AI/ML Quantitative Researcher (Mid to Senior) – Crypto Markets

Quick Facts

• Role: AI/ML Quantitative Researcher (Mid to Senior)

• Focus: Predictive research experiments on crypto markets

• Work model: 100% remote (Poland)

Description

You will own predictive research experiments on cryptocurrency markets, taking ideas from hypothesis to data-driven decisions. The role emphasizes rigorous time-series validation (avoiding leakage and overfitting), careful baseline selection, and the ability to pivot when results don’t hold—including when experiments end negatively. You’ll collaborate with experienced quant researchers from traditional markets while maintaining strong research autonomy.

Responsibilities

• Run predictive experiments from hypothesis through validation to decision-making

• Apply robust validation for time-series data and prevent methodological pitfalls

• Interpret findings using real-world costs and usefulness, not only model metrics

• Change data sources, targets, or the research question when progress stalls

• Challenge assumptions and support conclusions with evidence

Requirements

• Proven experience running predictive experiments from hypothesis to decision-making

• Ability to describe at least two experiments, including one that produced negative results

• Understanding of time-series validation, data leakage, overfitting, and baseline importance

• Ability to evaluate results through practical costs and usefulness

• Ability to pivot (change data/target/question) when the approach fails

• Evidence-based mindset to challenge assumptions

Benefits

• Autonomy: real influence on research direction

• Collaboration: knowledge sharing with experienced quant researchers from traditional markets

• Impact: research that leads to concrete decisions

• Remote: 100% remote work from anywhere in Poland