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Hypothesis Testing & Inference
A skill group in Data, AI & Analytics › Statistical Analysis & Inference: 76 skills, 71 of them carrying a SynapseScope Skill Rating, named in 10,247 open US roles at the latest reading.
| Skill | Organisation rating | Open roles | Median salary |
|---|
| Qualitative Analysis | Not rated | 2,868 | $117,500 |
| Multivariate Testing | Invest | 1,381 | $117,500 |
| Diagnostic Test Accuracy | Invest | 1,306 | $147,500 |
| Signal Detection | Maintain | 1,271 | $187,500 |
| Inter-Rater Reliability | Invest | 680 | $142,500 |
| Inferential Statistics | Maintain | 490 | $122,500 |
| ANOVA | Maintain | 447 | $132,500 |
| Statistical Testing | Not rated | 400 | $132,500 |
| Panel Data Analysis | Maintain | 398 | $117,500 |
| Assumption testing | Not rated | 244 | $157,500 |
| t-test | Maintain | 206 | $117,500 |
| Chi-square Test | Maintain | 108 | $127,500 |
| Parametric Statistics | Maintain | 88 | $142,500 |
| Intraclass Correlation | Maintain | 69 | $67,500 |
| Nonparametric Statistics | Maintain | 54 | $142,500 |
| P-Value | Maintain | 53 | $87,500 |
| Signal Detection Theory | Maintain | 48 | — |
| Nonparametric Tests | Maintain | 28 | — |
| Frequentist Statistics | Not rated | 26 | — |
| Kolmogorov Smirnov Test | Maintain | 26 | $197,500 |
| Effect Size Estimation | Maintain | 14 | — |
| Measurement Invariance | Maintain | 11 | $227,500 |
| Biased Sample | Not rated | 9 | — |
| Permutation Tests | Invest | 7 | — |
| Krippendorff's Alpha | Maintain | 4 | — |
| Fleiss' Kappa | Maintain | 2 | — |
| Partial Correlation | Maintain | 2 | — |
| Semi-Partial Correlation | Monitor | 2 | — |
| Systat Software SigmaStat | Migrate | 2 | — |
| Normality Test | Maintain | 1 | — |
| Selective (Post-Selection) Inference | Monitor | 1 | — |
| Subgroup Analysis | Invest | 1 | — |
| Anytime-Valid Inference with E-Values | Monitor | — | — |
| Askiaanalyse | Maintain | — | — |
| Binomial Test | Maintain | — | — |
| Canonical Discriminant Analysis | Maintain | — | — |
| Cohen's d | Migrate | — | — |
| Cohen's f | Migrate | — | — |
| Cohen's w | Migrate | — | — |
| Conditional Power | Maintain | — | — |
| Conformal Risk Control | Monitor | — | — |
| Contrast Testing | Maintain | — | — |
| Crossing SIBTEST | Monitor | — | — |
| Epsilon Squared | Monitor | — | — |
| Eta Squared | Migrate | — | — |
| Hoeffding's D | Invest | — | — |
| Kendall's Tau | Maintain | — | — |
| Kernel Equating | Maintain | — | — |
| Kolmogorov Smirnov Test Binomial | Monitor | — | — |
| Kolmogorov Smirnov Test Exponential | Monitor | — | — |
| Kolmogorov Smirnov Test Sensitivity | Monitor | — | — |
| Lord's Chi-Square | Maintain | — | — |
| Mantel-Haenszel Test | Maintain | — | — |
| Multiverse and Specification-Curve Analysis | Invest | — | — |
| Partial Eta Squared | Maintain | — | — |
| Phi Coefficient | Migrate | — | — |
| Pocock Boundaries | Maintain | — | — |
| Point-Biserial Correlation | Maintain | — | — |
| Polychoric Correlation | Maintain | — | — |
| Polyserial Correlation | Monitor | — | — |
| Post-Stratification Equating | Maintain | — | — |
| Prediction-Powered Inference | Monitor | — | — |
| Rank Correlation | Maintain | — | — |
| Scalar Invariance | Monitor | — | — |
| Semantic Differential | Migrate | — | — |
| Spearman's Rho | Maintain | — | — |
| Statistical Conclusion Validity | Invest | — | — |
| SuperANOVA | Migrate | — | — |
| Tau-b | Monitor | — | — |
| Tau-c | Monitor | — | — |
| Tetrachoric Correlation | Monitor | — | — |
| Truncated Data Analysis | Maintain | — | — |
| Two-Stage Analysis | Maintain | — | — |
| Uncertainty Coefficient | Invest | — | — |
| Weighted Conformal Prediction under Covariate Shift | Monitor | — | — |
| Weighted Kappa | Maintain | — | — |
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