Related Experiment Video
Updated: Jul 5, 2025

A Pathway Association Study Tool for GWAS Analyses of Metabolic Pathway Information
Published on: July 1, 2020
Projected income data under different shared socioeconomic pathways for Washington state
Heng Wan1, Sumitrra Ganguli2, Narmadha Meenu Mohankumar3
1Earth Systems Predictability & Resiliency Group, Pacific Northwest National Laboratory, Richland, WA, 99352, USA. heng.wan@pnnl.gov.
Researchers developed a method to project Washington state household income at the census block level using GDP data and employment statistics. This validated approach supports climate change adaptation and urban planning.
Area of Science:
- Climate Science
- Socioeconomic Modeling
- Geospatial Analysis
Background:
- High-resolution income projections are crucial for climate change adaptation and mitigation strategies.
- Existing methods lack the granular detail needed for localized planning.
Purpose of the Study:
- To develop and validate a methodology for downscaling state-level income projections to the census block level for Washington state.
- To provide accurate income data essential for climate change research and policy-making.
Main Methods:
- Utilized state-level GDP per capita projections and converted them to household income.
- Employed the Longitudinal Origin-Destination Employment Statistics (LODES) dataset for downscaling to census block-level.
- Validated the methodology by downscaling historical income data and comparing it with actual LODES and American Community Survey data.
Main Results:
- Achieved strong agreement between downscaled and reference income data, with average R-squared values of 0.67 (block-level), 0.8 (block group-level), and 0.99 (county-level).
- Validated the accuracy of the downscaling methodology across different geographic granularities.
Conclusions:
- The developed methodology provides a reliable approach for generating high-resolution income projections.
- This approach is transferable to other states and beneficial for demographic analysis, economic research, and urban planning.
Related Concept Videos
Outliers and Influential Points
Applications of Life Tables
Statistical Package for the Social Sciences (SPSS)
SPSS streamlines the process from data preparation to analysis and reporting. It is characterized by its user-friendly interface, which conceals...
Cross-Sectional Research
Actuarial Approach
Consider the example of a high-risk surgical procedure with significant early-stage mortality. A two-year clinical study is conducted,...
Biostatistics: Overview
Discrete variables are...

