Example Data | Estimate Ranking-Based Quantities | Input | Output | Apply Bias Correction | Plug-in Bias-corrected Estimator | Using Attention Checks or Other Methods | Inverse-Probability Weighting | Next Steps

Recorded Responses | Recovering Recorded Responses | Uniformity Test | Theory | Test | Validity of the Anchor Question | Caveat: Augment Missing Permutation Patterns

Target ranking question | Anchor ranking question

Estimating the Proportion of Random Responses | Direct Bias Correction via imprr_direct | Results: Estimated Proportion of Random Responses | Results: Estimated Quantities of Interest | Weighting-Based Bias Correction via imprr_weights | Results: Estimated Weights | Results: Estimated PMF with Bias Corrected Data | Estimated Weights with Original Data

Computing Average Ranks

Visualizing Average Ranks