Practical Propensity Score Methods Using R
  • Home
  • About the Author
  • Contact
  • Overview of Propensity Score Analysis
  • Propensity Score Estimation
  • Propensity Score Weighting
  • Propensity Score Stratification
  • Propensity Score Matching
  • Propensity Score Methods for Multiple Treatments
  • Propensity Score Methods for Continuous Treatment Doses
  • Propensity Score Analysis With Structural Equation Models
  • Weighting Methods for Time-Varying Treatments
  • Propensity Score Methods With Multilevel Data
  • Home
  • About the Author
  • Contact
  • Overview of Propensity Score Analysis
  • Propensity Score Estimation
  • Propensity Score Weighting
  • Propensity Score Stratification
  • Propensity Score Matching
  • Propensity Score Methods for Multiple Treatments
  • Propensity Score Methods for Continuous Treatment Doses
  • Propensity Score Analysis With Structural Equation Models
  • Weighting Methods for Time-Varying Treatments
  • Propensity Score Methods With Multilevel Data
Practical Propensity Score Methods Using R

Chapter 4 Propensity Score Stratification

In the video show below I demonstrate how to perform propensity score stratification.
An alternative method of using strata in propensity score analysis is to perform marginal mean weighting through stratification. It is a more flexible method than traditional propensity score stratification because it can be easily combined with weighted estimation of any parametric model. In the video below I demonstrate marginal mean weighting through stratification.
R Code for Chapter 4 - Propensity Score Stratification
chapter4_part_1_-_estimation_of_propensity_scores.r
File Size: 4 kb
File Type: r
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chapter4_part_2_-_propensity_score_stratification.r
File Size: 4 kb
File Type: r
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chapter4_part_3_-_mmws_to_estimate_ate.r
File Size: 4 kb
File Type: r
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chapter4_part_4_-_mmws_to_estimate_att.r
File Size: 5 kb
File Type: r
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Data for Example of Propensity Score Stratification
chapter4_ssocs08.rdata
File Size: 432 kb
File Type: rdata
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chapter4_ssocs08_with_propensity_scores.rdata
File Size: 459 kb
File Type: rdata
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chapter4_ssocs08_with_stratification.rdata
File Size: 104 kb
File Type: rdata
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