Research graph
References from A review of digital addiction as a predictor in ML-based academic performance prediction. Local targets link to admitted publications; unresolved targets remain external evidence.
The impact of type of content use on smartphone addiction and academic performance: Physical activity as moderator
10.1016/j.techsoc.2020.101521 · 2021 · External reference
Factors affecting students’ performance in higher education: A systematic review of predictive data mining techniques
10.1007/s10758-019-09408-7 · 2019 · External reference
The impact of internet addiction on academic performance among medical students in Bangladesh: A cross-sectional study and the potential role of yoga
2023 · External reference
An intelligent system to predict academic performance based on different factors during adolescence
10.1080/24751839.2017.1323488 · 2017 · External reference
A minimalistic approach to predict and understand the relation of app usage with students’ academic performance
10.1145/3604240 · 2023 · External reference
Factors affecting students’ academic performance: A review
2022 · External reference
Using machine learning to predict factors affecting academic performance: The case of college students on academic probation
10.1007/s10639-023-11700-0 · 2023 · External reference
The effect of social media on student academic performance: A case study at the islamic university of Bangladesh
2021 · External reference
A systematic literature review of student’performance prediction using machine learning techniques
10.3390/educsci11090552 · 2021 · External reference
Satisfaction and frustration of basic psychological needs in the real world and in video games predict internet gaming disorder scores and well-being
10.1016/j.chb.2018.02.034 · 2018 · External reference
The relationship of interactive technology use for entertainment and school performance and engagement: Evidence from a longitudinal study in a nationally representative sample of middle school students in China
10.1016/j.chb.2021.106846 · 2021 · External reference
Influence of social media on the academic performance of the undergraduate students of Kogi State university, anyigba, Nigeria
2013 · External reference
The relationship between social networking addiction and academic performance in Iranian students of medical sciences: A cross-sectional study
10.1186/s40359-019-0305-0 · 2019 · External reference
Mobile phone addiction and school performance among Chinese adolescents from low-income families: A moderated mediation model
10.1016/j.childyouth.2020.105406 · 2020 · External reference
Exploring the factors affecting students’ internet habits, self-efficacy in E-Learning, and academic achievement: Structural equation modeling approach
10.1177/21582440251339286 · 2025 · External reference
Nursing students’ nomophobia, social media use, attention, motivation, and academic performance: A structural equation modeling approach
10.1016/j.nepr.2023.103645 · 2023 · External reference
Prevalence and predictors of the persistence and incidence of adolescent internet addiction in mainland China: A two-year longitudinal study
10.1016/j.addbeh.2021.107039 · 2021 · External reference
The impact of facebook addiction and self-esteem on students’ academic performance: A multi-group analysis
10.1016/j.compedu.2019.103651 · 2019 · External reference
Internet addiction in adolescence: Neurobiological, psychosocial and clinical issues
10.1016/j.neubiorev.2016.12.024 · 2017 · External reference
A study on impact of smartphone addiction on academic performance
10.14419/ijet.v7i2.6.10066 · 2018 · External reference
Artificial neural network model to predict student performance using nonpersonal information
2023 · External reference
Educational data mining for predicting students’ academic performance using machine learning algorithms
2021 · External reference
Impact of mobile phone usage on dynamic postural control among south Indian college students
2024 · External reference
The impact of digital technology use on adolescent well-being
10.31887/dcns.2020.22.2/tdienlin · 2020 · External reference
Exploring the relationship between social media dependence and internet addiction among college students from a bibliometric perspective
10.3389/fpsyg.2025.1463671 · 2025 · External reference
Predictive effect of internet addiction and academic values on satisfaction with academic performance among high school students in mainland China
10.3389/fpsyg.2021.797906 · 2021 · External reference
Factors affecting student academic performance: A combined factor analysis of mixed data and multiple linear regression analysis
10.1109/access.2025.3532099 · 2025 · External reference
Quality of life in medical students with internet addiction
2016 · External reference
Social media, new cultures, and new threats: Impact on university students in Bangladesh
10.1155/2023/2205861 · 2023 · External reference
Educational data mining: Predictive analysis of academic performance of public school students in the capital of Brazil
10.1016/j.jbusres.2018.02.012 · 2019 · External reference
Relationship between internet addictions and academic performance among Afghan universities students
2018 · External reference
Machine learning models for academic performance prediction: Interpretability and application in educational decision-making
2025 · External reference
Digital addiction and related factors among college students
2023 · External reference
Predicting the impact of internet usage on students’ academic performance using machine learning techniques in Bangladesh perspective
10.1007/s13278-024-01234-9 · 2024 · External reference
Construction of influencing factor segmentation and intelligent prediction model of college students’ cell phone addiction model based on machine learning algorithm
10.1016/j.heliyon.2024.e29245 · 2024 · External reference
Effects of variety-seeking intention by mobile phone usage on university students’ academic performance
10.1080/2331186x.2019.1574692 · 2019 · External reference
Relationship between internet addiction and academic performance of undergraduate medical students of Azad Kashmir
2020 · External reference
An explainable AI-based approach for predicting undergraduate students academic performance
10.1016/j.array.2025.100384 · 2025 · External reference
Academic performance prediction using data mining techniques: Identification of influential factors effecting the academic performance in undergrad professional course
2019 · External reference
Social media use and academic performance: A study on undergraduate accounting students in Bangladesh
10.22452/ajap.vol13no2.5 · 2020 · External reference
Explanation of the internet addiction model based on academic performance, academic experience, and clinical self-efficacy in nursing students: A path analysis
2023 · External reference
Prediction of student academic performance based on their emotional wellbeing and interaction on various e-learning platforms
10.1007/s10639-022-11573-9 · 2023 · External reference
A method for predicting the academic performances of college students based on education system data
10.3390/math10203737 · 2022 · External reference
Multiplicative effect of intrinsic and extrinsic motivation on academic performance: A longitudinal study of Chinese students
10.1111/jopy.12512 · 2020 · External reference
Prevalence and correlates of problematic online gaming: A systematic review of the evidence published in Chinese
10.1007/s40429-018-0219-6 · 2018 · External reference
Mental health issues and 24-hour movement guidelines–based intervention strategies for university students with high-risk social network addiction: Cross-sectional study using a machine learning approach
10.2196/72260 · 2025 · External reference
The impact of excessive instagram use on students’ academic study: A two-stage SEM and artificial neural network approach
10.1080/10494820.2023.2184393 · 2023 · External reference
Impact of social media usage on academic performance of university students: Mediating role of mental health under a cross-sectional study in Bangladesh
10.1002/hsr2.1788 · 2024 · External reference
Predicting academic performance: Analysis of students’ mental health condition from social media interactions
10.3390/bs12040087 · 2022 · External reference
Prediction of academic achievement based on learning strategies and outcome expectations among medical students
10.1186/s12909-019-1527-9 · 2019 · External reference
Assessing behavioral patterns of internet addiction and drug abuse among high school students
10.2147/prbm.s123224 · 2017 · External reference
Predictive model of student academic performance in private higher education institution (case in undergraduate management program)
2022 · External reference
Unresolved reference
External reference
Use of social media and its impact on academic performance of tertiary institution students: A study of students of Koforidua polytechnic, Ghana
2015 · External reference
The PRISMA 2020 statement: An updated guideline for reporting systematic reviews
2021 · External reference
Academic performance prediction using machine learning approaches: A survey
10.1109/tlt.2025.3554174 · 2025 · External reference
Predicting university student graduation using academic performance and machine learning: A systematic literature review
10.1109/access.2024.3361479 · 2024 · External reference
Adolescent neurocognitive development and decision-making abilities regarding gender-affirming care
10.1016/j.dcn.2024.101351 · 2024 · External reference
Exploring the interplay of digital addiction and academic performance: A regression analysis approach
2024 · External reference
Identifying the factors affecting student academic performance and engagement prediction in MOOC using deep learning: A systematic literature review
10.1109/access.2025.3533915 · 2025 · External reference
Artificial neural networks in academic performance prediction: Systematic implementation and predictor evaluation
2021 · External reference
Students’ digital addiction and learning difficulties: Shortcomings of surveys in inclusion
2023 · External reference
Impact of digital addiction on youth health: A systematic review and meta-analysis
10.1556/2006.2025.00081 · 2025 · External reference
Understanding the effect of internet addiction on student academic engagement
10.4018/ijicte.20211001.oa11 · 2021 · External reference
Deep learning and reinforcement learning for assessing and enhancing academic performance in university students: A scoping review
10.3390/ai6020040 · 2025 · External reference
The effects of online game addiction on reduced academic achievement motivation among Chinese college students: The mediating role of learning engagement
10.3389/fpsyg.2023.1185353 · 2023 · External reference
A holistic investigation of the relationship between digital addiction and academic achievement among students
10.3390/ejihpe13100143 · 2023 · External reference
Exploring associations between problematic internet use, depressive symptoms and sleep disturbance among southern Chinese adolescents
10.3390/ijerph13030313 · 2016 · External reference
Does different social media platforms lead to depression, anxiety, stress and bipolar disorder? A cross-sectional analysis on private university undergraduates
2024 · External reference
Problematic internet use and study motivation in higher education
10.1111/jcal.12414 · 2020 · External reference
Predictive modeling of the impact of smartphone addiction on students’ academic performance using machine learning: Abstract, introduction, methodology, result and discussion, conclusion and references
10.59461/ijitra.v4i3.192 · 2025 · External reference
Predicting online shopping addiction: A decision tree model analysis
10.3389/fpsyg.2024.1462376 · 2025 · External reference
The role of anxiety factors in predicting smartphone addiction mediated by metacognition among university students: A two-stage SEM-ANN approach
10.1186/s40359-025-02359-y · 2025 · External reference
Life history strategies and problematic use of short-form video applications
10.1007/s40806-020-00255-9 · 2021 · External reference
Prediction of academic performance associated with internet usage behaviors using machine learning algorithms
10.1016/j.chb.2019.04.015 · 2019 · External reference
Exploring four decades of research in computers & education
10.1016/j.compedu.2018.04.001 · 2018 · External reference
Problematic internet usage and self-esteem in Chinese undergraduate students: The mediation effects of individual affect and relationship satisfaction
10.3390/ijerph18136949 · 2021 · External reference
Effect of college students’ smartphone addiction on academic achievement: The mediating role of academic anxiety and moderating role of sense of academic control
10.2147/prbm.s442924 · 2024 · External reference
Enhancing student academic success prediction through ensemble learning and image-based behavioral data transformation
10.3390/app15031231 · 2025 · External reference
Students’ perception of cell phones effect on their academic performance: A Latvian and a middle Eastern University cases
10.1007/s10758-021-09515-4 · 2022 · External reference
