Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen,...

15
aluation of Spatial Accessibility Ohio Trauma Centers ing a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information Solutions and Innovations of Nationwide Children’s Hospital 2015 Ohio GIS Conference September 21 - 23, 2015 | Hyatt Regency Columbus| Columbus, Ohio

description

What affects accessibility? Consider a child looking for a doctor Distance Demand Quality of Service Supply

Transcript of Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen,...

Page 1: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model

Wei Chen, PhDSenior Systems Programmer

Research Information Solutions and Innovations of Nationwide Children’s Hospital

2015 Ohio GIS ConferenceSeptember 21 - 23, 2015 | Hyatt Regency Columbus| Columbus, Ohio

Page 2: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Accessibility•The ability of receiving quality service by

traveling from one location to another.

Page 3: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

What affects accessibility?Consider a child looking for a doctor

Distance Demand Quality of Service

Supply

Page 4: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Law of Gravitation

Distance

DemandQuality of Service

Supply

Page 5: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

The Research Question•Identify areas in Ohio with Good and Poor

accessibilities.

Zip codes and counties in Ohio.

Page 6: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Can you visually find out areas with good accessibility?

Page 7: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

•Build a GIS model:

GIS helps formalize and automate the process

Di

Sj

P = Diij β

di j

dij

Steps 4-1: Calculate population potential from demand to service.

Population site (Demand)

Service site (Supply)

Page 8: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Build a GIS model, cont.

TPj = i ijD d

− β

m

∑i=1

Steps 4-2: Sum up the total population potential from all demands to each service location.

Population site (Demand)

Service site (Supply)

Di

Sj

di j

Page 9: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Build a GIS model, cont.Steps 4-3: Calculate access potential of demand location to service location.

Di

Sj

di j

Population site (Demand)

Service site (Supply)

Page 10: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Build a GIS model, cont.

n

= ∑ Aij

j =1TAi

Di

dij

Steps 4-4: Sum up the total access of the demand location to all service locations.

Sj Population site (Demand)

Service site (Supply)

This is the final accessibility we are talking about!

Page 11: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Result 3-1:

Accessibility to regional trauma centers on the Zip Code Level.

Page 12: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Result 3-2:

Accessibility to regional trauma centers on the County Level.

Page 13: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Result 3-3a:

Underserved counties in terms of trauma care access.

Page 14: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Result 3-3b:

Underserved counties ranking.

Page 15: Evaluation of Spatial Accessibility to Ohio Trauma Centers Using a GIS-Based Gravity Model Wei Chen, PhD Senior Systems Programmer Research Information.

Conclusions• Accessibility to trauma service is dramatically different

among Ohio counties.

▫ For example, Franklin county is 20 times more advantageous than Hocking county.

▫ The 10 most served counties are about 10 times more accessible to trauma services than the 10 most underserved counties.

• Areas with good access largely cluster near urban centers (3Cs).

• Out-of-state service centers complement some of the needs of access from Ohio population.