Data Use in Education—a Conceptual Literature Review
Author(s):
Conference:
ECER 2015
Format:
Paper

Session Information

09 SES 07 A, Uses and Interpretations of Educational Data in System Monitoring and Evidence-based Governance

Paper Session

Time:
2015-09-09
17:15-18:45
Room:
326. [Main]
Chair:
Heike Wendt

Contribution

This paper presents a comprehensive review of existing research on data use in education and identifies key concepts and theoretical approaches in this body of research.

 

During the last decade in particular, a range of countries in Europe has implemented a relatively new set of evidence-based approaches in the field of education, emphasizing the combined power of performance measurement, quality indicators, and goal setting, accompanied by accountability and increased competition between schools. According to current policy trends, local authorities, school leaders and teachers should use data about student outcomes to evaluate and improve practices in order to enhance performance and contribute to transforming national educational systems to become more effective (cf. Fuller, 2008). Such data use represents the centrepiece of what is often referred to as evidence-based governing regimes, typically presented as an ideal way of coordinating activities on different levels in the school system (Ozga, 2009). Practices of data use can be defined as what happens when individuals interact by using test scores, grades, and other forms of assessment tools in their work (Coburn & Turner, 2011; Spillane, 2012), pointing to how steering and control in education is closely linked to that of individual and organizational learning.

 

Initiating data use in several countries as a core element in school-governing structures and processes highlights the need for further knowledge about the use of concepts and theoretical approaches applied in existing research on this issue. A few yet highly informative literature reviews (Coburn & Turner, 2011; Little, 2012) have been conducted, mainly focusing on the US context and contributions from the USA. These reviews can also be characterized as traditional or narrative reviews, typically presenting research relating to a topic of interest but without defining the explicit criteria for the identification and inclusion of studies (Davies, 2000; Gough, Oliver & Thomas, 2013). In this study, we have conducted a comprehensive literature review, employing methods developed in the field of research synthesis for a broader international approach and by including perspectives of Scandinavian and other European research on data use in education. On this backdrop, we ask the following research questions in the study: What concepts and theoretical perspectives are employed in existing research on data use internationally and in Europe? How is data use in education theoretically and conceptually framed in this body of research? Are there different paradigms or schools for research on data use in education?

 

To ensure a comprehensive review of literature on data use in education, an extensive search approach inspired by literature on research synthesis has been applied. Research synthesis is the common label for the methods of summarizing, integrating, and cumulating (if possible) the findings of studies on a topic or research question (Davies, 2000). This review draws on well-known procedures defined in the literature on research synthesis (Davies, 2000; Thomas & Pring, 2004; Gough et al., 2013). In detail, the study shares similarities with a systematic, narrative conceptual analysis—where different conceptual understandings derived from individual studies are identified and merged into a new, macro-conceptual and/or theoretical understanding. This process implies choices of the research question, conceptual framework, review protocol, inclusion criteria, search strategy, and data extraction and synthesis for configurative purposes. Performing a configurative review principally means to arrange findings from primary studies to answer the research question, as an alternative to aggregating their results (e.g., statistical meta-analysis and reviews of effect-size studies) (Gough et al., 2013). Configurative research synthesis focuses on questions that generate theories in both particular and different contexts. The primary studies identified are often heterogeneous and involve interpretive conceptual analysis. 

Method

An overarching review protocol has been developed to ensure application of general principles of transparency, accountability, and replicability of systematic reviews (Hammerstrøm et al., 2010; Gough et al. 2013).The review protocol aims for concept saturation. This means that the literature searches focus on identifying a range of concepts and theoretical frameworks, ideally until no more can be found (Gough et al., 2013). The study design can be characterized as a conceptual iterative review that is systematic in applying clear, overarching rules for inclusion of studies, while the more specific, detailed criteria for these rules become apparent in the process of conducting the review. Searches for academic, international, peer-reviewed, and scientific published articles have been employed in ERIC, Google Scholar and in Scandinavian and European databases. Procedures of hand searching in relevant academic journals have also been employed, as well as thread searches from already identified articles. The concept of data use is framed differently in different contexts and languages and considering how data use is an established concept in US literature and less so in European research, this has required exploration of synonymous and resembling concepts in use. Queries in English have been used, as well as in German and in the three Scandinavian languages. The overarching inclusion criteria of the review have been: English, Norwegian, Swedish, Danish, and German languages; 2000–2014 time frame; primary and secondary education; and assessment and evaluation studies for school development and governance purposes. Additional details on the search strategy and the inclusion and exclusion criteria have been documented throughout the study process and are presented in the final paper. Initial searches identified nearly 6000 studies. Two phases of screening studies by 1) title and keywords and 2) abstracts in accordance to the defined inclusion and exclusion criteria reduced the body of relevant studies to 250. The full papers were downloaded and carefully reviewed for coding and analysis. A coding manual was used to provide an account of the research included and to identify characteristics of the studies such as their settings, study contexts, authors, publication dates and types, research methods and selections, theoretical concepts, main findings, etc. (Gough et al., 2013; Wilson, 2014). A double coding process performed by two experienced researchers has been employed to enhance the review quality.

Expected Outcomes

There is a strong US bias in the identified body of studies, and a number of studies are classified within “school effectiveness” literature. The political context is less emphasized in terms of how different types of institutional logics are applied to the preferred ways of governing education, along with the diverse views on accountability and professionalism. A substantial portion of the reviewed literature focuses on “what works” to increase academic achievement, situating forms of evidence-based practice as part of data use practices. However, and in particular in the Anglo-American literature, there is less emphasis on more holistic approaches to plan, carry out, and evaluate teaching in ways that teachers always have involved in. This issue may be related to various traditions, such as an Anglo-American versus a European tradition, where attention to outcomes and external evaluation are a new development. In the German speaking context, the research follow two strands; data use integrated in internal evaluation and recently, use of data provided by performance tests and external evaluation for school improvement. To be able to make more sense of such variations and transitions, the situation implies the necessity to also include macro-level approaches and uphold the greater concern with the policy tools and how they are interwoven in the organizational routines. Moreover, practices of data use comprise an understudied area, given their increasing scope and centrality to school governing, organizational development and implications for professional work and enhancing student performance. This review thereby contributes methodologically by employing an alternative approach to the traditional research review. It also stimulates on going debates on data use in different contexts in Europe as well as non-European contexts, thus highlighting its importance for theoretical development and further research in this area.

References

Coburn, C. & Turner, E.O. (2011). Research on data use: A framework and analysis. Measurement: Interdisciplinary Educational Change, 9(4), 173–206. Davies, P. (2000). The relevance of systematic reviews to educational policy and practice. Oxford Review of Education, 26(3–4), 366-378 Fuller, B. (2008). Liberal learning in centralising states. In Fuller, B., Henne, M.K. & Hannum, E. (Eds.) Strong States, Weak Schools: The Benefits and Dilemmas of Centralised Accountability, Vol. 16. Bingley: Emerald Group. Gough, D., Oliver, S. & Thomas, J. (2013). An Introduction to Systematic Reviews. Los Angeles, CA: Sage. Hammerstrøm, K., Wade, A. & Jørgensen, A. (2010). Searching for Studies: A Guide to Information Retrieval for Campbell Systematic Reviews 2010: Supplement 1. Oslo: The Campbell Collaboration. Little, J.W. (2012). Understanding data use practices among teachers: The contribution of micro-process studies. American Journal of Education, 118(2), 143–166. Ozga, J. (2009). Governing education through data in England: from regulation to self-evaluation. Journal of Education Policy, 24(2), 149-162. Spillane, J.P. (2012). Data in practice: Conceptualizing the data-based decision-making phenomena. American Journal of Education, 118(2), 113–141. Thomas, G. & Pring, R. (2004) Evidence-Based Practice in Education. Berkshire, UK: McGraw-Hill Education. Wilson, S. (2014). Study Coding. Presentation held at the Campbell Collaboration Colloquium 2014, Belfast, UK. http://www.campbellcollaboration.org/artman2/uploads/1/Wilson_Coding.pdf [Retrieved 30.07.2014].

Author Information

Tine Proitz (presenting / submitting)
University College of Buskerud and Vestfold, Norway
University College of Akershus and Oslo, Norway
University of Teacher Education Zug, Switzerland

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