Statistical Analysis Methodology

All Items (133)

Blog

Examining the Presidential Election With a Different Kind of Poll — Sep 7, 2012

RAND is introducing a new method of forecasting the outcomes of U.S. Presidential elections. Rather than repeatedly poll new random samples, this poll uses panel of 3,500 people who are asked the same questions every week. The results illustrate the effects of election season variables.

Journal Article

Bias and Variance Trade-Offs When Combining Propensity Score Weighting and Regression: With an Application to HIV Status and Homeless Men — Jun 1, 2012

There is a bias-variance tradeoff at work in propensity score estimation; every step toward better balance usually means an increase in variance and at some point a marginal decrease in bias may not be worth the associated increase in variance.

Journal Article

A Five-Point Checklist to Help Performance Reports Incentivize Improvement and Effectively Guide Patients — Mar 1, 2012

This paper presents a five-point checklist to guide those who want to improve their performance reporting methods. The goal is to minimize the frequency and severity of misclassifying providers and avoid adverse unintended consequences of reporting.

Journal Article

Henrica C. W. De Vet, Caroline B. Terwee, Lidwine B. Mokkink, and Dirk L. Knol: Measurement in Medicine: A Practical Guide — Mar 1, 2012

Brian Stucky and Claudia Pereira review the book Measurement in Medicine: A Practical Guide.

Journal Article

Detection of Associations Between Trial Quality and Effect Sizes — Jan 1, 2012

The amount of additional heterogeneity in effect sizes is a crucial factor in determining when associations between quality and effect sizes can be detected.

Report

Evidence-Based Approaches to Law Enforcement Recruitment and Hiring — Aug 29, 2011

The methods employed, as well as those recommended for future studies, are applicable to any law enforcement agency interested in attracting and identifying high-quality applicants more efficiently.

Report

Resource-Constrained Spatial Hot Spot Identification — May 11, 2011

Describes a methodology for identifying areas where problem events are more pronounced and directing resources toward those areas.

Journal Article

A Model for Teacher Effects from Longitudinal Data Without Assuming Vertical Scaling — Jan 6, 2011

Researchers develop the "generalized persistence" (GP) model, a Bayesian multivariate model for estimating teacher effects that accommodates longitudinal data that are not vertically scaled by allowing less than perfect correlation of a teacher's effects across test administrations.

Report

Estimating Reliability and Misclassification in Physician Profiling — Sep 28, 2010

Explains the relationship between reliability measurement and misclassification for physician quality and cost measures in health care. Provides a method to calculate reliability and misclassification from data typically available to health plans.

Journal Article

Nonparametric Inference and Uniqueness for Periodically Observed Progressive Disease Models — Jan 1, 2010

Using a discrete time semi-Markov model, the authors develop an algorithm for nonparametric estimation of the distribution functions of sojourn times in a J state progressive disease model.

Journal Article

Sampling to Reduce Respondent Burden in Personal Network Studies and Its Effect on Estimates of Structural Measures — Jan 1, 2010

Interview time in personal network studies can be reduced by randomly sampling a smaller set of the alters named by the respondent and simulating the error that results when data are collected from the smaller group.

Report

The Recalibration of the National Transport Model: PASS1 Demand Model Calibration — Dec 17, 2009

This report documents the results obtained from the re-estimation of models apportioning travel to destination area types, distance band and travel mode for an important component of the UK National Travel Model (NTM).

Report

A Strategic Approach to Joint Officer Management: Analysis and Modeling Results — Jul 16, 2009

As part of an effort examining officer development in joint matters, the authors use data analysis and complex modeling to identify billets that provide and/or require joint experience and to assess the supply and demand of joint officers.

Journal Article

Bayesian Estimation of Hispanic Fertility Hazards from Survey and Population Data — Feb 1, 2009

Previous studies have demonstrated both large gains in efficiency and reductions in bias by incorporating population information in regression estimation with sample survey data.

Journal Article

Empirical Models of Discrete Choice and Belief Updating in Observational Learning Experiments — Jan 1, 2009

Contrary to previous conclusions, the authors find that respondents do not tend to overweight private information when updating beliefs.

Journal Article

Subjective Prior Distributions for Modeling Longitudinal Continuous Outcomes with Non-Ignorable Dropout — Jan 1, 2009

Substance abuse treatment research is complicated by the pervasive problem of non-ignorable missing data-i.e. the occurrence of the missing data is related to the unobserved outcomes. Missing data frequently arise due to early client departure from treatment. Pattern-mixture models (PMMs) are often employed in such situations to jointly model the outcome and the missing data mechanism.

Journal Article

Surveying a Nationally Representative Internet-Based Panel to Obtain Timely Estimates of Influenza Vaccination Rates — Jan 1, 2009

The authors studied the feasibility of using an internet-based panel survey to obtain timely and accurate population-based data on influenza vaccination.

Journal Article

Ranking USRDS Provider Specific SMRs from 1998-2001 — Jan 1, 2009

Bayesian models coupled with optimizing a loss function provide an effective framework for computing non-standard inferences such as ranks. Inferences depend on the posterior distribution and should be guided by inferential goals. However, even optimal methods might not lead to definitive results and ranks should be accompanied by valid uncertainty assessments. The authors outline the Bayesian approach and use estimated Standardized Mortality Ratios (SMRs) in 1998-2001 from the United States Renal Data System (USRDS) as a platform to identify issues and demonstrate approaches.

Journal Article

Use of Expert Ratings as Sampling Strata for a More Cost-Effective Probability Sample of a Rare Population — Jan 1, 2009

The authors consider situations in which externally observable characteristics allow experts to quickly categorize individual households as likely or unlikely to contain a member of a rare target population.

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