A decomposition method based on a model of continuous change.

Demography

Program in Urban Public Health, Hunter College, 425 East 25th Street, Box 816, New York, NY 10010-2590, USA.

Published: November 2008

A demographic measure is often expressed as a deterministic or stochastic function of multiple variables (covariates), and a general problem (the decomposition problem) is to assess contributions of individual covariates to a difference in the demographic measure (dependent variable) between two populations. We propose a method of decomposition analysis based on an assumption that covariates change continuously along an actual or hypothetical dimension. This assumption leads to a general model that logically justifies the additivity of covariate effects and the elimination of interaction terms, even if the dependent variable itself is a nonadditive function. A comparison with earlier methods illustrates other practical advantages of the method: in addition to an absence of residuals or interaction terms, the method can easily handle a large number of covariates and does not require a logically meaningful ordering of covariates. Two empirical examples show that the method can be applied flexibly to a wide variety of decomposition problems. This study also suggests that when data are available at multiple time points over a long interval, it is more accurate to compute an aggregated decomposition based on multiple subintervals than to compute a single decomposition for the entire study period.

Download full-text PDF

Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC2832329PMC
http://dx.doi.org/10.1353/dem.0.0033DOI Listing

Publication Analysis

Top Keywords

demographic measure
8
dependent variable
8
interaction terms
8
decomposition
6
covariates
5
decomposition method
4
method based
4
based model
4
model continuous
4
continuous change
4

Similar Publications

Quantifying the Relationship Between At-Home Shoulder Physiotherapy Participation and Outcome: What can a Watch Tell Us?

J Am Acad Orthop Surg

January 2025

From the Holland Bone and Joint Program, Sunnybrook Research Institute, Sunnybrook Health Sciences Centre, Toronto, Ontario, Canada (Boyer, Burns, Razmjou, Renteria, Sheth, Richards, and Whyne), the Division of Orthopaedic Surgery, University of Toronto, Toronto, Ontario, Canada (Burns, Sheth, Richards, and Whyne), the Institute of Biomedical Engineering, University of Toronto, Toronto, Ontario, Canada (Boyer, Burns, and Whyne), the Department of Physical Therapy, University of Toronto, Toronto, Ontario, Canada (Razmjou), and the Sunnybrook Orthopaedic Upper Limb (SOUL), Sunnybrook Health Science Centre, Toronto, Ontario, Canada (Sheth, Richards, and Whyne).

Introduction: Exercise-based physiotherapy is an established treatment of rotator cuff injury. Objective assessment of at-home exercise is critical to understand its relationship with clinical outcomes. This study uses the Smart Physiotherapy Activity Recognition System to measure at-home physiotherapy participation in patients with rotator cuff injury based on inertial sensor data captured from smart watches.

View Article and Find Full Text PDF

Aging is associated with disrupted sleep patterns, such as fragmented sleep and reduced efficiency, leading to negative health outcomes. There is evidence of a bidirectional relationship between sleep and gut microbiota, which plays a key role in the gut-brain axis and overall health. However, studies on this relationship in older adults have limited generalizability and show conflicting results, highlighting the need for further research.

View Article and Find Full Text PDF

Purpose: The aim of this study is to investigate the additional effects of the Knack maneuver and comprehensive lifestyle recommendations to pelvic floor muscle training (PFMT) in individuals with post-prostatectomy urinary incontinence (PP-UI).

Methods: Seventy-one individuals with symptom of PP-UI were included. Individuals were randomly assigned to study groups (Group I: PFMT + Knack + Comprehensive Lifestyle Recommendations, Group II: PFMT + Knack, Group III: PFMT alone).

View Article and Find Full Text PDF

Inequality research has often used non-Hispanic Whites as the reference category in measuring U.S. racial and ethnic health disparities, with less attention paid to diversity among Whites.

View Article and Find Full Text PDF

Objective: Pedicle screw loosening is one of the common complications in elderly patients undergoing transforaminal lumbar interbody fusion (TLIF) for lumbar spine disease. Malnutrition, prevalent among elderly patients, has been shown to be associated with increased complications. The Geriatric Nutritional Risk Index (GNRI) serves as a simple indicator of nutritional status.

View Article and Find Full Text PDF

Want AI Summaries of new PubMed Abstracts delivered to your In-box?

Enter search terms and have AI summaries delivered each week - change queries or unsubscribe any time!