Understanding "Why" Algorithmic Trading Works

In conversations with potential investors, we often encounter the question: "How does algorithmic trading work?" At Streamline Trading, we believe a more insightful question is: "Why does algorithmic trading work?" This shifts the focus from merely understanding the mechanics of ...

Door Sjoerd Huitema

apr 05 2024

2 min gelezen

Deel:

In conversations with potential investors, we often encounter the question: "How does algorithmic trading work?" At Streamline Trading, we believe a more insightful question is: "Why does algorithmic trading work?" This shifts the focus from merely understanding the mechanics of using algorithms to exploring the reasons behind their effectiveness. The guiding principle here is the saying: "history doesn't repeat itself, but it often rhymes." This suggests that the market exhibits certain patterns that, while not identical, tend to recur over time.

Exploring Market Patterns

Market patterns are the heartbeat of the financial world, revealed through price movements, trading volumes, and interest rate changes. These patterns, from simple trends to complex formations, are key for algorithmic trading. The trading algorithms are designed to identify and act on these signals much faster than humans possibly can. 

Why Market Patterns Repeat

The repetition of market patterns is not mere coincidence; it's inherent to the market's nature. Here’s why:

  • Human Element: Markets mirror collective human behavior. People often react in predictable ways to financial news, economic reports, or market trends. This predictability, fueled by emotions like fear or greed, forms patterns that algorithms can utilize.
  • Institutional Behavior: Large entities, such as pension funds and mutual funds, act collectively. Their moves can steer the market, creating detectable patterns, for example during times like quarterly portfolio rebalancing.
  • Economic Cycles: The global economy experiences cycles that affect everything from corporate profits to interest rates. These cycles generate market trends that algorithms can identify and leverage.
The Reliability of These Patterns
  • Human Behavior Consistency: Despite changes in technology and regulation, human nature remains constant. This stability underpins repeatable market patterns.
  • Institutional Strategies: Institutional investors adhere to specific mandates and regulations, leading to market movements that create recognizable patterns.
  • Economic Indicators: Regular economic updates and cycles add to the reliability of market patterns, providing a solid basis for algorithms to exploit.

 

Algorithmic trading excels in this environment since it can instantly react when these market patterns pop-up and it operates on logic, avoiding the emotional biases that can impact human traders.

Will the market patterns last? 

Market trends emerge from the interactions between individual investors and large institutions, guided by their unique strategies and reactions to market movements. These patterns are influenced by consistent elements like human psychology, organizational behavior, and economic cycles. As these factors persist, market trends tend to repeat in a predictable manner. However, as these patterns become more recognized, the opportunity to benefit from them can diminish.

Advancements in technology, shifts in regulations, and geopolitical changes continue to shape the market, yet the core reasons for recurring patterns remain rooted in predictable human and institutional behaviors. As stated in the beginning; history doesn’t repeat itself, but it often rhyme and when the patterns do not 'rhyme'  as expected, a solid risk management strategy should be in place to protect the investment portfolio.