SlideShare a Scribd company logo
1 of 37
Download to read offline
Business       Operations
Intelligence/Data    Research
  Warehousing




                    Geographic
  Knowledge
                    Information
 Management
                      Systems
Commercial Sector Applications of
Geographic Information Systems (GIS)
•   Where I’ve been
•   What GIS is and where GIS has been
•   Where GIS is now
•   Where GIS is going
•   Questions
Where I’ve Been
• Information scientist at CIESIN, a data and research center
  focused on human interactions in the environment.
• Computer science professor at American University (AU);
  created AU’s first recurring course on GIS.
• Senior Research Scientist at University of Illinois; led
  organization of first campus-wide GIS event
• Manager of knowledge and data engineering at Archer
  Daniels Midland (ADM); led projects showcasing GIS
  understanding markets, supporting decision making, and
  respond to opportunities. Justified formation of GIS group to
  senior executive management.
ADM Receives ESRI Special
        Achievement Award
“GIS-based analysis projects include
emergency response coordination with local
officials, customer relations and logistics
optimization. With the vast amount of
information needed for daily business
operations, GIS technology has proven to be a
powerful medium for data visualization.”
Where GIS has Been …
         and What is GIS Anyway?
• We can think of GIS as being automated mapping.
• More generally, a GIS is a system of computer
  hardware and software, information, and people
  for representing, analyzing, and visualizing data
  about specific places on the Earth.
• Origins in the 1960s:
  • Canada GIS used by Canadian government to
      marshal natural resource information
      (Tomlinson)
  • Harvard Graphics Laboratory
      (Chrisman, Charting the Unknown)
But isn’t ___ a GIS?
• A number of web and mobile applications have kinship with GIS
    –   Yahoo! Maps
    –   MapQuest
    –   GoogleMaps/GoogleEarth
    –   Microsoft Bing Maps

• So yes, in a sense. But a GIS:
    – Provides more control over data
         • Data can stay in-house
         • Can know what data is used and where it came from
    – Allows greater customization of what goes on maps and how maps
      appear
    – Allows automated processing of large amounts of data
    – Allows processing of data using specialized, flexible techniques
    – Allows creation and incorporation of new data
Growth of GIS Industry




                  Courtesy of Charles
                  Foundyller - Daratech.
GIS Usage Paradigms
• Using a GIS to create new data and knowledge means working
  in the analytical paradigm of cartography.
   • Example: processing satellite images with a GIS can
      produce maps showing areas of urban development, areas
      converted to agricultural production, etc.
• Using a GIS to produce effective visualization of existing data
  means working in the communication paradigm of
  cartography.
• Knowledge management practitioners should help
  stakeholders understand the potential of both paradigms to
  contribute to business results.
• Work in the analytical paradigm is likely to have the greatest
  business value, but is more difficult to convey and be deemed
  credible by management.
Selected GIS
           Representation Paradigms
• Raster
   • Regular grid laid out across area of interest.
   • Attributes associated with each grid cell.
   • Example: satellite imagery.
• Vector
   • The x-y coordinates of point features or vertices of lines or
      polygons are stored.
   • Attributes associated with each point, line, or polygon.
   • Example: polygons representing census tracts.
• Network
   • Connections among spatially-referenced road, rail, river
      segments or other interconnected systems are explicitly
      represented.
   • Attributes associated (such as distance, travel time, or cost)
      with these connections and the nodes (junctions) they connect.
Why So Much GIS Activity?
• GIS activity is driven in part by advances in
  technology. Also, consider:
  • Location is everywhere and place matters, often
     in a very visceral way.
  • Much of the data, information, and knowledge
     we use includes location which provides a
     framework in which information can be brought
     together.
  • Items of interest and the spatial relationships
     among them are a physical embodiment of
     knowledge.
Location is Everywhere
• What do these have in common?
  – Manufacturing plants
  – Warehouses and other logistics nodes
  – Customers and prospects
  – Competitors
  – Suppliers and other partners
  – Employees and potential labor forces
  – Natural and anthropogenic hazards
• They all have locations
Location, Location, Location



Yet for all the new marketing efforts,
Starbucks’s biggest mistakes and
greatest challenges boil down to three
words: location, location and location.
(NYT, July 4, 2008 )
Natural and Anthropogenic Hazards

• “Five U.S. reactors in quake zones: Map points
  out at-risk nuke plants” (USA Today, April 11, 2011)
• “Total economic impact of a series of *New
  Madrid Seismic Zone] earthquakes is likely to
  constitute the highest economic losses due to a
  natural disaster in the United States” (FEMA)
• US EPA EnviroMapper lets you enter your zip
  code and see maps showing regulated facilities
  (such as Superfund sites) where you live.
Wabash Quake 2008
                Map created for
                April 18, 2008 GIS
                workshop based
                on user-generated
                content collected
                by USGS within
                hours of quake.
Opportunities Also Have
       Geographic Dimensions
NEW YORK (MarketWatch) 4:01pm 10/02/2007
– Archer Daniels Midland CFO Doug Schmalz
said Tuesday the corn and soy bean processing
giant would consider buying ethanol …"We
have to have properties that will fit
within our network. Some plants just
wouldn't fit; others might."
What does the network look like?




                          (ADM Analyst Day
                          November 8, 2006)
ADM’s Competitors Think
 Geographically as Well
Most Data Include Location
•   Most business data contains geographic dimensions.
•   Maps should be a part of every business intelligence
    deployment.
•   Every business application is location-enabled not just GIS
    applications.
    Alan Fuller, Jim Steiner of Oracle speaking at NAVTEQ, March 22, 2011

•   Significance

    We have many information and knowledge assets which
    may not be labeled “GIS Data” but which nonetheless may
    see their highest and best use through analysis and
    communication using GIS.
Physical Embodiment of Knowledge
•   Items of interest and the spatial relationships among them are a
    physical embodiment of knowledge

•   When we see a Jimmy John’s sandwich shop in a location, we know
    that it is likely that the surrounding area meets a number of criteria:
        • Daytime employee population > 8,000 within a 3 minute drive time, etc.
        • Residential population > 25,000 within the defined trade area
        • Median income > $40,000
        • Traffic count in front of the location > 25,000 vehicles per day
        http://www.jimmyjohns.com/franchise/realEstate.aspx
•   When we see a grain elevator?
•   … a check cashing facility?
•   … an intermodal logistics facility?

•   Those charged with managing the knowledge assets of a firm should
    recognize alternative embodiments of knowledge and help their firms
    maximize the value derived from this knowledge.
Where is GIS Now?
Those in a variety of industries
         think geographically
• ESRI is a leading vendor of geographic
  information systems software and created a
  new commercial sales division in 2005 in
  response to increased interest in the
  commercial sector.
• Discussions with ESRI and review of material
  from Forrester Research provide additional
  perspectives.
GIS in the Commercial Sector
Forrester 2008:
  “Although previously not a critical priority to
  the enterprise’s business technology (BT)
  repertoire, GIS vendors have recently re-
  architected, repackaged, and repositioned
  themselves in search of satisfying the
  enterprise’s needs.”
  Connaughton and Gaynor “Location-Intelligent Business Solutions Put GIS On The
  Enterprise Agenda”


                                                             1 866/FORRESTER
GIS in the Commercial Sector (2)
– ESRI sees the greatest interest from:
    •   Property and Casualty Insurance Companies
    •   Retail
    •   Manufacturing
    •   Transportation
          – Rail
          – Trucking/Delivery
    • Financial Services.
– Insurance companies have been among the earliest adopters of GIS, due to
  the ease with which they can measure return on investment.
– GIS is moving from departmental use (for example the real estate group in
  a retailer using GIS to support site selection) to enterprise use (using GIS
  to manage the facilities once they are built, using GIS to help ‘map’
  consumer movement thru stores and plan product placement, analyze
  supply chain, optimize distribution routes etc.) [ESRI 2008]
GIS in the Commercial Sector (3)
• ESRI now indicates top areas now also
  include:
  – Real estate
  – Healthcare and Related Industries (e.g.
    pharmaceuticals) [ESRI 2011]


                                    ESRI Satellite Office
                                    Chicago, IL
                                    221 North LaSalle Street, Suite 863
                                    Chicago, IL 60601
                                    312-609-0966
Example GIS Application Areas
•   Site Selection
•   Risk Management
•   Claims Analysis
•   Customer Analytics
•   Territory Creation
•   Routing
•   Supply Chain Analysis
•   Asset Tracking and Monitoring
•   Customer Service Portals
•   Regulation / Policy Compliance
•   Safety and Security
•   Workforce Management
Source: ESRI
Examples from Ploughman Portfolio

• National crop production and logistics
• Detection of development from satellite
  imagery
• Retail site selection
• Market zone analysis
2
                              …and running the
                              same automated
                             processes for both…
1
    By examining time
    series images from                             3
    two different time                                  …changes over time
        periods and                                    are readily identified.
      examining the
       differences…
Retail Site Selection
                                             …relevant metrics can be overlaid
                                                visually to asses the relative
                                              strengths of different areas. See
                                              the employment density below.
                                         2




1
    Given a set of competing locations
      for a business and a handful of
           locations of interest….
Commodity Market Zone Analysis
Can combine information about logistics networks,
costs, and constraints with supply and demand
information to estimate:
• the zones from which materials will be sourced
• the zones to which materials will be delivered
• the volume of materials that will flow through a
  logistics node
This method allows the exploration of the
consequences of price and capacity changes at
various nodes.
Where is GIS Going?
Trends to Watch
• A flood of low-cost geospatial data
  • Government
  • Commercial
  • Social media
• The rise of User Generated Content (UGC) in many
  forms
  • Open Street Map
  • Knowledge creation on mobile devices
• Convergence of search, business intelligence, and GIS
Trends to Watch (2)
•   New architectures for working with geospatial information
    • Service Oriented Architecture (SOA)
       • Don’t move data to your desktop, point your GIS at a
          geospatial data service
    • Cloud computing
    • Mashups (Google, enterprise, etc.)

•   Neither Google Maps nor Bing Maps are a GIS … until they
    are.
    • Developer resources and activities will lead to a tip if
        data lineage issues and information security issues can be
        addressed.
Trends to Watch (3)
• GIS or something like it becomes as much a
  part of the standard business toolkit as the
  spreadsheet. Trend driven by:
  • Ease of use gains
  • Fundamental geographic nature of
     business (manufacturing plants, warehouses and other logistics
       nodes, customers and prospects, competitors,
       suppliers and other partners, employees and potential labor forces,
       natural and anthropogenic hazards all have locations)
   • Arrival of new workforce cohorts
Supply Chain Inspection
A Satisfied Collaborator and his Friend
Questions



Charles Linville
Ploughman Analytics
2021 S First St Suite 206D
Champaign, IL 61820
linville@ploughman-analytics.com
www.ploughman-analytics.com
217-693-4000

More Related Content

What's hot

Lecture 1-aerial photogrammetry
Lecture 1-aerial photogrammetryLecture 1-aerial photogrammetry
Lecture 1-aerial photogrammetryVidhi Khokhani
 
Errors and biases in gps
Errors and biases in gpsErrors and biases in gps
Errors and biases in gpsmaneeb
 
Geographical information system unit 1
Geographical information  system unit 1Geographical information  system unit 1
Geographical information system unit 1WE-IT TUTORIALS
 
Lecture on photogrammetry
Lecture on photogrammetryLecture on photogrammetry
Lecture on photogrammetryWaleed Liaqat
 
raster data model
raster data modelraster data model
raster data modelRiya Gupta
 
Lecture 4 image measumrents & refinement
Lecture 4  image measumrents & refinementLecture 4  image measumrents & refinement
Lecture 4 image measumrents & refinementSarhat Adam
 
03 cameras & their geometry
03 cameras & their geometry03 cameras & their geometry
03 cameras & their geometrySarhat Adam
 
Introduction to GIS systems
Introduction to GIS systemsIntroduction to GIS systems
Introduction to GIS systemsVivek Srivastava
 
01 introdcution to photogrammetry
01 introdcution to photogrammetry01 introdcution to photogrammetry
01 introdcution to photogrammetrySarhat Adam
 
Introduction to Geoinformatics
Introduction to GeoinformaticsIntroduction to Geoinformatics
Introduction to GeoinformaticsKU Leuven
 
Introduction to GIS
Introduction to GISIntroduction to GIS
Introduction to GISJoey Li
 
Ems interaction with the atmosphere
Ems  interaction with the atmosphereEms  interaction with the atmosphere
Ems interaction with the atmosphereSk Abdullah
 
The Discipline of Cartography – philosophical basis and modern transformations
The Discipline of Cartography – philosophical basis and modern transformationsThe Discipline of Cartography – philosophical basis and modern transformations
The Discipline of Cartography – philosophical basis and modern transformationsProf Ashis Sarkar
 
Global Positioning System
Global Positioning System Global Positioning System
Global Positioning System Varun B P
 
Lecture01: Introduction to Photogrammetry
Lecture01: Introduction to PhotogrammetryLecture01: Introduction to Photogrammetry
Lecture01: Introduction to PhotogrammetrySarhat Adam
 
Photogrammetry.pdf
Photogrammetry.pdfPhotogrammetry.pdf
Photogrammetry.pdfBSuresh26
 

What's hot (20)

Lecture 1-aerial photogrammetry
Lecture 1-aerial photogrammetryLecture 1-aerial photogrammetry
Lecture 1-aerial photogrammetry
 
Errors and biases in gps
Errors and biases in gpsErrors and biases in gps
Errors and biases in gps
 
Geographical information system unit 1
Geographical information  system unit 1Geographical information  system unit 1
Geographical information system unit 1
 
Digital mapping
Digital mappingDigital mapping
Digital mapping
 
Lecture on photogrammetry
Lecture on photogrammetryLecture on photogrammetry
Lecture on photogrammetry
 
raster data model
raster data modelraster data model
raster data model
 
Lecture 4 image measumrents & refinement
Lecture 4  image measumrents & refinementLecture 4  image measumrents & refinement
Lecture 4 image measumrents & refinement
 
03 cameras & their geometry
03 cameras & their geometry03 cameras & their geometry
03 cameras & their geometry
 
Introduction to GIS systems
Introduction to GIS systemsIntroduction to GIS systems
Introduction to GIS systems
 
01 introdcution to photogrammetry
01 introdcution to photogrammetry01 introdcution to photogrammetry
01 introdcution to photogrammetry
 
Georeferencing
GeoreferencingGeoreferencing
Georeferencing
 
Introduction to Geoinformatics
Introduction to GeoinformaticsIntroduction to Geoinformatics
Introduction to Geoinformatics
 
Fundamental Of Geodesy
Fundamental Of GeodesyFundamental Of Geodesy
Fundamental Of Geodesy
 
Introduction to GIS
Introduction to GISIntroduction to GIS
Introduction to GIS
 
Ems interaction with the atmosphere
Ems  interaction with the atmosphereEms  interaction with the atmosphere
Ems interaction with the atmosphere
 
The Discipline of Cartography – philosophical basis and modern transformations
The Discipline of Cartography – philosophical basis and modern transformationsThe Discipline of Cartography – philosophical basis and modern transformations
The Discipline of Cartography – philosophical basis and modern transformations
 
Gps
GpsGps
Gps
 
Global Positioning System
Global Positioning System Global Positioning System
Global Positioning System
 
Lecture01: Introduction to Photogrammetry
Lecture01: Introduction to PhotogrammetryLecture01: Introduction to Photogrammetry
Lecture01: Introduction to Photogrammetry
 
Photogrammetry.pdf
Photogrammetry.pdfPhotogrammetry.pdf
Photogrammetry.pdf
 

Similar to Commercial Sector Applications of GIS

Introduction to Geographic Information System.pptx
Introduction to Geographic Information System.pptxIntroduction to Geographic Information System.pptx
Introduction to Geographic Information System.pptxElijahEmmanuel6
 
Geographical information system
Geographical information systemGeographical information system
Geographical information systemBipin Karki
 
Geographical information system
Geographical information systemGeographical information system
Geographical information systemBipin Karki
 
Gis Talk To Cio Group Transp Final Pp2003 X09
Gis Talk To Cio Group   Transp Final Pp2003 X09Gis Talk To Cio Group   Transp Final Pp2003 X09
Gis Talk To Cio Group Transp Final Pp2003 X09James Sutter
 
The Use of GIS in Local Government - The City of Monash
The Use of GIS in Local Government - The City of MonashThe Use of GIS in Local Government - The City of Monash
The Use of GIS in Local Government - The City of MonashSteven Truman
 
What is GIS (PDF).pdf
What is GIS (PDF).pdfWhat is GIS (PDF).pdf
What is GIS (PDF).pdfKartikBhatt43
 
Introduction to GIS and its Applications.pptx
Introduction to GIS and its Applications.pptxIntroduction to GIS and its Applications.pptx
Introduction to GIS and its Applications.pptxalphamale15
 
Intro To Geospatial
Intro To GeospatialIntro To Geospatial
Intro To Geospatialdanrickman
 
Geospatial Intelligence Middle East 2013_Big Data_Steven Ramage
Geospatial Intelligence Middle East 2013_Big Data_Steven RamageGeospatial Intelligence Middle East 2013_Big Data_Steven Ramage
Geospatial Intelligence Middle East 2013_Big Data_Steven RamageSteven Ramage
 
Eli Smith_Capstone Poster
Eli Smith_Capstone PosterEli Smith_Capstone Poster
Eli Smith_Capstone PosterEli Smith, LSIT
 
Esri user conference highlights v0.2 15072020_hah
Esri user conference highlights v0.2 15072020_hahEsri user conference highlights v0.2 15072020_hah
Esri user conference highlights v0.2 15072020_hahHaitham A.Hamdan
 
Geographic information system
Geographic information systemGeographic information system
Geographic information systemOssamaElShanawany
 
Succeeding with GIS: Keynote at GISRUK 2019
Succeeding with GIS: Keynote at GISRUK 2019Succeeding with GIS: Keynote at GISRUK 2019
Succeeding with GIS: Keynote at GISRUK 2019Thierry Gregorius
 
Gis powerpoint
Gis powerpointGis powerpoint
Gis powerpointkaushdave
 

Similar to Commercial Sector Applications of GIS (20)

Introduction to Geographic Information System.pptx
Introduction to Geographic Information System.pptxIntroduction to Geographic Information System.pptx
Introduction to Geographic Information System.pptx
 
Geographical information system
Geographical information systemGeographical information system
Geographical information system
 
Geographical information system
Geographical information systemGeographical information system
Geographical information system
 
NSDI_ Concepts and Components
NSDI_ Concepts and ComponentsNSDI_ Concepts and Components
NSDI_ Concepts and Components
 
Gis Talk To Cio Group Transp Final Pp2003 X09
Gis Talk To Cio Group   Transp Final Pp2003 X09Gis Talk To Cio Group   Transp Final Pp2003 X09
Gis Talk To Cio Group Transp Final Pp2003 X09
 
The Use of GIS in Local Government - The City of Monash
The Use of GIS in Local Government - The City of MonashThe Use of GIS in Local Government - The City of Monash
The Use of GIS in Local Government - The City of Monash
 
What is GIS (PDF).pdf
What is GIS (PDF).pdfWhat is GIS (PDF).pdf
What is GIS (PDF).pdf
 
Introduction to GIS and its Applications.pptx
Introduction to GIS and its Applications.pptxIntroduction to GIS and its Applications.pptx
Introduction to GIS and its Applications.pptx
 
Intro To Geospatial
Intro To GeospatialIntro To Geospatial
Intro To Geospatial
 
Geospatial Intelligence Middle East 2013_Big Data_Steven Ramage
Geospatial Intelligence Middle East 2013_Big Data_Steven RamageGeospatial Intelligence Middle East 2013_Big Data_Steven Ramage
Geospatial Intelligence Middle East 2013_Big Data_Steven Ramage
 
FINAL 31,12,10
FINAL 31,12,10FINAL 31,12,10
FINAL 31,12,10
 
Eli Smith_Capstone Poster
Eli Smith_Capstone PosterEli Smith_Capstone Poster
Eli Smith_Capstone Poster
 
Esri user conference highlights v0.2 15072020_hah
Esri user conference highlights v0.2 15072020_hahEsri user conference highlights v0.2 15072020_hah
Esri user conference highlights v0.2 15072020_hah
 
Geographic information system
Geographic information systemGeographic information system
Geographic information system
 
GIS in Civil Engineering
GIS in Civil EngineeringGIS in Civil Engineering
GIS in Civil Engineering
 
Q GIS Training Presentation
Q GIS Training PresentationQ GIS Training Presentation
Q GIS Training Presentation
 
Gis
GisGis
Gis
 
Succeeding with GIS: Keynote at GISRUK 2019
Succeeding with GIS: Keynote at GISRUK 2019Succeeding with GIS: Keynote at GISRUK 2019
Succeeding with GIS: Keynote at GISRUK 2019
 
Gis powerpoint
Gis powerpointGis powerpoint
Gis powerpoint
 
Web Based GIS
Web Based GISWeb Based GIS
Web Based GIS
 

More from KM Chicago

Km chicago ymca of the usa's extranet - march 2014
Km chicago   ymca of the usa's extranet - march 2014 Km chicago   ymca of the usa's extranet - march 2014
Km chicago ymca of the usa's extranet - march 2014 KM Chicago
 
Km chicago dr kalaras - how to transform a manager to a great leader - jan ...
Km chicago   dr kalaras - how to transform a manager to a great leader - jan ...Km chicago   dr kalaras - how to transform a manager to a great leader - jan ...
Km chicago dr kalaras - how to transform a manager to a great leader - jan ...KM Chicago
 
KM Chicago - Stan Garfield - Enterprise social networks - feb 2014
KM Chicago - Stan Garfield - Enterprise social networks - feb 2014KM Chicago - Stan Garfield - Enterprise social networks - feb 2014
KM Chicago - Stan Garfield - Enterprise social networks - feb 2014KM Chicago
 
Km chicago presentation 9 10-13
Km chicago presentation 9 10-13Km chicago presentation 9 10-13
Km chicago presentation 9 10-13KM Chicago
 
Taxo for km chicago 20121009
Taxo for km chicago 20121009Taxo for km chicago 20121009
Taxo for km chicago 20121009KM Chicago
 
Metaphors as design points for collaboration 2012
Metaphors as design points for collaboration 2012Metaphors as design points for collaboration 2012
Metaphors as design points for collaboration 2012KM Chicago
 
Deloitte GCKM Metrics Program
Deloitte GCKM Metrics ProgramDeloitte GCKM Metrics Program
Deloitte GCKM Metrics ProgramKM Chicago
 
Social media search engines 10 may2011
Social media search engines   10 may2011Social media search engines   10 may2011
Social media search engines 10 may2011KM Chicago
 
Learning and Knowledge Alignment
Learning and Knowledge AlignmentLearning and Knowledge Alignment
Learning and Knowledge AlignmentKM Chicago
 
Knowledge jam for chicago km 110208
Knowledge jam for chicago km 110208Knowledge jam for chicago km 110208
Knowledge jam for chicago km 110208KM Chicago
 
Practical dos and don'ts of enterprise prediction markets
Practical dos and don'ts of enterprise prediction marketsPractical dos and don'ts of enterprise prediction markets
Practical dos and don'ts of enterprise prediction marketsKM Chicago
 
Predictive analytics km chicago
Predictive analytics km chicagoPredictive analytics km chicago
Predictive analytics km chicagoKM Chicago
 
Starting a KM Initiative
Starting a KM InitiativeStarting a KM Initiative
Starting a KM InitiativeKM Chicago
 
Plug-n-Play Knowledge Management
Plug-n-Play Knowledge ManagementPlug-n-Play Knowledge Management
Plug-n-Play Knowledge ManagementKM Chicago
 
KM Chicago: Organisational Network Analysis
KM Chicago: Organisational Network AnalysisKM Chicago: Organisational Network Analysis
KM Chicago: Organisational Network AnalysisKM Chicago
 
Knowledge Harvesting
Knowledge HarvestingKnowledge Harvesting
Knowledge HarvestingKM Chicago
 
Knowledge management in health care: opportunities for collaboration
Knowledge management in health care: opportunities for collaborationKnowledge management in health care: opportunities for collaboration
Knowledge management in health care: opportunities for collaborationKM Chicago
 
iConnect: Expertise Location at Deloitte
iConnect: Expertise Location at DeloitteiConnect: Expertise Location at Deloitte
iConnect: Expertise Location at DeloitteKM Chicago
 
Tools & Techniques for Knowledge Retention: UOP’s KM Initiative in Action
Tools & Techniques for Knowledge Retention: UOP’s KM Initiative in ActionTools & Techniques for Knowledge Retention: UOP’s KM Initiative in Action
Tools & Techniques for Knowledge Retention: UOP’s KM Initiative in ActionKM Chicago
 
Making the Case for E2.0 @ P&G
Making the Case for E2.0 @ P&GMaking the Case for E2.0 @ P&G
Making the Case for E2.0 @ P&GKM Chicago
 

More from KM Chicago (20)

Km chicago ymca of the usa's extranet - march 2014
Km chicago   ymca of the usa's extranet - march 2014 Km chicago   ymca of the usa's extranet - march 2014
Km chicago ymca of the usa's extranet - march 2014
 
Km chicago dr kalaras - how to transform a manager to a great leader - jan ...
Km chicago   dr kalaras - how to transform a manager to a great leader - jan ...Km chicago   dr kalaras - how to transform a manager to a great leader - jan ...
Km chicago dr kalaras - how to transform a manager to a great leader - jan ...
 
KM Chicago - Stan Garfield - Enterprise social networks - feb 2014
KM Chicago - Stan Garfield - Enterprise social networks - feb 2014KM Chicago - Stan Garfield - Enterprise social networks - feb 2014
KM Chicago - Stan Garfield - Enterprise social networks - feb 2014
 
Km chicago presentation 9 10-13
Km chicago presentation 9 10-13Km chicago presentation 9 10-13
Km chicago presentation 9 10-13
 
Taxo for km chicago 20121009
Taxo for km chicago 20121009Taxo for km chicago 20121009
Taxo for km chicago 20121009
 
Metaphors as design points for collaboration 2012
Metaphors as design points for collaboration 2012Metaphors as design points for collaboration 2012
Metaphors as design points for collaboration 2012
 
Deloitte GCKM Metrics Program
Deloitte GCKM Metrics ProgramDeloitte GCKM Metrics Program
Deloitte GCKM Metrics Program
 
Social media search engines 10 may2011
Social media search engines   10 may2011Social media search engines   10 may2011
Social media search engines 10 may2011
 
Learning and Knowledge Alignment
Learning and Knowledge AlignmentLearning and Knowledge Alignment
Learning and Knowledge Alignment
 
Knowledge jam for chicago km 110208
Knowledge jam for chicago km 110208Knowledge jam for chicago km 110208
Knowledge jam for chicago km 110208
 
Practical dos and don'ts of enterprise prediction markets
Practical dos and don'ts of enterprise prediction marketsPractical dos and don'ts of enterprise prediction markets
Practical dos and don'ts of enterprise prediction markets
 
Predictive analytics km chicago
Predictive analytics km chicagoPredictive analytics km chicago
Predictive analytics km chicago
 
Starting a KM Initiative
Starting a KM InitiativeStarting a KM Initiative
Starting a KM Initiative
 
Plug-n-Play Knowledge Management
Plug-n-Play Knowledge ManagementPlug-n-Play Knowledge Management
Plug-n-Play Knowledge Management
 
KM Chicago: Organisational Network Analysis
KM Chicago: Organisational Network AnalysisKM Chicago: Organisational Network Analysis
KM Chicago: Organisational Network Analysis
 
Knowledge Harvesting
Knowledge HarvestingKnowledge Harvesting
Knowledge Harvesting
 
Knowledge management in health care: opportunities for collaboration
Knowledge management in health care: opportunities for collaborationKnowledge management in health care: opportunities for collaboration
Knowledge management in health care: opportunities for collaboration
 
iConnect: Expertise Location at Deloitte
iConnect: Expertise Location at DeloitteiConnect: Expertise Location at Deloitte
iConnect: Expertise Location at Deloitte
 
Tools & Techniques for Knowledge Retention: UOP’s KM Initiative in Action
Tools & Techniques for Knowledge Retention: UOP’s KM Initiative in ActionTools & Techniques for Knowledge Retention: UOP’s KM Initiative in Action
Tools & Techniques for Knowledge Retention: UOP’s KM Initiative in Action
 
Making the Case for E2.0 @ P&G
Making the Case for E2.0 @ P&GMaking the Case for E2.0 @ P&G
Making the Case for E2.0 @ P&G
 

Recently uploaded

8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCRashishs7044
 
Contemporary Economic Issues Facing the Filipino Entrepreneur (1).pptx
Contemporary Economic Issues Facing the Filipino Entrepreneur (1).pptxContemporary Economic Issues Facing the Filipino Entrepreneur (1).pptx
Contemporary Economic Issues Facing the Filipino Entrepreneur (1).pptxMarkAnthonyAurellano
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...lizamodels9
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMintel Group
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Kirill Klimov
 
Organizational Structure Running A Successful Business
Organizational Structure Running A Successful BusinessOrganizational Structure Running A Successful Business
Organizational Structure Running A Successful BusinessSeta Wicaksana
 
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...lizamodels9
 
Kenya’s Coconut Value Chain by Gatsby Africa
Kenya’s Coconut Value Chain by Gatsby AfricaKenya’s Coconut Value Chain by Gatsby Africa
Kenya’s Coconut Value Chain by Gatsby Africaictsugar
 
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… AbridgedLean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… AbridgedKaiNexus
 
Annual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesAnnual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesKeppelCorporation
 
8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCR8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCRashishs7044
 
The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024christinemoorman
 
Tech Startup Growth Hacking 101 - Basics on Growth Marketing
Tech Startup Growth Hacking 101  - Basics on Growth MarketingTech Startup Growth Hacking 101  - Basics on Growth Marketing
Tech Startup Growth Hacking 101 - Basics on Growth MarketingShawn Pang
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst SummitHolger Mueller
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis UsageNeil Kimberley
 
(8264348440) 🔝 Call Girls In Mahipalpur 🔝 Delhi NCR
(8264348440) 🔝 Call Girls In Mahipalpur 🔝 Delhi NCR(8264348440) 🔝 Call Girls In Mahipalpur 🔝 Delhi NCR
(8264348440) 🔝 Call Girls In Mahipalpur 🔝 Delhi NCRsoniya singh
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...lizamodels9
 
Call Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any TimeCall Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any Timedelhimodelshub1
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation SlidesKeppelCorporation
 
Case study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailCase study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailAriel592675
 

Recently uploaded (20)

8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
8447779800, Low rate Call girls in Shivaji Enclave Delhi NCR
 
Contemporary Economic Issues Facing the Filipino Entrepreneur (1).pptx
Contemporary Economic Issues Facing the Filipino Entrepreneur (1).pptxContemporary Economic Issues Facing the Filipino Entrepreneur (1).pptx
Contemporary Economic Issues Facing the Filipino Entrepreneur (1).pptx
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
 
Market Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 EditionMarket Sizes Sample Report - 2024 Edition
Market Sizes Sample Report - 2024 Edition
 
Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024Flow Your Strategy at Flight Levels Day 2024
Flow Your Strategy at Flight Levels Day 2024
 
Organizational Structure Running A Successful Business
Organizational Structure Running A Successful BusinessOrganizational Structure Running A Successful Business
Organizational Structure Running A Successful Business
 
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
Lowrate Call Girls In Sector 18 Noida ❤️8860477959 Escorts 100% Genuine Servi...
 
Kenya’s Coconut Value Chain by Gatsby Africa
Kenya’s Coconut Value Chain by Gatsby AfricaKenya’s Coconut Value Chain by Gatsby Africa
Kenya’s Coconut Value Chain by Gatsby Africa
 
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… AbridgedLean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
Lean: From Theory to Practice — One City’s (and Library’s) Lean Story… Abridged
 
Annual General Meeting Presentation Slides
Annual General Meeting Presentation SlidesAnnual General Meeting Presentation Slides
Annual General Meeting Presentation Slides
 
8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCR8447779800, Low rate Call girls in Tughlakabad Delhi NCR
8447779800, Low rate Call girls in Tughlakabad Delhi NCR
 
The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024The CMO Survey - Highlights and Insights Report - Spring 2024
The CMO Survey - Highlights and Insights Report - Spring 2024
 
Tech Startup Growth Hacking 101 - Basics on Growth Marketing
Tech Startup Growth Hacking 101  - Basics on Growth MarketingTech Startup Growth Hacking 101  - Basics on Growth Marketing
Tech Startup Growth Hacking 101 - Basics on Growth Marketing
 
Progress Report - Oracle Database Analyst Summit
Progress  Report - Oracle Database Analyst SummitProgress  Report - Oracle Database Analyst Summit
Progress Report - Oracle Database Analyst Summit
 
2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage2024 Numerator Consumer Study of Cannabis Usage
2024 Numerator Consumer Study of Cannabis Usage
 
(8264348440) 🔝 Call Girls In Mahipalpur 🔝 Delhi NCR
(8264348440) 🔝 Call Girls In Mahipalpur 🔝 Delhi NCR(8264348440) 🔝 Call Girls In Mahipalpur 🔝 Delhi NCR
(8264348440) 🔝 Call Girls In Mahipalpur 🔝 Delhi NCR
 
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
Call Girls In Sikandarpur Gurgaon ❤️8860477959_Russian 100% Genuine Escorts I...
 
Call Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any TimeCall Girls Miyapur 7001305949 all area service COD available Any Time
Call Girls Miyapur 7001305949 all area service COD available Any Time
 
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
Keppel Ltd. 1Q 2024 Business Update  Presentation SlidesKeppel Ltd. 1Q 2024 Business Update  Presentation Slides
Keppel Ltd. 1Q 2024 Business Update Presentation Slides
 
Case study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detailCase study on tata clothing brand zudio in detail
Case study on tata clothing brand zudio in detail
 

Commercial Sector Applications of GIS

  • 1. Business Operations Intelligence/Data Research Warehousing Geographic Knowledge Information Management Systems
  • 2. Commercial Sector Applications of Geographic Information Systems (GIS) • Where I’ve been • What GIS is and where GIS has been • Where GIS is now • Where GIS is going • Questions
  • 3. Where I’ve Been • Information scientist at CIESIN, a data and research center focused on human interactions in the environment. • Computer science professor at American University (AU); created AU’s first recurring course on GIS. • Senior Research Scientist at University of Illinois; led organization of first campus-wide GIS event • Manager of knowledge and data engineering at Archer Daniels Midland (ADM); led projects showcasing GIS understanding markets, supporting decision making, and respond to opportunities. Justified formation of GIS group to senior executive management.
  • 4. ADM Receives ESRI Special Achievement Award “GIS-based analysis projects include emergency response coordination with local officials, customer relations and logistics optimization. With the vast amount of information needed for daily business operations, GIS technology has proven to be a powerful medium for data visualization.”
  • 5. Where GIS has Been … and What is GIS Anyway? • We can think of GIS as being automated mapping. • More generally, a GIS is a system of computer hardware and software, information, and people for representing, analyzing, and visualizing data about specific places on the Earth. • Origins in the 1960s: • Canada GIS used by Canadian government to marshal natural resource information (Tomlinson) • Harvard Graphics Laboratory (Chrisman, Charting the Unknown)
  • 6. But isn’t ___ a GIS? • A number of web and mobile applications have kinship with GIS – Yahoo! Maps – MapQuest – GoogleMaps/GoogleEarth – Microsoft Bing Maps • So yes, in a sense. But a GIS: – Provides more control over data • Data can stay in-house • Can know what data is used and where it came from – Allows greater customization of what goes on maps and how maps appear – Allows automated processing of large amounts of data – Allows processing of data using specialized, flexible techniques – Allows creation and incorporation of new data
  • 7. Growth of GIS Industry Courtesy of Charles Foundyller - Daratech.
  • 8. GIS Usage Paradigms • Using a GIS to create new data and knowledge means working in the analytical paradigm of cartography. • Example: processing satellite images with a GIS can produce maps showing areas of urban development, areas converted to agricultural production, etc. • Using a GIS to produce effective visualization of existing data means working in the communication paradigm of cartography. • Knowledge management practitioners should help stakeholders understand the potential of both paradigms to contribute to business results. • Work in the analytical paradigm is likely to have the greatest business value, but is more difficult to convey and be deemed credible by management.
  • 9. Selected GIS Representation Paradigms • Raster • Regular grid laid out across area of interest. • Attributes associated with each grid cell. • Example: satellite imagery. • Vector • The x-y coordinates of point features or vertices of lines or polygons are stored. • Attributes associated with each point, line, or polygon. • Example: polygons representing census tracts. • Network • Connections among spatially-referenced road, rail, river segments or other interconnected systems are explicitly represented. • Attributes associated (such as distance, travel time, or cost) with these connections and the nodes (junctions) they connect.
  • 10. Why So Much GIS Activity? • GIS activity is driven in part by advances in technology. Also, consider: • Location is everywhere and place matters, often in a very visceral way. • Much of the data, information, and knowledge we use includes location which provides a framework in which information can be brought together. • Items of interest and the spatial relationships among them are a physical embodiment of knowledge.
  • 11. Location is Everywhere • What do these have in common? – Manufacturing plants – Warehouses and other logistics nodes – Customers and prospects – Competitors – Suppliers and other partners – Employees and potential labor forces – Natural and anthropogenic hazards • They all have locations
  • 12. Location, Location, Location Yet for all the new marketing efforts, Starbucks’s biggest mistakes and greatest challenges boil down to three words: location, location and location. (NYT, July 4, 2008 )
  • 13. Natural and Anthropogenic Hazards • “Five U.S. reactors in quake zones: Map points out at-risk nuke plants” (USA Today, April 11, 2011) • “Total economic impact of a series of *New Madrid Seismic Zone] earthquakes is likely to constitute the highest economic losses due to a natural disaster in the United States” (FEMA) • US EPA EnviroMapper lets you enter your zip code and see maps showing regulated facilities (such as Superfund sites) where you live.
  • 14. Wabash Quake 2008 Map created for April 18, 2008 GIS workshop based on user-generated content collected by USGS within hours of quake.
  • 15. Opportunities Also Have Geographic Dimensions NEW YORK (MarketWatch) 4:01pm 10/02/2007 – Archer Daniels Midland CFO Doug Schmalz said Tuesday the corn and soy bean processing giant would consider buying ethanol …"We have to have properties that will fit within our network. Some plants just wouldn't fit; others might."
  • 16. What does the network look like? (ADM Analyst Day November 8, 2006)
  • 17. ADM’s Competitors Think Geographically as Well
  • 18. Most Data Include Location • Most business data contains geographic dimensions. • Maps should be a part of every business intelligence deployment. • Every business application is location-enabled not just GIS applications. Alan Fuller, Jim Steiner of Oracle speaking at NAVTEQ, March 22, 2011 • Significance We have many information and knowledge assets which may not be labeled “GIS Data” but which nonetheless may see their highest and best use through analysis and communication using GIS.
  • 19. Physical Embodiment of Knowledge • Items of interest and the spatial relationships among them are a physical embodiment of knowledge • When we see a Jimmy John’s sandwich shop in a location, we know that it is likely that the surrounding area meets a number of criteria: • Daytime employee population > 8,000 within a 3 minute drive time, etc. • Residential population > 25,000 within the defined trade area • Median income > $40,000 • Traffic count in front of the location > 25,000 vehicles per day http://www.jimmyjohns.com/franchise/realEstate.aspx • When we see a grain elevator? • … a check cashing facility? • … an intermodal logistics facility? • Those charged with managing the knowledge assets of a firm should recognize alternative embodiments of knowledge and help their firms maximize the value derived from this knowledge.
  • 20. Where is GIS Now?
  • 21. Those in a variety of industries think geographically • ESRI is a leading vendor of geographic information systems software and created a new commercial sales division in 2005 in response to increased interest in the commercial sector. • Discussions with ESRI and review of material from Forrester Research provide additional perspectives.
  • 22. GIS in the Commercial Sector Forrester 2008: “Although previously not a critical priority to the enterprise’s business technology (BT) repertoire, GIS vendors have recently re- architected, repackaged, and repositioned themselves in search of satisfying the enterprise’s needs.” Connaughton and Gaynor “Location-Intelligent Business Solutions Put GIS On The Enterprise Agenda” 1 866/FORRESTER
  • 23. GIS in the Commercial Sector (2) – ESRI sees the greatest interest from: • Property and Casualty Insurance Companies • Retail • Manufacturing • Transportation – Rail – Trucking/Delivery • Financial Services. – Insurance companies have been among the earliest adopters of GIS, due to the ease with which they can measure return on investment. – GIS is moving from departmental use (for example the real estate group in a retailer using GIS to support site selection) to enterprise use (using GIS to manage the facilities once they are built, using GIS to help ‘map’ consumer movement thru stores and plan product placement, analyze supply chain, optimize distribution routes etc.) [ESRI 2008]
  • 24. GIS in the Commercial Sector (3) • ESRI now indicates top areas now also include: – Real estate – Healthcare and Related Industries (e.g. pharmaceuticals) [ESRI 2011] ESRI Satellite Office Chicago, IL 221 North LaSalle Street, Suite 863 Chicago, IL 60601 312-609-0966
  • 25. Example GIS Application Areas • Site Selection • Risk Management • Claims Analysis • Customer Analytics • Territory Creation • Routing • Supply Chain Analysis • Asset Tracking and Monitoring • Customer Service Portals • Regulation / Policy Compliance • Safety and Security • Workforce Management Source: ESRI
  • 26. Examples from Ploughman Portfolio • National crop production and logistics • Detection of development from satellite imagery • Retail site selection • Market zone analysis
  • 27.
  • 28. 2 …and running the same automated processes for both… 1 By examining time series images from 3 two different time …changes over time periods and are readily identified. examining the differences…
  • 29. Retail Site Selection …relevant metrics can be overlaid visually to asses the relative strengths of different areas. See the employment density below. 2 1 Given a set of competing locations for a business and a handful of locations of interest….
  • 30. Commodity Market Zone Analysis Can combine information about logistics networks, costs, and constraints with supply and demand information to estimate: • the zones from which materials will be sourced • the zones to which materials will be delivered • the volume of materials that will flow through a logistics node This method allows the exploration of the consequences of price and capacity changes at various nodes.
  • 31. Where is GIS Going?
  • 32. Trends to Watch • A flood of low-cost geospatial data • Government • Commercial • Social media • The rise of User Generated Content (UGC) in many forms • Open Street Map • Knowledge creation on mobile devices • Convergence of search, business intelligence, and GIS
  • 33. Trends to Watch (2) • New architectures for working with geospatial information • Service Oriented Architecture (SOA) • Don’t move data to your desktop, point your GIS at a geospatial data service • Cloud computing • Mashups (Google, enterprise, etc.) • Neither Google Maps nor Bing Maps are a GIS … until they are. • Developer resources and activities will lead to a tip if data lineage issues and information security issues can be addressed.
  • 34. Trends to Watch (3) • GIS or something like it becomes as much a part of the standard business toolkit as the spreadsheet. Trend driven by: • Ease of use gains • Fundamental geographic nature of business (manufacturing plants, warehouses and other logistics nodes, customers and prospects, competitors, suppliers and other partners, employees and potential labor forces, natural and anthropogenic hazards all have locations) • Arrival of new workforce cohorts
  • 36. A Satisfied Collaborator and his Friend
  • 37. Questions Charles Linville Ploughman Analytics 2021 S First St Suite 206D Champaign, IL 61820 linville@ploughman-analytics.com www.ploughman-analytics.com 217-693-4000