| Quantitative Analysis | Professional summary | Must-appear term for most Quantitative Trader postings. Use exact phrasing from the JD when it matches. |
| Python | Skills section | Must-appear term for most Quantitative Trader postings. Use exact phrasing from the JD when it matches. |
| Statistics | Most recent role bullets | Must-appear term for most Quantitative Trader postings. Use exact phrasing from the JD when it matches. |
| Risk Management | Earlier role bullets (if still relevant) | Add only if you can prove usage in a bullet; do not park it in a keyword cloud. |
| Market Microstructure | Tools / certifications line | Add only if you can prove usage in a bullet; do not park it in a keyword cloud. |
| Backtesting | Professional summary | Add only if you can prove usage in a bullet; do not park it in a keyword cloud. |
| Execution | Skills section | Add only if you can prove usage in a bullet; do not park it in a keyword cloud. |
| P&L Attribution | Most recent role bullets | Add only if you can prove usage in a bullet; do not park it in a keyword cloud. |
| Research | Earlier role bullets (if still relevant) | Add only if you can prove usage in a bullet; do not park it in a keyword cloud. |
| Discipline | Tools / certifications line | Add only if you can prove usage in a bullet; do not park it in a keyword cloud. |