About Macro Hive
Macro Hive (BGC Group) is a leading independent provider of global macro strategy. We combine best-in-class human and artificial intelligence to provide institutional investors with market-leading investment opportunities. Our experts leverage large language models, such as those that power chatbots like ChatGPT, to develop innovative, data-driven solutions to complex financial problems and to build state-of-the-art models in search of alpha signals across asset classes.
Responsibilities
- Develop ML models for regimes, forecasting, event risk, sentiment and market classification.
- Build LLM/RAG/tool-calling agents for market intelligence and client workflow.
- Own model evaluation, backtesting, hallucination testing and release gating.
- Integrate quant signals, trusted data sources and human-review control.
- Benchmark model providers and open-source alternatives.
Qualifications
- Have strong Python skill.
- Strong ML fundamentals: classification, clustering, time series, regime detection, feature engineering and validation.
- Experience shipping models beyond notebooks.
- Financial-market fluency: macro, FX, rates, central banks and economic data.
- Strong judgement on accuracy, governance and human-in-the-loop review.
Nice to Have
- Have forecasting/nowcasting experience.
- Experience with Financial NLP or fine-tuning.
- Background in Quant finance or systematic strategy.
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