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ISSN Number:
2582-8568


Journal DOI No:
03.2021-11278686

Title:
Predicting and Evaluating Children's Mobile Usage Time: An Exploratory Data Analysis Approach

Authors:
Amol Shinde , Santosh Nalawade , Dhanshree Mane , Bharati Sutar , Durgesh Mane

Cite this Article:
Amol Shinde , Santosh Nalawade , Dhanshree Mane , Bharati Sutar , Durgesh Mane,
Predicting and Evaluating Children's Mobile Usage Time: An Exploratory Data Analysis Approach,
International Research Journal of Humanities and Interdisciplinary Studies (www.irjhis.com), ISSN : 2582-8568, Volume: 6, Issue: 2, Year: February 2025, Page No : 146-153,
Available at : http://irjhis.com/paper/IRJHIS2502014.pdf

Abstract:

The proliferation of mobile devices has significantly altered children's daily routines, raising concerns about excessive screen time and its potential impacts. This study aims to predict children's mobile usage duration and assess whether it exceeds recommended guidelines. Utilizing a structured questionnaire, data were collected across various demographic categories. Exploratory Data Analysis (EDA) techniques, including comparative visualizations, were employed to identify patterns and validate findings. The results indicate a substantial proportion of children exceeding advised screen time limits, with variations observed across age groups and parental monitoring practices. These findings underscore the necessity for targeted interventions to promote balanced mobile usage among children.



Keywords:

Children's Mobile Usage, Screen Time Prediction, Parental Monitoring, Exploratory Data Analysis (EDA), Mobile Usage Patterns, Digital Behaviour, Age-Based Screen Time



Publication Details:
Published Paper ID: IRJHIS2502014
Registration ID: 21750
Published In: Volume: 6, Issue: 2, Year: February 2025
Page No: 146-153
ISSN Number: 2582-8568

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ISSN Number

ISSN 2582-8568

Impact Factor

5.71 (2021)

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03.2021-11278686