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Self-Regulated Learning Skills Research in Computer Science: The State of the FieldDomino, Molly Rebecca 21 August 2024 (has links)
Academic success requires not only taking in content, but also understanding how to learn best. Self Regulated Learning (SRL) is process by which humans regulate their thinking, emotions, and behavior. It broadly describes the process of knowing (or learning) how to learn. Education research has found Self-Regulated Learning to be a key predictor of academic success along with other constructs like motivation and self-efficacy. It may be particularly critical in learning to program at the post-secondary level. Studies have shown that students benefit greatly from targeted instruction in these skills. Teaching students how to better self-regulate is both important and valuable for Computer Science students.
The solution here may seem straightforward: educators should give instruction on self-regulation skills. However, there are a number of skills that encompass a student's proficiency with self-regulate; including time management, problem decomposition, and reflection. Self regulation also tends to be a highly cognitive and internal process making it difficult to observe directly, let alone measure.
Which skills should be prioritized for targeted instruction? How could we empirically measure those skills? What limitations should we keep in mind when making such decisions? Within this dissertation, I will seek to address these questions. In order to get an idea of what skills the Computing Education Research community should be prioritizing, my co-authors and I conducted two studies. First, a Delphi Process study that expanded the field by gaining an understanding of what SRL skills CS post-secondary educators value most. This gave a more firm view of what skills were most important for CS students. Second, a systematic literature review to examine what skills had been studied within the Computing Education Research community. Ultimately, I created a finalized list of 12 SRL skills that appear to be particularly important to CS education. This list also includes behaviors an outside observer could use as indicators of the presence or absence of SRL.
After creating this list, I then considered how best to measure these each of these 12 skills. One form of measurement comes from using data traces collected from educational software. These allow researchers to make strong inferences about a student's internal state empirically. They also allow for measurement of students at greater scale and through automated means, making them advantageous for large classes. For my third publication, I then set about identifying a set of data traces for these skills taking a theory-first approach. I also make the case that CS is well situated to make great gains in trace-based approaches as they make use of a whole ecosystem of data sources. This is important as it is currently common for studies to utilize just one. / Doctor of Philosophy / Knowing how to learn is a critical aspect to academic success. Self-Regulation is the process by which humans regulate their thinking, emotions, and behavior. It encompasses the process of knowing (or learning) how to learn. Several studies have argued that learning Computer Science especially requires a strong self-regulated learning, but studies show novice programmer's skills in this area are still weak and benefit from further instruction. This is true even for students entering post-secondary education. Thus teaching students how to better self-regulate is important for CS students, but creating such lessons is not straightforward. SRL is a broad field and covers a variety of different skills that students may need. What skills are most important for instructors to teach their students? Once we know what skills are most important for targeting, how do we measure those skills? These are the questions I examine.
In order to get an idea of what skills the Computing Education Research community should be prioritizing, I conducted both a Delphi Process study. Following that I conducted a systematic literature review to get a better idea of what the Computing Education Research community is currently studying. I then considered the best way to measure these skills. While there are many approaches available to study SRL, I opted to examine these skills through student interactions with digital education software, called data traces. These traces are advantageous as they authentically capture learning in a way no other approach currently can. For my third paper I systematically derived a series of high-quality traces and made the case that CS classes already collect a lot of valuable traces through common digital education software systems.
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The Effects of Audiotape Suggestions on Study Habits, Self-Concept, and Level of Anxiety among College FreshmenKelly, Brian J. (Brian Joseph), 1940- 08 1900 (has links)
The study examines the use of hypnotic audiotapes designed to affect study habits and attitudes. It is assumed that exposure to the hypnotic audiotapes will improve study habits and attitudes. It is further expected that exposure to the audiotapes will improve students' self-concepts and adjustment to college work, as well as reduce anxiety. Previous studies are cited which indicate that hypnosis has had a positive effect on learning. Hypnosis has been shown to be an effective means of changing specific behaviors.
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Predicting Academic Achievement from Study Skills Habits among Upward Bound StudentsMcDougle, Kenny O. (Kenny Odell) 05 1900 (has links)
The problem of this study was to determine if study habits can be used to predict academic achievement. The purpose of this study was to determine the relationships between selected study skill habits and attitudes and achievement of secondary students in English, mathematics, and spelling. The sample for this study consisted of 82 secondary school students participating in Upward Bound programs at two universities in the north Texas area in a six week period during the summer of 1988. Eighteen different high schools were represented in the study. The sizes of the schools ranged from small to very large. Instruments used were the Survey of Study Habits and Attitudes, (SSHA) the Stanford Test of Academic Skills, (TASK), and the Otis-Lennon Mental Abilities Test (OLMAT). The statistical analysis indicated that the four subscores of the SSHA are not accurate predictors of academic achievement. However, some of the correlations among the subscores for the SSHA and the TASK were significant. Most noteable of these were work methods and mathematics, teacher acceptance and mathematics, and work methods and spelling. The recommendation is made that the SSHA should not be used to predict academic achievement in Upward Bound programs. Improving study habits and attitudes should be addressed as a method of refining academic programs, not of predicting academic achievement.
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The Relationship of Self-Concept and Study Habits of At-Risk Students as Measured by the Piers-Harris Children's Self-Concept Scale and the Survey of Study Habits and AttitudesCarpenter, Robert M. (Robert Marshall) 08 1900 (has links)
The purpose of this study was to determine the relationship between self-concept and study habits among different subgroups of 9th grade at-risk students. The study included the administration of two independent measures: The Piers-Harris Self-Concept Scale and the Survey of Study Habits and Attitudes. Other data were self-reported by the students. The five subgroups selected in this study were: (1) male and female, (2) white and non-white, (3) socioeconomic groups determined by eligibi1ity in the Free/Reduced Lunch Program, (4) retained and non-retained students, and (5) participants and non-participants in school activities. Raw scores from the self-concept scale and study habits survey were converted into percentile scores. A correlation coefficient was calculated for each subgroup. The significance of the two correlation coefficients was tested using Fisher's Zr transformation. Of the five hypotheses tested at the .05 level, all were rejected. Major findings of the study verify other research regarding characteristics of at-risk students. Also, more than half of the subjects had deficient study habits but only a small percentage (19,5V#) had signif icant ly low self-concept scores. In addition, at-risk students who participate in school activities had higher self-concept scores and study habits scores than non-participating at-risk students. It was concluded that low self-concept does not appear to be as significant a factor of students being at risk as does their poor study habits. Recommendations were made to encourage school districts to include self-concept and study habit evaluations for at-risk students and to involve more at-risk students in school activities.
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Aanpassing van die studie-oriëntasievraelys in Wiskunde vir gebruik in die intermediêre fase / Martha Sophia van der WaltVan der Walt, Martha Sophia January 2008 (has links)
Thesis (Ph.D. (Education))--North-West University, Potchefstroom Campus, 2008
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Aanpassing van die studie-oriëntasievraelys in Wiskunde vir gebruik in die intermediêre fase / Martha Sophia van der WaltVan der Walt, Martha Sophia January 2008 (has links)
Thesis (Ph.D. (Education))--North-West University, Potchefstroom Campus, 2008
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Aanpassing van die studie-oriëntasievraelys in Wiskunde vir gebruik in die intermediêre fase / Martha Sophia van der WaltVan der Walt, Martha Sophia January 2008 (has links)
Thesis (Ph.D. (Education))--North-West University, Potchefstroom Campus, 2008
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The development and evaluation of a study orientation questionnaire in mathematicsMaree, J.G. (Kobus) January 1997 (has links)
The failure rate in mathematics at school is high, not only in South Africa, but also
internationally. Furthermore, learners with an apparently high general ability or
aptitude for mathematics sometimes underachieve in the subject, while some
learners with an apparently low general intellectual ability or aptitude for mathematics
sometimes achieve well in the subject. Little attention is nonetheless given to
learners' study orientation in mathematics, in spite of the fact that research has
indicated that school mathematics is one of the best predictors of success in tertiary
studies.
An investigation into some epistemological approaches to the learning process in
mathematics confirms that learners' achievement in mathematics is significantly
affected by their study orientation in mathematics.
The primary aim of this thesis was the development and evaluation of a study orientation
questionnaire (SOM) in mathematics. Data processing procedures especially
referred to the following two primary aims with the study:
(a) Standardisation of the questionnaire.
Steps carried out to evaluate the questionnaire psychometrically, include factor and
item analysis. In the case of Grade 8 and 9, three fields (Study habits in mathematics,
Mathematics anxiety and Study attitudes in mathematics) were identified. A fourth field, Locus of control regarding mathematics, was identified only in the case of
learners in Grade 1 0 and ll. It was established that the SOM apparently has criterion
related validity, as well as content and construct validity for the three language
groups as a whole. Reliability coefficients for the SOM can in most cases be
regarded as satisfactory.
(b) Comparative studies to determine the applicability of the SOM.
Analysis of variance techniques were used to determine where significant differences
between groups (including grade-, mother tongue and sex groups) lay.
Where MANOV AS showed significant differences, further investigation was carried
out to determine in respect of which individual fields (single variables) groups
differed significantly. By means of LSM it was determined which groups differed
significantly in regard of the separate fields. Some of the findings include:
* It seems that African language speakers in both grade groups are really trying
to achieve in mathematics, but that their best efforts are not successful.
* It would appear that girfs' level of Mathematics anxiety drops in Grade l 0 and
ll.
* Learners in Grade l 0 and ll show lower levels of Mathematics anxiety and
more sufficient Study habits in mathematics than their counterparts in Grade 8
and9.
* Perhaps the most significant finding is the phenomenon that African language
learners in Grade l 0 and l l achieved much worse in regard of Locus of control
than Afrikaans and English-speaking learners. A number of factors probably
contribute towards this state of affairs, including language problems, teachers
who are underqualified, African language learners' less than optimal socioeconomic
status (SES) in general, a lack of facilities and text books and
disruption which is still being experienced in rnnny traditionally black schools. It
is recommended that these matters ·are attended to in an effort to create
circumstances for more sufficient achievement in mathematics by learners
from all language groups. / Thesis (PhD)--University of Pretoria, 1997. / Human Sciences Research Council (South Africa) / Psychology / PhD / Unrestricted
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Prestasiemotivering by studente aan die Universiteit van Wes-Kaapland.Brown, Alexander January 1991 (has links)
Philosophiae Doctor - PhD / The major objective of this study was to investigate the nature of the relationship between achievement motivation, autonomous and social achievement values, study habits and attitudes, locus of control and socio-economic status (SES) as independent variables on the one hand and the level of achievement as dependent variable on the other. The subjects were 548 second and third year social science students who were studying in seven different directions at the University of the Western Cape during 1990. The following measuring instruments were used in the investigation: The Ray-Lynn (1980) Achievement Orientation questionnaire; Strumpfer's (1975) questionnaire for the measuring of autonomous and social achievement values; Rotter's (1966) internal/external locus of control scale, as adapted by Collins (1974); The study habits and attitudes subscales of the Brown and Holtzman (1955) Survey of Study Habits and Attitudes (SSHA) questionnaire, as adapted for South African conditions; A brief biographical questionnaire The achievement criterion consisted of the average achievement point, which is constituted of a proportion of achievement obtained in continuous evaluation, and a proportion of achievement obtained in the final examination. The following findings were made: Achievement motivation plays a much smaller role in achievement than can be expected and its influence is gender specific. It explains only about 5% of the variance in the achievement of males, and non in the case of
females. Academically successful and unsuccessful students could also not be distinguished from each other in terms of level of achievement motivation. The measuring instrument for achievement motivation, although valid and reliable, probably does not succeed in measuring aspects of achievement motivation which are related to a specific situation such as the academic. While social achievement value is not related to achievement, autonomous achievement value explains 4,8% of the variance in achievement of males but none in the case of
females. Successful and unsuccessful students also do not differ from each other with regard to their achievement value orientation. Study habit and attitude do not differ in their ability to predict the achievement criterion and explain 4,1% and 5,3% of the variance in achievement of males respectively, but none in the case of females. Successful and unsuccessful students can be distinguished in terms of their study
habits and attitudes. Socio-economic status has a differential influence on achievement. While higher SES females achieve at a higher
level than low SES females, males do not differ in this regard. The subjects are predominantly internally orientated as far as locus of control characteristic is concerned. Although internal individuals display more "positive" characteristics compared to external individuals, the two groups do not, however, differ as far as level of achievement is concerned, irrespective of gender or socio-economic status. African students have a more positive attitude towards study compared to English and Afrikaans speaking, as well as bilingual (English and Afrikaans speaking) students. Females in this study are generally more homogenous than males. It is recommended that: The suitability of the average achievement point as a criterion of achievement be studied; A broad investigation be launched into practices and problems which might centre around the system of continuous evaluation at uwc, with specific reference to possible problems that students, lecturers and big
departments may experience; The nature of differences which might exist between higher and low SES female, and low SES female and low
SES male students be investigated; The nature of debilitating factors which affect the achievement of low SES female students be
investigated; The tendency towards greater homogeneity among female influence thereof on university study; The adjustment of African students at uwc be studied with the objective of identifying factors that obstruct their academic progress
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A Study to Determine the Impact of a Precollege Intervention Program on Early Adolescent Aspiration and Motivation for College in West VirginiaAdams, John Edwin 18 November 1997 (has links)
The impact of a precollege intervention, the Junior High Washington Gateway Academy (JHWGA), on early adolescent aspiration and motivation for a college education was measured. JHWGA provided an intensive week of activities in career planning, self-concept improvement, and study skills. Specific research questions were: a) did participation in this program increase career readiness, self-concept, productive study habits, aspiration, and motivation to prepare for college? b) what percent of the variance in aspiration to and motivation for college in early adolescents could be explained by career readiness, self-esteem, and study habits?
Using survey research, a questionnaire was developed with five scales (career readiness, self-esteem, study habits, aspiration, and motivation). Questionnaires were sent to 301 West Virginia students in Grade 8 who had been JHWGA applicants in 1996. The 265 (88%) who responded were divided into two groups: a participant group consisting of 104 students who participated in the 1996 program and a comparison group consisting of 161 students who did not attend the 1996 program.
T-tests and chi square tests revealed no significant differences between groups. Multiple regressions were performed for the aspiration and motivation variables using career readiness, self concept, and study scales as independent variables. An assumption of normal variance was found to be violated because subjects favored endpoints on Likert scale causing data to be skewed. Career readiness, self-concept, and study habits (using transformation and excluding several outliers) were found to explain 59 percent of the variance in the aspiration model. However, two regressors (study habits and career readiness) were discovered to be highly correlated (r = .66). Only one regressor for the motivation model (study habits) was found to be significant.
Data results may have been affected by group differences, group selection, and lack of normal distribution. The two groups being measured were found to be unevenly matched with JHWGA participants having significantly lower grades than the comparison group. Based on this information and the low variance in data collected, results are believed to have been inconclusive regarding the effectiveness of JHWGA. Recommendations for further research are included. / Ph. D.
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