1. (NACE) National Association of Colleges and Employers (2014). Job Outlook 2015. Retrieved from: https://www.umuc.edu/upload/NACE-Job-Outlook-2015.pdf . (Accessed 17 July 2015).
2. [AAAS] American Association for the Advancement of Science (2011). Vision and change in undergraduate biology education: a call to action. Final report of a national conference organized by AAAS with support from the National Science Foundation; 2009 Jul 15–17; Washington, DC. http://visionandchange.org/files/2013/11/aaas-VISchange-web1113.pdf . (Accessed 5 Dec 2013).
3. [ED/IES] Department of Education, Institute of Education Sciences, National Center for Education Statistics (US). 2013 Nov. STEM attrition: college students’ paths into and out of STEM fields. Statistical Analysis Report. NCES 2014–001. Washington, DC: ED. Available from: http://nces.ed.gov/pubs2014/2014001rev.pdf . Accessed 5 Dec 2013.
4. [NSB] National Science Board. (2010). Preparing the next generation of STEM innovators: identifying and developing our nation’s human capital. Arlington: National Science Foundation.
5. Aguirre, K. M., Balser, T. C., Jack, T., Marley, K. E., Miller, K. G., Osgood, M. P., Pape- Lindstrom, P. A., & Romano, S. L. (2013). PULSE vision & change rubrics. CBE Life Science Education, 12(4), 579–581. doi: 10.1187/cbe.13-09-0183 .