Avatar

Megha Joshi

Interests

  • Causal inference
  • Meta-analysis
  • Missing data
  • Machine learning
  • Robust variance-covariance matrices

Education

  • PhD in Quantitative Methods, 2021

    The University of Texas at Austin

  • BA in Art History and Psychology, 2014

    Bryn Mawr College

Recent Posts

What is a Confidence Interval?

library(tidyverse) library(knitr) Distributions There are three kinds of distributions: Population Distribution There are around 15 …
May 11, 2021 13 min read R

ERCOT Price Gouging

Welcome to the Deregulated State of Texas! During the crisis brought on by government failure and capitalism last week in Texas that …
Feb 23, 2021 2 min read R

Unemployment Claims COVID-19

In this post I am visualizing and analyzing the unprecedented increase in the number of unemployment claims filed in the US after the …
Jun 29, 2020 4 min read R

Propensity Score Analysis with Multiply Imputed Data

In this post, I walk through steps of running propensity score analysis when there is missingness in the covariate data. Particularly, …
Jun 23, 2020 11 min read R

Missing Data in Propensity Score Analysis

Theories behind propensity score analysis assume that the covariates are fully observed (Rosenbaum & Rubin, 1983, 1984). However, …
Apr 16, 2020 11 min read R
See all posts

Projects

simhelpers

Here is the website for the package. Monte Carlo simulations are computer experiments designed to study the performance of statistical …

TCMC

Technical papers detailing the results of analysis: the first-year cohort analysis and the-second year cohort analysis. Texas House …

Research Assistants

Recent Publications

Quickly discover relevant content by filtering publications.

Direct Ties to a Faculty Mentor Related to Positive Outcomes for Undergraduate Researchers

Direct ties to faculty related to better outcomes for undergraduate life-science researchers.
DOI

The Performance of Multivariate Methods for Two-Group Comparisons with Small Samples and Incomplete Data

Missing data treatment using multivariate methods for two-group comparisons and small sample sizes.
DOI

Popular Topics

causal causal inference confidence intervals continuous treatment coronavirus COVID-19 ERCOT gganimate ggplot leaflet lockdown maximum likelihood mentoring structures missing data Monte Carlo multilevel modeling multiple imputation multivariate analysis Nepal Nepal Earthquake 2015

Contact