Target Industry Cluster Analysis Indiana 15 Regional Planning Commission, Indiana Table of contents 01 02 03 Overview Industry Cluster Analysis Target Industry Clusters 01 overview Indiana 15 Regional Planning Commission Region, IN Overview Indiana 15 Regional Planning Commission Region The Indiana 15 Regional Planning Commission Region is comprised of six Indiana counties. I-64 passes through the central part of the region connecting to I-55 to the west and I-65 to the east. Crawford Dubois Orange Perry Pike Spencer section 01 4 02 industry cluster analysis Indiana 15 Regional Planning Commission Region, IN Industry cluster analysis How to interpret cluster data results The graph’s four quadrants tell a different story for each cluster. Contains clusters that are more concentrated in the region but are declining (negative growth). These clusters typically fall into the lower quadrant as job losses cause a decline in concentration. Mature Top left (strong but declining) Transforming Contains clusters that are under-represented in the region (low concentration) and are also losing jobs. Clusters in this region may indicate a gap in the workforce pipeline if local industries anticipate a future need. In general, clusters in this quadrant show a lack of competitiveness. Bottom left (weak and declining) Contains clusters that are more concentrated in the region and are growing. These clusters are strengths that help a region stand out from the competition. Small, high-growth clusters Top right can be expected to become more dominant over time. (strong and Stars advancing) Emerging Contains clusters that are under-represented in the Bottom right region but are growing, often (weak but quickly. If growth trends advancing) continue, these clusters will eventually move into the top right quadrant. Clusters in this quadrant are considered emerging strengths for the region. section 02 Modified from: http://www.charlestonregionaldata.com/bubble-chart-explanation/ 6 Industry and occupation Industry cluster bubble chart 10 Mature Star Forest & Wood Prod.; 10.31; 10,095 9 ≈ Glass & Ceramics; 2.19; 257 ≈ Transforming 190 % 200 % Emerging section 02 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). Note: Label includes cluster name, LQ 2014, and Employment 2014; NAICS 2012 definitions 7 Industry and occupation Manufacturing sub-cluster bubble chart Mature Star Transforming Emerging Note: Elec. Equip., App. & Comp. Mfg. has too few jobs. section 02 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). Note: Label includes cluster name, LQ 2014, and Employment 2014; NAICS 2012 definition 8 Industry cluster analysis Mature Clusters Star Clusters Arts, Ent, Rec. & Visitor Industries (1.26; 3,531) Transportation & Logistics (1.14; 2,469) Level of Specialization Computer & Electronic Product Mfg. (1.29; 523) Forest & Wood Products (10.31; 10,095) Primary Metal Manufacturing (8.29; 1,294) Transportation Equipment Mfg. (3.68; 2,204) Apparel & Textiles (2.73; 1,378) Agribusiness, Food Processing & Tech (2.59; 5,240) Glass & Ceramics (2.19; 257) Manufacturing Supercluster (2.14; 4,949) Mining (1.95; 396) Chemicals (1.80; 1,496) Advanced Materials (1.76; 3,589) Fabricated Metal Product Mfg. (1.01; 563) Percent Growth in Specialization Transforming Clusters Emerging Clusters Energy(Fossil & Renewable) (0.98; 3,610) Defense & Security (0.57; 1,646) Biomed/Biotechnical (Life Science) (0.78; 4,164) Elec. Equip., App. & Component Mfg. (0.15; 23) Machinery Manufacturing (0.76; 341) Printing & Publishing (0.58; 681) Information Technology & Telecom. (0.44; 1,184) Business & Financial Services (0.39; 3,585) Education & Knowledge Creation (0.34; 538) Note: Elec. Equip., App. & Comp. Mfg. has too few jobs. section 02 NOTE: The first number after each cluster represents its location quotient while the second number represents the number of total jobs (full and part time jobs by place of work) in that cluster in the region in 2014. The clusters are sorted in decreasing order by location quotient. 9 Industry and occupation Bubble chart interpretation Mature Industries Star Industries Three industry clusters in the Indiana 15 Regional Planning Commission (RPC) Region are in the Maturing stage: Computer & Electronic Product Mfg.; Arts, Entertainment, Recreation & Visitor Industries; and Transportation & Logistics. These industries are relatively concentrated, but their growth is trending downward. It is worth noting, however, that the Indiana 15 RPC Region may find it worthwhile to invest in efforts to shore up the concentration of these industries. Star industry clusters are highly concentrated, exporting and still experiencing growth in the region. The most highly concentrated of the Star industry clusters in the Indiana 15 RPC Region is Forest & Wood Products . Its location quotient is 10.31, indicating that the cluster is 10 times more concentrated in the region compared to the U.S. The other strong clusters in the region are Primary Metal Manufacturing, Transportation Equipment Manufacturing, Apparel & Textiles, Agribusiness, Food Processing & Technology, Glass & Ceramics. Transforming Industries Transforming clusters capture the mix of industries that are experiencing relative decline and limited export capability. In the Indiana 15 RPC Region, Energy, Biomed/Biotechnical (Life Science), Machinery Mfg., Printing & Publishing, Information Technology & Telecom., Business & Financial Services, Education & Knowledge Creation, are all Transforming clusters. Any amount of growth in these industries would require relatively large investments. section 02 Emerging Industries Industry clusters that may be poised for future growth are classified as “Emerging.” There are two Emerging clusters in the Indiana 15 RPC Region: Defense & Security and Electric Equipment, Appliances & Component Manufacturing. Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 10 03 target industry cluster Manufacturing Supercluster Arts, Entertainment, Recreation And Visitor Industries Energy Information Technology And Telecommunications Shift-Share Analysis by Top Industry Sectors: 15 Regional Planning Commission, IN Manufacturing Supercluster Industries National Trend, 20092014 Industry Trend, 20092014 Cumulative Expected Growth Regional Performance, 2009-2014 1,160 59 245 304 82 930 53 3 56 172 617 35 -31 4 151 523 55 3 58 -259 389 304 15 22 -8 2 7 24 181 -17 195 0 0 0 195 123 13 -7 6 -62 121 7 13 20 14 84 4 4 8 20 82 3 1 4 41 66 5 14 19 -23 58 48 4 5 2 2 6 7 4 -24 48 4 4 8 -5 Jobs 2014 Motor Vehicle Transmission and Power Train Parts Manufacturing Iron Foundries Motor Vehicle Brake System Manufacturing Printed Circuit Assembly (Electronic Assembly) Manufacturing Ship Building and Repairing Rolled Steel Shape Manufacturing Electroplating, Plating, Polishing, Anodizing, and Coloring Sawmill, Woodworking, and Paper Machinery Manufacturing Machine Shops All Other Miscellaneous General Purpose Machinery Manufacturing All Other Miscellaneous Fabricated Metal Product Manufacturing Cutting Tool and Machine Tool Accessory Manufacturing Aluminum Foundries (except Die-Casting) Plate Work Manufacturing Metal Coating, Engraving (except Jewelry and Silverware), and Allied Services to Manufacturers Note: Upward arrow ( ) indicates regional competitiveness. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 12 Top 15 Inputs by Dollars: 15 Regional Planning Commission, IN Manufacturing Supercluster Estimated Input ($ Millions), 2013 Industries Iron and Steel Mills and Ferroalloy Manufacturing * % In-Region % Out of Region $103.35 0% 100% Corporate, Subsidiary, and Regional Managing Offices $81.51 6% 94% Machine Shops $26.35 3% 97% Custom Roll Forming ** $23.63 0% 100% Iron Foundries $16.25 42% 58% Motor Vehicle Metal Stamping ** $16.22 0% 100% Printed Circuit Assembly (Electronic Assembly) Manufacturing $15.89 48% 52% Semiconductor and Related Device Manufacturing ** $15.28 0% 100% Wholesale Trade Agents and Brokers $14.88 5% 95% Nonferrous Metal Die-Casting Foundries ** $11.11 0% 100% $9.72 0% 100% $9.15 0% 100% Rolled Steel Shape Manufacturing $7.99 47% 53% Bolt, Nut, Screw, Rivet, and Washer Manufacturing ** $7.60 0% 100% Aluminum Foundries (except Die-Casting) $7.35 3% 97% Iron and Steel Pipe and Tube Manufacturing from Purchased Steel ** Lessors of Nonfinancial Intangible Assets (except Copyrighted Works) ** Note: * industry sector has less than 10 jobs as calculated by EMSI; ** industry sector is not present in the region. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 13 Top 15 Inputs by Dollars: 15 Regional Planning Commission, IN Manufacturing Supercluster Note: ** industry sector is not present in the region. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 14 Top Occupations: 15 Regional Planning Commission, IN Manufacturing Supercluster Occupations Jobs 2014 % Change, Median Hourly 2009-2014 Earnings, $ 2014 Entry Level Education Team Assemblers Welders, Cutters, Solderers, and Brazers First-Line Supervisors of Production and Operating Workers 534 243 37% 19% $10.7 $15.3 High school diploma or equivalent High school diploma or equivalent 190 30% $23.3 Postsecondary non-degree award Machinists 178 32% $16.9 High school diploma or equivalent 177 42% $14.8 High school diploma or equivalent 169 27% $14.7 High school diploma or equivalent 119 25% $15.3 High school diploma or equivalent 116 114 109 104 104 -17% 37% 43% 33% 22% $31.7 $19.3 $10.7 $21.3 $33.3 Associate's degree High school diploma or equivalent Less than high school High school diploma or equivalent Bachelor's degree 97 17% $12.7 High school diploma or equivalent 93 90 31% 15% $12.0 $27.1 High school diploma or equivalent Bachelor's degree Computer-Controlled Machine Tool Operators, Metal and Plastic Inspectors, Testers, Sorters, Samplers, and Weighers Molding, Coremaking, and Casting Machine Setters, Operators, and Tenders, Metal and Plastic Electrical and Electronics Engineering Technicians Industrial Machinery Mechanics Grinding and Polishing Workers, Hand Tool and Die Makers Mechanical Engineers Cutting, Punching, and Press Machine Setters, Operators, and Tenders, Metal and Plastic Foundry Mold and Coremakers Industrial Engineers Note: SOC (Standard Occupation Classification) 5-digit occupations are included by jobs in 2014. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 15 Shift-Share Analysis by Top Industry Sectors: 15 Regional Planning Commission, IN Arts, Entertainment, Recreation And Visitor Industries National Trend, 20092014 Industry Trend, 20092014 Cumulative Expected Growth 1,160 716 423 105 56 37 -87 57 1 18 113 38 -248 -14 -98 Independent Artists, Writers, and Performers 193 11 5 16 32 Skiing Facilities Golf Courses and Country Clubs Sports Teams and Clubs Fitness and Recreational Sports Centers RV (Recreational Vehicle) Parks and Campgrounds Theater Companies and Dinner Theaters Radio Stations 147 116 112 100 10 12 3 9 10 -5 12 4 20 7 15 13 -8 -51 53 -27 81 10 11 21 -66 62 48 3 3 3 -2 6 1 22 10 All Other Amusement and Recreation Industries 41 2 5 7 4 Other Spectator Sports Nature Parks and Other Similar Institutions All Other Traveler Accommodation 38 38 32 3 2 1 2 0 2 5 2 3 -5 13 21 Industries Jobs 2014 Casino Hotels Amusement and Theme Parks Hotels (except Casino Hotels) and Motels Regional Performance, 2009-2014 Note: Upward arrow ( ) indicates regional competitiveness. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 16 Top 15 Inputs by Dollars: 15 Regional Planning Commission, IN Arts, Entertainment, Recreation And Visitor Industries Estimated Input ($ Millions), 2013 Industries Corporate, Subsidiary, and Regional Managing Offices Lessors of Residential Buildings and Dwellings Lessors of Nonresidential Buildings (except Miniwarehouses) Advertising Agencies Television Broadcasting * Cheese Manufacturing Offices of Lawyers Offices of Real Estate Agents and Brokers Sports Teams and Clubs Lessors of Nonfinancial Intangible Assets (except Copyrighted Works) ** Independent Artists, Writers, and Performers Administrative Management and General Management Consulting Services Temporary Help Services Other Activities Related to Real Estate Internet Publishing and Broadcasting and Web Search Portals % In-Region % Out of Region $8.50 $2.34 $2.15 $1.81 $1.81 $1.79 $1.68 $1.65 $1.46 2% 17% 19% 3% 3% 7% 7% 15% 9% 98% 83% 81% 97% 97% 93% 93% 85% 91% $1.40 0% 100% $1.38 13% 87% $1.19 4% 96% $1.18 $1.15 $1.15 28% 12% 0% 72% 88% 100% Note: * industry sector has less than 10 jobs as calculated by EMSI; ** industry sector is not present in the region. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 17 Top 15 Inputs by Dollars: 15 Regional Planning Commission, IN Arts, Entertainment, Recreation And Visitor Industries Note: ** industry sector is not present in the region. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 18 Top Occupations: 15 Regional Planning Commission, IN Arts, Entertainment, Recreation And Visitor Industries Occupations Jobs 2014 % Change, Median Hourly 2009-2014 Earnings, $ 2014 Amusement and Recreation Attendants Maids and Housekeeping Cleaners Waiters and Waitresses 309 254 161 -4% -14% -13% $8.4 $7.9 $8.8 Hotel, Motel, and Resort Desk Clerks 142 -15% $8.8 Janitors and Cleaners, Except Maids and Housekeeping Cleaners 138 -10% $9.6 Gaming Dealers 117 -12% $8.4 Cooks, Restaurant Cashiers 97 90 -13% -11% $8.9 $8.6 Maintenance and Repair Workers, General 87 -12% $16.6 Bartenders 74 -13% $9.3 Musicians and Singers 69 33% $15.1 Ushers, Lobby Attendants, and Ticket Takers Recreation Workers 61 56 5% 17% $9.4 $10.3 Security Guards 52 -7% $9.9 Landscaping and Groundskeeping Workers 52 -12% $10.2 Entry Level Education Less than high school Less than high school Less than high school High school diploma or equivalent Less than high school High school diploma or equivalent Less than high school Less than high school High school diploma or equivalent Less than high school High school diploma or equivalent Less than high school Bachelor's degree High school diploma or equivalent Less than high school Note: SOC (Standard Occupation Classification) 5-digit occupations are included by jobs in 2014. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 19 Shift-Share Analysis by Top Industry Sectors: 15 Regional Planning Commission, IN Energy (Fossil And Renewable) Industries National Trend, 20092014 Industry Trend, 20092014 Cumulative Expected Growth Regional Performance, 2009-2014 564 392 360 328 50 30 33 19 -238 -13 -35 18 -188 17 -2 37 95 -22 -72 39 316 25 -9 16 -35 312 37 -59 -22 -151 238 22 -17 5 -62 167 16 29 45 -83 122 11 -19 -8 -20 122 102 91 72 69 66 15 7 3 4 6 10 -29 32 -5 -3 -5 -3 -14 39 -2 1 1 7 -58 -31 49 12 -5 -71 Jobs 2014 Fossil Fuel Electric Power Generation Gasoline Stations with Convenience Stores Bituminous Coal Underground Mining Crude Petroleum and Natural Gas Extraction Plumbing, Heating, and Air-Conditioning Contractors Water and Sewer Line and Related Structures Construction Electrical Contractors and Other Wiring Installation Contractors Power and Communication Line and Related Structures Construction Other Heavy and Civil Engineering Construction Bituminous Coal and Lignite Surface Mining Electric Power Distribution Fuel Dealers Other Gasoline Stations Petroleum Bulk Stations and Terminals Engineering Services Note: Upward arrow ( ) indicates regional competitiveness. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 20 Top 15 Inputs by Dollars: 15 Regional Planning Commission, IN Energy (Fossil And Renewable) Estimated Input ($ Millions), 2013 Industries % In-Region % Out of Region Petroleum Refineries ** $39.46 0% 100% Bituminous Coal Underground Mining $19.69 77% 23% Bituminous Coal and Lignite Surface Mining $15.24 62% 38% Rail transportation $14.06 15% 85% Crude Petroleum and Natural Gas Extraction $8.80 1% 99% Corporate, Subsidiary, and Regional Managing Offices $6.34 5% 95% Offices of Lawyers $5.03 8% 92% Oil and Gas Field Machinery and Equipment Manufacturing ** $3.80 0% 100% Wholesale Trade Agents and Brokers $3.51 4% 96% Engineering Services $3.49 8% 92% All Other Professional, Scientific, and Technical Services $3.29 13% 87% Freight Transportation Arrangement $2.82 4% 96% Ready-Mix Concrete Manufacturing $2.63 15% 85% Support Activities for Oil and Gas Operations * $2.47 1% 99% Lessors of Nonfinancial Intangible Assets (except copyrighted works)** $2.33 0% 100% Note: * industry sector has less than 10 jobs as calculated by EMSI; ** industry sector is not present in the region. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 21 Top 15 Inputs by Dollars: 15 Regional Planning Commission, IN Energy (Fossil And Renewable) Note: ** industry sector is not present in the region. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 22 Top Occupations: 15 Regional Planning Commission, IN Energy (Fossil And Renewable) Occupations Jobs 2014 Cashiers Construction Laborers Electricians Operating Engineers and Other Construction Equipment Operators First-Line Supervisors of Construction Trades and Extraction Workers Plumbers, Pipefitters, and Steamfitters Electrical Power-Line Installers and Repairers Power Plant Operators Heavy and Tractor-Trailer Truck Drivers Automotive and Watercraft Service Attendants Heating, Air Conditioning, and Refrigeration Mechanics and Installers Electrical and Electronics Engineering Technicians First-Line Supervisors of Retail Sales Workers Managers, All Other General and Operations Managers % Change, 2009-2014 Median Hourly Earnings, $ 2014 Entry Level Education 255 145 130 2% -26% -19% $8.6 $14.1 $20.7 Less than high school Less than high school High school diploma or equivalent 125 -23% $20.2 High school diploma or equivalent 120 -12% $21.5 High school diploma or equivalent 91 90 82 77 69 -13% -10% -13% -5% 5% $21.4 $34.0 $40.4 $17.5 $9.1 High school diploma or equivalent High school diploma or equivalent High school diploma or equivalent Postsecondary non-degree award Less than high school 69 1% $16.0 Postsecondary non-degree award 66 64 62 59 -14% 0% 15% -21% $31.7 $13.1 $15.8 $33.8 Associate's degree High school diploma or equivalent High school diploma or equivalent Bachelor's degree Note: SOC (Standard Occupation Classification) 5-digit occupations are included by jobs in 2014. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 23 Shift-Share Analysis by Top Industry Sectors: 15 Regional Planning Commission, IN Information Technology And Telecommunications Industries Jobs 2014 National Trend, 20092014 Industry Trend, 20092014 Cumulative Expected Growth Regional Performance, 2009-2014 Printed Circuit Assembly (Electronic Assembly) Manufacturing 523 55 3 58 -259 Electrical Contractors and Other Wiring Installation Contractors 238 22 -17 5 -62 Wired Telecommunications Carriers 193 13 -15 -2 17 Computer Systems Design Services 100 7 10 17 -5 Custom Computer Programming Services 44 3 6 9 -11 Software Publishers 26 0 1 1 18 Motor and Generator Manufacturing 23 0 0 0 20 Computer and Computer Peripheral Equipment and Software Merchant Wholesalers 11 1 -1 0 -7 Note: Upward arrow ( ) indicates regional competitiveness. EMSI shows insufficient job numbers (< 10 jobs) for Data Processing, Hosting, and Related Services; Satellite Telecommunications; Software and Other Prerecorded Compact Disc, Tape, and Record Reproducing; Other Electronic Parts and Equipment Merchant Wholesalers; Telecommunications Resellers; ; and R&D in the Physical, Engineering, and Life Sciences (except Biotechnology), etc. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 24 Top 15 Inputs by Dollars: 15 Regional Planning Commission, IN Information Technology And Telecommunications Estimated Input ($ Millions), 2013 Industries % In-Region % Out of Region Printed Circuit Assembly (Electronic Assembly) Manufacturing $14.10 51% 49% Semiconductor and Related Device Manufacturing ** $13.56 0% 100% Wired Telecommunications Carriers $10.64 54% 46% Corporate, Subsidiary, and Regional Managing Offices $6.13 12% 88% Other Electronic Component Manufacturing ** $4.63 0% 100% Motion Picture and Video Production * $4.53 1% 99% Cable and Other Subscription Programming ** $3.72 0% 100% Offices of Lawyers $2.72 10% 90% Wholesale Trade Agents and Brokers $2.69 7% 93% Bare Printed Circuit Board Manufacturing ** $2.10 0% 100% Independent Artists, Writers, and Performers $1.61 12% 88% Engineering Services $1.51 13% 87% Software Publishers $1.48 1% 99% Electronic Connector Manufacturing ** $1.39 0% 100% Copper Rolling, Drawing, Extruding, and Alloying ** $1.38 0% 100% Note: * industry sector has less than 10 jobs as calculated by EMSI; ** industry sector is not present in the region. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 25 Top 15 Inputs by Dollars: 15 Regional Planning Commission, IN Information Technology And Telecommunications Note: ** industry sector is not present in the region. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 26 Top Occupations: 15 Regional Planning Commission, IN Information Technology And Telecommunications Occupations Jobs 2014 % Change, 2009-2014 Median Hourly Earnings, $ 2014 Entry Level Education Electrical and Electronics Engineering Technicians Electricians Electronics Engineers, Except Computer Unclassified Occupation Electrical and Electronic Equipment Assemblers 95 95 91 65 55 -24% -21% -19% 261% -26% $31.7 $20.7 $40.0 $13.0 $10.9 Associate's degree High school diploma or equivalent Bachelor's degree N/A High school diploma or equivalent Team Assemblers 29 -22% $10.7 High school diploma or equivalent Telecommunications Equipment Installers and Repairers, Except Line Installers 28 -13% $26.4 Postsecondary non-degree award 23 -26% $14.7 High school diploma or equivalent 20 19 19 18 18 16 16 -20% -27% 12% 6% -36% 0% -16% $20.0 $27.1 $27.9 $23.7 $15.5 $14.1 $13.6 High school diploma or equivalent Bachelor's degree Bachelor's degree Bachelor's degree Associate's degree Less than high school High school diploma or equivalent Inspectors, Testers, Sorters, Samplers, and Weighers Telecommunications Line Installers and Repairers Industrial Engineers Computer Systems Analysts Computer Programmers Semiconductor Processors Construction Laborers Customer Service Representatives Note: SOC (Standard Occupation Classification) 5-digit occupations are included by jobs in 2014. section 03 Source: EMSI Class of Worker 2014.4 (QCEW, non-QCEW, self-employed and extended proprietors). 27 Report Contributors This report was prepared by the Purdue Center for Regional Development, in partnership with the Southern Rural Development Center and USDA Rural Development, in support of the Stronger Economies Together program. Report Authors Data Analysis Report Design Bo Beaulieu, PhD Indraneel Kumar, PhD Andrey Zhalnin, PhD Ayoung Kim Francisco Scott Tyler Wright This report was supported, in part, by grant from the USDA Rural Development through the auspices of the Southern Rural Development Center. It was produced in support of the Stronger Economies Together (SET) program. 28 For more information, please contact: The Purdue Center for Regional Development (PCRD) seeks to pioneer new ideas and strategies that contribute to regional collaboration, innovation and prosperity. Dr. Bo Beaulieu, PCRD Director: ljb@purdue.edu Or 765-494-7273 September 2015