TY - BOOK AU - Archer, L. AU - Hutchings, M. AU - Ross, A. PY - 2005 DA - 2005// TI - Higher education and social class: issues of exclusion and inclusion PB - Routledge CY - London UR - https://doi.org/10.4324/9780203986943 DO - 10.4324/9780203986943 ID - Archer2005 ER - TY - JOUR AU - Reay, D. AU - Davies, J. AU - David, M. AU - Ball, S. J. PY - 2001 DA - 2001// TI - Choices of degree or degrees of choice? Class, ‘race’ and the higher education choice process JO - Sociol VL - 35 ID - Reay2001 ER - TY - JOUR AU - Sewell, W. i. l. l. i. a. m. H. AU - Shah, V. i. m. a. l. P. PY - 1967 DA - 1967// TI - Socioeconomic Status, Intelligence, and the Attainment of Higher Education JO - Sociology of Education VL - 40 UR - https://doi.org/10.2307/2112184 DO - 10.2307/2112184 ID - Sewell1967 ER - TY - JOUR AU - Goyette, K. A. AU - Mullen, A. L. PY - 2006 DA - 2006// TI - Who studies the arts and sciences? Social background and the choice and consequences of undergraduate field of study JO - J High Educ VL - 77 UR - https://doi.org/10.1353/jhe.2006.0020 DO - 10.1353/jhe.2006.0020 ID - Goyette2006 ER - TY - JOUR AU - Barone, C. PY - 2011 DA - 2011// TI - Some things never change: gender segregation in higher education across eight nations and three decades JO - Sociol Educ VL - 84 UR - https://doi.org/10.1177/0038040711402099 DO - 10.1177/0038040711402099 ID - Barone2011 ER - TY - CHAP AU - Hendley, A. AU - Charles, M. PY - 2015 DA - 2015// TI - Gender segregation in higher education BT - Emerging trends in the social and behavioral sciences: an interdisciplinary, searchable, and linkable resource ID - Hendley2015 ER - TY - JOUR AU - Stoet, G. AU - Geary, D. C. PY - 2018 DA - 2018// TI - The gender-equality paradox in science, technology, engineering, and mathematics education JO - Psychol Sci VL - 29 UR - https://doi.org/10.1177/0956797617741719 DO - 10.1177/0956797617741719 ID - Stoet2018 ER - TY - JOUR AU - O’Dea, R. AU - Lagisz, M. AU - Jennions, M. AU - Nakagawa, S. PY - 2018 DA - 2018// TI - Gender differences in individual variation in academic grades fail to fit expected patterns for stem JO - Nat Commun VL - 9 UR - https://doi.org/10.1038/s41467-018-06292-0 DO - 10.1038/s41467-018-06292-0 ID - O’Dea2018 ER - TY - JOUR AU - Boudarbat, B. PY - 2008 DA - 2008// TI - Field of study choice by community college students in Canada JO - Econ Educ Rev VL - 27 UR - https://doi.org/10.1016/j.econedurev.2006.06.001 DO - 10.1016/j.econedurev.2006.06.001 ID - Boudarbat2008 ER - TY - JOUR AU - Centola, D. AU - Eguíluz, V. M. AU - Macy, M. W. PY - 2007 DA - 2007// TI - Cascade dynamics of complex propagation JO - Phys A, Stat Mech Appl VL - 374 UR - https://doi.org/10.1016/j.physa.2006.06.018 DO - 10.1016/j.physa.2006.06.018 ID - Centola2007 ER - TY - JOUR AU - Holmegaard, H. T. AU - Madsen, L. M. AU - Ulriksen, L. PY - 2014 DA - 2014// TI - To choose or not to choose science: constructions of desirable identities among young people considering a STEM higher education programme JO - Int J Sci Educ VL - 36 UR - https://doi.org/10.1080/09500693.2012.749362 DO - 10.1080/09500693.2012.749362 ID - Holmegaard2014 ER - TY - JOUR AU - Wilkes, L. AU - Cowin, L. AU - Johnson, M. PY - 2015 DA - 2015// TI - The reasons students choose to undertake a nursing degree JO - Collegian VL - 22 UR - https://doi.org/10.1016/j.colegn.2014.01.003 DO - 10.1016/j.colegn.2014.01.003 ID - Wilkes2015 ER - TY - JOUR AU - Tuijl, C. AU - Molen, J. H. W. PY - 2016 DA - 2016// TI - Study choice and career development in STEM fields: an overview and integration of the research JO - Int J Technol Des Educ VL - 26 UR - https://doi.org/10.1007/s10798-015-9308-1 DO - 10.1007/s10798-015-9308-1 ID - Tuijl2016 ER - TY - JOUR AU - Wiswall, M. AU - Zafar, B. PY - 2014 DA - 2014// TI - Determinants of college major choice: identification using an information experiment JO - Rev Econ Stud VL - 82 UR - https://doi.org/10.1093/restud/rdu044 DO - 10.1093/restud/rdu044 ID - Wiswall2014 ER - TY - JOUR AU - Trautwein, U. AU - Lüdtke, O. PY - 2007 DA - 2007// TI - Epistemological beliefs, school achievement, and college major: a large-scale longitudinal study on the impact of certainty beliefs JO - Contemp Educ Psychol VL - 32 UR - https://doi.org/10.1016/j.cedpsych.2005.11.003 DO - 10.1016/j.cedpsych.2005.11.003 ID - Trautwein2007 ER - TY - JOUR AU - Porter, S. R. AU - Umbach, P. D. PY - 2006 DA - 2006// TI - College major choice: an analysis of person–environment fit JO - Res High Educ VL - 47 UR - https://doi.org/10.1007/s11162-005-9002-3 DO - 10.1007/s11162-005-9002-3 ID - Porter2006 ER - TY - BOOK AU - Schelling, T. C. PY - 2006 DA - 2006// TI - Micromotives and macrobehavior PB - Norton CY - New York ID - Schelling2006 ER - TY - JOUR AU - Conte, R. AU - Gilbert, N. AU - Bonelli, G. AU - Cioffi-Revilla, C. AU - Deffuant, G. AU - Kertész, J. AU - Loreto, V. AU - Moat, S. AU - Nadal, J. -. P. AU - Sanchez, A. PY - 2012 DA - 2012// TI - Manifesto of computational social science JO - Eur Phys J Spec Top VL - 214 UR - https://doi.org/10.1140/epjst/e2012-01697-8 DO - 10.1140/epjst/e2012-01697-8 ID - Conte2012 ER - TY - JOUR AU - Lazer, D. AU - Pentland, A. S. AU - Adamic, L. AU - Aral, S. AU - Barabási, A. -. L. AU - Brewer, D. AU - Christakis, N. AU - Contractor, N. AU - Fowler, J. AU - Gutmann, M. PY - 2009 DA - 2009// TI - Life in the network: the coming age of computational social science JO - Science VL - 323 UR - https://doi.org/10.1126/science.1167742 DO - 10.1126/science.1167742 ID - Lazer2009 ER - TY - JOUR AU - Maroulis, S. AU - Guimera, R. AU - Petry, H. AU - Stringer, M. J. AU - Gomez, L. M. AU - Amaral, L. AU - Wilensky, U. PY - 2010 DA - 2010// TI - Complex systems view of educational policy research JO - Science VL - 330 UR - https://doi.org/10.1126/science.1195153 DO - 10.1126/science.1195153 ID - Maroulis2010 ER - TY - JOUR AU - Watts, D. J. PY - 2013 DA - 2013// TI - Computational social science: exciting progress and future directions JO - The Bridge on Frontiers of Engineering VL - 43 ID - Watts2013 ER - TY - STD TI - Jacobson MJ (2015) Education as a complex system: implications for educational research and policy. Model Complex Syst Public Policies, 301–316 ID - ref22 ER - TY - JOUR AU - Daniel, B. PY - 2015 DA - 2015// TI - Big Data and analytics in higher education: opportunities and challenges JO - Br J Educ Technol VL - 46 UR - https://doi.org/10.1111/bjet.12230 DO - 10.1111/bjet.12230 ID - Daniel2015 ER - TY - CHAP AU - Baker, R. S. AU - Inventado, P. S. PY - 2014 DA - 2014// TI - Educational data mining and learning analytics BT - Learning analytics PB - Springer CY - New York ID - Baker2014 ER - TY - JOUR AU - Baker, R. PY - 2018 DA - 2018// TI - Understanding college students’ major choices using social network analysis JO - Res High Educ VL - 59 UR - https://doi.org/10.1007/s11162-017-9463-1 DO - 10.1007/s11162-017-9463-1 ID - Baker2018 ER - TY - CHAP AU - Schneider, S. L. PY - 2013 DA - 2013// TI - The international standard classification of education 2011 BT - Class and stratification analysis PB - Emerald Group Publishing Limited CY - Montreal UR - https://doi.org/10.1108/S0195-6310(2013)0000030017 DO - 10.1108/S0195-6310(2013)0000030017 ID - Schneider2013 ER - TY - STD TI - Schneider SL (2008) The International Standard Classification of Education (ISCED-97): an Evaluation of Content and Criterion Validity for 15 European Countries Montreal. MZES ID - ref27 ER - TY - JOUR AU - Leenders, R. T. A. PY - 2002 DA - 2002// TI - Modeling social influence through network autocorrelation: constructing the weight matrix JO - Soc Netw VL - 24 UR - https://doi.org/10.1016/S0378-8733(01)00049-1 DO - 10.1016/S0378-8733(01)00049-1 ID - Leenders2002 ER - TY - JOUR AU - Portela, M. AU - Areal, N. AU - Sa, C. AU - Alexandre, F. AU - Cerejeira, J. AU - Carvalho, A. AU - Rodrigues, A. PY - 2008 DA - 2008// TI - Evaluating student allocation in the Portuguese public higher education system JO - J High Educ VL - 56 UR - https://doi.org/10.1007/s10734-007-9097-x DO - 10.1007/s10734-007-9097-x ID - Portela2008 ER - TY - JOUR AU - Ronen, S. AU - Gonçalves, B. AU - Hu, K. Z. AU - Vespignani, A. AU - Pinker, S. AU - Hidalgo, C. A. PY - 2014 DA - 2014// TI - Links that speak: the global language network and its association with global fame JO - Proc Natl Acad Sci VL - 111 UR - https://doi.org/10.1073/pnas.1410931111 DO - 10.1073/pnas.1410931111 ID - Ronen2014 ER - TY - JOUR AU - Hidalgo, C. A. AU - Blumm, N. AU - Barabási, A. -. L. AU - Christakis, N. A. PY - 2009 DA - 2009// TI - A dynamic network approach for the study of human phenotypes JO - PLoS Comput Biol VL - 5 UR - https://doi.org/10.1371/journal.pcbi.1000353 DO - 10.1371/journal.pcbi.1000353 ID - Hidalgo2009 ER - TY - CHAP AU - Porter, M. A. PY - 2018 DA - 2018// TI - An undergraduate mathematics course on networks BT - Network science in education PB - Springer CY - Cham UR - https://doi.org/10.1007/978-3-319-77237-0_1 DO - 10.1007/978-3-319-77237-0_1 ID - Porter2018 ER - TY - CHAP AU - Sayama, H. PY - 2018 DA - 2018// TI - Mapping the curricular structure and contents of network science courses BT - Network science in education PB - Springer CY - Cham UR - https://doi.org/10.1007/978-3-319-77237-0_7 DO - 10.1007/978-3-319-77237-0_7 ID - Sayama2018 ER - TY - JOUR AU - Guillaume, J. L. AU - Latapy, M. PY - 2006 DA - 2006// TI - Bipartite graphs as models of complex networks JO - Phys A, Stat Mech Appl VL - 371 UR - https://doi.org/10.1016/j.physa.2006.04.047 DO - 10.1016/j.physa.2006.04.047 ID - Guillaume2006 ER - TY - JOUR AU - Gotelli, N. J. PY - 2000 DA - 2000// TI - Null model analysis of species co-occurrence patterns JO - Ecology VL - 81 UR - https://doi.org/10.1890/0012-9658(2000)081[2606:NMAOSC]2.0.CO;2 DO - 10.1890/0012-9658(2000)081[2606:NMAOSC]2.0.CO;2 ID - Gotelli2000 ER - TY - JOUR AU - Bollen, J. AU - Van de Sompel, H. AU - Hagberg, A. AU - Bettencourt, L. AU - Chute, R. AU - Rodriguez, M. A. AU - Balakireva, L. PY - 2009 DA - 2009// TI - Clickstream data yields high-resolution maps of science JO - PLoS ONE VL - 4 UR - https://doi.org/10.1371/journal.pone.0004803 DO - 10.1371/journal.pone.0004803 ID - Bollen2009 ER - TY - JOUR AU - Guevara, M. R. AU - Hartmann, D. AU - Aristarán, M. AU - Mendoza, M. AU - Hidalgo, C. A. PY - 2016 DA - 2016// TI - The research space: using the career paths of scholars to predict the evolution of the research output of individuals, institutions, and nations JO - Scientometrics VL - 109 UR - https://doi.org/10.1007/s11192-016-2125-9 DO - 10.1007/s11192-016-2125-9 ID - Guevara2016 ER - TY - JOUR AU - Iii, F. M. S. AU - Marshall, C. C. AU - Furuta, R. AU - Brenner, D. A. AU - Hsieh, H. -. w. AU - Kumar, V. PY - 1997 DA - 1997// TI - Using networked information to create educational guided paths JO - Int J Educ Telecommun VL - 3 ID - Iii1997 ER - TY - CHAP AU - Shipman, F. AU - Marshall, C. AU - Furuta, R. AU - Brenner, D. AU - Hsieh, H. -. w. AU - Kumar, V. PY - 1996 DA - 1996// TI - Creating educational guided paths over the world-wide web BT - Proceedings of Ed-Telecom ID - Shipman1996 ER - TY - STD TI - Waugh A (2016) Meta-majors: an essential first step on the path to college completion. Jobs for the Future ID - ref40 ER - TY - JOUR AU - Blondel, V. D. AU - Guillaume, J. -. L. AU - Lambiotte, R. AU - Lefebvre, E. PY - 2008 DA - 2008// TI - Fast unfolding of communities in large networks JO - J Stat Mech Theory Exp VL - 2008 UR - https://doi.org/10.1088/1742-5468/2008/10/P10008 DO - 10.1088/1742-5468/2008/10/P10008 ID - Blondel2008 ER - TY - BOOK AU - Hazelkorn, E. PY - 2015 DA - 2015// TI - Rankings and the reshaping of higher education: the battle for world-class excellence PB - Springer CY - Berlin UR - https://doi.org/10.1057/9781137446671 DO - 10.1057/9781137446671 ID - Hazelkorn2015 ER - TY - JOUR AU - Machin, S. AU - Murphy, R. PY - 2017 DA - 2017// TI - Paying out and crowding out? The globalization of higher education JO - J Econ Geogr VL - 17 UR - https://doi.org/10.1093/jeg/lbx006 DO - 10.1093/jeg/lbx006 ID - Machin2017 ER - TY - BOOK AU - Killick, D. PY - 2014 DA - 2014// TI - Developing the global student: higher education in an era of globalization PB - Routledge CY - London UR - https://doi.org/10.4324/9781315764801 DO - 10.4324/9781315764801 ID - Killick2014 ER - TY - STD TI - Yelland R (2011) The globalisation of higher education. OECD Observer 287 ID - ref45 ER - TY - JOUR AU - Gabay-Egozi, L. AU - Shavit, Y. AU - Yaish, M. PY - 2014 DA - 2014// TI - Gender differences in fields of study: the role of significant others and rational choice motivations JO - Eur Sociol Rev VL - 31 UR - https://doi.org/10.1093/esr/jcu090 DO - 10.1093/esr/jcu090 ID - Gabay-Egozi2014 ER - TY - JOUR AU - Sá, C. AU - Florax, R. J. AU - Rietveld, P. PY - 2006 DA - 2006// TI - Does accessibility to higher education matter? Choice behaviour of high school graduates in the Netherlands JO - Spatial Econ Anal VL - 1 UR - https://doi.org/10.1080/17421770601009791 DO - 10.1080/17421770601009791 ID - Sá2006 ER - TY - STD TI - Lourenço D, Sá C et al (2018) Spatial competition for students: what does (not) matter? Technical report, Universidade do Porto, Faculdade de Economia do Porto ID - ref48 ER - TY - JOUR AU - Bouwel, L. AU - Veugelers, R. PY - 2013 DA - 2013// TI - The determinants of student mobility in Europe: the quality dimension JO - Eur J Higher Educ VL - 3 UR - https://doi.org/10.1080/21568235.2013.772345 DO - 10.1080/21568235.2013.772345 ID - Bouwel2013 ER - TY - JOUR AU - Flannery, D. AU - Cullinan, J. PY - 2014 DA - 2014// TI - Where they go, what they do and why it matters: the importance of geographic accessibility and social class for decisions relating to higher education institution type, degree level and field of study JO - Appl Econ VL - 46 UR - https://doi.org/10.1080/00036846.2014.916392 DO - 10.1080/00036846.2014.916392 ID - Flannery2014 ER - TY - JOUR AU - Suhonen, T. PY - 2014 DA - 2014// TI - Field-of-study choice in higher education: does distance matter? JO - Spatial Econ Anal VL - 9 UR - https://doi.org/10.1080/17421772.2014.961533 DO - 10.1080/17421772.2014.961533 ID - Suhonen2014 ER - TY - JOUR AU - Walsh, S. AU - Flannery, D. AU - Cullinan, J. PY - 2015 DA - 2015// TI - Geographic accessibility to higher education on the island of Ireland JO - Ir Educ Stud VL - 34 UR - https://doi.org/10.1080/03323315.2015.1010302 DO - 10.1080/03323315.2015.1010302 ID - Walsh2015 ER - TY - BOOK AU - Surowiecki, J. PY - 2005 DA - 2005// TI - The wisdom of crowds PB - Anchor CY - New York ID - Surowiecki2005 ER - TY - STD TI - Pereira PT, Wemans L (2015) Portugal and the global financial crisis: short-sighted politics, deteriorating public finances and the bailout imperative. The Global Financial Crisis and Its Budget Impacts in OECD Nations: Fiscal Responses and Future Challenges pp 231–254 ID - ref54 ER - TY - BOOK AU - Pedroso, P. PY - 2014 DA - 2014// TI - Portugal and the global crisis. The impact of austerity on the economy, the social model and the performance of the state PB - Friedrich–Ebert–Stiftung CY - Berlin ID - Pedroso2014 ER - TY - STD TI - Vansteenkiste I (2017) Did the crisis permanently scar the portuguese labour market? Evidence from a Markov-switching beveridge curve analysis. Technical report, ECB Working Paper ID - ref56 ER - TY - JOUR AU - Pearl, J. PY - 2003 DA - 2003// TI - Causality: models, reasoning, and inference JO - Econom Theory VL - 19 UR - https://doi.org/10.1017/S0266466603004110 DO - 10.1017/S0266466603004110 ID - Pearl2003 ER - TY - JOUR AU - Simões, C. AU - Soares, A. M. PY - 2010 DA - 2010// TI - Applying to higher education: information sources and choice factors JO - Stud Higher Educ VL - 35 UR - https://doi.org/10.1080/03075070903096490 DO - 10.1080/03075070903096490 ID - Simões2010 ER -