<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1665-6423</journal-id>
<journal-title><![CDATA[Journal of applied research and technology]]></journal-title>
<abbrev-journal-title><![CDATA[J. appl. res. technol]]></abbrev-journal-title>
<issn>1665-6423</issn>
<publisher>
<publisher-name><![CDATA[Universidad Nacional Autónoma de México, Instituto de Ciencias Aplicadas y Tecnología]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1665-64232014000100006</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[Measuring the Institutional Efficiency Using DEA and AHP: the Case of a Mexican University]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Altamirano-Corro]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Peniche Vera]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Universidad Autónoma de Querétaro Facultad de Ingeniería ]]></institution>
<addr-line><![CDATA[Querétaro ]]></addr-line>
<country>México</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2014</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2014</year>
</pub-date>
<volume>12</volume>
<numero>1</numero>
<fpage>63</fpage>
<lpage>71</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_arttext&amp;pid=S1665-64232014000100006&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_abstract&amp;pid=S1665-64232014000100006&amp;lng=en&amp;nrm=iso"></self-uri><self-uri xlink:href="http://www.scielo.org.mx/scielo.php?script=sci_pdf&amp;pid=S1665-64232014000100006&amp;lng=en&amp;nrm=iso"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[There is a general interest in the study of schemes for the measurement of the efficiency of universities, which generates demand but at the same time is controversial because of the complexity of the problem. This problem is associated with the highly combinatorial characteristics that occur when facing the selection of the proper combination of the attributes, namely inputs and outputs. This investigation proposes an approach to measure the institutional efficiency in higher educational institutions combining Analytic Hierarchy Process (AHP) with Data Envelopment Analysis (DEA). Both methods are frequently used independently, on a global level in areas such as government, business, industry, health care and education. The use of the two methodologies as an evaluation tool is novel and very useful in institutional efficiency studies where results already exist, in order to obtain and confirm important equivalences. The use of the proposed approach is demonstrated using the Queretaro State University-Universidad Autónoma de Querétaro (UAQ)-as a case study.]]></p></abstract>
<abstract abstract-type="short" xml:lang="es"><p><![CDATA[Hay un interés general en el estudio de los esquemas para la medición de la eficiencia en las universidades, que genera demanda y al mismo tiempo controversia debido a la complejidad del problema, asociada al carácter altamente combinatorio que se presenta para la seleccionar la combinación adecuada de los múltiples atributos (inputs y outputs). En esta investigación se propone un enfoque para medir la eficiencia institucional en la educación superior combinando el Proceso de Jerarquía Analítica (PJA) con el Análisis Envolvente de datos (AED). Actualmente, ambas metodologías son usadas ampliamente de manera independiente, a nivel mundial en áreas, tales como gobierno, negocios, industria, atención de salud y educación. El uso conjunto de las dos metodologías constituye una herramienta novedosa y es muy útil para estudios de eficiencia institucional, ya que los resultados que arroja permiten obtener y confirmar equivalencias importantes. La utilización del enfoque propuesto es ilustrada con el caso de la Universidad Autónoma de Querétaro (UAQ).]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[data envelopment analysis]]></kwd>
<kwd lng="en"><![CDATA[analytic hierarchy process]]></kwd>
<kwd lng="en"><![CDATA[linear programming]]></kwd>
<kwd lng="en"><![CDATA[efficiency]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[  	    <p align="center"><font face="verdana" size="4"><b>Measuring the Institutional Efficiency Using DEA and AHP: the Case of a Mexican University</b></font></p>  	    <p align="center"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="center"><font face="verdana" size="2"><b>A. Altamirano&#45;Corro*, R. Peniche Vera</b></font></p>  	    <p align="center"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><i>Facultad de Ingenier&iacute;a &#45; Posgrado Universidad Aut&oacute;noma de Quer&eacute;taro Quer&eacute;taro, Qro. M&eacute;xico.</i> *<a href="mailto:jaaltami@gmail.com">jaaltami@gmail.com</a></font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Abstract</b></font></p>  	    <p align="justify"><font face="verdana" size="2">There is a general interest in the study of schemes for the measurement of the efficiency of universities, which generates demand but at the same time is controversial because of the complexity of the problem. This problem is associated with the highly combinatorial characteristics that occur when facing the selection of the proper combination of the attributes, namely inputs and outputs. This investigation proposes an approach to measure the institutional efficiency in higher educational institutions combining Analytic Hierarchy Process (AHP) with Data Envelopment Analysis (DEA). Both methods are frequently used independently, on a global level in areas such as government, business, industry, health care and education. The use of the two methodologies as an evaluation tool is novel and very useful in institutional efficiency studies where results already exist, in order to obtain and confirm important equivalences. The use of the proposed approach is demonstrated using the Queretaro State University&#45;Universidad Aut&oacute;noma de Quer&eacute;taro (UAQ)&#45;as a case study.</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Keywords:</b> data envelopment analysis, analytic hierarchy process, linear programming, efficiency.</font></p>  	    ]]></body>
<body><![CDATA[<p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><b>Resumen</b></font></p>  	    <p align="justify"><font face="verdana" size="2">Hay un inter&eacute;s general en el estudio de los esquemas para la medici&oacute;n de la eficiencia en las universidades, que genera demanda y al mismo tiempo controversia debido a la complejidad del problema, asociada al car&aacute;cter altamente combinatorio que se presenta para la seleccionar la combinaci&oacute;n adecuada de los m&uacute;ltiples atributos (inputs y outputs). En esta investigaci&oacute;n se propone un enfoque para medir la eficiencia institucional en la educaci&oacute;n superior combinando el Proceso de Jerarqu&iacute;a Anal&iacute;tica (PJA) con el An&aacute;lisis Envolvente de datos (AED). Actualmente, ambas metodolog&iacute;as son usadas ampliamente de manera independiente, a nivel mundial en &aacute;reas, tales como gobierno, negocios, industria, atenci&oacute;n de salud y educaci&oacute;n. El uso conjunto de las dos metodolog&iacute;as constituye una herramienta novedosa y es muy &uacute;til para estudios de eficiencia institucional, ya que los resultados que arroja permiten obtener y confirmar equivalencias importantes. La utilizaci&oacute;n del enfoque propuesto es ilustrada con el caso de la Universidad Aut&oacute;noma de Quer&eacute;taro (UAQ).</font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><a href="/pdf/jart/v12n1/v12n1a6.pdf" target="_blank">DESCARGAR ART&Iacute;CULO EN FORMATO PDF</a></font></p>  	    <p align="justify"><font face="verdana" size="2">&nbsp;</font></p>  	    <p align="justify"><font face="verdana" size="2"><b><i>References</i></b></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;1&#93; Koontz, H. &amp; Weinrich, H., Management. A Global Perspective, 12th ed., Ed. McGraw&#45;Hill, 2012.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843311&pid=S1665-6423201400010000600001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;2&#93; Martin, E., Efficiency and Quality in the Current Education Context in Europe: an application of the data envelopment analysis methodology to performance assessment of departments within the University of Zaragoza, Quality in Higher Education, Vol. 12, No 1, April, 2006, pp. 57&#45;79.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843313&pid=S1665-6423201400010000600002&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;3&#93; Colbert, A., Levary, R. &amp; Shaner, M., Determining the relative efficiency of MBA programs using DEA, European Journal of Operational Research 125, 2000, pp. 656&#45;69.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843315&pid=S1665-6423201400010000600003&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;4&#93; Johnes, G., Performance indicators in higher education: a survey of recent work, Oxford Review of Economic Policy, 8(2), 1992, pp. 19&#45;34.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843317&pid=S1665-6423201400010000600004&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;5&#93; Saaty, T.L., A scaling method for priorities in hierarchical structures, Journal of Mathematical Psychology, 15(3), 1977, pp. 234&#45;281.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843319&pid=S1665-6423201400010000600005&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;6&#93; Saaty, T.L., The Analytic Hierarchy Process, New York, McGraw&#45;Hill, 1998.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843321&pid=S1665-6423201400010000600006&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;7&#93; Saaty, T.L., Decision Making for Leaders, Belmont, CA, Lifetime Learning Publications, Division of Wadsworth, 1982.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843323&pid=S1665-6423201400010000600007&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;8&#93; Vaidya, O. &amp; Kumar, S., Analytic hierarchy process: An Overview of applications, European Journal of Operational Research, vol. 169, pp. 1&#45;29, 2006.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843325&pid=S1665-6423201400010000600008&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;9&#93; Ho, W., Integrated analytic hierarchy process and its applications &#45;A literature review. European Journal of Operational Research, vol. 186, pp. 211&#45;228, 2008.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843327&pid=S1665-6423201400010000600009&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;10&#93; Sipahi, S., &amp; Timor, M., The analytic hierarchy process and analytic network process: an overview of applications. Management Decision, vol. 48, pp. 775&#45;808, 2010.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843329&pid=S1665-6423201400010000600010&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;11&#93;I&#231;, Y. T., &amp; Yurdakul, M., Development of a decision support system for machining center selection. Expert Systems with Applications, 36, 3505&#45;3513, 2009.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843331&pid=S1665-6423201400010000600011&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;12&#93; Labib, A. W., A supplier selection model: a comparison of fuzzy logic and the analytic hierarchy process. International Journal of Production Research, 2011.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843333&pid=S1665-6423201400010000600012&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;13&#93; Kahraman, C., &amp; Kaya, I., A fuzzy multicriteria methodology for selection among energy alternatives. Expert Systems with Applications, vol. 37(9), 2010, pp. 6270&#45;6281.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843335&pid=S1665-6423201400010000600013&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;14&#93; Lee, S. H., Using fuzzy AHP to develop intelectual capital evaluation model for assessing their performance contribution in a university. Expert Systems with Applications, vol. 37(7), 2010, pp. 4941&#45;4947.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843337&pid=S1665-6423201400010000600014&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;15&#93; L&oacute;pez, C. &amp; Salmeron, J.L., Ranking risks in ambient intelligence projects, Journal of Applied Research and Technology, vol. 9 (3), 2011, pp. 419&#45;429.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843339&pid=S1665-6423201400010000600015&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <p align="justify"><font face="verdana" size="2">&#91;16&#93; Tian, J. &amp; Yan, Z.F., Fuzzy Analytic Hierarchy Process for Risk Assessment to General&#45;assembling of Satellite, vol. 11 (4), pp. 568&#45;577, 2013.</font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;17&#93; Charnes, A., Cooper, W. &amp; Rhodes, E., Measuring the Efficiency of Decision Making Units, European Journal of Operational Research, 2(6), 1978, pp. 429&#45;444. 18.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843342&pid=S1665-6423201400010000600016&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    ]]></body>
<body><![CDATA[<!-- ref --><p align="justify"><font face="verdana" size="2">&#91;18&#93; Rhodes, E. &amp; Southwick, L., Determinants of Efficiency in Public and Private Universities, Department of Economics, University of South Carolina, 1986.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843344&pid=S1665-6423201400010000600017&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;19&#93; McMillan, M. &amp; Datta, D., The relative efficiencies of Canadian universities: a DEA perspective, Canadian Public Policy, Vol. 24, No. 4, 1998, pp. 485&#45;511.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843346&pid=S1665-6423201400010000600018&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;20&#93; Ng, Y.C. &amp; Li, S.K., Measuring the research performance of Chinese higher education institutions: an application of data envelopment analysis, Education Economics, Vol. 8, No. 2, 2000, pp. 139&#45;56.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843348&pid=S1665-6423201400010000600019&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;21&#93; Abbot, M. &amp; Doucouliagos, C., The efficiency of Australian universities: a data envelopment analysis, Economics of Education Review, 22, 2003, pp. 89&#45;97.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843350&pid=S1665-6423201400010000600020&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;22&#93; Bougnol, M. &amp; Dula, J., Validating DEA as a ranking tool: An application of DEA to assess performance in higher education, Ann Oper Res, Vol. 145, 2006, pp. 339&#45;365.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843352&pid=S1665-6423201400010000600021&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    ]]></body>
<body><![CDATA[<!-- ref --><p align="justify"><font face="verdana" size="2">&#91;23&#93; Figueiredo de Franca, J., de Figueiredo, J. &amp; dos Santos, J., A DEA Methodology to evaluate the impact of information asymmetry on the efficiency of not&#45;for&#45;profit organizations with an application to higher education in Brazil, Ann. Oper. Res., Vol. 173, No. 1, 2010, pp&#45;39&#45;56.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843354&pid=S1665-6423201400010000600022&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;24&#93; Sav, T., Data Envelopment Analysis of Productivity Changes in Higher Education For&#45;profit Enterprises Compared to Non&#45;profits, International Business Research, Vol. 5, No. 9, 2012.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843356&pid=S1665-6423201400010000600023&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;25&#93; Sigler, L., The relative of the public institutions on economics research in Mexico City. In: Emrouznejad A, Podinovski V, editors. Proceedings of DEA 2004, Birmingham, UK.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843358&pid=S1665-6423201400010000600024&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;26&#93; G&uuml;emes&#45;Castorena, D., A DEA Decision Making Model for Higher Education Funding. The Case of Mexico's Public State Universities, VDM Verlag Dr. M&uuml;ller, 2008.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843360&pid=S1665-6423201400010000600025&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;27&#93; Expert Choice, Inc., Expert Choice for Windows', Version 11.0, Pittsburgh, PA., 2004.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843362&pid=S1665-6423201400010000600026&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    ]]></body>
<body><![CDATA[<!-- ref --><p align="justify"><font face="verdana" size="2">&#91;28&#93; Zhu, J., Quantitative Models for Performance Evaluation and Benchmarking. Data Envelopment Analysis with Spreadsheets, Springer, 2009.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843364&pid=S1665-6423201400010000600027&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;29&#93; Seiford, L.M. &amp; Zhu, J., Modeling Undesirable Factors in Efficiency Evaluation, European Journal of Operational Research, Vol. 142, No. 1, 2002, pp. 16&#45;20.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843366&pid=S1665-6423201400010000600028&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;30&#93; DEAFrontier, (2009), 'DEAFrontier DEA add&#45;in for Microsoft Excel', Worcester, MA.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843368&pid=S1665-6423201400010000600029&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>  	    <!-- ref --><p align="justify"><font face="verdana" size="2">&#91;31&#93; G&uuml;emes&#45;Castorena, D., A DEA Decision Making Model for Higher Education Funding. The Case of Mexico's Public State Universities, VDM Verlag Dr. M&uuml;ller, 2008.    &nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=4843370&pid=S1665-6423201400010000600030&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --></font></p>      ]]></body><back>
<ref-list>
<ref id="B1">
<label>1</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Koontz]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
<name>
<surname><![CDATA[Weinrich]]></surname>
<given-names><![CDATA[H.]]></given-names>
</name>
</person-group>
<source><![CDATA[Management. A Global Perspective]]></source>
<year>2012</year>
<edition>12</edition>
<publisher-name><![CDATA[Ed. McGraw-Hill]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B2">
<label>2</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Martin]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Efficiency and Quality in the Current Education Context in Europe: an application of the data envelopment analysis methodology to performance assessment of departments within the University of Zaragoza]]></article-title>
<source><![CDATA[Quality in Higher Education]]></source>
<year>Apri</year>
<month>l,</month>
<day> 2</day>
<volume>12</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>57-79</page-range></nlm-citation>
</ref>
<ref id="B3">
<label>3</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Colbert]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Levary]]></surname>
<given-names><![CDATA[R.]]></given-names>
</name>
<name>
<surname><![CDATA[Shaner]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Determining the relative efficiency of MBA programs using DEA]]></article-title>
<source><![CDATA[European Journal of Operational Research]]></source>
<year>2000</year>
<volume>125</volume>
<page-range>656-69</page-range></nlm-citation>
</ref>
<ref id="B4">
<label>4</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Johnes]]></surname>
<given-names><![CDATA[G.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Performance indicators in higher education: a survey of recent work]]></article-title>
<source><![CDATA[Oxford Review of Economic Policy]]></source>
<year>1992</year>
<volume>8</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>19-34</page-range></nlm-citation>
</ref>
<ref id="B5">
<label>5</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saaty]]></surname>
<given-names><![CDATA[T.L.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A scaling method for priorities in hierarchical structures]]></article-title>
<source><![CDATA[Journal of Mathematical Psychology]]></source>
<year>1977</year>
<volume>15</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>234-281</page-range></nlm-citation>
</ref>
<ref id="B6">
<label>6</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saaty]]></surname>
<given-names><![CDATA[T.L.]]></given-names>
</name>
</person-group>
<source><![CDATA[The Analytic Hierarchy Process]]></source>
<year>1998</year>
<publisher-loc><![CDATA[New York ]]></publisher-loc>
<publisher-name><![CDATA[McGraw-Hill]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B7">
<label>7</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Saaty]]></surname>
<given-names><![CDATA[T.L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Decision Making for Leaders]]></source>
<year>1982</year>
<publisher-loc><![CDATA[Belmont^eCA CA]]></publisher-loc>
<publisher-name><![CDATA[Lifetime Learning Publications, Division of Wadsworth]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B8">
<label>8</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Vaidya]]></surname>
<given-names><![CDATA[O.]]></given-names>
</name>
<name>
<surname><![CDATA[Kumar]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Analytic hierarchy process: An Overview of applications]]></article-title>
<source><![CDATA[European Journal of Operational Research]]></source>
<year>2006</year>
<volume>169</volume>
<page-range>1-29</page-range></nlm-citation>
</ref>
<ref id="B9">
<label>9</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ho]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Integrated analytic hierarchy process and its applications -A literature review]]></article-title>
<source><![CDATA[European Journal of Operational Research]]></source>
<year>2008</year>
<volume>186</volume>
<page-range>211-228</page-range></nlm-citation>
</ref>
<ref id="B10">
<label>10</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sipahi]]></surname>
<given-names><![CDATA[S.]]></given-names>
</name>
<name>
<surname><![CDATA[Timor]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[The analytic hierarchy process and analytic network process: an overview of applications]]></article-title>
<source><![CDATA[Management Decision]]></source>
<year>2010</year>
<volume>48</volume>
<page-range>775-808</page-range></nlm-citation>
</ref>
<ref id="B11">
<label>11</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Iç]]></surname>
<given-names><![CDATA[Y. T.]]></given-names>
</name>
<name>
<surname><![CDATA[Yurdakul]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Development of a decision support system for machining center selection]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2009</year>
<volume>36</volume>
<page-range>3505-3513</page-range></nlm-citation>
</ref>
<ref id="B12">
<label>12</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Labib]]></surname>
<given-names><![CDATA[A. W.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A supplier selection model: a comparison of fuzzy logic and the analytic hierarchy process]]></article-title>
<source><![CDATA[International Journal of Production Research]]></source>
<year>2011</year>
</nlm-citation>
</ref>
<ref id="B13">
<label>13</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Kahraman]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Kaya]]></surname>
<given-names><![CDATA[I.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A fuzzy multicriteria methodology for selection among energy alternatives]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2010</year>
<volume>37</volume>
<numero>9</numero>
<issue>9</issue>
<page-range>6270-6281</page-range></nlm-citation>
</ref>
<ref id="B14">
<label>14</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Lee]]></surname>
<given-names><![CDATA[S. H.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Using fuzzy AHP to develop intelectual capital evaluation model for assessing their performance contribution in a university]]></article-title>
<source><![CDATA[Expert Systems with Applications]]></source>
<year>2010</year>
<volume>37</volume>
<numero>7</numero>
<issue>7</issue>
<page-range>4941-4947</page-range></nlm-citation>
</ref>
<ref id="B15">
<label>15</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[López]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
<name>
<surname><![CDATA[Salmeron]]></surname>
<given-names><![CDATA[J.L.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Ranking risks in ambient intelligence projects]]></article-title>
<source><![CDATA[Journal of Applied Research and Technology]]></source>
<year>2011</year>
<volume>9</volume>
<numero>3</numero>
<issue>3</issue>
<page-range>419-429</page-range></nlm-citation>
</ref>
<ref id="B16">
<label>17</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Charnes]]></surname>
<given-names><![CDATA[A.]]></given-names>
</name>
<name>
<surname><![CDATA[Cooper]]></surname>
<given-names><![CDATA[W.]]></given-names>
</name>
<name>
<surname><![CDATA[Rhodes]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Measuring the Efficiency of Decision Making Units]]></article-title>
<source><![CDATA[European Journal of Operational Research]]></source>
<year>1978</year>
<volume>2</volume>
<numero>6</numero>
<issue>6</issue>
<page-range>429-444</page-range></nlm-citation>
</ref>
<ref id="B17">
<label>18</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Rhodes]]></surname>
<given-names><![CDATA[E.]]></given-names>
</name>
<name>
<surname><![CDATA[Southwick]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<source><![CDATA[Determinants of Efficiency in Public and Private Universities]]></source>
<year>1986</year>
<publisher-name><![CDATA[Department of Economics, University of South Carolina]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B18">
<label>19</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[McMillan]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Datta]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[The relative efficiencies of Canadian universities: a DEA perspective]]></article-title>
<source><![CDATA[Canadian Public Policy]]></source>
<year>1998</year>
<volume>24</volume>
<numero>4</numero>
<issue>4</issue>
<page-range>485-511</page-range></nlm-citation>
</ref>
<ref id="B19">
<label>20</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Ng]]></surname>
<given-names><![CDATA[Y.C.]]></given-names>
</name>
<name>
<surname><![CDATA[Li]]></surname>
<given-names><![CDATA[S.K.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Measuring the research performance of Chinese higher education institutions: an application of data envelopment analysis]]></article-title>
<source><![CDATA[Education Economics]]></source>
<year>2000</year>
<volume>8</volume>
<numero>2</numero>
<issue>2</issue>
<page-range>139-56</page-range></nlm-citation>
</ref>
<ref id="B20">
<label>21</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Abbot]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Doucouliagos]]></surname>
<given-names><![CDATA[C.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[The efficiency of Australian universities: a data envelopment analysis]]></article-title>
<source><![CDATA[Economics of Education Review]]></source>
<year>2003</year>
<volume>22</volume>
<page-range>89-97</page-range></nlm-citation>
</ref>
<ref id="B21">
<label>22</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Bougnol]]></surname>
<given-names><![CDATA[M.]]></given-names>
</name>
<name>
<surname><![CDATA[Dula]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Validating DEA as a ranking tool: An application of DEA to assess performance in higher education]]></article-title>
<source><![CDATA[Ann Oper Res]]></source>
<year>2006</year>
<volume>145</volume>
<page-range>339-365</page-range></nlm-citation>
</ref>
<ref id="B22">
<label>23</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Figueiredo de Franca]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[de Figueiredo]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
<name>
<surname><![CDATA[dos Santos]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[A DEA Methodology to evaluate the impact of information asymmetry on the efficiency of not-for-profit organizations with an application to higher education in Brazil]]></article-title>
<source><![CDATA[Ann. Oper. Res.]]></source>
<year>2010</year>
<volume>173</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>39-56</page-range></nlm-citation>
</ref>
<ref id="B23">
<label>24</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sav]]></surname>
<given-names><![CDATA[T.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Data Envelopment Analysis of Productivity Changes in Higher Education For-profit Enterprises Compared to Non-profits]]></article-title>
<source><![CDATA[International Business Research]]></source>
<year>2012</year>
<volume>5</volume>
<numero>9</numero>
<issue>9</issue>
</nlm-citation>
</ref>
<ref id="B24">
<label>25</label><nlm-citation citation-type="">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Sigler]]></surname>
<given-names><![CDATA[L.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[The relative of the public institutions on economics research in Mexico City]]></article-title>
<person-group person-group-type="editor">
<name>
<surname><![CDATA[Emrouznejad]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<name>
<surname><![CDATA[Podinovski]]></surname>
<given-names><![CDATA[V]]></given-names>
</name>
</person-group>
<source><![CDATA[Proceedings of DEA]]></source>
<year>2004</year>
<publisher-loc><![CDATA[Birmingham ]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B25">
<label>26</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Güemes-Castorena]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[A DEA Decision Making Model for Higher Education Funding. The Case of Mexico's Public State Universities]]></source>
<year>2008</year>
<publisher-name><![CDATA[VDM Verlag Dr. Müller]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B26">
<label>27</label><nlm-citation citation-type="">
<collab>Expert Choice, Inc.</collab>
<source><![CDATA[Expert Choice for Windows', Version 11.0]]></source>
<year>2004</year>
<publisher-loc><![CDATA[Pittsburgh^ePA PA]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B27">
<label>28</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Zhu]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<source><![CDATA[Quantitative Models for Performance Evaluation and Benchmarking. Data Envelopment Analysis with Spreadsheets]]></source>
<year>2009</year>
<publisher-name><![CDATA[Springer]]></publisher-name>
</nlm-citation>
</ref>
<ref id="B28">
<label>29</label><nlm-citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Seiford]]></surname>
<given-names><![CDATA[L.M.]]></given-names>
</name>
<name>
<surname><![CDATA[Zhu]]></surname>
<given-names><![CDATA[J.]]></given-names>
</name>
</person-group>
<article-title xml:lang="en"><![CDATA[Modeling Undesirable Factors in Efficiency Evaluation]]></article-title>
<source><![CDATA[European Journal of Operational Research]]></source>
<year>2002</year>
<volume>142</volume>
<numero>1</numero>
<issue>1</issue>
<page-range>16-20</page-range></nlm-citation>
</ref>
<ref id="B29">
<label>30</label><nlm-citation citation-type="">
<collab>DEAFrontier</collab>
<source><![CDATA['DEAFrontier DEA add-in for Microsoft Excel']]></source>
<year>2009</year>
<publisher-loc><![CDATA[Worcester^eMA MA]]></publisher-loc>
</nlm-citation>
</ref>
<ref id="B30">
<label>31</label><nlm-citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname><![CDATA[Güemes-Castorena]]></surname>
<given-names><![CDATA[D.]]></given-names>
</name>
</person-group>
<source><![CDATA[A DEA Decision Making Model for Higher Education Funding. The Case of Mexico's Public State Universities]]></source>
<year>2008</year>
<publisher-name><![CDATA[VDM Verlag Dr. Müller]]></publisher-name>
</nlm-citation>
</ref>
</ref-list>
</back>
</article>
