Combining Population and Study Data for Inference on Event Rates

05/14/2020
by   Christoph Rothe, et al.
0

This note considers the problem of conducting statistical inference on the share of individuals in some subgroup of a population that experience some event. The specific complication is that the size of the subgroup needs to be estimated, whereas the number of individuals that experience the event is known. The problem is motivated by the recent study of Streeck et al. (2020), who estimate the infection fatality rate (IFR) of SARS-CoV-2 infection in a German town that experienced a super-spreading event in mid-February 2020. In their case the subgroup of interest is comprised of all infected individuals, and the event is death caused by the infection. We clarify issues with the precise definition of the target parameter in this context, and propose confidence intervals (CIs) based on classical statistical principles that result in good coverage properties.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/13/2020

Estimating the COVID-19 Infection Rate: Anatomy of an Inference Problem

As a consequence of missing data on tests for infection and imperfect ac...
research
11/19/2020

Statistical techniques to estimate the SARS-CoV-2 infection fatality rate

The determination of the infection fatality rate (IFR) for the novel SAR...
research
06/25/2018

Approximate Bayesian inference for mixture cure models

Cure models in survival analysis deal with populations in which a part o...
research
08/21/2019

An Email Experiment to Identify the Effect of Racial Discrimination on Access to Lawyers: A Statistical Approach

We consider the problem of conducting an experiment to study the prevale...
research
07/12/2018

Statistical Inference with Local Optima

We study the statistical properties of an estimator derived by applying ...
research
07/26/2022

Risk-Adjusted Incidence Modeling on Hierarchical Survival Data with Recurrent Events

There is a constant need for many healthcare programs to timely address ...
research
03/31/2022

Improving Biomarker Based HIV Incidence Estimation in the Treatment Era

Estimating HIV-1 incidence using biomarker assays in cross-sectional sur...

Please sign up or login with your details

Forgot password? Click here to reset