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Using Analytics to Find Opportunities for
Development in Manufacturing
Prepared by Peter Haas: Chief Research Scientist
Urban Analytics | Center for Neighborhood Technology
Central Manufacturing District. Primarily located along Ashland
Avenue and Pershing Road, Chicago. (Lisa DiChiera, Landmarks Illinois)
ABOUT CNT
 CNT is a national hub for research, strategies and
solutions to help cities use resources more efficiently
and equitably.
 We believe addressing problems like poverty, climate
change and urban sprawl starts with making
neighborhoods, cities and regions work better.
ABOUT CNT
 Our main areas of impact are:
 Inclusive Economic Development and Poverty
Reduction
 Place-Based Climate Resilience
 Outcome-Driven Urban Analytics
Photo Credit: Jeff McC, Flickr, Creative Commons
URBAN ANALYTICS
DEVELOP RESEARCH TOOLS TO HELP
PLANNERS, DEVELOPERS, AND COMMUNITY LEADERS
MAKE SMART, DATA-DRIVEN DECISIONS.
CNT WEB TOOL DEVELOPMENT
ENVIRONMENT
 Linux – running on a Amazon EC2 Cloud Server
CNT WEB TOOL DEVELOPMENT
ENVIRONMENT
 Linux – running on a Amazon EC2 Cloud Server
 PostgreSQL – on Amazon RDS
CNT WEB TOOL DEVELOPMENT
ENVIRONMENT
 Linux – running on a Amazon EC2 Cloud Server
 PostgreSQL – on Amazon RDS
 Using PostGIS for geospatial engine
 Mapserver with Tiling and caching
 Often over a Google map
CNT WEB TOOL DEVELOPMENT
ENVIRONMENT
 Linux – running on a Amazon EC2 Cloud Server
 PostgreSQL – on Amazon RDS
 Using PostGIS for geospatial engine
 Mapserver with Tiling and caching
 Often over a Google map
 QGIS, MapInfo, and ArcGIS as desktop GIS
CNT WEB TOOL DEVELOPMENT
ENVIRONMENT
 Linux – running on a Amazon EC2 Cloud Server
 PostgreSQL – on Amazon RDS
 Using PostGIS for geospatial engine
 Mapserver with Tiling and caching
 Often over a Google map
 QGIS, MapInfo, and ArcGIS as desktop GIS
 PHP, Javascript, JQuery
EXAMPLES
 htaindex.cnt.org – finding the value of reduce auto
dependence on housing affordability
 Uses many geographical levels, block group,
municipality, county, etc…
 eTOD.cnt.org – helps promote building affordable
housing near transit
 Dive into parcel data and link to many different
datasets
 parkrightdc.org – helps planners find the right
amount of parking to build on a given site
 Build a site from parcels to develop a building
LOOKING AT/FOR INDUSTRIAL
PROPERTY IN COOK COUNTY
 Use Parcels from the Cook County GIS Portal
 Use Cook County Assessor data to identify tax
class – kind of like land use
 Use CMAP land use data to help classify land use
on vacant land
FINDING UNDERVALUED
PARCELS
 Use Cook County Assessor data to identify tax
class – kind of like land use
 This gives the assessed value of the land and the
building (improvements) for every non-exempt
parcel in the county
Critera
(land val/ bldg val) acres
0 39,434.81
1 15,273.21
2 10,193.13
3 8,349.51
4 7,195.45
5 6,539.14
6 5,914.84
7 5,511.06
8 5,171.62
9 4,919.29
0.00
5,000.00
10,000.00
15,000.00
20,000.00
25,000.00
30,000.00
35,000.00
40,000.00
45,000.00
0 2 4 6 8 10
Acres
Criteria
Acres vs Criteria
acres
-- first append the two types of parcels
select * into cc_both_parcels
from (select 'vacant' as type, gid, geom from (select gid,geom from vacant_parcels where frac >0.1) v
union
select 'under' as type, gid, geom
from (select gid,geom FROM industrial_parcels where landval::integer >= 5*bldgval::integer) i) a;
-- this is the guts of the matter- union the intersecting parcels into aggregated areas
select distinct * into cc_both_temp from (WITH geoms (geom) as
(SELECT (ST_Dump(ST_Union(geom))).geom from cc_both_parcels )
SELECT max(gid) as gid, min(gid) as other_gid, ST_Multi(g.geom) as geom
FROM cc_both_parcels p, geoms g WHERE St_Intersects(p.geom, g.geom) GROUP BY g.geom
order by gid) q;
-- now make the aggregate table
select gid,st_union(geom) as geom
into cc_aggregated_both_parcels from cc_both_temp group by gid;
-- make primary key
ALTER TABLE cc_aggregated_both_parcels ADD PRIMARY KEY (gid);
COOK COUNTY SUMMARY
Size Range Cook Co.
Underutilized
Industrial
Parcels
Cook Co.
Underutilized
Industrial
Area
(Acres)
Cook Co.
Vacant
>10% Ind.
LU
Parcels
Cook Co.
Vacant
>10% Ind. LU
Area
(Acres)
0-3 Acres 9633 4565 4529 1614
3-5 Acres 512 1987 148 584
5-20 Acres 531 4657 185 1639
20-25 Acres 512 1987 148 584
>25 Acres 28 629 14 312
>5 Acres 632 8615 228 3205
Total 10777 15167 4905 5403
CMAP
Industrial
Cook Co.
Industrial
Cook Co.
Vacant
>10% Ind. LU
Cook Co.
Total
39738 Acres 36355 Acres 5403 Acres 41758 Acres
COOK COUNTY SUMMARY SUPER AREAS
Size Range Combined
Super
Areas
Count
Cook Co.
Underutilized
Industrial
Area
(Acres)
Cook Co.
Vacant
>10% Ind.
LU
Area
(Acres)
Total Area
(acres)
0-3 Acres 4685 2163 784 2966
3-5 Acres 365 1153 268 1426
5-20 Acres 585 4267 1340 5659
20-25 Acres 47 752 305 1061
>25 Acres 153 6520 2692 9458
>5 Acres 785 11538 4336 16178
Total 5835 14854 5388 20570
Industrial Facility Units
A Freight Access
A.1 Within 1 mile buffer of an expressway Yes, Absolute Y/N
A.2 Adjacent to an active freight rail line High Y/N
A.3 Roadway Capacity (current traffic volume) Low Annual Weekday Daily Traffic
A.4 Miles to an expressway exit & entrance Low Miles
A.5 Miles through non-industrial land (to expressway) Low Miles
A.6 Miles to an airport Low Miles
A.7 Miles to intermodal terminal Low Miles
A.8 Miles to transload facility Low Miles
B Property Development Potential
B.1 1. Adequate vacant industrial land for facility (*1)
Yes, absolute > 10
acres Acres
C Existing Industrial Market to Be Served
C.1 1. # Industrial businesses within 5-mile radius (*2) High Number of businesses
C.2 2. # Industrial jobs within 5-mile radius High Number of workers
C.3 3. All miles to the center of regional industrial jobs (*3) Low Miles
D Access to Ready Workforce
D.1 CNT AllTransit ™ Performance Score(*4) High Score out of 10
D.2 Industrial workers within 30-minute transit shed High Number of workers
D.3 Worker education fit (*5), 30-minute transit shed High Number of workers
* 1. Contiguous land zoned for industrial use that is vacant or on which the value of built improvements is less than the value of
the land
* 2. All North American Industrial Classification (NAIC) categories in manufacturing, wholesale trade or transportation and
warehousing
*3. CNT has developed an algorithm for determining the point at the geographic center of employment for workers in any
given NAIC, i.e., the point from which the total of distances to all jobs in a given district or region is the shortest.
*4. The All-Transit™ analytical tool developed by CNT provides the frequency of transit of all modes available at a given
location (census block group).
*5. "Worker Education Fit" for industrial jobs represents the percentage of all workers in a given location (census block group)
whose highest level of educational attainment is a high school or associate degree.
*6. Some sewer capacity may be provided by "green infrastructure", vegetation planted to absorb storm water where it falls.
Factors for a Tailored COD Site Ranking Analysis
Summary
• CNT works in an open environment to
develop tools;
• We keep adding more interactivity for the
users;
• Use these tools to identify opportunities for
developing industrial/manufacturing – COD;
• We are helping decision makers, planners,
and citizens be more aware of sustainable
urban opportunities.
THANK YOU
Peter Haas
pmh@cnt.org
www.cnt.org
@CNT_tweets
COD Development Contact David Chandler
david@cnt.org
www.cnt.org
@CNT_tweets

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CCDUG - Dr. Peter Haas

  • 1. Using Analytics to Find Opportunities for Development in Manufacturing Prepared by Peter Haas: Chief Research Scientist Urban Analytics | Center for Neighborhood Technology Central Manufacturing District. Primarily located along Ashland Avenue and Pershing Road, Chicago. (Lisa DiChiera, Landmarks Illinois)
  • 2. ABOUT CNT  CNT is a national hub for research, strategies and solutions to help cities use resources more efficiently and equitably.  We believe addressing problems like poverty, climate change and urban sprawl starts with making neighborhoods, cities and regions work better.
  • 3. ABOUT CNT  Our main areas of impact are:  Inclusive Economic Development and Poverty Reduction  Place-Based Climate Resilience  Outcome-Driven Urban Analytics
  • 4. Photo Credit: Jeff McC, Flickr, Creative Commons URBAN ANALYTICS DEVELOP RESEARCH TOOLS TO HELP PLANNERS, DEVELOPERS, AND COMMUNITY LEADERS MAKE SMART, DATA-DRIVEN DECISIONS.
  • 5. CNT WEB TOOL DEVELOPMENT ENVIRONMENT  Linux – running on a Amazon EC2 Cloud Server
  • 6.
  • 7. CNT WEB TOOL DEVELOPMENT ENVIRONMENT  Linux – running on a Amazon EC2 Cloud Server  PostgreSQL – on Amazon RDS
  • 8.
  • 9. CNT WEB TOOL DEVELOPMENT ENVIRONMENT  Linux – running on a Amazon EC2 Cloud Server  PostgreSQL – on Amazon RDS  Using PostGIS for geospatial engine  Mapserver with Tiling and caching  Often over a Google map
  • 10.
  • 11. CNT WEB TOOL DEVELOPMENT ENVIRONMENT  Linux – running on a Amazon EC2 Cloud Server  PostgreSQL – on Amazon RDS  Using PostGIS for geospatial engine  Mapserver with Tiling and caching  Often over a Google map  QGIS, MapInfo, and ArcGIS as desktop GIS
  • 12.
  • 13. CNT WEB TOOL DEVELOPMENT ENVIRONMENT  Linux – running on a Amazon EC2 Cloud Server  PostgreSQL – on Amazon RDS  Using PostGIS for geospatial engine  Mapserver with Tiling and caching  Often over a Google map  QGIS, MapInfo, and ArcGIS as desktop GIS  PHP, Javascript, JQuery
  • 14. EXAMPLES  htaindex.cnt.org – finding the value of reduce auto dependence on housing affordability  Uses many geographical levels, block group, municipality, county, etc…  eTOD.cnt.org – helps promote building affordable housing near transit  Dive into parcel data and link to many different datasets  parkrightdc.org – helps planners find the right amount of parking to build on a given site  Build a site from parcels to develop a building
  • 15. LOOKING AT/FOR INDUSTRIAL PROPERTY IN COOK COUNTY  Use Parcels from the Cook County GIS Portal  Use Cook County Assessor data to identify tax class – kind of like land use  Use CMAP land use data to help classify land use on vacant land
  • 16.
  • 17.
  • 18.
  • 19.
  • 20. FINDING UNDERVALUED PARCELS  Use Cook County Assessor data to identify tax class – kind of like land use  This gives the assessed value of the land and the building (improvements) for every non-exempt parcel in the county
  • 21.
  • 22. Critera (land val/ bldg val) acres 0 39,434.81 1 15,273.21 2 10,193.13 3 8,349.51 4 7,195.45 5 6,539.14 6 5,914.84 7 5,511.06 8 5,171.62 9 4,919.29 0.00 5,000.00 10,000.00 15,000.00 20,000.00 25,000.00 30,000.00 35,000.00 40,000.00 45,000.00 0 2 4 6 8 10 Acres Criteria Acres vs Criteria acres
  • 23.
  • 24.
  • 25.
  • 26. -- first append the two types of parcels select * into cc_both_parcels from (select 'vacant' as type, gid, geom from (select gid,geom from vacant_parcels where frac >0.1) v union select 'under' as type, gid, geom from (select gid,geom FROM industrial_parcels where landval::integer >= 5*bldgval::integer) i) a; -- this is the guts of the matter- union the intersecting parcels into aggregated areas select distinct * into cc_both_temp from (WITH geoms (geom) as (SELECT (ST_Dump(ST_Union(geom))).geom from cc_both_parcels ) SELECT max(gid) as gid, min(gid) as other_gid, ST_Multi(g.geom) as geom FROM cc_both_parcels p, geoms g WHERE St_Intersects(p.geom, g.geom) GROUP BY g.geom order by gid) q; -- now make the aggregate table select gid,st_union(geom) as geom into cc_aggregated_both_parcels from cc_both_temp group by gid; -- make primary key ALTER TABLE cc_aggregated_both_parcels ADD PRIMARY KEY (gid);
  • 27.
  • 28.
  • 29. COOK COUNTY SUMMARY Size Range Cook Co. Underutilized Industrial Parcels Cook Co. Underutilized Industrial Area (Acres) Cook Co. Vacant >10% Ind. LU Parcels Cook Co. Vacant >10% Ind. LU Area (Acres) 0-3 Acres 9633 4565 4529 1614 3-5 Acres 512 1987 148 584 5-20 Acres 531 4657 185 1639 20-25 Acres 512 1987 148 584 >25 Acres 28 629 14 312 >5 Acres 632 8615 228 3205 Total 10777 15167 4905 5403 CMAP Industrial Cook Co. Industrial Cook Co. Vacant >10% Ind. LU Cook Co. Total 39738 Acres 36355 Acres 5403 Acres 41758 Acres
  • 30. COOK COUNTY SUMMARY SUPER AREAS Size Range Combined Super Areas Count Cook Co. Underutilized Industrial Area (Acres) Cook Co. Vacant >10% Ind. LU Area (Acres) Total Area (acres) 0-3 Acres 4685 2163 784 2966 3-5 Acres 365 1153 268 1426 5-20 Acres 585 4267 1340 5659 20-25 Acres 47 752 305 1061 >25 Acres 153 6520 2692 9458 >5 Acres 785 11538 4336 16178 Total 5835 14854 5388 20570
  • 31. Industrial Facility Units A Freight Access A.1 Within 1 mile buffer of an expressway Yes, Absolute Y/N A.2 Adjacent to an active freight rail line High Y/N A.3 Roadway Capacity (current traffic volume) Low Annual Weekday Daily Traffic A.4 Miles to an expressway exit & entrance Low Miles A.5 Miles through non-industrial land (to expressway) Low Miles A.6 Miles to an airport Low Miles A.7 Miles to intermodal terminal Low Miles A.8 Miles to transload facility Low Miles B Property Development Potential B.1 1. Adequate vacant industrial land for facility (*1) Yes, absolute > 10 acres Acres C Existing Industrial Market to Be Served C.1 1. # Industrial businesses within 5-mile radius (*2) High Number of businesses C.2 2. # Industrial jobs within 5-mile radius High Number of workers C.3 3. All miles to the center of regional industrial jobs (*3) Low Miles D Access to Ready Workforce D.1 CNT AllTransit ™ Performance Score(*4) High Score out of 10 D.2 Industrial workers within 30-minute transit shed High Number of workers D.3 Worker education fit (*5), 30-minute transit shed High Number of workers * 1. Contiguous land zoned for industrial use that is vacant or on which the value of built improvements is less than the value of the land * 2. All North American Industrial Classification (NAIC) categories in manufacturing, wholesale trade or transportation and warehousing *3. CNT has developed an algorithm for determining the point at the geographic center of employment for workers in any given NAIC, i.e., the point from which the total of distances to all jobs in a given district or region is the shortest. *4. The All-Transit™ analytical tool developed by CNT provides the frequency of transit of all modes available at a given location (census block group). *5. "Worker Education Fit" for industrial jobs represents the percentage of all workers in a given location (census block group) whose highest level of educational attainment is a high school or associate degree. *6. Some sewer capacity may be provided by "green infrastructure", vegetation planted to absorb storm water where it falls. Factors for a Tailored COD Site Ranking Analysis
  • 32. Summary • CNT works in an open environment to develop tools; • We keep adding more interactivity for the users; • Use these tools to identify opportunities for developing industrial/manufacturing – COD; • We are helping decision makers, planners, and citizens be more aware of sustainable urban opportunities.
  • 33. THANK YOU Peter Haas pmh@cnt.org www.cnt.org @CNT_tweets COD Development Contact David Chandler david@cnt.org www.cnt.org @CNT_tweets

Editor's Notes

  1. Transparent white box = RGB 242/242/242 @ 35% transparency Title and Subtitle = RGB 38/38/38 Title = Tw Cen MT size 66; all caps Subtitle = Tw Cen MT size 24 Presenter info = RGB 242/242/242; Tw Cen MT size 20
  2. Transparent charcoal box = RGB 38/38/38 @ 12% transparency Title and Bullets = RGB 242/242/242 Title = Tw Cen MT size 44; all caps Bullets = Tw Cen MT size 24 Text box (title) = .84” x 8.5” Horizontal distance from top left corner = .75” Vertical distance from top left corner = 2.3” Text box (bullets) = 2.7” x 8.5” Horizontal distance from top left corner = .75” Vertical distance from top left corner = 3.14”
  3. Transparent charcoal box = RGB 38/38/38 @ 12% transparency Title and Bullets = RGB 242/242/242 Title = Tw Cen MT size 44; all caps Bullets = Tw Cen MT size 24 Text box (title) = .84” x 8.5” Horizontal distance from top left corner = .75” Vertical distance from top left corner = 2.3” Text box (bullets) = 2.7” x 8.5” Horizontal distance from top left corner = .75” Vertical distance from top left corner = 3.14”