Official data sources for the 2016-2017 Global Snapshot are provided below.


American Community Survey, 2014 5-Year Estimates

Pennsylvania Refugee Resettlement Program

United States Department of State, Bureau of Population, Refugees and Migration


Institute of International Education, Open Doors Data (2015)

NASFA, Association of International Educators, 2014-15

Pittsburgh Public Schools


Pittsburgh Regional Alliance

United States Department of Labor, Employment and Training Administration

Living & Working in Pittsburgh

Bureau of Labor Statistics, 2010 and 2015 Occupational Employment Survey

National Venture Capital Association, American Community Survey 2014 5-year estimates

Small Business Administration, 2011-2012 Survey

US Patent and Trademark Office, American Community Survey 2014 5-year estimates

Pittsburgh’s Green Transformation

Green Building Alliance

Pittsburgh Today

PNC Financial Services

US Green Building Council, 2016

Visit Pittsburgh