time. ToroAlerts-AI offers the strong possibility of better portfolio outcomes on investments through these emerging technologies.

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Written by Anuj Sharma for ToroAlerts, LLC

ToroAlerts is implementing artificial intelligence in investing and trading, using machine learning algorithms with predictive technical analytics to optimize portfolio returns.

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