Robert Pitts and Matthew Graham | |
By Robert Pitts and Matthew Graham
Robert
Pitts is a geospatial technology consultant with New Light
Technologies, managing the development of OnTheMap for Emergency
Management; e-mail: robert.pitts@newlighttechnologies.com. Matthew Graham is a geographer with the U.S. Census Bureau, managing the development of OnTheMap; e-mail: matthew.graham@census.gov.
As the
economic downturn that began in 2008 extends into its fourth year,
demand has grown substantially for data on the state of the U.S.
economy, in general, and on the dynamics of jobs and the workforce, in
particular. In addition, blossoming GIS tools and applications for the
general public have raised expectations about the availability of highly
localized data paired with visualization techniques that are easy to
use and understand.
Finding answers to the following types of questions are of particular concern to many:
• Where are jobs and workers located?
• What are the demographic and industrial characteristics of workers and employers?
• What are the commuting patterns of workers?
• How have industries and the workforce changed over time?
• How are the economy and workforce affected by localized catastrophic events such as hurricanes, floods and wildfires?
These topics are of special
interest to economic modelers, workforce developers, urban and
transportation planners, emergency managers, and others. However,
answering such complex questions requires detailed data about jobs and
the workforce on a national scale as well as a fine geographic
resolution, along with a longitudinal history to track temporal changes.
To discover the answers contained in such a dataset, flexible tools
capable of query, analysis and visualization are required.
To meet these needs, the
U.S. Census Bureau’s Longitudinal Employer-Household Dynamics Program
(LEHD) developed a unique data infrastructure and major new data
products, and paired them with several innovative Web-based applications
that provide significant analytical capability requiring little
expertise or background knowledge. These applications include OnTheMap
and OnTheMap for Emergency Management.
Building a Data Infrastructure
To build a national data
infrastructure that captures the complex interactions among employers
and workers at the local level, LEHD initiated a unique data sharing and
integration strategy more than a decade ago.
Through a partnership
between the U.S. Census Bureau and partner U.S. states, payroll tax
(unemployment insurance) wage records from businesses are supplied to
the Census Bureau along with detailed information on firms and their
structure and characteristics. These data are delivered each quarter, at
which point they’re integrated with other national
demographic/business/spatial data to create a new database on workers,
firms and the relationships between the two.
LEHD data sharing and integration enable block-based longitudinal workforce data products.
Firm/establishment locations
appear in the state-supplied records, while individuals’ home locations
are assigned by the U.S. Census Bureau. These data then undergo careful
cleansing and standardization procedures, and they’re geocoded to the
best geography possible. The result is a longitudinal national frame of
jobs, designed to cover the employment history and characteristics of up
to 150 million current workers, the payroll history and characteristics
of more than 20 million current employers, and their relationship
through jobs.
Rigorous
confidentiality-protection measures then are applied, and data products
are constructed for public release. One product in particular, the LEHD
Origin-Destination Employment Statistics (LODES), combines residence and
employment locations to produce a Census Block-based origin-destination
dataset (annual LODES data now exist for 2002 through 2009 for most
participating states). This dataset serves as the base for OnTheMap and
OnTheMap for Emergency Management applications.
Staying OnTheMap
Due to the size and spatial
complexity of the LODES dataset, the LEHD Program decided to build a
Web-based application to provide access, easy analysis and basic
visualization to a broad array of users who may find value in this
dataset. First released in 2005 and now in its fifth version, OnTheMap
provides a flexible, spatially oriented approach for creating, viewing,
printing and downloading maps, demographic profiles, and reports about
jobs and the workforce based on LODES data.
OnTheMap demonstrates results of a Distance/Direction Analysis of workers in Albany, N.Y., in 2008.
The tool allows users to
define a geographic study area and a time period of interest for which a
number of different types of analyses may be performed:
• Area Profile Analysis—Shows the location and characteristics of workers living or working inside the selected study area.
• Area Comparison
Analysis—Provides the count and characteristics of workers employed or
living, tabulated by predefined areas (administrative or statistical)
within the selected study area.
• Distance/Direction
Analysis—Gives the block-to-block distance and direction totals between
residence and employment locations for workers employed or living in the
selected study area.
• Destination Analysis—Shows
the home or work destinations tabulated by predefined areas
(administrative or statistical) of workers employed or living in the
selected study area.
• Inflow/Outflow
Analysis—Provides the count and characteristics of worker flows into,
out of and within the selected study area.
• Paired Area Analysis—Shows the location and characteristics of workers living in one study area and working in another.
The graphical results of an
analysis are displayed as map overlays with accompanying detailed charts
and reports. Map-overlay results consist of Point Overlays (round dots
representing Census block counts), Thermal Overlays (shaded contours
representing job density per area), Thematic Overlays (shaded geographic
areas representing tabulated job counts for predefined areas), Spoke
Overlays (commute lines connecting the study area with destination
areas) and Flow Overlays (worker flow arrows).
Points show where workers
are clustered on the map, with each dot representing a specific home or
work location. The larger the dot, the more workers there are who live
or work at that census block.
Thermals show the density of
workers measured in terms of workers per square mile. The Thematic
Overlays display counts of workers employed or living in geographic
features from the selected destination or comparison layer type. Spokes
appear in the Destination Analysis results and represent commuting from
the selection area to each of the destination areas. And Flow Overlay
represents the flow of workers entering, leaving or staying within the
selection area to work. Analyses results also can be exported in a
variety of formats, including PDF, XLS, HTML, Shapefile and KML.
A particularly unique capability gives users the flexibility to define an area of study in a number of ways:
1. Selecting from a predefined geography such as the boundary of a city or legislative district.
2. Drawing a new customized area whose only limitation is that it will be built from Census blocks.
3. Importing a location or area from an external Shapefile or KML file.
Through the years, these
capabilities have made OnTheMap a popular tool for State Labor Market
Information offices as well as planners and researchers in economics,
transportation, urban development and, increasingly, emergency
management.
OnTheMap for Emergency Management
Recently, there has been a
rise in public attention on the various economic and job-related impacts
from natural and man-made disasters. The combination of detailed
workforce data, small-area geographic resolution and easy-to-use tools
for defining custom study areas has made OnTheMap an increasingly
valuable tool for a variety of emergency-management scenarios.
For example, users can
import an emergency-event area boundary file and then run analyses to
learn the characteristics of the affected workforce, industry types and
local commuting patterns. However, performing such analyses on rapidly
changing emergency events, such as a hurricane, can be cumbersome if not
impossible. Because emergency managers must maintain a high level of
situational awareness during emergencies, frequent updates about the
changing location, intensity and impacts of a particular hazard are
critical for effective decision making.
Data
integration allows OnTheMap for Emergency Management to offer the public
real-time workforce information during hurricanes, floods and
wildfires.
To meet this need for
real-time data results, OnTheMap for Emergency Management was developed
in 2010. This new Web-based tool provides an intuitive interface for
viewing the location and extent of past, current and forecasted
emergency events on a map, allowing users to easily retrieve detailed
reports containing labor-market characteristics for these different
areas.
This capability is offered
for hurricanes, floods and wildfires, with reports that provide the
number and location of jobs, industry type, worker age and earnings.
Worker race, ethnicity and educational-attainment levels currently are
offered through a beta release.
A particularly unique
visualization feature allows users to animate (or automatically
sequence) through event histories on a map and seven-day timeline. The
advantage of OnTheMap for Emergency Management over the original
OnTheMap application is that the spatial data for the supported natural
disasters are accessed automatically by the application, so users don’t
need to know the locations of the most-recent boundary files.
Real-Time GIS Data Integration
Innovative use of automated
data integration technologies allows the tool to provide data updates
from various source agencies—every four hours—for hurricane, flood and
wildfire areas as they change. The hurricane data are read from RSS
feeds from the National Hurricane Center and include the forecast area,
current wind radii and cumulative wind swath (i.e., wind history).
Flood data are supplied in
GIS format by the National Weather Service’s Hydrometeorological
Prediction Center and include Flood Outlook Areas, which represent where
significant flooding already is occurring or is forecast to occur
during the outlook period.
Wildfire data are made
available by the Geospatial Multi-Agency Coordination Group, a group
composed of technical and subject-matter experts from various
organizations, including the Department of Interior and Department of
Agriculture. The data include Wildfire Perimeters, which are updated by
regional field offices using ground survey, GPS data, and imagery from
aerial and satellite platforms. The application utilizes areal
information contained within hurricane, flood and wildfire data updates
to spatially query LODES data to generate the reports.
Continued Commitment
OnTheMap and OnTheMap for
Emergency Management applications are made possible by several important
factors, including the ability of federal and state governments to
partner to extract new value from existing data on firms and workers.
After these data are collected together, cutting-edge data methodologies
and expertise are necessary to assemble the jobs data, ensure quality,
and protect confidentiality of the businesses and individuals.
OnTheMap for
Emergency Management was used on Aug. 26, 2011, when Hurricane Irene
made landfall along the southeast U.S. coast. The accompanying reports
contain job counts and workforce characteristics for the area.
To deliver the data
successfully, innovative applications and tools capable of exploiting
details geographically and historically are required. Further expanding
the range of the tools through data integration, such as access to
real-time data updates during emergency events, ensures an efficient and
effective way to meet growing demand in new and specialized areas.
With these pieces in place,
the LEHD Program has been able to create tools to rapidly access,
combine, visualize, and perform increasingly sophisticated analyses over
a broad range of workforce- and emergency management-based questions.
Continued commitment to these programmatic strengths should continue to
produce new and exciting tools for years to come.
Authors’ Note: OnTheMap can be accessed at lehdmap.did.census.gov, and OnTheMap for Emergency Management at lehdmap.did.census.gov/em.html.
| |
En este blog intentaré hacer un seguimiento de las principales noticias que aparezcan en otros blogs, revistas o sitios web relacionados con la información geográfica aportando enlaces e información relevante.
lunes, 5 de diciembre de 2011
Where Are the Workers? Data Sharing Expands Federal Geospatial Analytic Offerings
Suscribirse a:
Enviar comentarios (Atom)
No hay comentarios:
Publicar un comentario