• Home
  • Search
  • A pilot design for observational studies: Using abundant data thoughtfully.
  • Open Access IconOpen Access
  • Cite Icon23
  • https://doi.org/10.1002/sim.8754Copy DOI Icon

A pilot design for observational studies: Using abundant data thoughtfully.

Show More
  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Observational studies often benefit from an abundance of observational units. This can lead to studies that-while challenged by issues of internal validity-have inferences derived from sample sizes substantially larger than randomized controlled trials. But is the information provided by an observational unit best used in the analysis phase? We propose the use of a "pilot design," in which observations are expended in the design phase of the study, and the posttreatment information from these observations is used to improve study design. In modern observational studies, which are data rich but control poor, pilot designs can be used to gain information about the structure of posttreatment variation. This information can then be used to improve instrumental variable designs, propensity score matching, doubly robust estimation, and other observational study designs. We illustrate one version of a pilot design, which aims to reduce within-set heterogeneity and improve performance in sensitivity analyses. This version of a pilot design expends observational units during the design phase to fit a prognostic model, avoiding concerns of overfitting. In addition, it enables the construction of "assignment-control plots," which visualize the relationship between propensity and prognostic scores. We first show some examples of these plots, then we demonstrate in a simulation setting how this alternative use of the observations can lead to gains in terms of both treatment effect estimation and sensitivity analyses of unobserved confounding.

Similar Papers
  • Research Article
  • Citations3

How Often Are Study Design and Level of Evidence Misreported in the Pediatric Orthopaedic Literature?

  • Nov 22, 2019
  • Journal of Pediatric Orthopaedics
  • Drake G Lebrun +3
  • Research Article
  • Citations2

Choosing the Best Design in Surgical Research.

  • May 24, 2023
  • Plastic & Reconstructive Surgery
  • Matthew M Florczynski +1
  • Front Matter
  • Citations14

Observational studies examining patient management in infectious diseases

  • May 13, 2016
  • Clinical Microbiology and Infection
  • M Paul +1
  • PDF
  • Supplementary Content
  • Citations80

Evidence‐based medicine—When observational studies are better than randomized controlled trials

  • Jul 02, 2020
  • Nephrology (Carlton, Vic.)
  • Jizzo R Bosdriesz +6
  • Research Article
  • Citations140

Observational studies and the difficult quest for causality: lessons from vaccine effectiveness and impact studies.

  • Jul 24, 2016
  • International Journal of Epidemiology
  • Marc Lipsitch +2
  • Research Article
  • Citations31

Assessing the feasibility of Nipah vaccine efficacy trials based on previous outbreaks in Bangladesh

  • Aug 20, 2021
  • Vaccine
  • Birgit Nikolay +7
  • Research Article
  • Citations87

Methods in Epidemiology: Observational Study Designs

  • Oct 01, 2010
  • Pharmacotherapy: The Journal of Human Pharmacology and Drug Therapy
  • Natalie A Dipietro
  • Abstract

POS0374 GLUCOSAMINE AND CANCER INCIDENCE IN PATIENTS WITH OSTEOARTHRITIS: REAL-WORLD OBSERVATIONAL STUDY

  • Jun 01, 2024
  • Annals of the Rheumatic Diseases
  • S Suissa +3
  • PDF
  • Research Article
  • Citations11

Deprescribing research in nursing home residents using routinely collected healthcare data: a conceptual framework

  • Aug 04, 2023
  • BMC Geriatrics
  • Carolyn Thorpe +2
  • PDF
  • Research Article
  • Citations1

Nested and multipart prospective observational studies, flaming fiasco or efficiently economical?: The Brain, Bone, Heart case study

  • Jul 25, 2022
  • BMC medical research methodology
  • C Christina Mehta +4
  • PDF
  • Research Article
  • Citations10

Bias in Observational Studies of the Association between Menopausal Hormone Therapy and Breast Cancer

  • May 04, 2015
  • PLoS ONE
  • Per-Henrik Zahl +1
  • Research Article
  • Citations63

Study designs and systematic reviews of interventions: building evidence across study designs.

  • Jun 01, 2014
  • Zoonoses and public health
  • J M Sargeant +2
  • Discussion
  • Citations45

Are adaptive randomised trials or non-randomised studies the best way to address the Ebola outbreak in west Africa?

  • Apr 14, 2015
  • The Lancet Infectious Diseases
  • Simone Lanini +16
  • Research Article

Stroke : Highlights of Selected Articles

  • Dec 01, 2018
  • Stroke
  • Front Matter
  • Citations7

The increasing trend of observational studies in clinical research: Have we forgotten and started defying the hierarchy?

  • Mar 01, 2021
  • Indian Journal of Anaesthesia
  • Sukhminder Jit Singh Bajwa +2
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.