This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.
Aguillo, I. F., Bar-Ilan, J., Levene, M., & Ortega, J. L. (2010). Comparing university rankings. Scientometrics, 85(1), 243–256. doi:10.1007/s11192-010-0190-zAguilloI. F.Bar-IlanJ.LeveneM.OrtegaJ. L.2010Comparing university rankingsScientometrics85124325610.1007/s11192-010-0190-zOpen DOISearch in Google Scholar
Azman, N., & Kutty, F.M. (2016). Impossing global university rankings on local academic culture. Insights from the National University of Malaysia. The global academic rankings game: changing institutional policy, practice and academic life. p.97–123. Edited by Yudkevich, M., Altbach, P.G. and Rumbley, L.E. New York, NY: Routledge 2016.AzmanN.KuttyF.M.2016Impossing global university rankings on local academic cultureInsights from the National University of Malaysia. The global academic rankings game: changing institutional policy, practice and academic life97–123Edited byYudkevichM.AltbachP.G.RumbleyL.E.New York, NYRoutledge2016Search in Google Scholar
Bar-Ilan, J., Levene, M., & Lin, A. (2007). Some measures for comparing citation databases. Journal of Informetrics, 1(1), 26–34. doi:10.1016/j.joi.2006.08.001Bar-IlanJ.LeveneM.LinA.2007Some measures for comparing citation databasesJournal of Informetrics11263410.1016/j.joi.2006.08.001Open DOISearch in Google Scholar
Barra, C., Lagravinese, R., & Zotti, R. (2018). Does econometric methodology matter to rank universities? An analysis of Italian higher education system. Socio-Economic Planning Sciences, 62(2018), 104–120.BarraC.LagravineseR.ZottiR.2018Does econometric methodology matter to rank universities? An analysis of Italian higher education systemSocio-Economic Planning Sciences62201810412010.1016/j.seps.2017.09.002Search in Google Scholar
Billaut, J. C., Bouyssou, D. & Vincke, P. (2010). Should you believe in the Shanghai ranking? An MCDM view. Scientometrics, 84(1), 237–263. doi: 10.1007/s11192-009-0115-xBillautJ. C.BouyssouD.VinckeP.2010Should you believe in the Shanghai ranking? An MCDM viewScientometrics84123726310.1007/s11192-009-0115-xOpen DOISearch in Google Scholar
Bornmann, L., & Moya-Anegón, F. (2011). Some interesting insights from aggregated data published in the World Report SIR 2010. Journal of Informetrics, 5(3), 486–488. doi:10.1016/j.joi.2011.03.005BornmannL.Moya-AnegónF.2011Some interesting insights from aggregated data published in the World Report SIR 2010Journal of Informetrics5348648810.1016/j.joi.2011.03.005Open DOISearch in Google Scholar
Bornmann, L., Mutz, R., & Daniel, H. D. (2013). Multilevel-statistical reformulation of citation-based university rankings: The Leiden ranking 2011/2012. Journal of the American Society for Information Science and Technology, 64(8), 1649–1658. doi:10.1002/asi.22857BornmannL.MutzR.DanielH. D.2013Multilevel-statistical reformulation of citation-based university rankings: The Leiden ranking 2011/2012Journal of the American Society for Information Science and Technology6481649165810.1002/asi.22857Open DOISearch in Google Scholar
Buela-Casal, G., Gutiérrez-Martínez, O., Bermúdez-Sánchez, M. P., & Vadillo-Muñoz, O. (2007). Comparative study of international academic rankings of universities. Scientometrics, 71(3), 349–365. doi:10.1007/s11192-007-1653-8Buela-CasalG.Gutiérrez-MartínezO.Bermúdez-SánchezM. P.Vadillo-MuñozO.2007Comparative study of international academic rankings of universitiesScientometrics71334936510.1007/s11192-007-1653-8Open DOISearch in Google Scholar
Cheng, Y., & Liu, N. C. (2007). Academic ranking of world universities by broad subject fields. Higher Education in Europe, 32(1), 17–29. doi:10.1080/03797720701618849ChengY.LiuN. C.2007Academic ranking of world universities by broad subject fieldsHigher Education in Europe321172910.1080/03797720701618849Open DOISearch in Google Scholar
Dobrota, M., Bulajic., Bornmann, M. L. and Jeremic, V. (2016). Journal of the Association for Information Science and Technology. V 67, N.1 p 200–211.DobrotaM., Bulajic.BornmannM. L.JeremicV.2016Journal of the Association for Information Science and TechnologyV 67N.1200–211Search in Google Scholar
Docampo, D. (2008). Rankings internacionales y calidad de los sistemas universitarios. Revista de Educación, (1), 149–176.DocampoD.2008Rankings internacionales y calidad de los sistemas universitariosRevista de Educación1149176Search in Google Scholar
Docampo, D. (2011). On using the Shanghai ranking to assess the research performance of university systems. Scientometrics, 86(1), 77–92. doi:10.1007/s11192-010-0280-yDocampoD.2011On using the Shanghai ranking to assess the research performance of university systemsScientometrics861779210.1007/s11192-010-0280-yOpen DOISearch in Google Scholar
Docampo, D. (2012). Adjusted sum of institutional scores as an indicator of the presence of university systems in the ARWU ranking. Scientometrics, 90(2), 701–713. doi:10.1007/s11192-011-0490-yDocampoD.2012Adjusted sum of institutional scores as an indicator of the presence of university systems in the ARWU rankingScientometrics90270171310.1007/s11192-011-0490-yOpen DOISearch in Google Scholar
Docampo, D. (2013). Reproducibility of the Shanghai academic ranking of world universities results. Scientometrics, 94(2), 567–587. doi:10.1007/s11192-012-0801-yDocampoD.2013Reproducibility of the Shanghai academic ranking of world universities resultsScientometrics94256758710.1007/s11192-012-0801-yOpen DOISearch in Google Scholar
Guironnet, J.P. & Peypoch, N. (2018). The geographical efficiency of education and research: The ranking of U.S. universities. Socio-Economic Planning Sciences 62(2018), 44–55.GuironnetJ.P.PeypochN.2018The geographical efficiency of education and research: The ranking of U.S. universitiesSocio-Economic Planning Sciences622018445510.1016/j.seps.2017.07.003Search in Google Scholar
Johnes, J., & Yu, L. (2008). Measuring the research performance of Chinese higher education institutions using data envelopment analysis. China Economic Review, 19(4), 679–696. doi:10.1016/j.chieco.2008.08.004JohnesJ.YuL.2008Measuring the research performance of Chinese higher education institutions using data envelopment analysisChina Economic Review19467969610.1016/j.chieco.2008.08.004Open DOISearch in Google Scholar
Kaiser, H. F. (1991). Coefficient alpha for a principal component and the Kaiser-guttman rule. Psychological Reports, 68(3), 855–858. doi:10.2466/pr0.1991.68.3.855KaiserH. F.1991Coefficient alpha for a principal component and the Kaiser-guttman rulePsychological Reports68385585810.2466/pr0.1991.68.3.855Open DOISearch in Google Scholar
Kauppi, Niilo (2018) The global ranking game: Narrowing academic excellence through numerical objectification, Studies in Higher Education, 43(10), 1750–1762. doi: 10.1080/03075079. 2018.1520416KauppiNiilo2018The global ranking game: Narrowing academic excellence through numerical objectification, Studies in Higher Education43101750176210.1080/03075079.2018.1520416Open DOISearch in Google Scholar
Kempkes, G., & Pohl, C. (2010). The efficiency of German universities–some evidence from nonparametric and parametric methods. Applied Economics, 42(16), 2063–2079. doi: 10.1080/00036840701765361KempkesG.PohlC.2010The efficiency of German universities–some evidence from nonparametric and parametric methodsApplied Economics42162063207910.1080/00036840701765361Open DOISearch in Google Scholar
Kutner, M. H., Nachtsheim, C. J., Neter, J., & Li, W. (2005). Applied linear statistical models (4th ed.).KutnerM. H.NachtsheimC. J.NeterJ.LiW.2005Applied linear statistical models (4th ed.)Search in Google Scholar
Liang, K. Y., & Zeger, S. L. (1993). Regression analysis for correlated data. Annual Review of Public Health, 14(1), 43–68. doi:10.1146/annurev.pu.14.050193.000355LiangK. Y.ZegerS. L.1993Regression analysis for correlated dataAnnual Review of Public Health141436810.1146/annurev.pu.14.050193.0003558323597Open DOISearch in Google Scholar
Lim, M. A., & Øerberg, J. W. (2017) Active instruments:On the use of university rankings in developing national systems of higher education. Policy Reviews in Higher Education, 1(1), 91–108. doi: 10.1080/23322969.2016.1236351LimM. A.ØerbergJ. W.2017Active instruments:On the use of university rankings in developing national systems of higher educationPolicy Reviews in Higher Education119110810.1080/23322969.2016.1236351Open DOISearch in Google Scholar
Liu, N. C., Cheng, Y., & Liu, L. (2005). Academic ranking of world universities using scientometrics—A comment to the “Fatal Attraction.” Scientometrics, 64(1), 101–109. doi:10.1007/s11192-005-0241-zLiuN. C.ChengY.LiuL.2005Academic ranking of world universities using scientometrics—A comment to the “Fatal Attraction” Scientometrics64110110910.1007/s11192-005-0241-zOpen DOISearch in Google Scholar
Liu, N. C., & Cheng, Y. (2005). The academic ranking of world universities. Higher Education in Europe, 30(2), 127–136. doi:10.1080/03797720500260116LiuN. C.ChengY.2005The academic ranking of world universitiesHigher Education in Europe30212713610.1080/03797720500260116Open DOISearch in Google Scholar
Marginson, S. (2007). Global university rankings: Implications in general and for Australia. Journal of Higher Education Policy and Management, 29(2), 131–142. doi:10.1080/1360080 0701351660MarginsonS.2007Global university rankings: Implications in general and for AustraliaJournal of Higher Education Policy and Management29213114210.1080/13600800701351660Open DOISearch in Google Scholar
Marginson, S., & van der Wende, M. (2007). To rank or to be ranked: The impact of global rankings in higher education. Journal of Studies in International Education, 11(3–4), 306–329. doi:10.1177/1028315307303544MarginsonS.van der WendeM.2007To rank or to be ranked: The impact of global rankings in higher educationJournal of Studies in International Education113–430632910.1177/1028315307303544Open DOISearch in Google Scholar
Millot, B. (2015). International rankings: Universities vs. higher education systems. International Journal of Educational Development, 40, 156–165.MillotB.2015International rankings: Universities vs. higher education systemsInternational Journal of Educational Development4015616510.1016/j.ijedudev.2014.10.004Search in Google Scholar
Musselin, C. (2018). New forms of competition in higher education. Socio-Economic Review, 16(3), 657–683. doi: 10.1093/ser/mwy033MusselinC.2018New forms of competition in higher educationSocio-Economic Review16365768310.1093/ser/mwy033Open DOISearch in Google Scholar
Neter, J., Kutner, M. H., Nachtsheim, C. J., & Wasserman, W. (1996). Applied linear statistical models (Vol. 4). Irwin Chicago.NeterJ.KutnerM. H.NachtsheimC. J.WassermanW.1996Applied linear statistical models (Vol. 4)Irwin ChicagoSearch in Google Scholar
Ordorika, I., & Lloyd, M. (2015) International rankings and the contest for university hegemony. Journal of Education Policy, 30(3), 385–405. doi:10.1080/02680939.2014.979247OrdorikaI.LloydM.2015International rankings and the contest for university hegemonyJournal of Education Policy30338540510.1080/02680939.2014.979247Open DOISearch in Google Scholar
Peña Sánchez de Rivera, D. (2002). Análisis de datos multivariantes. Madrid [etc.] McGraw-Hill.Peña Sánchez de RiveraD.2002Análisis de datos multivariantesMadrid[etc.]McGraw-HillSearch in Google Scholar
Rhaiem, M. (2017). Measurement and determinants of academic research efficiency: A systematic review of the evidence. Scientometrics 110(2), 581–615. Retrieved from https://doi-org.ez67.periodicos.capes.gov.br/10.1007/s11192-016-2173-1RhaiemM.2017Measurement and determinants of academic research efficiency: A systematic review of the evidenceScientometrics1102581615Retrieved fromhttps://doi-org.ez67.periodicos.capes.gov.br/10.1007/s11192-016-2173-110.1007/s11192-016-2173-1Search in Google Scholar
Rousseeuw, P. J., & Leroy, A. M. (2003). Robust regression and outlier detection. Hoboken, NJ: Wiley-Interscience.RousseeuwP. J.LeroyA. M.2003Robust regression and outlier detectionHoboken, NJWiley-InterscienceSearch in Google Scholar
Safón, V. (2013). What do global university rankings really measure? The search for the X factor and the X entity. Scientometrics, 97(2), 223–244. doi:10.1007/s11192-013-0986-8SafónV.2013What do global university rankings really measure? The search for the X factor and the X entityScientometrics97222324410.1007/s11192-013-0986-8Open DOISearch in Google Scholar
Shin, J. C., & Toutkoushian, R. K. (2011). The past, present, and future of university rankings. In J. C. Shin, R. K. Toutkoushian, & U. Teichler (Eds.), University Rankings (pp. 1–16). Dordrecht: Springer Netherlands. Retrieved from http://www.springerlink.com/index/10.1007/978-94-007-1116-7_1ShinJ. C.ToutkoushianR. K.2011The past, present, and future of university rankingsShinJ. C.ToutkoushianR. K.TeichlerU.University Rankings116DordrechtSpringer NetherlandsRetrieved fromhttp://www.springerlink.com/index/10.1007/978-94-007-1116-7_110.1007/978-94-007-1116-7Search in Google Scholar
Van Raan, A. F. J. (2005). Fatal attraction: Conceptual and methodological problems in the ranking of universities by bibliometric methods. Scientometrics, 62(1), 133–143. doi: 10.1007/s11192-005-0008-6VanRaanF. J.A.2005Fatal attraction: Conceptual and methodological problems in the ranking of universities by bibliometric methodsScientometrics62113314310.1007/s11192-005-0008-6Open DOISearch in Google Scholar
Van Vught, F. A., & Ziegele, F. (2012a). Concluding Remarks. In F. A. van Vught & F. Ziegele (Eds.), Multidimensional Ranking (Vol. 37, pp. 179–189). Dordrecht: Springer Netherlands. Retrieved from http://link.springer.com/10.1007/978-94-007-3005-2_11VanVughtA.F.ZiegeleF.2012aConcluding Remarksvan VughtF. A.ZiegeleF.Multidimensional Ranking37179189DordrechtSpringer NetherlandsRetrieved fromhttp://link.springer.com/10.1007/978-94-007-3005-2_1110.1007/978-94-007-3005-2_11Search in Google Scholar
Van Vught, F. A., & Ziegele, F. (Eds.). (2012b). Multidimensional Ranking (Vol. 37). Dordrecht: Springer Netherlands. Retrieved from http://link.springer.com/10.1007/978-94-007-3005-2VanVughtA.F.ZiegeleF.2012bMultidimensional Ranking (Vol. 37)DordrechtSpringer NetherlandsRetrieved fromhttp://link.springer.com/10.1007/978-94-007-3005-2Search in Google Scholar
Verardi, V. & Croux, C. (2009). Robust regression in stata. The Stata Journal, 9(3), 439–453.VerardiV.CrouxC.2009Robust regression in stataThe Stata Journal9343945310.1177/1536867X0900900306Search in Google Scholar
Waltman, L., Calero-Medina, C., Kosten, J., Noyons, E.C.M., Tijssen, R.J.W., Van Eck, N.J., Van Leeuwen, T.N., Van Raan, A.F.J., Visser, M.S., & Wouters, P. (2012). The Leiden ranking 2011/2012: Data collection, indicators, and interpretation. Journal of the American Society for Information Science and Technology, 63(12), 2419–2432. doi:10.1002/asi.22708WaltmanL.Calero-MedinaC.KostenJ.NoyonsE.C.M.TijssenR.J.W.Van EckN.J.Van LeeuwenT.N.Van RaanA.F.J.VisserM.S.WoutersP.2012The Leiden ranking 2011/2012: Data collection, indicators, and interpretationJournal of the American Society for Information Science and Technology63122419243210.1002/asi.22708Open DOISearch in Google Scholar
Zhang, L., Bao, W. & Sun, L. (2016). Resources and research production in higher education: A longitudinal analysis of Chinese universities, 2000–2010. Research in Higher Education, 57(7), 869–891.ZhangL.BaoW.SunL.2016Resources and research production in higher education: A longitudinal analysis of Chinese universities, 2000–2010Research in Higher Education57786989110.1007/s11162-016-9410-6Search in Google Scholar
