## When Individual Capacity Is Not Enough
A single analyst with strong edge hits capacity limits in research, data collection, and model development. A team of complementary specialists can cover more ground, apply more diverse methods, and sustain higher research output.
## The Functional Roles in a Betting Team
**The Analyst/Trader:** Makes betting decisions based on model output and contextual research. Manages execution.
**The Quantitative Modeller:** Builds and maintains the statistical models. Backtests new approaches. Validates model output against closing lines.
**The Data Engineer:** Maintains the data infrastructure. Automates data collection and quality checks. Ensures the database is current and clean.
**The Operations Manager:** Manages bookmaker accounts, float distribution, KYC documentation, withdrawal cycles.
**The Research Analyst:** Studies market inefficiencies, reads academic literature, tests new hypotheses before deploying to the live portfolio.
## Team Dynamics in Betting
Betting teams face unique challenges:
- **Intellectual property:** Research findings are valuable. Define ownership upfront.
- **Trust:** Financial transparency is essential. All members should have visibility into relevant financial data.
- **Conflict resolution:** Disagreements about bet selection, model methodology, and allocation are inevitable. Define decision-making authority clearly.
## The Compensation Structure
Common models:
- **Fixed salary + profit share:** Stable income for members, aligned incentive through profit share
- **Equal profit share:** Simpler but may create free-rider incentives
- **Role-specific performance bonuses:** Research analyst bonused on new edge discovery; trader bonused on CLV improvement
## The Minimum Viable Team
The smallest viable team for a serious operation: two people — one focused on analysis and execution, one focused on model development and data. This division covers the most critical capacity bottleneck at the smallest cost.
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