What role could algos play in levelling up the front-office tech stack?
Algorithms, especially when developed and managed internally, can significantly enhance the front-office tech stack. They reduce costs, lower market impact, and increase execution transparency. While the primary perception is that algorithms help investors execute orders efficiently, there’s much more to it.
For instance, the additional data collected by algorithms offers endless possibilities. Storing order book updates received at millisecond intervals in a well-designed database enables high-level back testing. Additional data also provides accurate transaction cost analysis (TCA) and supports various data science and possible AI-driven applications to improve strategies and execution.
Moreover, algorithms help better understand the market, providing investment managers with valuable information to make more informed decisions. Placing quants directly at the desk creates a high-performance, hybrid workspace that significantly speeds up implementation and optimisation. This setup ensures that both quants and investment managers learn from each other, potentially creating a new and more capable type of quantitative investment manager.
Finally, using algorithms makes your organisation more attractive to top quants in the labour market. Talented young professionals are eager to work on challenging data and tech projects where they can develop their own innovative ideas.
Are in-house algorithmic execution platforms the way forward?
When I look at the current state of the market and see all the developments taking place, I believe this will be the way forward. In recent years, the possibilities for developing your own applications have increased enormously. Combined with the rise in tech-savvy talent, this creates the perfect environment for companies in the sector to develop their own in-house execution platforms.
Having the ability to manage, optimise, and implement your own algorithms allows organisations to retain all associated knowledge internally. This not only provides a significant advantage over peers but also prepares your organisation for the rapidly evolving digital future. An execution platform also grants direct market access to several liquidity providers. With the newly unlocked data from the execution platform, it becomes easy to determine where and with whom to execute transactions. Adding new trading venues or banks is quicker and more efficient compared to traditional methods.
Additionally, your organisation can respond swiftly to new market developments to stay ahead. Creating an in-house execution platform also enables you to establish a high-standard risk management and governance framework tailored to your organisation’s needs.
All in all, there are ample reasons and movements within the market to encourage this trend.
How can technology be leveraged in a way that allows traders to execute the same procedures for all FX instruments?
There are numerous ways and opportunities to leverage the vast pool of available technological applications to achieve this. Therefore, there isn’t a single, clear-cut answer to this question. Previously, there was a trend where many technological solutions were purchased by organisations due to a lack of skills and manpower to build them internally. Nowadays, more organisations employ talented and well-qualified individuals who can develop these solutions in-house.
This doesn’t mean that everyone in the sector is building their own applications and tools for all FX instruments. However, there is a noticeable trend of organisations starting to create their own direct market access and/or TCA tools, which shows promise for potentially serving all FX instruments and also the non-FX instruments.
The market still needs to take some steps to make this possible. For example, in the FX Swap market, we are seeing initial moves where parties are providing streaming prices, which could enable the buy-side to develop in-house algorithms for FX Swaps.
For now, technology can be leveraged mainly in the pre- and post-trade procedures to execute the same processes for all FX instruments. Post-trade data for all FX instruments is already widely available, if not already stored by your organisation. This data can be used to create in-house TCA tools or back testing engines for all FX instruments, helping to improve execution.
In short, the possibilities are endless, and it is up to your organisation to determine how to best utilise them.
What are the main barriers when it comes to reaching this goal?
First of all, the technology must be made available to your employees and easily accessible for them to work with. This involves addressing several risk management, security and architectural challenges. Therefore, having a reliable IT partner with a high service level is crucial. Once your IT landscape is in good order and set up according to the highest market standards, you need talented and well-equipped personnel. Fortunately, there has been an increase in tech talent interested in the financial sector, so this should not be too big of an issue.
A bigger challenge might be obtaining internal approvals and managing your in-house developed procedures, applications, and tools for all FX instruments. While creating and testing these technological improvements can be done quickly and easily, getting the business to actually start using them can be more difficult. This means you need to establish a robust and widely supported risk management and governance framework in collaboration with your internal risk management department.