Latent class analysis of non-formal learners' self-directed learning patterns in open educational resource repositories

Open educational resources (OERs) are increasingly adopted in non‐formal education contexts. However, little research has been conducted to investigate the self‐directed learning patterns of non‐formal learners using OERs. A lack of knowledge about non‐formal learners precludes discussions on how to support their self‐regulated learning in open learning environments. We explored the self‐directed learning patterns of 1892 non‐formal online learners who were using OER repositories. In addition, we examined whether differences existed in future intentions to use OERs between learners with different learning patterns. Four latent classes were identified, and learners' age was found to affect class membership. We also found that non‐formal learners' use of self‐directed learning strategies predicted their future intentions to use OERs. This study advanced our understanding of the subpopulations of non‐formal learners using OERs. Future research will benefit from the findings related to designing OER environments that can accommodate diverse self‐directed learners. [ABSTRACT FROM AUTHOR]

[1]  S. Bernstein,et al.  OER and the value of openness: implications for the knowledge economy , 2015 .

[2]  Terry Anderson,et al.  Interaction Equivalency in an OER, MOOCs and Informal Learning Era. , 2013 .

[3]  Fengfeng Ke,et al.  Toward deep learning for adult students in online courses , 2009, Internet High. Educ..

[4]  Richard Hall.  Towards a Fusion of Formal and Informal Learning Environments: The Impact of the Read/Write Web. , 2009 .

[5]  B. Muthén,et al.  Deciding on the Number of Classes in Latent Class Analysis and Growth Mixture Modeling: A Monte Carlo Simulation Study , 2007 .

[6]  Dongho Kim.  A Framework for Implementing OER-Based Lesson Design Activities for Pre-Service Teachers , 2018, The International Review of Research in Open and Distributed Learning.

[7]  P. Werquin.  Recognising Non-Formal and Informal Learning , 2010 .

[8]  Tel Amiel,et al.  Identifying Barriers to the Remix of Translated Open Educational Resources. , 2013 .

[9]  Dongho Kim,et al.  Toward evidence-based learning analytics: Using proxy variables to improve asynchronous online discussion environments , 2016, Internet High. Educ..

[10]  Yan Li,et al.  Open educational resources (OER) usage and barriers: a study from Zhejiang University, China , 2015 .

[11]  Maarten Simons,et al.  The emerging pedagogy of MOOCs, the educational design of technology and practices of study , 2016 .

[12]  Jin Gon Shon,et al.  Influencing Factors in OER Usage of Adult Learners in Korea , 2015 .

[13]  Dongho Kim,et al.  Constructing Proxy Variables to Measure Adult Learners. Time Management Strategies in LMS , 2015, J. Educ. Technol. Soc..

[14]  S. Merriam.  Andragogy and Self‐Directed Learning: Pillars of Adult Learning Theory , 2001 .

[15]  Jeroen K. Vermunt,et al.  Robustness of Stepwise Latent Class Modeling With Continuous Distal Outcomes , 2016 .

[16]  Benneaser John,et al.  Design of Open Content Social Learning That Increases Learning Efficiency and Engagement Based on Open Pedagogy. , 2016 .

[17]  Cristóbal Cobo,et al.  Exploration of open educational resources in non-English speaking communities , 2013 .

[18]  T. Wilson,et al.  An empirical investigation of the emergent issues around OER adoption in Sub-Saharan Africa , 2012 .

[19]  Rebecca Eynon,et al.  Communication patterns in massively open online courses , 2014, Internet High. Educ..

[20]  D. Olcott.  New Pathways to Learning: Leveraging the Use of OERs to Support Non-formal Education , 2013, International Journal of Educational Technology in Higher Education.

[21]  Olivier Le Bohec,et al.  Procrastination, participation, and performance in online learning environments , 2011, Comput. Educ..

[22]  Shlomo Romi,et al.  Non‐formal education: a major educational force in the postmodern era , 2009 .

[23]  Mar Pérez-Sanagustín,et al.  Self-regulated learning strategies predict learner behavior and goal attainment in Massive Open Online Courses , 2017, Comput. Educ..

[24]  Kathleen Cercone.  Characteristics of Adult Learners With Implications for Online Learning Design , 2008 .

[25]  Jeroen K. Vermunt,et al.  Latent Class Modeling with Covariates: Two Improved Three-Step Approaches , 2010, Political Analysis.

[26]  Norm Friesen,et al.  Open Educational Resources: New Possibilities for Change and Sustainability , 2009 .

[27]  Patrick McAndrew,et al.  Impact of OER use on teaching and learning: Data from OER Research Hub (2013-2014) , 2015, Br. J. Educ. Technol..

[28]  Rebecca Ferguson,et al.  Social Learning Analytics , 2012, J. Educ. Technol. Soc..

[29]  Marisa Ponti,et al.  Self-directed learning and guidance in non-formal open courses , 2014 .

[30]  Brenda Gourley,et al.  Re‐invigorating openness at The Open University: the role of Open Educational Resources , 2009 .

[31]  Carlos Delgado Kloos,et al.  Understanding Learners’ Motivation and Learning Strategies in MOOCs , 2017 .

[32]  Allison Littlejohn,et al.  Learning in MOOCs: Motivations and self-regulated learning in MOOCs , 2016, Internet High. Educ..

[33]  Chris Piech,et al.  Deconstructing disengagement: analyzing learner subpopulations in massive open online courses , 2013, LAK '13.

[34]  D. Posada,et al.  Model selection and model averaging in phylogenetics: advantages of akaike information criterion and bayesian approaches over likelihood ratio tests. , 2004, Systematic biology.

[35]  Martin Weller,et al.  Who are the Open Learners? A Comparative Study Profiling Non-Formal Users of Open Educational Resources , 2015 .

[36]  R. Raisamo,et al.  Challenges and Instructors' Intention to Adopt and Use Open Educational Resources in Higher Education in Tanzania. , 2014 .

[37]  C. Hassall,et al.  Institutional and technological barriers to the use of open educational resources (OERs) in physiology and medical education. , 2017, Advances in physiology education.

[38]  Mar Pérez-Sanagustín,et al.  Recommending Self-Regulated Learning Strategies Does Not Improve Performance in a MOOC , 2016, L@S.

[39]  Marek Hatala,et al.  Self-regulated Workplace Learning: A Pedagogical Framework and Semantic Web-based Environment , 2012, J. Educ. Technol. Soc..

[40]  Liyan Song,et al.  A Conceptual Model for Understanding Self-Directed Learning in Online Environments. , 2007 .