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Missing Data Handling & Imputation
A skill group in Data, AI & Analytics › Data Preparation & Feature Engineering: 15 skills, 14 of them carrying a SynapseScope Skill Rating, named in 1,618 open US roles at the latest reading.
| Skill | Organisation rating | Open roles | Median salary |
|---|---|---|---|
| Missing Data Analysis | Invest | 1,518 | $67,500 |
| Analytical Gap Filling | Not rated | 75 | $157,500 |
| Multiple Imputation | Invest | 14 | — |
| Cold Deck Imputation | Migrate | 9 | — |
| Regression Imputation | Maintain | 2 | — |
| Expectation-Maximization Imputation | Invest | — | — |
| Hot Deck Imputation | Maintain | — | — |
| MICE Imputation | Invest | — | — |
| Maximum Likelihood Imputation | Maintain | — | — |
| Mean Imputation | Migrate | — | — |
| Median Imputation | Migrate | — | — |
| Mode Imputation | Monitor | — | — |
| Pattern Mixture Models | Monitor | — | — |
| Random Forest Imputation | Invest | — | — |
| k-Nearest Neighbor Imputation | Invest | — | — |
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