Forecasting the Academic Performance by Leveraging Educational Data Mining

The study aims to recognize how efficiently Educational DataMining(EDM)integrates into Artificial Intelligence(AI)to develop skills for predicting students’performance.The study used a survey questionnaire and collected data from 300 undergraduate students of Al Neelain University.The first step’s initial population placements were created using Particle Swarm Optimization(PSO).Then,using adaptive feature space search,Educational Grey Wolf Optimization(EGWO)was employed to choose the optimal attribute combination.The second stage uses the SVMclassifier to forecast classification accuracy.Different classifiers were utilized to evaluate the performance of students.According to the results,it was revealed that AI could forecast the final grades of students with an accuracy rate of 97%on the test dataset.Furthermore,the present study showed that successful students could be selected by the Decision Tree model with an efficiency rate of 87.50%and could be categorized as having equal information ratio gain after the semester.While the random forest provided an accuracy of 28%.These findings indicate the higher accuracy rate in the results when these models were implemented on the data set which provides significantly accurate results as compared to a linear regression model with accuracy(12%).The study concluded that the methodology used in this study can prove to be helpful for students and teachers in upgrading academic performance,reducing chances of failure,and taking appropriate steps at the right time to raise the standards of education.The study also motivates academics to assess and discover EDM at several other universities.

A Study on the Impact of Voice-to-Text Technology on Academic Achievement of the Hearing-Impaired

Hearing loss is a significant barrier to academic achievement,with hearing-impaired(HI)individuals often facing challenges in speech recognition,language development,and social interactions.Lip-reading,a crucial skill for HI individuals,is essential for effective communication and learning.However,the COVID-19 pandemic has exacerbated the challenges faced by HI individuals,with the face masks hindering lip-reading.This literature review explores the relationship between hearing loss and academic achievement,highlighting the importance of lip-reading and the potential of artificial intelligence(AI)techniques in mitigating these challenges.The introduction of Voice-to-Text(VtT)technology,which provides real-time text captions,can significantly improve speech recognition and academic performance for HI students.AI models,such as Hidden Markov models and Transformer models,can enhance the accuracy and robustness of VtT technology in diverse educational settings.Furthermore,VtT technology can facilitate better teacher-student interactions,provide transcripts of lectures and classroom discussions,and bridge the gap in standardized testing performance between HI and hearing students.While challenges and limitations exist,the successful implementation of VtT technology can promote inclusive education and enhance academic achievement.Future research directions include popularizing VtT technology,addressing technological barriers,and customizing VtT systems to cater to individual needs.

Physical activity and academic achievement in children:A historical perspective

As the focus on academic achievement has increased,physical activity(PA) opportunities in schools have decreased in the United States.In an attempt to discover how the decline in PA may affect academic achievement,researchers have been studying the effects of PA on cognition and academic achievement in children for more than 50 years.This review takes a historical perspective on the science of PA and academic achievement prior to and during the past 5 years.A total of 125 published articles were included and reviewed.Fifty-three of these articles were published in the past 5 years.In recent years,the overall quality of the studies has increased,but the results continue to be inconsistent.Many use cross-sectional designs and the methods vary substantially.The majority of conclusions show a positive effect of PA on constructs related to academic achievement.Future studies should use strong study designs to examine the types and doses of PA needed to produce improvements in academic achievement.

Associations between meeting 24-hour movement guidelines and academic achievement in Australian primary school-aged children

Background:Few studies have investigated associations between academic achievement and meeting recommendations from the 24-hour(24-h)movement guidelines.The specific guidelines associated with the most benefit academic achievement are unknown.Utilizing both self-report and objective movement data,this study examined associations between academic achievement and meeting individual recommendations and combinations of recommendations from the 24-h movement guidelines(sleep,physical activity,and screen time).Methods:Data from CheckPoint,a cross-sectional study nested between Waves 6 and 7 of the Longitudinal Study of Australian Children,were used.Movement behaviors were measured using 24-h wrist-worn accelerometry(GENEActiv(Activinsights,Kimbolton,UK))and were selfreported by children using the Multimedia Activity Recall for Children and Adolescents.Academic achievement was measured using a nationally administered standardized test in literacy and numeracy.Analysis of covariance,with t tests with sequential Bonferroni adjustments,was used to compare academic achievement with all possible combinations of meeting recommendations,adjusting for demographic confounders.Two models were considered:guideline compliance assessed by self-report(n=1270,mean age=11.99 years,52%males)and by accelerometry(for moderate-to-vigorous intensity physical activity(MVPA)and sleep))and self-report(screen time)in combination(n=927,mean age=11.97 years,52%males).Results:Literacy achievement significantly differed based on self-report(F_((7,1258))=3.08,p=0.003)and accelerometer derived(F_((7,915))=2.40,p=0.02)guideline compliance.Numeracy achievement significantly differed based on self-report(F_((7,1258))=2.92,p=0.005)but not accelerometer derived guideline compliance(F_((7,915))=0.80,p=0.58).When assessed by self-report,children who met all guidelines(t_((334))=-4.05,p=0.0001)or met the screen time and sleep guidelines in combination(t_((125))=-5.02,p<0.001)had superior literacy achievement.Meeting the self-report MVPA guideline in any combination was associated with higher numeracy scores(p<0.05).Post-hoc analyses showed no differences in academic achievement for any category of accelerometer derived guideline compliance.Conclusion:The findings suggest that limiting recreational screen time is important for literacy achievement and that encouraging compliance with the MVPA guideline is important for numeracy achievement.

Family-relatedFactorsThatInfluenceChildren’sAcademicAchievementsinSchool

This essay studies various family-related factors that influence a child’s academic achievement in school in P.R. China. The factors are illustrated under three categories: the family’s social class and education, early home environment and family material condition. The author discusses the relevant factors by way of relating the knowledge of social environment to his own experiences as a student and then teacher in China. The essay closes with a discussion directing the public’s attention to the concern about home-related factors influencing a child’s academic achievements in school.

Using Mixed Methods to Investigate the Relationship Between Student Motivation and Academic Achievement From Socio-Cultural Perspective

Language learning is a complex process for many reasons. First, it is closely related to linguistics. Second, language is social as it occurs within certain social contexts. And finally, it is individual. Personal characteristics such as experience, gender and age, attitude and aptitude, motivation, beliefs, self-confidence, and anxiety greatly influence language learning. Among these variables, motivation is considered to be one of the most important factors affecting the success of second or foreign language learning. However, the relationship between motivation and educational achievement is not quite clear. In the current literature, motivation is regarded as socially constructed, therefore as dynamic rather than static. Little research has been conducted on the motivation of Vietnamese students studying English as a compulsory curriculum component rather than as a major from a socio-cultural perspective. Understanding the relationship between student motivation and academic achievement as well as the socio-cultural factors that affect students＇ motivation will be an important contribution to motivation theory. Therefore, the situation requires longitudinal and in-depth research into student motivation, the factors affecting it during the learning process, and the relationship between student motivation and academic achievement. A mixed method approach has been chosen to meet the needs of the study. It is believed that insights in these areas will help address the issue of motivation at the Police University.

Between-Class Ability Grouping, Cram Schooling, and Student Academic Achievement in Taiwan

Taiwan government has been executing the educational reform programs for more than two decades. However, the so-called between-class ability grouping which is prohibited by Taiwan government is still found in many places; and Taiwan＇s cram schools are even more popular and diversified than before. The authors argue that, in addition to individual＇s socio-economic background, regional characteristics and school attributes also play important roles. Bringing these two factors back in, the causal relationships among ability grouping, cram schooling, and student academic achievement can be analyzed more accurately. Using data from Taiwan Education Panel Survey, the authors＇ empirical results show that, first of all, in more urbanized area, between-class ability grouping is less popular but cram school participation is wider spread these years. Secondly, the effects of family backgrounds on students＇ cram school participation are not as critical as they were before. Thirdly, between-class ability grouping and students＇ performance are positively associated but the internal mechanism still needs further investigation.

Assessing the academic achievement of United States orthopaedic departments

BACKGROUND Assessing academic productivity allows academic departments to identify the strengths of their scholarly contribution and provides an opportunity to evaluate areas for improvement.AIM To provide objective benchmarks for departments seeking to enhance academic productivity and identify those with significant improvement in recent past.METHODS Our study retrospectively analyzed a cohort of orthopaedic faculty at United States-based academic orthopaedic programs.5502 full-time orthopaedic faculty representing 178 programs were included in analysis.Variables included for analysis were National Institutes of Health funding(2014-2018),leadership positions in orthopaedic societies(2018),editorial board positions of top orthopaedic journals(2018),total number of publications and Hirsch-index.A weighted algorithm was used to calculate a cumulative score for each academic program.This study was performed at a large,United States medical school.RESULTS All 178 programs included in analysis were evaluated using the comprehensive weighted algorithm.The five institutions with the highest cumulative score,in decreasing order,were:Washington University in St.Louis,the Hospital for Special Surgery,Sidney Kimmel Medical College(SKMC)at Thomas Jefferson University,the University of California,San Francisco(UCSF)and Massachusetts General Hospital(MGH)/Brigham and Women’s/Harvard.The five institutions with the highest score per capita,in decreasing order,were:Mayo Clinic(Rochester),Washington University in St.Louis,Rush University,Virginia Commonwealth University(VCU)and MGH/Brigham and Women’s/Harvard.The five academic programs that had the largest improvement in cumulative score from 2013 to 2018,in decreasing order,were:VCU,SKMC at Thomas Jefferson University,UCSF,MGH/Brigham and Women’s/Harvard,and Brown University.CONCLUSION This algorithm can provide orthopaedic departments a means to assess academic productivity,monitor progress,and identify areas for improvement as they seek to expand their academic contributions to the orthopaedic community.

The Relationship of Effortful Control to Academic Achievement via Children’s Learning-Related Behaviors

Effortful control (EC) is a temperamental self-regulatory capacity, defined as the efficiency of executive attention [1], which is related to individual differences in self-regulation. Although effortful control covers some dispositional self-regulatory abilities important to cope with social demands of successful adaptation to school, such as attention regulation, individual differences in EC have recently been associated with school functioning through academic achievement including the efficient use of learning-related behaviors, which have been found to be a necessary precursor of learning and they refer to a set of children’s behaviors that involve organizational skills and appropriate habits of study. Therefore, the aim of this study is to review the literature on EC’s relationship to academic achievement via learning-related behaviors, which reflect the use of metacognitive control processes in kindergarten and elementary school students. The findings indicate that EC affects academic achievement through the facilitation of the efficient use of metacognitive control processes.

Athletic Participation and Academic Achievement of High School Students: A Longitudinal Study of Athletic and Non-Athletic Participants

The majority of extant research studies have established that high school students’athletic participation is positively associated with several educational outcomes,including academic performance.However,the effect of long-term athletic participation on academic performance remains unclear.Using a longitudinal data of 220 students from a high school in eastern Massachusetts of the United States,this study has revealed that athletic participants in this school started with a statistically significant higher GPA than non-participants in the first year of study,and have continued to be higher in the following two years,lag behind significantly,however,in academic achievement growth from their nonparticipation counterparts.The results of the study call for thoughtful decision-making regarding sports programs and athletic policies,proper guidance and adequate support for athletes and an optimal sport-academic culture in American high schools.

Teachers＇ Expectation Wisdom on Students＇ Academic Achievements

This paper intends to find out a series of efficient methods to improve success of students about academic achievements by adjusting teaches＇ expectation .by presenting several factors that deserve consideration in analyzing teacher expectant, we further set forth teachers＇ expectation effect on success of students and give some suggestion for teachers.

A Critical Review on IELTS Writing Test of Academic Module

The International English Language Testing System(IELTS) is one of the most widely used language proficiency test inthe world. In the IELTS academic module, the writing test is a significant part to assess examinees' writing ability on the ground ofthe university academic level. Since the IELTS academic writing test measures test-takers' academic writing competency and pre-pares them for the university study, it is necessary to figure out the extent this test could be beneficial to test-takers for future uni-versity learning. This paper aims to provide a critical review of the IELTS writing test, dawning on"principles of test assessment"introduced by Brown and Abeywickrama(2010), and focusing particularly on the predictive validity, authenticity, and washback.

Research on the Transformation of Academic Achievements in Museum Exhibitions

The most important way to realize the educational function of museums is to use the transmission of cultural relics information.However,there are some problems in this kind of information transmission.The most prominent problem is that the collection information"output"by the museum to the audience is too simple,and scholars are concerned about the collection.It is difficult for research to be“imported”into museum exhibitions in time,and then cannot be transformed into rich and colorful educational resources,resulting in a disconnectbetween academics and exhibitions and a waste of educational resources.Under the new situation of more diversified audience interests and demands,museums need to build a bridge between scholars and audiences,and combine the museum’s survey information of the audience withaudience feedback to improve the educational function of the museum,so as to promote the development of museum education in a better direction.

Relationship between Locus of Control and Academic Achievement of Secondary School Students in Abia State

The study intended to determine the relationship between locus of control and academic achievement of secondary school students. Some students have been observed to achieve higher while some achieve lower even after being exposed to the same subject matter by the same instructor. The objective of the study was to determine if locus of control correlated with academic achievement of students as moderated by gender and school-type. The study was anchored on attribution theory. The study adopted a correlational research design. A total of 388 SS3 students in Aba Education zone were selected using purposive and simple random sampling techniques. Instruments for data collection were an adopted LOC scale and students’ exam scores in Mathematics, English and CRS. To determine the reliability of the instrument, Kuder-Richardson reliability test (KR-20) was employed and an overall coefficient of 0.76 was obtained for LOC scale. Data were analyzed using Pearson Product Moment Correlation Coefficient. Results showed significant relationship between locus of control and academic achievement of male students. Results also showed significant relationship between locus of control and academic achievement of public school students. Based on the findings, it was recommended that school authority should encourage good performance by rewarding students with excellent performance, because when good behaviour is rewarded, the individual is motivated to do better. Also, government should also provide the schools with necessary infrastructures that would make teaching and learning very interesting.

Major Advances Achieved by CAS Academic Divisions

On the eve of the 11th General Assembly of the Chinese Academy of Sciences (CAS), the CAS Presidium briefed the press on the important advances achieved by the Academic Divisions (ADs) over the past two years.

Exercise and children's cognition:The role of exercise characteristics and a place for metacognition

Definitive conclusions concerning the impact of exercise interventions on children＇s mental functioning are difficult to ascertain because of procedural differences among studies. A narrative review of studies was conducted to evaluate the role of two types of exercise interventions on children＇s cognition. Acute and chronic exercise interventions were classified as quantitative or qualitative on the basis of manipulations of task complexity and, by inference, mental engagement. Both types of interventions enhance aspects of children＇s cognition; however, their effects on metacognitive processes are unknown. The role of metacognitive processes and their regulation of children＇s behavior and academic performance are highlighted.

Health-related fitness knowledge growth in middle school years:Individual-and school-level correlates

Background:Health-related fitness knowledge(HRFK)has been an essential concept for many health and physical education programs.There has been limited understanding and longitudinal investigation on HRFK growth.This longitudinal study examined HRFK growth and its individual-and school-level correlates in middle school years under 1 curriculum condition:Five for Life.Methods:Participants were 12,044 students from 47 middle schools.Data were collected at both individual/participant and school/institution levels.Individual-level variables included gender,grade,and HRFK test scores.School-level variables included percentage of students receiving free and reduced meals(FARM),student-to-faculty ratio for physical education,and school academic performance(SAP).We used hierarchical linear modeling to examine HRFK 3-year growth in relation to individual-and school-level correlates.Results:The average HRFK score at 6th grade for females was 42.81%±1.32%.The predicted HRFK growth was 17.06%±1.02%per year,holding other factors constant.A 1-standard deviation increase in FARM correlated with a 14.68%-point decrease in predicted test score(p=0.02).A 1-standard deviation increase in SAP was associated with an 11.90%-point increase in HRFK score.Males had a significantly lower growth rate than females during the middle school years(0.78%/year,p=0.02).Conclusion:The result showed that both individual-and school-level variables such as gender,FARM,and SAP influenced HRFK growth.Educators should heed gender differences in growth curves and recognize the correlates of school-level variables.

On the Importance of the American Black Fraternity and Its Enlightenment for the Fellow Townsmen Association in Chinese Universities

This paper first analyzes the benefits offered by the American Black Fraternities to the black college students in terms of improving academic achievement, cultivating leadership abilities, and enhancing social involvement on campus. Based on the successful experience of the American Black Fraternities, this paper further explores solutions to the serious problems existing in the Fellow Townsmen Association in Chinese universities to make it the same valuable asset for the development of the members＇ personality and comprehensive quality. The Association should be leveled up to an official student society to solve many of its managerial problems, and set a group goal to direct its members to the right track of serious study and completely transform the form and the content of its activities to improve the social skills of its members.

Inclusion or Exclusion of Roma Children From the Serbian Educational System？

The Roma represents one of the major ethnolinguistic minorities in Serbia. According to the last census, 108,193 Roma citizens live in the Republic of Serbia, and they represent 1.44% of the total population. Because of the frequent migrations and unreported places of residence, it may be considered that this data do not demonstrate the real situation. According to the unofficial data of the Ministry for Human and Minority Rights, it is considered that there are between 400 to 500 thousand Roma citizens in Serbia. Due to a number of economic and social reasons less than 40% of Roma children become part of the overall formal education system. Even though many Non-Governmental Organization （NGO） programs try to include Roma children into educational system, segregation and discrimination are still present. The causes tbr exclusion of the Roma children from the Serbian educational system are numerous： poor economic situation of Roma families, complicated bureaucracy, and low level of competence in language of education, etc.. This paper examines the main reasons for exclusion of the Roma children from the Serbian educational system, and offers some ideas for programs that could change the present situation and help Roma children integrate in educational system and society.

Self-Efficacy of the Learners:On the Road to English Language Learning

Poor student achievement is often attributed to a lack of motivation and rewards.Students with learning disabilities are very often unmotivated because school is one failure after another to them.Teachers are having a hard time assessing what could be the aid for language learning.This study used the descriptive-survey research method.It is arranged to gather information about the present existing condition.The participants of this study consisted of 40 grade nine students from Mariveles National High School-Sisiman II S.Y.2016-2017.The questionnaire was divided into five parts—(A)Self Efficacy,(B)Intrinsic Motivation,(C)English Learning Value,(D)Performance Goal,and(E)Achievement Goal.Based on this study’s findings,some relevant and useful motivational learning implications are recommended for enhancement and improvement of the students’motivation.Relevant language improvement programs and activities are also discussed in accordance with the students’language difficulties as communicated in the open-ended questions to increase their motivation in English language learning.