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How do we know how students experience higher education? On the use of student surveysManja Klemen?i? and Igor ChirikovIntroductionWe do not yet fully understand what is going on with students while they are enrolled in higher education. This is problematic. There are about 197 million students today globally, and UNESCO’s prediction is that this number will rise to 262 million by 2025. The opportunity costs – both for individual students and our economies and societies – are enormous if higher education institutions do not fulfill their promise of formative effects on students because they do not have sufficient information and knowledge of what, why and how students learn and develop in higher education context. These questions are of central importance for university officials, for prospective students and their families, and for the state as the main funder of higher education in Europe. Quality educational provision and learning environment can render most rewarding learning experiences. Equally, poor educational conditions incur significant cost of missed learning opportunities and unsatisfactory student experience. Student experience has thus become a central tenet of the quality assurance in higher education. More recently, the attention has shifted from student experience to student engagement ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2015</Year><RecNum>30</RecNum><DisplayText>(Klemen?i?, 2015)</DisplayText><record><rec-number>30</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423661726">30</key></foreign-keys><ref-type name="Book Section">5</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author></authors><secondary-authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author><author><style face="normal" font="default" charset="238" size="100%">S Bergan</style></author><author><style face="normal" font="default" charset="238" size="100%">R Primo?i?</style></author></secondary-authors></contributors><titles><title>What is student agency? An ontological exploration in the context of research on student engagement</title><secondary-title>Student engagement in Europe: society, higher education and student governance</secondary-title></titles><pages>11-29</pages><number>Council of Europe Higher Education Series No. 20</number><dates><year>2015</year></dates><pub-location>Strasbourg</pub-location><publisher>Council of Europe Publishing</publisher><urls></urls></record></Cite></EndNote>(Klemen?i?, 2015) which conceives students as active partners in educational process and as responsible for their own learning and formation. In this vein, higher education is understood as “a process of student self-formation”: the activities students engage in are all in some way or another geared towards changing themselves and their life circumstances ADDIN EN.CITE <EndNote><Cite><Author>Marginson</Author><Year>2014</Year><RecNum>38</RecNum><DisplayText>(Marginson, 2014)</DisplayText><record><rec-number>38</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663072">38</key></foreign-keys><ref-type name="Conference Paper">47</ref-type><contributors><authors><author>S Marginson </author></authors></contributors><titles><title>Higher education as self-formation</title><secondary-title>Lecture at Higher School of Economics’ Summer School</secondary-title></titles><dates><year>2014</year><pub-dates><date>11 June 2014</date></pub-dates></dates><pub-location>St Petersburg</pub-location><urls></urls></record></Cite></EndNote>(Marginson, 2014). Student self-formation is the basis for achieving the broader societal objectives concerned with human capital development for economic purposes: developing skills, improving productivity, increasing potential for innovation and economic growth. It also relates to the societal objectives towards secure, democratic, healthy societies. If, as defined by ADDIN EN.CITE <EndNote><Cite AuthorYear="1"><Author>Hall</Author><Year>2009</Year><RecNum>20</RecNum><Pages>2</Pages><DisplayText>Hall and Lamont (2009, p. 2)</DisplayText><record><rec-number>20</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659441">20</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>P. A Hall</author><author>M Lamont</author></authors></contributors><titles><title>Successful Societies: How Institutions and Culture Affect Health</title></titles><dates><year>2009</year></dates><pub-location>Cambridge</pub-location><publisher>Cambridge University Press</publisher><urls></urls></record></Cite></EndNote>Hall and Lamont (2009, p. 2), a “successful society” is “one that enhances the capabilities of people to pursue the goals important to their own lives, whether through individual or collective action”, then education which enables and strengthens student agency is both a condition of a successful society, and also one of the outcomes of it. Institutional decision makers and policy makers thus seek to understand student experiences and behaviors as to be able to develop interventions that will further enhance “student agency” towards self-formation ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2015</Year><RecNum>30</RecNum><DisplayText>(Klemen?i?, 2015)</DisplayText><record><rec-number>30</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423661726">30</key></foreign-keys><ref-type name="Book Section">5</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author></authors><secondary-authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author><author><style face="normal" font="default" charset="238" size="100%">S Bergan</style></author><author><style face="normal" font="default" charset="238" size="100%">R Primo?i?</style></author></secondary-authors></contributors><titles><title>What is student agency? An ontological exploration in the context of research on student engagement</title><secondary-title>Student engagement in Europe: society, higher education and student governance</secondary-title></titles><pages>11-29</pages><number>Council of Europe Higher Education Series No. 20</number><dates><year>2015</year></dates><pub-location>Strasbourg</pub-location><publisher>Council of Europe Publishing</publisher><urls></urls></record></Cite></EndNote>(Klemen?i?, 2015). Student surveys have become one of the largest and most frequently used data source for quality assessment in higher education ADDIN EN.CITE <EndNote><Cite><Author>Williams</Author><Year>2014</Year><RecNum>68</RecNum><DisplayText>(Williams, 2014)</DisplayText><record><rec-number>68</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423665685">68</key></foreign-keys><ref-type name="Book Section">5</ref-type><contributors><authors><author>J Williams</author></authors><secondary-authors><author>M E Menon </author><author>et al,</author></secondary-authors></contributors><titles><title>Student feedback on the experience of higher education. A Significant Component of Institutional Research Data</title><secondary-title>Using Data to Improve Higher Education, Dordrecht: Sense Publishers</secondary-title></titles><pages>67–80</pages><dates><year>2014</year></dates><urls></urls></record></Cite></EndNote>(Williams, 2014). 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ADDIN EN.CITE.DATA (Klemen?i? & Brennan, 2013; Klemen?i?, ??ukanec, & Komljenovi?, 2015). Much of this data is acquired through student surveys. As noted by David Radwin in Chronicle of Higher Education ADDIN EN.CITE <EndNote><Cite><Author>Radwin</Author><Year>2009</Year><RecNum>57</RecNum><DisplayText>(Radwin, 2009)</DisplayText><record><rec-number>57</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423664209">57</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>D Radwin</author></authors></contributors><titles><title>High Response Rates Don't Ensure Survey Accuracy</title></titles><edition>October 5</edition><dates><year>2009</year></dates><publisher>Chronicle of Higher Education</publisher><urls></urls></record></Cite></EndNote>(Radwin, 2009)“…the use of surveys is one of the fastest-growing and most pervasive trends on campuses”. Technology has made it increasingly possible to collect data from students: it is cheap, fast and easy to process. Indeed, students are perhaps among the most surveyed populations world-wide. The widespread use of student survey data raises questions of reliability and validity of student survey data as evidence in decision-making. In this chapter we first discuss the policy context in which student survey research has proliferated. Then we offer an overview of the most influential student experience and engagement surveys; followed by a discussion of methodological limitations of survey research. The penultimate section addresses student surveys as part of the development of student data analytics, as the practices of collecting, synthesizing, and analyzing student data in the context of institutional research. We conclude with a set of recommendations on quality standards for survey design, and the use of student survey data as evidence in decision-making. The changing policy context and demand for data on students The range of data gathered on students has expanded significantly over the years (see Table 1 for the types of student surveys and examples). The basic statistical data on students has typically included data on student enrolments and student profiles (gender, nationality, socio-economic background). Later, student course evaluations were introduced, followed by data on student approaches to learning, and assessment of student learning. Within European policy context, the EU support for the large international comparative survey on students’ socio-economic background reflects the European Unions’ concerns over educational equity. Surveys focusing specifically on the experience of international students also emerged following the internationalisation of higher education, and especially EU mobility schemes (Erasmus) and the efforts by institutions and government to attract foreign fee-paying students.Table 1 Most common student surveysTypes of surveysExamples of most influential or international surveysStudent profilesEUROSTUDENTAssessment of student learning outcomesOECD’s Assessment of Higher Education Learning Outcomes (AHELO); United States Collegiate Learning Assessment (CLA) (Shavelson, 2010), The Educational Testing Services’ Proficiency Profile ADDIN EN.CITE <EndNote><Cite><Author>ETS</Author><Year>2014</Year><RecNum>13</RecNum><DisplayText>(ETS, 2014)</DisplayText><record><rec-number>13</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658592">13</key></foreign-keys><ref-type name="Report">27</ref-type><contributors><authors><author>ETS,, Educational Testing Service,</author></authors></contributors><titles><title>Proficiency Profile</title></titles><dates><year>2014</year></dates><urls><related-urls><url>proficiencyprofile/about</url></related-urls></urls></record></Cite></EndNote>(ETS, 2014) (Coates & Lennon, 2014)Student course evaluationsInstitution/study-program-basedStudent approaches to learning and studyingASSIST (Approaches and Study Skills Inventory for Students); The Study Process Questionnaire (Biggs, 1987a); The Learning Process Questionnaire (Biggs, 1987c)Student experience (satisfaction) and engagement surveysThe North American National Survey of Student Engagement (NSSE), which has been adapted into a number NSSE-based national surveys; Australasian Survey of Student Engagement (AUSSE); Student Experience in the Research University (SERU); National Student Survey in the UK (NSS); Dutch National Student Survey (NSE); Irish Survey of Student Engagement (ISSE)Student mobility surveysInternational Student Barometer SurveyGraduate employment surveysAccenture College Graduate Employment SurveyWithin the European Higher Education Area, the emphasis on the student-centered approach paved the way for further and more extensive inquiries into how students learn (through surveys of student approaches to learning), what we expect them to learn (e.g. Tuning project defining learning outcomes and competences in specific study areas and the European Qualifications Framework), and how do we know that expected learning happened (Coates & Lennon, 2014). As student learning and development became more closely associated with institutional quality, this boosted higher education research on student satisfaction, and student engagement in educationally purposeful activities. The origins of student satisfaction surveys lie in student evaluations of course teaching ADDIN EN.CITE <EndNote><Cite><Author>Ramsden</Author><Year>1991</Year><RecNum>59</RecNum><DisplayText>(Ramsden, 1991)</DisplayText><record><rec-number>59</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423664292">59</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>P Ramsden</author></authors></contributors><titles><title>A performance indicator of teaching quality in higher education: The Course Experience Questionnaire</title><secondary-title>Studies in Higher Education</secondary-title></titles><periodical><full-title>Studies in Higher Education</full-title></periodical><pages>129–150</pages><volume>16</volume><number>2</number><dates><year>1991</year></dates><urls></urls></record></Cite></EndNote>(Ramsden, 1991), which have a fairly long tradition in all higher education systems. These evaluations have been gradually extended to also include student perceptions on quality of institutional conditions supporting teaching and learning, such as libraries, student support services, etc. As ADDIN EN.CITE <EndNote><Cite AuthorYear="1"><Author>Harvey</Author><Year>2003</Year><RecNum>22</RecNum><Pages>3</Pages><DisplayText>Harvey (2003, p. 3)</DisplayText><record><rec-number>22</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659557">22</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>L Harvey</author></authors></contributors><titles><title>Student feedback</title><secondary-title>Quality in Higher Education</secondary-title></titles><periodical><full-title>Quality in Higher Education</full-title></periodical><pages>1–20</pages><volume>9</volume><number>1</number><dates><year>2003</year></dates><urls></urls></record></Cite></EndNote>Harvey (2003, p. 3) suggests, institutional decisions makers seek feedback from students. ADDIN EN.CITE <EndNote><Cite AuthorYear="1"><Author>Harvey</Author><Year>2003</Year><RecNum>22</RecNum><Pages>3</Pages><DisplayText>Harvey (2003, p. 3)</DisplayText><record><rec-number>22</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659557">22</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>L Harvey</author></authors></contributors><titles><title>Student feedback</title><secondary-title>Quality in Higher Education</secondary-title></titles><periodical><full-title>Quality in Higher Education</full-title></periodical><pages>1–20</pages><volume>9</volume><number>1</number><dates><year>2003</year></dates><urls></urls></record></Cite></EndNote>Harvey (2003, p. 3) defines “feedback” as the “expressed opinions of students about the service they receive as students”, and this may include “perceptions about the learning and teaching, the learning support facilities (such as libraries, computing facilities), the learning environment, (lecture rooms, laboratories, social space and university buildings), support facilities (refectories, student accommodation, health facilities, student services) and external aspects of being a student (such as finance, transport infrastructure)”. The levels of analysis have also extended from individual courses to modules, and study programs to institution-level satisfaction surveys of the entire study experience ADDIN EN.CITE <EndNote><Cite><Author>Harvey</Author><Year>2003</Year><RecNum>22</RecNum><Prefix>see </Prefix><Suffix> for recommendations for survey management at each level</Suffix><DisplayText>(see Harvey, 2003 for recommendations for survey management at each level)</DisplayText><record><rec-number>22</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659557">22</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>L Harvey</author></authors></contributors><titles><title>Student feedback</title><secondary-title>Quality in Higher Education</secondary-title></titles><periodical><full-title>Quality in Higher Education</full-title></periodical><pages>1–20</pages><volume>9</volume><number>1</number><dates><year>2003</year></dates><urls></urls></record></Cite></EndNote>(see Harvey, 2003 for recommendations for survey management at each level). Both student course and program evaluations, which are more focused on satisfaction with teaching and learning, and the surveys of overall study experience, have been integrated into – and are an essential ingredient of – internal institutional quality assurance systems. Indeed, the European University Association’s study shows that student questionnaires “are the most common way for institutions to introduce quality assurance processes” ADDIN EN.CITE <EndNote><Cite><Author>Loukolla</Author><Year>2010</Year><RecNum>37</RecNum><Pages>27</Pages><DisplayText>(Loukolla & Zhang, 2010, p. 27)</DisplayText><record><rec-number>37</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423662969">37</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>T Loukolla</author><author>T Zhang</author></authors></contributors><titles><title>Examining Quality Culture: Part I – Quality Assurance Processes in Higher Education Institutions</title></titles><dates><year>2010</year></dates><pub-location>Brussels</pub-location><publisher>European University Association</publisher><urls></urls></record></Cite></EndNote>(Loukolla & Zhang, 2010, p. 27). Reports from the student satisfaction surveys are also required in external quality assurance processes and accreditation.However, student satisfaction surveys have been criticized for conceiving students as passive recipients of educational services, rather than actively engaged in their learning and development. This criticism gave rise to developments of student engagement surveys. Unlike student satisfaction surveys, the assessment of student engagement measures the extent to which students participate in educationally-purposeful activities (i.e. those that are expected to enhance learning and development), and the support they receive from teachers and institutions to do so ADDIN EN.CITE <EndNote><Cite><Author>Kuh</Author><Year>2009</Year><RecNum>36</RecNum><DisplayText>(G. Kuh, 2009)</DisplayText><record><rec-number>36</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423662914">36</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>G Kuh</author></authors></contributors><titles><title>The National Survey of Student Engagement: Conceptual and Empirical Foundations</title><secondary-title>New Directions for Institutional Research</secondary-title></titles><periodical><full-title>New Directions for Institutional Research</full-title></periodical><pages>5-20</pages><volume>2009</volume><number>141</number><dates><year>2009</year></dates><urls></urls></record></Cite></EndNote>(Kuh, 2009). Many have argued in favor of investigating student engagement for higher education quality assurance ADDIN EN.CITE <EndNote><Cite><Author>Coates</Author><Year>2005</Year><RecNum>12</RecNum><DisplayText>(Coates, 2005)</DisplayText><record><rec-number>12</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658548">12</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>H Coates</author></authors></contributors><titles><title>The value of student engagement for higher education quality assurance</title><secondary-title>The value of student engagement for higher education quality assurance. Quality in Higher Education</secondary-title></titles><periodical><full-title>The value of student engagement for higher education quality assurance. Quality in Higher Education</full-title></periodical><pages>25-36</pages><volume>11</volume><number>1</number><dates><year>2005</year></dates><urls></urls></record></Cite></EndNote>(Coates, 2005), and the concept of student engagement has become “central to most contemporary understandings of student experience and to debates regarding quality enhancement” ADDIN EN.CITE <EndNote><Cite><Author>Callender</Author><Year>2014</Year><RecNum>8</RecNum><Pages>31</Pages><DisplayText>(Callender, Ramsden, & Griggs, 2014, p. 31)</DisplayText><record><rec-number>8</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658327">8</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>C Callender </author><author>P Ramsden</author><author>J Griggs</author></authors></contributors><titles><title>Review of the National Student Survey</title></titles><dates><year>2014</year></dates><pub-location>London</pub-location><publisher>HEFCE</publisher><urls></urls></record></Cite></EndNote>(Callender, Ramsden, & Griggs, 2014, p. 31).Quality enhancement, which has a predominant place among the policy priorities within the European Higher Education Area, has important implications for data collection on student experience and engagement. Student engagement and experience surveys have been hailed as a driver of institutional reforms towards improvement in students’ experience, for example through improvements in student support services, student facilities, and in teaching and assessment ADDIN EN.CITE <EndNote><Cite><Author>Richardson</Author><Year>2013</Year><RecNum>65</RecNum><DisplayText>(Richardson, 2013)</DisplayText><record><rec-number>65</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423665438">65</key></foreign-keys><ref-type name="Book Section">5</ref-type><contributors><authors><author>J. T. E Richardson</author></authors><secondary-authors><author>M Shah</author><author>C Nair</author></secondary-authors></contributors><titles><title>The National Student Survey and its impact on UK higher education</title><secondary-title>Enhancing Student Feedback and Improvement Systems in Tertiary Education</secondary-title></titles><number>CAA Quality Series (5)</number><dates><year>2013</year></dates><pub-location>Abu Dhabi</pub-location><publisher>Commission for Academic Accreditation, UAE</publisher><urls></urls></record></Cite></EndNote>(Richardson, 2013). Student survey data is increasingly used also for external purposes. Governments use such data as part of accountability checks on institutional performance ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2015</Year><RecNum>31</RecNum><DisplayText>(Klemen?i? et al., 2015)</DisplayText><record><rec-number>31</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423661870">31</key></foreign-keys><ref-type name="Book Section">5</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author><author><style face="normal" font="default" size="100%">N </style><style face="normal" font="default" charset="238" size="100%">??ukanec</style></author><author><style face="normal" font="default" size="100%">J </style><style face="normal" font="default" charset="238" size="100%">Komljenovi?</style></author></authors><secondary-authors><author>Karen Webber,</author><author>Angel Calderon,</author></secondary-authors></contributors><titles><title>Decision Support Issues in Central and Eastern Europe</title><secondary-title>Institutional Research and Planning in Higher Education: Global Contexts and Themes</secondary-title></titles><dates><year>2015</year></dates><pub-location>New York</pub-location><publisher>Routledge Press/Taylor & Francis</publisher><urls></urls></record></Cite></EndNote>(Klemen?i?, ??ukanec, & Komljenovi?, 2015). The existing measures of institutional performance have relied predominantly on the attainment levels (graduation rates, retention rates). The trend now is to evaluate the institutional performance also from the point of view of the added value that higher education brings to the students individually and collectively. One way to assess this is to ask students directly about their experiences. The other way is to assess student learning outcomes so as to establish if knowledge and skills are of expected standards, and meet the employers’ expectations and the needs of knowledge societies. Data obtained directly from students as the primary users of the educational services is seen as more accurate estimate of the performance of the higher education institutions than when performance is measured only by student attainment ADDIN EN.CITE <EndNote><Cite><Author>Kim</Author><Year>2013</Year><RecNum>29</RecNum><Prefix>cf. </Prefix><DisplayText>(cf. Kim & Lalancette, 2013)</DisplayText><record><rec-number>29</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423660007">29</key></foreign-keys><ref-type name="Electronic Book">44</ref-type><contributors><authors><author>H. H Kim</author><author>D Lalancette</author></authors></contributors><titles><title>Literature review on the value-added measurement in higher education</title></titles><dates><year>2013</year></dates><pub-location>Paris</pub-location><publisher>OECD</publisher><urls><related-urls><url>;(cf. Kim & Lalancette, 2013). The proliferation of student surveys is thus part of the growing trend towards evidence-based movement in higher education with focus on institutional performance. It is also a reflection of growing competition in higher education. Institutions also gather data from students to benchmark their performance against peer institutions. They use survey data in public relations and recruitment. Governments use student experience surveys as a “transparency tool” to inform students’ choice in rising competition between higher education providers to attract fee-paying students ADDIN EN.CITE <EndNote><Cite><Author>Harvey</Author><Year>2003</Year><RecNum>22</RecNum><DisplayText>(Harvey, 2003)</DisplayText><record><rec-number>22</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659557">22</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>L Harvey</author></authors></contributors><titles><title>Student feedback</title><secondary-title>Quality in Higher Education</secondary-title></titles><periodical><full-title>Quality in Higher Education</full-title></periodical><pages>1–20</pages><volume>9</volume><number>1</number><dates><year>2003</year></dates><urls></urls></record></Cite></EndNote>(Harvey, 2003). Notably, global ranking agencies so far do not put a lot of pressure on universities to collect and provide student-related data despite the fact that all of them declare they are created to inform students’ choices in higher education. An exception is the recent international ranking initiative U-Multirank which includes data both from universities and from these universities’ students. In sum, focus on quality for enhancement and accountability drive the use of student surveys. This trend is accelerated by the increased competition for students in market-driven higher education systems.Overview of the most influential student experience and engagement surveys In this section we will explore theoretical foundations, content, measurements, data collection, analysis and the use of the major student engagement and experience surveys. Our attention will be focused on several system-wide and international “flagship” projects that have attracted attention due to their widespread use. Those are the National Survey of Student Engagement (NSSE) in the US and Canada (which has been adapted into a number of NSSE-based national surveys), the Student Experience in the Research Universities (SERU) survey in the US and internationally (SERU-AAU and SERU-I, respectively), the National Student Survey in the UK (NSS) and the Dutch National Student Survey in the Netherlands (NSE). The former two surveys were initiated by universities themselves over a decade ago with the purposes of inter-institutional comparison for institutional improvement. The latter two were introduced more recently by governmental agencies to increase higher education system’s transparency, and to inform student choice of institutions and study programs. This reflects two different approaches to student surveys development (bottom-up vs. top-down) and affects their methodology and the uses of the data. These four surveys have adjacent intellectual roots but base themselves upon different meaning of student experience. The underlying idea of NSSE and SERU is that student learning outcomes are affected by the characteristics of higher education institutions and their academic programs ADDIN EN.CITE <EndNote><Cite><Author>Astin</Author><Year>1985</Year><RecNum>3</RecNum><DisplayText>(Astin, 1985; E. Pascarella & Terenzini, 1991)</DisplayText><record><rec-number>3</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658032">3</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>A. W Astin</author></authors></contributors><titles><title>Achieving educational excellence</title></titles><dates><year>1985</year></dates><pub-location>San Francisco</pub-location><publisher>Jossey-Bass</publisher><urls></urls></record></Cite><Cite><Author>Pascarella</Author><Year>1991</Year><RecNum>46</RecNum><record><rec-number>46</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663540">46</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>E Pascarella</author><author>P Terenzini</author></authors></contributors><titles><title>How college affects students</title></titles><dates><year>1991</year></dates><pub-location>San Francisco</pub-location><publisher>Jossey-Bass</publisher><urls></urls></record></Cite></EndNote>(Astin, 1985; Pascarella & Terenzini, 1991). 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ADDIN EN.CITE.DATA (Kuh, 2003; Kuh, 2001; McCormick, Kinzie, & Gonyea, 2013). SERU survey specifically targets research universities ADDIN EN.CITE <EndNote><Cite><Author>Kerr</Author><Year>2001</Year><RecNum>28</RecNum><DisplayText>(Kerr, 2001)</DisplayText><record><rec-number>28</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659939">28</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>C Kerr</author></authors></contributors><titles><title>The uses of the university 5th edition</title></titles><dates><year>2001</year></dates><pub-location>Cambridge, MA</pub-location><publisher>Harvard University Press</publisher><urls></urls></record></Cite></EndNote>(Kerr, 2001). In its content SERU seeks to reflect the specific institutional characteristics of research universities by focusing on student engagement in three inter-related areas: teaching and learning, research and civic service. In contrast, NSS and NSE instruments are primarily concerned with the assessment of student course experience and seek to capture the various facets of the student learning process PEVuZE5vdGU+PENpdGU+PEF1dGhvcj5CaWdnczwvQXV0aG9yPjxZZWFyPjE5ODc8L1llYXI+PFJl
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ADDIN EN.CITE.DATA (Biggs, 1987b; Prosser & Trigwell, 1999; Ramsden, 1979; Richardson, 1983) by adapting instruments, such as the Ramsden’s Course Experience Questionnaire ADDIN EN.CITE <EndNote><Cite><Author>Ramsden</Author><Year>1991</Year><RecNum>59</RecNum><DisplayText>(Ramsden, 1991)</DisplayText><record><rec-number>59</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423664292">59</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>P Ramsden</author></authors></contributors><titles><title>A performance indicator of teaching quality in higher education: The Course Experience Questionnaire</title><secondary-title>Studies in Higher Education</secondary-title></titles><periodical><full-title>Studies in Higher Education</full-title></periodical><pages>129–150</pages><volume>16</volume><number>2</number><dates><year>1991</year></dates><urls></urls></record></Cite></EndNote>(Ramsden, 1991). They are focused on quality assessment and measure student satisfaction with other aspects of teaching and learning organisation, support, and environment, and do not include measures of student engagement as students’ own contribution to their learning and development.Data collection and analysis procedures are similar for these four surveys, though target populations and response rates vary. All surveys are centrally administered (either by universities or independent companies) every year, and data is collected primarily through online platforms (NSSE and NSS additionally use paper-based questionnaires). All surveys are census-based. SERU and NSE include all undergraduate students in their target populations, NSSE – first- and last-year students and NSS – final-year students only. NSS stands out among other surveys with the average response rate of more than 70%, while SERU, NSSE and NSE demonstrate 25-35% average response rate. Data is centrally managed and analyzed in case of NSSE, NSS and NSE: participating institutions have access only to aggregated results of students’ responses. SERU utilizes decentralized approach in data analysis and provides for benchmarking as all members of consortium share reciprocally their databases with each other. The uses of the data in these four surveys are affected by their origins and scope: NSSE and SERU data is used by universities more for internal quality enhancement, whereas NSS and NSE data is targeted in particular at external agencies and stakeholders. Since institutions voluntarily participate in NSSE and SERU, the data is used for institutional self-improvement and quality assurance efforts through benchmarking. NSSE examples include voluntary accreditation, increasing retention rates, informing reorganization of student services, diversity initiatives, etc. ADDIN EN.CITE <EndNote><Cite><Author>NSSE</Author><Year>2009</Year><RecNum>42</RecNum><Prefix>see </Prefix><DisplayText>(see NSSE, 2009; 2012 for more examples)</DisplayText><record><rec-number>42</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663340">42</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>NSSE,, National Survey of Student Engagement,</author></authors></contributors><titles><title>Using NSSE Data to Improve Undergraduate Education. Lessons from the Field. Volume 1</title></titles><dates><year>2009</year></dates><pub-location>Bloomington, IN</pub-location><publisher>Indiana University Center for Postsecondary Research</publisher><urls></urls></record></Cite><Cite><Author>NSSE</Author><Year>2012</Year><RecNum>43</RecNum><Suffix> for more examples</Suffix><record><rec-number>43</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663394">43</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>NSSE,, National Survey of Student Engagement,</author></authors></contributors><titles><title>Moving from Data to Action: Lessons from the Field–Volume 2</title></titles><dates><year>2012</year></dates><pub-location>Bloomington, IN</pub-location><publisher>Indiana University Center for Postsecondary Research</publisher><urls></urls></record></Cite></EndNote>(see NSSE, 2009; 2012 for more examples). SERU is more focused on informing academic department program reviews, though it is also used campus-wide for voluntary accreditation, assessment of campus climate, analysis of admission policies, etc. ADDIN EN.CITE <EndNote><Cite><Author>SERU</Author><Year>2014a</Year><RecNum>66</RecNum><Prefix>see </Prefix><DisplayText>(see SERU, 2014a)</DisplayText><record><rec-number>66</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423665546">66</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>SERU,, Student Experience in the Research University,</author></authors></contributors><titles><title>Uses of Data from the UCUES and SERU Survey</title></titles><dates><year>2014a</year></dates><publisher>UC Berkeley Center for Studies in Higher Education</publisher><urls></urls></record></Cite></EndNote>(see SERU, 2014a). The major difference between NSSE and SERU in terms of data use is that the former provides more information on various types of institutions (four-year colleges, teaching universities), while the latter is focused on research university environment and allows to address narrow problems of various student sub-groups valuable for large research universities. NSS and NSE data is used to inform prospective students’ decision-making in higher education: the results are publicly available and are utilized in web-based platforms for comparing universities and academic programs. Universities also use this data to support internal discussions on teaching and learning, improve quality of student services as well as for marketing purposes. The major characteristics of these four surveys are summarized in Table 2.Table 2 A comparison of major student engagement and experience survey designsNSSESERU-AAU/SERU-INSSNSEGoalTable 2 (continued)To assess student engagement in and exposure to proven educational practices that correspond to desirable learning outcomes ADDIN EN.CITE <EndNote><Cite><Author>NSSE</Author><Year>2012</Year><RecNum>43</RecNum><DisplayText>(NSSE, 2012)</DisplayText><record><rec-number>43</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663394">43</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>NSSE,, National Survey of Student Engagement,</author></authors></contributors><titles><title>Moving from Data to Action: Lessons from the Field–Volume 2</title></titles><dates><year>2012</year></dates><pub-location>Bloomington, IN</pub-location><publisher>Indiana University Center for Postsecondary Research</publisher><urls></urls></record></Cite></EndNote>(NSSE, 2012) To understand student experience in research-intensive universities and topromote culture of institutional self-improvement ADDIN EN.CITE <EndNote><Cite><Author>SERU</Author><Year>2014b</Year><RecNum>67</RecNum><DisplayText>(SERU, 2014b)</DisplayText><record><rec-number>67</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423665599">67</key></foreign-keys><ref-type name="Electronic Book">44</ref-type><contributors><authors><author>SERU,, Student Experience in the Research University,</author></authors></contributors><titles><title>SERU Mission</title></titles><number>UC Berkeley Center for Studies in Higher Education</number><dates><year>2014b</year></dates><urls><related-urls><url>;(SERU, 2014b)To measure students satisfaction with their courses and to help prospective students make study choices ADDIN EN.CITE <EndNote><Cite><Author>NSS</Author><Year>2014</Year><RecNum>41</RecNum><DisplayText>(NSS, 2014)</DisplayText><record><rec-number>41</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663275">41</key></foreign-keys><ref-type name="Electronic Book">44</ref-type><contributors><authors><author>NSS,, National Student Survey,</author></authors></contributors><titles><title>What is the NSS?</title></titles><dates><year>2014</year></dates><urls><related-urls><url>;(NSS, 2014)To assess students’ experience and satisfaction with the higher education coursethey pursue ADDIN EN.CITE <EndNote><Cite><Author>NSS</Author><Year>2014</Year><RecNum>41</RecNum><DisplayText>(NSS, 2014)</DisplayText><record><rec-number>41</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663275">41</key></foreign-keys><ref-type name="Electronic Book">44</ref-type><contributors><authors><author>NSS,, National Student Survey,</author></authors></contributors><titles><title>What is the NSS?</title></titles><dates><year>2014</year></dates><urls><related-urls><url>;(NSS, 2014)Table 2 (continued)Participation for universitiesVoluntaryVoluntaryObligatory for publicly funded universities in the UK Obligatory for accredited Dutch higher education institutionsTheoretical FoundationsStudent engagement ADDIN EN.CITE <EndNote><Cite><Author>Kuh</Author><Year>2003</Year><RecNum>35</RecNum><DisplayText>(D. G. Kuh, 2003; G. D. Kuh, 2001; E. Pascarella & Terenzini, 2005)</DisplayText><record><rec-number>35</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423662865">35</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>D. G Kuh</author></authors></contributors><titles><title>What we’re learning about student engagement from NSSE</title><secondary-title>Change</secondary-title></titles><periodical><full-title>Change</full-title></periodical><pages>24-32</pages><volume>35</volume><number>2</number><dates><year>2003</year></dates><urls></urls></record></Cite><Cite><Author>Kuh</Author><Year>2001</Year><RecNum>34</RecNum><record><rec-number>34</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423662817">34</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>G. D Kuh</author></authors></contributors><titles><title>The National Survey of Student Engagement: Conceptual framework and overview of psychometric properties</title></titles><dates><year>2001</year></dates><pub-location>Bloomington, IN</pub-location><publisher>Indiana University, Center for Postsecondary Research</publisher><urls></urls></record></Cite><Cite><Author>Pascarella</Author><Year>2005</Year><RecNum>47</RecNum><record><rec-number>47</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663601">47</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>E Pascarella</author><author>P Terenzini</author></authors></contributors><titles><title>How college affects students (Vol. 2): A third decade of research</title></titles><dates><year>2005</year></dates><pub-location>San Francisco</pub-location><publisher>Jossey-Bass</publisher><urls></urls></record></Cite></EndNote>( Kuh, 2003; Kuh, 2001; Pascarella & Terenzini, 2005)Input-environment-output model ADDIN EN.CITE <EndNote><Cite><Author>Astin</Author><Year>1985</Year><RecNum>3</RecNum><DisplayText>(Astin, 1985)</DisplayText><record><rec-number>3</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658032">3</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>A. W Astin</author></authors></contributors><titles><title>Achieving educational excellence</title></titles><dates><year>1985</year></dates><pub-location>San Francisco</pub-location><publisher>Jossey-Bass</publisher><urls></urls></record></Cite></EndNote>(Astin, 1985); Research university ADDIN EN.CITE <EndNote><Cite><Author>Kerr</Author><Year>2001</Year><RecNum>28</RecNum><DisplayText>(Kerr, 2001)</DisplayText><record><rec-number>28</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659939">28</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>C Kerr</author></authors></contributors><titles><title>The uses of the university 5th edition</title></titles><dates><year>2001</year></dates><pub-location>Cambridge, MA</pub-location><publisher>Harvard University Press</publisher><urls></urls></record></Cite></EndNote>(Kerr, 2001)Approaches to learning PEVuZE5vdGU+PENpdGU+PEF1dGhvcj5CaWdnczwvQXV0aG9yPjxZZWFyPjE5ODc8L1llYXI+PFJl
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ADDIN EN.CITE.DATA (McCormick & McClenney, 2012; Pascarella, Seifert, & Blaich, 2008; Pike, 2013) ADDIN EN.CITE <EndNote><Cite><Author>Chatman</Author><Year>2009</Year><RecNum>10</RecNum><DisplayText>(Chatman, 2009, 2011)</DisplayText><record><rec-number>10</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658457">10</key></foreign-keys><ref-type name="Report">27</ref-type><contributors><authors><author>S Chatman</author></authors></contributors><titles><title>Factor Structure And Reliability Of The 2008 And 2009 SERU/UCUES Questionnaire Core</title><secondary-title>SERU Project Technical Report</secondary-title></titles><dates><year>2009</year></dates><urls></urls></record></Cite><Cite><Author>Chatman</Author><Year>2011</Year><RecNum>11</RecNum><record><rec-number>11</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658505">11</key></foreign-keys><ref-type name="Report">27</ref-type><contributors><authors><author>S Chatman</author></authors></contributors><titles><title>Factor Structure and Reliability of the 2011 SERU/UCUES Questionnaire Core</title><secondary-title>SERU Project Technical Report</secondary-title></titles><dates><year>2011</year></dates><urls></urls></record></Cite></EndNote>(Chatman, 2009, 2011) ADDIN EN.CITE <EndNote><Cite><Author>Callender</Author><Year>2014</Year><RecNum>8</RecNum><DisplayText>(Callender et al., 2014; Richardson, Slater, & Wilson, 2007)</DisplayText><record><rec-number>8</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658327">8</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>C Callender </author><author>P Ramsden</author><author>J Griggs</author></authors></contributors><titles><title>Review of the National Student Survey</title></titles><dates><year>2014</year></dates><pub-location>London</pub-location><publisher>HEFCE</publisher><urls></urls></record></Cite><Cite><Author>Richardson</Author><Year>2007</Year><RecNum>64</RecNum><record><rec-number>64</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423664600">64</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>J. T. E Richardson</author><author>J. B Slater</author><author>J Wilson</author></authors></contributors><titles><title>The National Student Survey: development, findings and implications</title><secondary-title>Studies in Higher Education</secondary-title></titles><periodical><full-title>Studies in Higher Education</full-title></periodical><pages>557–580</pages><volume>32</volume><number>5</number><dates><year>2007</year></dates><urls></urls></record></Cite></EndNote>(Callender, Ramsden, & Griggs, 2014; Richardson, Slater, & Wilson, 2007) ADDIN EN.CITE <EndNote><Cite><Author>Brenders</Author><Year>2013</Year><RecNum>7</RecNum><DisplayText>(Brenders, 2013)</DisplayText><record><rec-number>7</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658299">7</key></foreign-keys><ref-type name="Conference Paper">47</ref-type><contributors><authors><author>P Brenders</author></authors></contributors><titles><title>Response, reliability, and validity of the Dutch National Student Survey</title><secondary-title>EAIR 35th Annual Forum in Rotterdam</secondary-title></titles><dates><year>2013</year></dates><pub-location>Netherlands</pub-location><urls></urls></record></Cite></EndNote>(Brenders, 2013)Data Collection: SampleCensus-based/random sample survey of first-year and senior students Census-based survey of undergraduate studentsCensus-based survey of last year studentsCensus-based survey of undergraduate studentsData Collection: Method and FrequencyOnline and paper-based; Once a yearOnline; Once a yearOnline and paper-based; Once a yearOnline; Once a yearData Collection: Response Rates25-30%25-30%71%34%Data AnalysisTable 2 (continued)Centralized approach. Engagement indicators (benchmarks) and item by item comparisons Decentralized approach.Factor scores and item by item comparisonsCentralized approach.Item by item comparisonsCentralized approach.Item by item comparisonsTable 2 (continued)Data UseMostly internal: for benchmarking, voluntary accreditation, decision-making supportMostly internal: for program review, voluntary accreditation, decision-making support Mostly external: to inform prospective students’ choice of the academic program, to create league tables, for marketing purposesMostly external: to inform prospective students’ choice of the academic program, for marketing purposesMethodological limitations of student engagement and experience surveysThe widespread use of student experience and engagement survey data raises questions of reliability, validity and other quality characteristics of such data to be used as evidence in higher education decision-making. Validity concerns “whether the surveys measure what they are designed to measure and to provide evidence that supports inferences about the characteristics of individuals being tested” ADDIN EN.CITE <EndNote><Cite><Author>OECD</Author><Year>2013</Year><RecNum>45</RecNum><Pages>12</Pages><DisplayText>(OECD, 2013, p. 12)</DisplayText><record><rec-number>45</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663485">45</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>OECD,, Organisation for Economic Cooperation and Development,</author></authors></contributors><titles><title>Assessment of Higher Education Learning Outcomes. Feasibility Study Report. Volume 2 – Data Analysis and National Experiences</title></titles><dates><year>2013</year></dates><pub-location>Paris</pub-location><publisher>OECD</publisher><urls></urls></record></Cite></EndNote>(OECD, 2013, p. 12). The key aspect of validation of the survey instrument lies in assessing whether the assumptions which are included in the theory defining the construct (in this case student satisfaction/student experience and student engagement) are credible. Reliability concerns whether surveys “provide stable and consistent results over repeated measures allowing for results to be replicable across different testing situations?” ADDIN EN.CITE <EndNote><Cite><Author>OECD</Author><Year>2013</Year><RecNum>45</RecNum><Pages>12-14</Pages><DisplayText>(OECD, 2013, pp. 12-14)</DisplayText><record><rec-number>45</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663485">45</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>OECD,, Organisation for Economic Cooperation and Development,</author></authors></contributors><titles><title>Assessment of Higher Education Learning Outcomes. Feasibility Study Report. Volume 2 – Data Analysis and National Experiences</title></titles><dates><year>2013</year></dates><pub-location>Paris</pub-location><publisher>OECD</publisher><urls></urls></record></Cite></EndNote>(OECD, 2013, pp. 12-14). Here the focus is much more on questions such as how respondents respond to the questions, i.e. if the interpretation of questions is consistent among participants, but also the guidelines for administering the survey and scoring individual items. In this section we synthesise the key points of criticism and the defence of student surveys with specific focus on student engagement surveys. 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ADDIN EN.CITE.DATA (Campbell & Cabrera, 2011; Gordon, Ludlum, & Hoey, 2008; Porter, 2013; Porter, Rumann, & Pontius, 2011). The proposition on the former is that cognitive abilities of students to comprehend the survey question and retrieve the information are often overestimated by survey designer. On this point ADDIN EN.CITE <EndNote><Cite AuthorYear="1"><Author>Porter</Author><Year>2011</Year><RecNum>51</RecNum><Pages>56</Pages><DisplayText>Porter (2011, p. 56)</DisplayText><record><rec-number>51</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663846">51</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>S. R Porter</author></authors></contributors><titles><title>Do college student surveys have any validity?</title><secondary-title>Review of Higher Education</secondary-title></titles><periodical><full-title>Review of Higher Education</full-title></periodical><pages>45–76</pages><volume>35</volume><number>1</number><dates><year>2011</year></dates><urls></urls></record></Cite></EndNote>Porter (2011, p. 56) illustratively suggests that the surveys are built with the view of students “as having computer hard drives in their head allowing them to scan the reference period of matching behaviour, process it and provide an answer of the frequency of the behaviour”. Particular criticism of the student engagement surveys concerns students’ ability to make an informed judgment of their self-reported learning gains, i.e. growth in knowledge, skills, abilities, and other attributes that they have gained during studentship. ADDIN EN.CITE <EndNote><Cite AuthorYear="1"><Author>Porter</Author><Year>2011</Year><RecNum>50</RecNum><DisplayText>Porter et al. (2011)</DisplayText><record><rec-number>50</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663793">50</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>S. R Porter</author><author>C Rumann</author><author>J Pontius</author></authors></contributors><titles><title>The validity of student engagement survey questions: Can we accurately measure academic challenge?</title><secondary-title>New Directions for Institutional Research</secondary-title></titles><periodical><full-title>New Directions for Institutional Research</full-title></periodical><pages>87-98</pages><volume>2011</volume><number>150</number><dates><year>2011</year></dates><urls></urls></record></Cite></EndNote>Porter et al. (2011) offer empirical evidence as to the inaccuracy of the self-reported learning gains. They argue that such types of questions are highly susceptible to social desirability bias (ibid.). When students wish to provide an answer in the survey, but cannot retrieve information, they resort to intelligent guessing, often based on what they think should be happening or to make them look favourable to others ADDIN EN.CITE <EndNote><Cite><Author>Porter</Author><Year>2011</Year><RecNum>51</RecNum><DisplayText>(Porter, 2011)</DisplayText><record><rec-number>51</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663846">51</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>S. R Porter</author></authors></contributors><titles><title>Do college student surveys have any validity?</title><secondary-title>Review of Higher Education</secondary-title></titles><periodical><full-title>Review of Higher Education</full-title></periodical><pages>45–76</pages><volume>35</volume><number>1</number><dates><year>2011</year></dates><urls></urls></record></Cite></EndNote>(Porter, 2011).Another criticism is in the selection of the standards of institutional practice and student behaviour, i.e. the factors that are expected to influence student learning and development, implied in the survey questions, and how these relate to other external measures. The important question here is what is measured and what is not. Standardised surveys imply an established (fixed) standard of process or outcome against which institutions are evaluated and need to demonstrate conformity ADDIN EN.CITE <EndNote><Cite><Author>Ewell</Author><Year>2009</Year><RecNum>15</RecNum><DisplayText>(Ewell, 2009)</DisplayText><record><rec-number>15</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658898">15</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>P. T Ewell</author></authors></contributors><titles><title>Assessment, Accountability, and Improvement: Revisiting the Tension. Occasional paper No 1</title></titles><dates><year>2009</year></dates><pub-location>Champaign, Illinois</pub-location><publisher>National Institute for Learning Outcomes</publisher><urls><related-urls><url></url></related-urls></urls></record></Cite></EndNote>(Ewell, 2009). This raises a question of how these “standards” have been established: have they been derived from theory, from other empirical findings, or they reflect certain policy objectives. Survey research is prone to observational biases when researchers look “where they think they will find positive results, or where it is easy to record observations”, i.e. the so-called ‘streetlight effect’ coined by ADDIN EN.CITE <EndNote><Cite AuthorYear="1"><Author>Friedman</Author><Year>2010</Year><RecNum>17</RecNum><DisplayText>Friedman (2010)</DisplayText><record><rec-number>17</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659213">17</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>D. H Friedman</author></authors></contributors><titles><title>Why Scientific Studies Are So Often Wrong: The Streetlight Effect</title><secondary-title>Discover- Science for the Curious</secondary-title></titles><edition>December 10</edition><dates><year>2010</year></dates><urls></urls></record></Cite></EndNote>Friedman (2010) after the joke of a drunken man who lost his key and is looking under the streetlight since that is where the light is. In this respect, surveys tend to give more attention to institutional factors that shape student experience and less to the other contextual and psycho-socioecological factors, which are much more difficult to measure, such as the role of broader socio-cultural context, university culture, family support, psycho-social influences ADDIN EN.CITE <EndNote><Cite><Author>Kahu</Author><Year>2013</Year><RecNum>27</RecNum><DisplayText>(Kahu, 2013)</DisplayText><record><rec-number>27</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659890">27</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>E Kahu</author></authors></contributors><titles><title>Framing student engagement in higher education</title><secondary-title>Studies in Higher Education</secondary-title></titles><periodical><full-title>Studies in Higher Education</full-title></periodical><pages>758-773</pages><volume>38</volume><number>5</number><dates><year>2013</year></dates><urls></urls></record></Cite></EndNote>(Kahu, 2013), emotions ADDIN EN.CITE <EndNote><Cite><Author>Beard</Author><Year>2007</Year><RecNum>4</RecNum><DisplayText>(Beard, Clegg, & Smith, 2007; Kahu, 2013)</DisplayText><record><rec-number>4</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658103">4</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>C Beard </author><author>S Clegg</author><author>K Smith</author></authors></contributors><titles><title>Acknowledging the affective in higher education</title><secondary-title>British Educational Research Journal</secondary-title></titles><periodical><full-title>British Educational Research Journal</full-title></periodical><pages>235-52</pages><volume>33</volume><number>2</number><dates><year>2007</year></dates><urls></urls></record></Cite><Cite><Author>Kahu</Author><Year>2013</Year><RecNum>27</RecNum><record><rec-number>27</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659890">27</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>E Kahu</author></authors></contributors><titles><title>Framing student engagement in higher education</title><secondary-title>Studies in Higher Education</secondary-title></titles><periodical><full-title>Studies in Higher Education</full-title></periodical><pages>758-773</pages><volume>38</volume><number>5</number><dates><year>2013</year></dates><urls></urls></record></Cite></EndNote>(Beard, Clegg, & Smith, 2007; Kahu, 2013), student and academic identities, and disciplinary knowledge practices ADDIN EN.CITE <EndNote><Cite><Author>Ashwin</Author><Year>2009</Year><RecNum>2</RecNum><DisplayText>(Ashwin, 2009)</DisplayText><record><rec-number>2</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423657981">2</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>P Ashwin</author></authors></contributors><titles><title>Analysing teaching-learning interactions in higher education: accounting for structure and agency</title></titles><dates><year>2009</year></dates><pub-location>London</pub-location><publisher>Continuum</publisher><urls></urls></record></Cite></EndNote>(Ashwin, 2009). A problem specific to inter-institutional and system-wide surveys lies in the level of contextualisation. To allow for comparisons, these surveys are conceived in a generic and highly abstract way. This proves it difficult to adequately account for the organisational differences between institutions in terms of their specific missions and objectives, resources, profiles of student population, and various unique arrangements that give each and every institution certain distinct flavour. If the survey tool is generic enough as to allow for comparison of very different institutions in a national system or internationally, then their use by any of the intended users – institutions, students or governments - is fairly limited. In their generic form these surveys cannot discern the contextual dimensions and variables which could add most value to a formative use of such data. International comparisons or international adaptations of the instruments initially developed for a particular higher education system (such as the US or Australia or the UK) present a number of challenges associated with adequate translation and cultural localization of survey items. More contextualised variations of survey design are developed when very similar institutions are compared and the lower we go within institutional hierarchy, i.e. to the program level. The rebuttals of the criticism are equally numerous. The key response to the criticism regarding the accuracy of self-reported learning gains is that surveys - such NSSE - never claimed to collect precise responses about either learning gains or behaviours, but are based on the principle of a reasoned and informed judgement, which allows the institutions to use the data to screen major occurrences and major trends over time and across institutions PEVuZE5vdGU+PENpdGU+PEF1dGhvcj5Fd2VsbDwvQXV0aG9yPjxZZWFyPjIwMDk8L1llYXI+PFJl
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ADDIN EN.CITE.DATA (Ewell, 2009; McCormick & McClenney, 2012; Pike, 2013). The criticism regarding the selection of “benchmarks” has been refuted by pointing out that major surveys rely on interviews and focus groups both in formulating and in pilot-testing the questions. The key focus of these qualitative appraisals is precisely to test participants’ understanding and the consistency of interpretation of the questions ADDIN EN.CITE <EndNote><Cite><Author>McCormick</Author><Year>2012</Year><RecNum>39</RecNum><DisplayText>(McCormick & McClenney, 2012; Pike, 2013)</DisplayText><record><rec-number>39</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663132">39</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>A. C McCormick</author><author>K McClenney</author></authors></contributors><titles><title>Will these trees ever bear fruit? A response to the Special Issue on Student Engagement</title><secondary-title>Review of Higher Education </secondary-title></titles><periodical><full-title>Review of Higher Education</full-title></periodical><pages>307-333</pages><volume>35</volume><number>2</number><dates><year>2012</year></dates><urls></urls></record></Cite><Cite><Author>Pike</Author><Year>2013</Year><RecNum>49</RecNum><record><rec-number>49</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663726">49</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>G. R Pike</author></authors></contributors><titles><title>NSSE benchmarks and institutional outcomes: A note on the importance of considering the intended uses of an instrument in validity studies</title><secondary-title>Research in Higher Education</secondary-title></titles><periodical><full-title>Research in Higher Education</full-title></periodical><pages>149-170</pages><volume>2013</volume><number>54</number><dates><year>2013</year></dates><urls></urls></record></Cite></EndNote>(McCormick & McClenney, 2012; Pike, 2013). ADDIN EN.CITE <EndNote><Cite AuthorYear="1"><Author>Pike</Author><Year>2013</Year><RecNum>49</RecNum><DisplayText>Pike (2013)</DisplayText><record><rec-number>49</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663726">49</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>G. R Pike</author></authors></contributors><titles><title>NSSE benchmarks and institutional outcomes: A note on the importance of considering the intended uses of an instrument in validity studies</title><secondary-title>Research in Higher Education</secondary-title></titles><periodical><full-title>Research in Higher Education</full-title></periodical><pages>149-170</pages><volume>2013</volume><number>54</number><dates><year>2013</year></dates><urls></urls></record></Cite></EndNote>Pike (2013) notes that the primary use of student surveys is often ignored by the critics and that major validation lies in these surveys’ appropriateness for institution- and group-level decision-making. In the case of NSSE he offers empirical evidence that the NSSE benchmarks can be used to assess the extent to which an institution’s students are engaged in educationally purposeful activities, and the extent to which colleges and universities are effective in facilitating student engagement ADDIN EN.CITE <EndNote><Cite><Author>Pike</Author><Year>2013</Year><RecNum>49</RecNum><DisplayText>(Pike, 2013)</DisplayText><record><rec-number>49</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663726">49</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>G. R Pike</author></authors></contributors><titles><title>NSSE benchmarks and institutional outcomes: A note on the importance of considering the intended uses of an instrument in validity studies</title><secondary-title>Research in Higher Education</secondary-title></titles><periodical><full-title>Research in Higher Education</full-title></periodical><pages>149-170</pages><volume>2013</volume><number>54</number><dates><year>2013</year></dates><urls></urls></record></Cite></EndNote>(Pike, 2013). Furthermore, several authors highlight that the survey benchmarks were designed so as to “represent clusters of good educational practices and to provide a starting point for examining specific aspects of student engagement” PEVuZE5vdGU+PENpdGU+PEF1dGhvcj5Fd2VsbDwvQXV0aG9yPjxZZWFyPjIwMTE8L1llYXI+PFJl
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ADDIN EN.CITE.DATA (Ewell, McClenney, & McCormick, 2011; Kuh, 2001; McCormick & McClenney, 2012; Pike, 2013, p. 163). Furthermore, a welcome modification has been in longitudinal designs with repeated measure which allow for tracking changes in student behaviour and perceptions of student experience over time. Another helpful revision to the survey designs has been done by introducing the questions of student expectations and aspirations to surveys targeted at students at the beginning of their study. Importantly, longitudinal designs have also been extended into the labour market since the effects of educational provision on students may better reveal upon completion of studies ADDIN EN.CITE <EndNote><Cite><Author>Kim</Author><Year>2013</Year><RecNum>29</RecNum><Prefix>cf. </Prefix><DisplayText>(cf. Kim & Lalancette, 2013)</DisplayText><record><rec-number>29</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423660007">29</key></foreign-keys><ref-type name="Electronic Book">44</ref-type><contributors><authors><author>H. H Kim</author><author>D Lalancette</author></authors></contributors><titles><title>Literature review on the value-added measurement in higher education</title></titles><dates><year>2013</year></dates><pub-location>Paris</pub-location><publisher>OECD</publisher><urls><related-urls><url>;(cf. Kim & Lalancette, 2013). Promising complementary research lies in student social network analyses which depict a complex web of relationships and interactions, both historic and present, both within and outside academic settings, both physical and virtual, that shape individual students’ (perception of) learning and experience ADDIN EN.CITE <EndNote><Cite><Author>Biancani</Author><Year>2013</Year><RecNum>5</RecNum><DisplayText>(Biancani & McFarland, 2013)</DisplayText><record><rec-number>5</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423658186">5</key></foreign-keys><ref-type name="Book Section">5</ref-type><contributors><authors><author>S Biancani</author><author>D. A McFarland</author></authors><secondary-authors><author>M. B Paulsen</author></secondary-authors></contributors><titles><title>Social networks research in higher education</title><secondary-title>Higher education: Handbook of theory and research (Vol. 28)</secondary-title></titles><volume>151-215</volume><dates><year>2013</year></dates><pub-location>Dordrecht, The Netherlands</pub-location><publisher>Springer</publisher><urls></urls></record></Cite></EndNote>(Biancani & McFarland, 2013).One implication of the eagerness of institutional decision makers and policy makers to collect data directly from students is survey fatigue. Students are more and more tired of surveys, complete them carelessly or do not complete them at all. Institutional surveys compete with hundreds of other surveys (including those by business eager to understand the millennials’ consumer habits) and students do not differentiate between them or do not care to respond. Low response rates accentuate possible biases in survey responses; the most common among them is underrepresentation of disengaged, non-traditional and minority students. Low response rate remain major challenge in the student survey methodology despite ample attempts devoted to find better ways to raise response rates PEVuZE5vdGU+PENpdGU+PEF1dGhvcj5Qb3J0ZXI8L0F1dGhvcj48WWVhcj4yMDA0PC9ZZWFyPjxS
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ADDIN EN.CITE.DATA (Porter, 2004; Porter & Whitcomb, 2004; Porter, Whitcomb, & Weitzer, 2004). Inevitably, we will need to look for new ways of collecting data from students on their behaviour, preferences and opinions. In sum, there are convincing arguments on both sides. Obviously, researchers ought to continue to work towards improving student survey instruments, as such data is helpful for our better understanding of how students experience higher education and for devising interventions for improvements. While survey data is an important source of evidence, it is by no means sufficient. As mentioned by ADDIN EN.CITE <EndNote><Cite AuthorYear="1"><Author>Alderman</Author><Year>2012</Year><RecNum>1</RecNum><Pages>273</Pages><DisplayText>Alderman, Towers, and Bannah (2012, p. 273)</DisplayText><record><rec-number>1</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423657939">1</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>L Alderman</author><author>S Towers</author><author>S Bannah</author></authors></contributors><titles><title>Student feedback systems in higher education: a focused literature review and environmental scan</title><secondary-title>Quality in Higher Education </secondary-title></titles><periodical><full-title>Quality in Higher Education</full-title></periodical><pages>261-280</pages><volume>18</volume><number>3</number><dates><year>2012</year></dates><urls></urls></record></Cite></EndNote>Alderman, Towers, and Bannah (2012, p. 273), greater reliability of data is achieved when student survey data are used “in conjunction with information from other sources and robust links are established between the data and the institution’s overall quality management system”. For the purposes of formative decision-making oriented towards the institutional and program improvements, student data needs to come from several sources and be validated through cross verification of data from different sources (i.e. triangulated). At best student surveys are used as screening instruments to discover major deficiencies in educational environment and provision, and major discrepancies in student behavior from the expected. Such diagnostic results in turn guide the institutional managers to explore causes and consequences of various practices and processes. This is done through qualitative methods which can generate contextualized data – indeed richer, deeper and more authentic data - on student experience and behaviour albeit on smaller scale, by focusing on the ‘particular’.The advantage of qualitative methods is that they can generate richer, deeper and more authentic data on student experience and behaviour. However, their major drawback is in limited scope – they focus on particular case or phenomenon, which makes generalisations to large populations problematic. The intensive field-work (through in-depth interviews, focal groups, direct observation, etc.) makes it simply too time-consuming and too costly to reach large numbers of students. The question that arises is whether, with the use of new technology, the universal use of social media by students and the advances in big data science, these limitations could be overcome. Frontier research agendas lie in exploring digital adaptations of qualitative research methods of data collection, such as digital ethnography and digital phenomenology, which give access to more contextualized data on human behavior and lived-experiences on a large scale ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2013</Year><RecNum>33</RecNum><DisplayText>(Klemen?i?, 2013)</DisplayText><record><rec-number>33</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423662748">33</key></foreign-keys><ref-type name="Conference Paper">47</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author></authors></contributors><titles><title>A “new” phenomenology of student experience and engaging students in institutional research</title><secondary-title>EAIR, Track: Student learning and student experience</secondary-title></titles><dates><year>2013</year><pub-dates><date>28-30 August 2013</date></pub-dates></dates><pub-location>Rotterdam</pub-location><urls></urls></record></Cite></EndNote>(Klemen?i?, 2013). It is plausible to expect that, in the very near future, data on student experience will be collected from students not through invitations to answer on-line student surveys but rather – seamlessly and in great volumes - through social media platforms adapted to use by institutional researchers ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2013</Year><RecNum>33</RecNum><DisplayText>(Klemen?i?, 2013)</DisplayText><record><rec-number>33</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423662748">33</key></foreign-keys><ref-type name="Conference Paper">47</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author></authors></contributors><titles><title>A “new” phenomenology of student experience and engaging students in institutional research</title><secondary-title>EAIR, Track: Student learning and student experience</secondary-title></titles><dates><year>2013</year><pub-dates><date>28-30 August 2013</date></pub-dates></dates><pub-location>Rotterdam</pub-location><urls></urls></record></Cite></EndNote>(Klemen?i?, 2013). Advancements in educational technology and students’ near universal use of mobile technology present enabling conditions for such innovation. The major challenge to this promising method, however, lies in safeguarding of private or individually identifying information and other ethical concerns that arise from research using Internet.Before we continue to describe the various approaches to student data analytics, one concession is in place. Student data analytics to generate evidence for decision-making is inevitably reductionist: it means capturing aspects of student experience which are general to most students, rather than particular to a few. There is no way that we can turn every idiosyncratic aspect of individual student experience into evidence that can inform institution-wide or system-wide decisions. Against, best what we can do as researchers and decision-makers who seek “intelligence” for their decisions, is to utilize data from several sources and obtained from both quantitative and qualitative methods.Student surveys as part of the development of student data analytics in institutional researchThis section focuses on the challenges and opportunities concerning student data analytics as part of the institutional research: the practices of collecting, synthesizing, and analyzing student data to serve as evidence in university decision-making and planning, and also to fulfill mandatory reporting requirements and external assessment PEVuZE5vdGU+PENpdGU+PEF1dGhvcj5LbGVtZW7EjWnEjTwvQXV0aG9yPjxZZWFyPjIwMTM8L1ll
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ADDIN EN.CITE.DATA (cf. Klemen?i? & Brennan, 2013; Klemen?i?, ??ukanec, & Komljenovi?, 2015). The institutional research on students is part of the larger process of expanding the function of institutional research from the basic reporting approach for statistical purposes, funding and accreditation and record keeping towards a bigger role in quality assurance, assessment of institutional performance, and, ultimately, also in strategic planning and development ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2015</Year><RecNum>31</RecNum><DisplayText>(Klemen?i? et al., 2015)</DisplayText><record><rec-number>31</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423661870">31</key></foreign-keys><ref-type name="Book Section">5</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author><author><style face="normal" font="default" size="100%">N </style><style face="normal" font="default" charset="238" size="100%">??ukanec</style></author><author><style face="normal" font="default" size="100%">J </style><style face="normal" font="default" charset="238" size="100%">Komljenovi?</style></author></authors><secondary-authors><author>Karen Webber,</author><author>Angel Calderon,</author></secondary-authors></contributors><titles><title>Decision Support Issues in Central and Eastern Europe</title><secondary-title>Institutional Research and Planning in Higher Education: Global Contexts and Themes</secondary-title></titles><dates><year>2015</year></dates><pub-location>New York</pub-location><publisher>Routledge Press/Taylor & Francis</publisher><urls></urls></record></Cite></EndNote>(Klemen?i?, ??ukanec, & Komljenovi?, 2015). The development of institutional approaches to student data analytics towards the strategic approach requires several changes in terms of types of data collected, sources of data and data management systems (see Fig. 1). Fig. 1 Approaches to student data analyticsAs we move from reporting approach towards quality and strategic approaches, the range of student data collected expands: from the basic records on enrollments, academic progress and student profile to student course evaluations, student approaches to studying and learning, student satisfaction with the learning environment (student services and facilities) as well as student learning outcomes and employability. In reporting approach, data tend to be generated only from the institutional records provided by students upon registration and from student academic records. In quality enhancement approach, data is also sought directly from students with surveys on opinions, satisfaction and behavior, and possibly also through qualitative methods, such as interviews, focal groups or direct observation. In strategic approach institutions also gather data from external data sources to develop intelligence on international trends in student recruitment, and compare themselves to other institutions. They use new technologies which allow for data mining and data scraping to extract information from public data sets, social media and public blog posts. Another new source of data on student behavior comes with web analytics which track students’ usage of university webpages. Data on and from students typically presents one of the sources of university intelligence, and it varies from one institution to another to which extent this data is integrated into a central data warehouse and translated into “business intelligence” to inform decision-making, or is kept within warehouses of student registrars or quality assurance centers of teaching and learning units. Methods of data management - collection, storage and analysis – differ in the reporting, quality and strategic approaches. In reporting approach, different types of data are kept in individual data warehouses units (e.g. student registrars, units for quality assurance, student affairs, teaching and learning, international office, etc.) and processes within that unit. Data is automated and processed with basic statistical tools. Standardized reports are prepared for internal or external use. In quality approach, data tends to be managed within different units, but a central data management system is put into place to conduct quality checks and prepare institution-wide reports. In strategic approach, institutions connect student data from various sources into one integrated institutional data warehouse, where it is linked also to other data on university operations (e.g. academic staff, finance, etc.). The advantage of such integrated systems is that student data - and other key institutional data - is available across the institution and processed in a timely and reliable manner through common data management software. In this way data is accessible across the institution for performance evaluation and strategy planning. For such data managements systems to work, universities first of all need to build technical capacity, but – also and equally important – hire and train skilled analytic professionals who are able to turn data into evidence for decision-making ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2015</Year><RecNum>31</RecNum><DisplayText>(Klemen?i? et al., 2015)</DisplayText><record><rec-number>31</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423661870">31</key></foreign-keys><ref-type name="Book Section">5</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author><author><style face="normal" font="default" size="100%">N </style><style face="normal" font="default" charset="238" size="100%">??ukanec</style></author><author><style face="normal" font="default" size="100%">J </style><style face="normal" font="default" charset="238" size="100%">Komljenovi?</style></author></authors><secondary-authors><author>Karen Webber,</author><author>Angel Calderon,</author></secondary-authors></contributors><titles><title>Decision Support Issues in Central and Eastern Europe</title><secondary-title>Institutional Research and Planning in Higher Education: Global Contexts and Themes</secondary-title></titles><dates><year>2015</year></dates><pub-location>New York</pub-location><publisher>Routledge Press/Taylor & Francis</publisher><urls></urls></record></Cite></EndNote>(Klemen?i?, ??ukanec, & Komljenovi?, 2015). Often in universities there already exist much reliable data and information, which is not put into use in decision-making, because it is not readily and easily accessible or because it is not sufficiently processed for use.Recommendations to policy makersStudent survey data has been used to generate evidence on what works and what does not work in how higher education institutions conduct teaching and enable learning and development. This evidence is to serve several purposes and users: it is to inform policy and practice of institutions themselves, it is to inform policy of governments, and it is to inform the higher education stakeholders, first and foremost students and their families. Given the vast implications of the use of survey data as evidence and as information in decision processes, student survey data and methods to collect student data ought to be scrutinized for reliability and validity. 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ADDIN EN.CITE.DATA (cf. Alderman, Towers, & Bannah, 2012; Harvey, 2003; Porter, 2004; Richardson, 2005):Surveys have an explicit stated purpose which leads to quality enhancement. They are tailored to that specific purpose ( ADDIN EN.CITE <EndNote><Cite><Author>Alderman</Author><Year>2012</Year><RecNum>1</RecNum><DisplayText>(Alderman et al., 2012)</DisplayText><record><rec-number>1</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423657939">1</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>L Alderman</author><author>S Towers</author><author>S Bannah</author></authors></contributors><titles><title>Student feedback systems in higher education: a focused literature review and environmental scan</title><secondary-title>Quality in Higher Education </secondary-title></titles><periodical><full-title>Quality in Higher Education</full-title></periodical><pages>261-280</pages><volume>18</volume><number>3</number><dates><year>2012</year></dates><urls></urls></record></Cite></EndNote>Alderman, Towers, & Bannah, 2012).Student feedback is sought “at the level at which one is endeavouring to monitor quality”, as soon as possible after the relevant educational activity ADDIN EN.CITE <EndNote><Cite><Author>Richardson</Author><Year>2005</Year><RecNum>63</RecNum><Pages>409</Pages><DisplayText>(Richardson, 2005, p. 409)</DisplayText><record><rec-number>63</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423664533">63</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>J. T. E Richardson</author></authors></contributors><titles><title>Instruments for obtaining student feedback: a review of the literature</title><secondary-title>Assessment & Evaluation in Higher Education</secondary-title></titles><periodical><full-title>Assessment & Evaluation in Higher Education</full-title></periodical><pages>387–415</pages><volume>30</volume><number>4</number><dates><year>2005</year></dates><urls></urls></record></Cite></EndNote>(Richardson, 2005, p. 409) , and ideally repeatedly to monitor trends.The survey instruments that aim at inter-institutional comparisons serve best as screening tools when two conditions are met: (i) the more alike the compared institutions are in their mission, purpose and resources, and (ii) the lower in the institutional hierarchy is the unit of analysis (surveys on the program level are the most desirable points of comparison). Students and other stakeholders are involved in the entire process of survey design, implementation, analysis and reporting to aid relevance, clarity, and legitimacy of surveys.Survey design is critically appraised as to the underlying ideological and policy frames: How different values are negotiated and balanced and reflected in the survey instruments? What value-signals the institution is sending through the questionnaires? Such critical reflexive processes can be more fruitful if different epistemic communities are involved in it; especially students who are directly affected by the policy interventions, and who have the first-hand experience of practice ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2013</Year><RecNum>32</RecNum><Prefix>cf. </Prefix><DisplayText>(cf. Klemen?i? & Brennan, 2013)</DisplayText><record><rec-number>32</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423662679">32</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author><author><style face="normal" font="default" charset="238" size="100%">J Brennan </style></author></authors></contributors><titles><title>Institutional research in a European context: a forward look</title><secondary-title>European Journal of Higher Education</secondary-title></titles><periodical><full-title>European Journal of Higher Education</full-title></periodical><pages>265-279</pages><volume>3</volume><dates><year>2013</year></dates><urls></urls></record></Cite></EndNote>(cf. Klemen?i? & Brennan, 2013).If there are several surveys administered by the institution, possibilities are explored to integrate them. The different surveys are checked for possible conflicts in timing of administration, duplication of questions, etc. To raise response rates, several methods have been recorded to increase response rates: multiple contacts; incentives included with survey instrument (not conditional on completion); (statement of) high survey salience to students; and request for help in the cover letter ADDIN EN.CITE <EndNote><Cite><Author>Porter</Author><Year>2004</Year><RecNum>53</RecNum><DisplayText>(Porter, 2004)</DisplayText><record><rec-number>53</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663934">53</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>S. R Porter</author></authors></contributors><titles><title>Raising response rates: what works?</title><secondary-title>New Directions for Institutional Research</secondary-title></titles><periodical><full-title>New Directions for Institutional Research</full-title></periodical><pages>5–21</pages><volume>2004</volume><number>121</number><dates><year>2004</year></dates><urls></urls></record></Cite></EndNote>(Porter, 2004). Participants in the survey are aware of how the data will be used, i.e. the feedback loop. This may raise survey salience, i.e. the importance or relevance that students attribute to the survey topic, which is shown to raise response rates ADDIN EN.CITE <EndNote><Cite><Author>Porter</Author><Year>2004</Year><RecNum>53</RecNum><DisplayText>(Porter, 2004)</DisplayText><record><rec-number>53</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423663934">53</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author>S. R Porter</author></authors></contributors><titles><title>Raising response rates: what works?</title><secondary-title>New Directions for Institutional Research</secondary-title></titles><periodical><full-title>New Directions for Institutional Research</full-title></periodical><pages>5–21</pages><volume>2004</volume><number>121</number><dates><year>2004</year></dates><urls></urls></record></Cite></EndNote>(Porter, 2004).At best, student surveys are used as screening instruments to discover major deficiencies in educational environment and provision, and major discrepancies in student behavior from the expected. Such diagnostic results in turn guide the institutional managers to explore causes and consequences of various practices and processes. This is done through qualitative methods which can generate contextualized data – indeed richer, deeper and more authentic data - on student experience and behaviour albeit on smaller scale, by focusing on the ‘particular’. With the advancement in new technology and the universal use of digital media by students ADDIN EN.CITE <EndNote><Cite><Author>Gardner</Author><Year>2013</Year><RecNum>18</RecNum><DisplayText>(Gardner & Davis, 2013)</DisplayText><record><rec-number>18</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423659292">18</key></foreign-keys><ref-type name="Book">6</ref-type><contributors><authors><author>H Gardner</author><author>K Davis </author></authors></contributors><titles><title>The App Generation: How Today’s Youth Navigate Identity, Intimacy, and Imagination in a Digital World</title></titles><dates><year>2013</year></dates><pub-location>New Haven</pub-location><publisher>Yale University Press</publisher><urls></urls></record></Cite></EndNote>(Gardner & Davis, 2013), research is already underway seeking to adapt qualitative empirical methods to digital use, to canvass data on student experience on a large scale ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2013</Year><RecNum>33</RecNum><Prefix>such as digital ethnography and digital phenomenology by </Prefix><DisplayText>(such as digital ethnography and digital phenomenology by Klemen?i?, 2013)</DisplayText><record><rec-number>33</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423662748">33</key></foreign-keys><ref-type name="Conference Paper">47</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author></authors></contributors><titles><title>A “new” phenomenology of student experience and engaging students in institutional research</title><secondary-title>EAIR, Track: Student learning and student experience</secondary-title></titles><dates><year>2013</year><pub-dates><date>28-30 August 2013</date></pub-dates></dates><pub-location>Rotterdam</pub-location><urls></urls></record></Cite></EndNote>(such as digital ethnography and digital phenomenology by Klemen?i?, 2013); and more exploratory and innovative research in this area is called for. The rise of big data on students will make institutional research more complex and challenging. Institutional researchers will need to learn how to leverage data resources effectively to support decision-making. From basic student records, which have become automatized, the attention is shifting to ‘issue intelligence’ and ‘contextual intelligence’ to aid policy and strategic planning, including forecasting and scenarios building ADDIN EN.CITE <EndNote><Cite><Author>Klemen?i?</Author><Year>2013</Year><RecNum>32</RecNum><DisplayText>(Klemen?i? & Brennan, 2013)</DisplayText><record><rec-number>32</rec-number><foreign-keys><key app="EN" db-id="0dv9exte2d90wseax0qpzaztp5ttpwdtwdef" timestamp="1423662679">32</key></foreign-keys><ref-type name="Journal Article">17</ref-type><contributors><authors><author><style face="normal" font="default" size="100%">M Klemen</style><style face="normal" font="default" charset="238" size="100%">?i?</style></author><author><style face="normal" font="default" charset="238" size="100%">J Brennan </style></author></authors></contributors><titles><title>Institutional research in a European context: a forward look</title><secondary-title>European Journal of Higher Education</secondary-title></titles><periodical><full-title>European Journal of Higher Education</full-title></periodical><pages>265-279</pages><volume>3</volume><dates><year>2013</year></dates><urls></urls></record></Cite></EndNote>(Klemen?i? & Brennan, 2013). 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