Quantitative Analysis · Data Science · Machine Learning

Quantfish: Verified Indices

Indices: 3rd party verification

Quantfish indices are provided and verified by Darwinex.com, an online platform that operates as a regulated asset manager and a broker-dealer. It provides a unique investment offering known as “Darwins” to its clients. The concept of Darwinex revolves around the idea of turning trading strategies into investable assets.

A Darwin, in the context of Darwinex.com, refers to an algorithmic trading strategy developed by a trader or an investor. These strategies are evaluated based on their performance, risk management, and other factors. Once a strategy is deemed suitable, it can be listed as a Darwin on the platform, allowing other investors to allocate capital to it.

Darwinex has a proprietary algorithm known as the “DarwinIA algorithm” that assesses and ranks the trading strategies submitted by traders. The algorithm assigns a “DarwinIA score” to each strategy, considering factors such as returns, risk management, consistency, scalability, and other metrics. This score determines the eligibility of a strategy to receive additional investment from the company’s own capital allocation.

The verification process on Darwinex.com involves comprehensive analysis and evaluation of each trading strategy before it can become a Darwin. The platform uses historical data to simulate the performance of a strategy under different market conditions. They assess risk metrics, drawdowns, and statistical measures to gauge the quality and viability of the strategy.

In addition to the initial evaluation, Darwinex continuously monitors and tracks the performance of the Darwins listed on their platform. This ongoing analysis helps to ensure that the strategies maintain their expected performance and meet the platform’s standards.


While Darwinex.com goes through a verification process and strives to provide reliable and transparent information about the performance of the Darwins listed on their platform, it’s important for investors to exercise caution and conduct their own due diligence. Here are a few factors to consider when evaluating the trustworthiness of the verified results:

  1. Historical Performance: Review the historical performance of the Darwin over an extended period. Assess whether the strategy has demonstrated consistent and sustainable returns, or if it has experienced significant drawdowns or periods of underperformance.
  2. Risk Metrics: Analyze the risk management measures implemented by the strategy. Look for risk-adjusted metrics such as Sharpe ratio, Sortino ratio, and maximum drawdown to evaluate how effectively risk is being managed.
  3. Transparency: Consider the level of transparency provided by the trader or investor behind the Darwin. Look for detailed information on the strategy’s methodology, trading approach, and risk management rules. Transparency is crucial in understanding the strategy and its potential risks.
  4. Investor Feedback: Check for user reviews or feedback from other investors who have allocated capital to the Darwin. Their experiences and insights can provide valuable information about the strategy’s performance and the platform’s overall reliability.
  5. Track Record: Assess the track record of the trader or investor behind the Darwin. Consider their experience, expertise, and consistency in delivering positive results. A solid track record increases the credibility of the strategy.
  6. Independent Verification: Look for additional independent verification or analysis of the Darwin’s performance outside of the platform itself. Third-party verification or analysis can provide an extra layer of confidence.

It’s important to note that even with verification, investing in any strategy carries risks, including the potential loss of capital. Investors should diversify their investments, carefully consider their risk tolerance, and consult with financial professionals if needed. Furthermore, past performance is not a guarantee of future results, and ongoing monitoring of the Darwin’s performance is essential to make informed investment decisions.