Towards adaptive open learning environments: Evaluating the precision of identifying learning styles by tracking learners’ behaviours

Open learning represents a new form of online learning where courses are provided freely online for large numbers of learners. MOOCs are examples of this form of learning. The authors see an opportunity for personalising open learning environments by adapting to learners’ learning styles and providing adaptive support to meet individual learner needs and preferences. Identifying learning styles of learners in open learning environments is crucial to providing adaptive support. Learning styles refer to the manner in which learners receive and perceive information. In the literature, a number of learning style models have been proposed. The Felder and Silverman Learning Styles Model (FSLSM) has been selected as the most appropriate model for open learning. In previous studies two approaches have been used to automatically identify learning styles based on the FSLSM. These approaches are known as the data-driven method and the literature-based method. In the literature, the literature-based method has been shown to be more accurate in identifying learning styles. This method relies on tracking learners’ interactions with the provided learning objects based on a set of pre-determined patterns that help in inferring learning styles. The patterns are monitored based on pre-identified threshold values. This paper aims to apply the literature-based method to open learning environments and introduce the optimal patterns and threshold values for identifying learning styles based on the FSLSM. To achieve this aim, a study was conducted whereby a prototype that simulates the open learning environment was developed and piloted on an undergraduate IT course so that learner behaviour could be tracked and data could be collected. Next, different sets of threshold values from the literature were considered along with some updated threshold values considering the context of open learning environments, and the precision of identifying learning styles was calculated. Eighty-three students participated in the study and used the developed prototype. Precision results from different threshold values presented in the literature along with customised threshold values for this study are reported and analysed in this paper. It is shown that threshold values derived from literature and customised to suit open learning environments provide a high level of accuracy in identifying learning styles. The paper presents the first study of its kind in evaluating threshold values and precision in identifying learning styles based on the FSLSM in open learning environments. The results are promising and indicate that the proposed methodology is efficient in detecting learning styles in open learning environments and useful for developing an adaptive framework.     

An investigation of listening and listening‐while‐reading accommodations on reading comprehension levels and rates in students with emotional disorders

Researchers used alternating treatment designs to investigate the effects of listening‐while‐reading (LWR) and listening interventions on comprehension levels and rates in four middle school students with emotional disorders. During LWR, students were instructed to read passages silently along with experimenters. During the listening condition, we did not give students a printed copy of the passage but merely instructed them to listen as an experimenter read the passages aloud. The control condition consisted of students reading passages silently. After each condition, students answered 10 comprehension questions without referring back to the printed passage. Although neither intervention resulted in comprehension levels consistently superior to those of the silent reading control condition, LWR and listening resulted in higher rates of comprehension than the silent reading control condition across all four students. However, listening appeared to improve reading comprehension rates in only two students. These results suggest that LWR may be an efficient procedure for enhancing comprehension across content areas with groups of students who have heterogeneous reading skills. The discussion focuses on future applied research with students with disabilities. © 2005 Wiley Periodicals, Inc. Psychol Schs 42: 39–51, 2005.     

Enhancing science performance in students with learning disabilities using cover,copy, and compare: A student shows the way

A student who participated in a previous study where he was trained to use a self‐managed academic intervention known as cover, copy, and compare (CCC) to enhance his mathematics performance developed the specific intervention used in the current study. Without prompting, this student adapted and employed this procedure to learn bone in the human body. In the current study a multiple baseline across tasks design was used to determine if CCC could be used to enhance accuracy in identifying parts of the human heart in three students with learning disabilities. Three students learned how to perform the self‐management procedures during one session that lasted less than 15 minutes. Results showed that immediately after implementing the CCC intervention students' accuracy improved. Following 11 brief sessions, students were able to identify 15 parts of a human heart with an overall accuracy of 80% over 2 consecutive days. Discussion focuses on limitations and implications of this study and school psychologists' and students' contributions to the development and empirical validation of academic interventions. © 2002 Wiley Periodicals, Inc.     

The Development and Correlates of Gender Role Orientations in African‐American Youth

This study charted the development of gendered personality qualities, activity interests, and attitudes across adolescence (approximately ages 9–18) among 319 African‐American youth from 166 families. The relations between daily time spent with father, mother, and male and female peers—the gendered contexts of youth's daily activities—and (changes in) these gender role orientations were also assessed. Boys and girls differed in their gender role orientations in stereotypical ways: interest in masculine and feminine activities, and attitude traditionality generally declined, but instrumentality increased across adolescence and expressivity first increased and later decreased. Some gender differences and variations in change were conditioned by time spent with same‐ and other‐sex gender parents and peers. The most consistent pattern was time with male peers predicting boys' stereotypical characteristics.     

A comparison of class‐wide taped problems and cover,copy, and compare for enhancing mathematics fluency

An adapted alternating treatments design was used to compare the effects of class‐wide applications of Taped Problems (TP) and Cover, Copy, and Compare (CCC) procedures designed to enhance subtraction fact fluency in an intact third‐grade classroom. During the TP procedure, a tape provided an auditory prompt (i.e., the problem), followed by a 2‐second delay and then the correct answer. Students attempted to supply the correct answer before the answer was provided by the tape. During the CCC procedure, students would cover a math‐fact family triangle, attempt to write one of two possible problems and answer, write the reciprocal fact and answer, and evaluate their responses. Results show that TP caused greater increases in subtraction fact fluency than CCC or a control condition. Discussion focuses on preventing student math deficits, issues regarding alternating treatments designs, and future directions for research. © 2012 Wiley Periodicals, Inc.     

Implementing RFID in a hospital library: a scoping study

This article discusses a scoping study on implementing radio frequency identification device (RFID) in a hospital library context, conducted by Joseph Norwood for his MA dissertation at the University of Brighton. The study was carried out during the summer of 2011 to support possible RFID implementation at the Brighton and Sussex University Hospitals (BSUH) Trust, and the library staff were able to use the findings to good effect to create a business plan. This article also acts as the template for the new Dissertations into Practice feature, which was introduced in the March issue (Marshall, A. Health Information and Libraries Journal 2012, 29, 72). The dissertation highlighted here is very practical in nature and had immediate and quantifiable benefits for the Trust library. Future feature articles are likely to reflect the range of health-related dissertation topics which students choose and will include studies on user information behaviour, information services related to mental health and well-being, as well as the impact of technology on health-related library or information services.AM.     

Decreasing inappropriate vocalizations using classwide group contingencies and color wheel procedures: A component analysis

Teacher referrals for consultation resulted in two independent teams collecting evidence that allowed for a treatment component evaluation of color wheel (CW) procedures and/or interdependent group‐oriented reward (IGOR) procedures on inappropriate vocalizations in one third‐ and one first‐grade classroom. Both studies involved the application of B‐C‐D‐C designs, with the initial B phase involving the application of independent group‐oriented punishment (IGOP) procedures that were applied in all classrooms at the respective schools and maintained across all phases of the studies. In Study I, the C phase involved that application of IGOP, IGOR, and CW; CW was withdrawn in the D phase and reinstated in the subsequent C phase. In Study II, IGOP procedures were supplemented with CW procedures (first C phase), then IGOR procedures were added (D phase) and withdrawn (second C phase). Results from the two studies converge and provide evidence that CW procedures are effective when applied with IGOP procedures and that supplementing them with IGOR procedures may have little classwide impact on inappropriate vocalizations. © 2010 Wiley Periodicals, Inc.