A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects
Early childhood is a significant period when transitions take place in children. This period is a hot topic among researchers who pursue this domain across different scientific disciplines. Many studies addressed social, scientific, medical, and technical topics during early childhood. Researchers...
| Main Authors: | , , , , , , , , |
|---|---|
| Format: | Article |
| Language: | English English English |
| Published: |
Institute of Electrical and Electronics Engineers Inc.
2019
|
| Subjects: | |
| Online Access: | http://irep.iium.edu.my/73811/ http://irep.iium.edu.my/73811/ http://irep.iium.edu.my/73811/ http://irep.iium.edu.my/73811/1/73811_A%20Review%20of%20Data%20Analysis%20for%20Early-Childhood_article.pdf http://irep.iium.edu.my/73811/2/73811_A%20Review%20of%20Data%20Analysis%20for%20Early-Childhood_scopus.pdf http://irep.iium.edu.my/73811/13/73811_A%20Review%20of%20Data%20Analysis_wos.pdf |
| id |
iium-73811 |
|---|---|
| recordtype |
eprints |
| repository_type |
Digital Repository |
| institution_category |
Local University |
| institution |
International Islamic University Malaysia |
| building |
IIUM Repository |
| collection |
Online Access |
| language |
English English English |
| topic |
LB1101 Child study LB1140 Preschool education |
| spellingShingle |
LB1101 Child study LB1140 Preschool education Alamoodi, A. H. Zaidan, Bilal Bahaa Zaidan, A. A. Mohamad Samuri, Suzani Ismail, Amelia Ritahani Zughoul, Omar Faiez, Momani A. Alshafeay, Ghailan Chyad, M. A. A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects |
| description |
Early childhood is a significant period when transitions take place in children. This period
is a hot topic among researchers who pursue this domain across different scientific disciplines. Many
studies addressed social, scientific, medical, and technical topics during early childhood. Researchers also
utilized different analysis measures to conduct experiments on the different types of data related to the early
childhood to produce research articles. This paper aims to review and analyze the literature related to early
childhood in addition to the data analyses and the types of data used. The factors that were considered
to boost the understanding of contextual aspects in the published studies related to early childhood were
considered as open challenges, motivations, and recommendations of researchers who aimed to advance the
study in this area of science. We systematically searched articles on topics related to early childhood, the data
analysis approaches used, and the types of data applied. The search was conducted on five major databases,
namely, ScienceDirect, Scopus, Web of Science, IEEE Xplore, and PubMed from 2013 to September 2017.
These indices were considered sufficiently extensive and reliable to cover our field of the literature. Articles
were selected on the basis of our inclusion and exclusion criteria (n = 233). The first portion of studies
(n = 103/233) focused on the different aspects related to the development of children in early age. They
discussed different topics, such as the body growth development of children, psychology, skills, and other
related topics that overlap between two or more of the previous topics or do not fall into any of the categories
but are still under development. The second portion of studies (n = 107/233) focused on different aspects
associated with health in early childhood. A number of topics were discussed in this regard, such as those
related to family health, medical procedures, interventions, and risk that address the health-related aspects,
in addition to other related topics that overlap between two or more of the previous topics or do not fall into
any of the categories but are still under health. The remaining studies (n = 23/233) were categorized to the
other main category because they overlap between the previous two major categories, namely, development
and health, or they do not fall into any of the previous main categories. Early childhood is a sensitive period in
every child’s life. This period was studied using different means of data analysis and with the aid of different
data types to produce different findings from the previous studies. Research areas on early childhood vary,
but they are equally significant. This paper emphasizes the current standpoint and opportunities for research
in this area and boosts additional efforts toward the understanding of this research field. |
| format |
Article |
| author |
Alamoodi, A. H. Zaidan, Bilal Bahaa Zaidan, A. A. Mohamad Samuri, Suzani Ismail, Amelia Ritahani Zughoul, Omar Faiez, Momani A. Alshafeay, Ghailan Chyad, M. A. |
| author_facet |
Alamoodi, A. H. Zaidan, Bilal Bahaa Zaidan, A. A. Mohamad Samuri, Suzani Ismail, Amelia Ritahani Zughoul, Omar Faiez, Momani A. Alshafeay, Ghailan Chyad, M. A. |
| author_sort |
Alamoodi, A. H. |
| title |
A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects |
| title_short |
A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects |
| title_full |
A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects |
| title_fullStr |
A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects |
| title_full_unstemmed |
A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects |
| title_sort |
review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects |
| publisher |
Institute of Electrical and Electronics Engineers Inc. |
| publishDate |
2019 |
| url |
http://irep.iium.edu.my/73811/ http://irep.iium.edu.my/73811/ http://irep.iium.edu.my/73811/ http://irep.iium.edu.my/73811/1/73811_A%20Review%20of%20Data%20Analysis%20for%20Early-Childhood_article.pdf http://irep.iium.edu.my/73811/2/73811_A%20Review%20of%20Data%20Analysis%20for%20Early-Childhood_scopus.pdf http://irep.iium.edu.my/73811/13/73811_A%20Review%20of%20Data%20Analysis_wos.pdf |
| first_indexed |
2023-09-18T21:44:40Z |
| last_indexed |
2023-09-18T21:44:40Z |
| _version_ |
1777413370102677504 |
| spelling |
iium-738112019-09-13T06:05:52Z http://irep.iium.edu.my/73811/ A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects Alamoodi, A. H. Zaidan, Bilal Bahaa Zaidan, A. A. Mohamad Samuri, Suzani Ismail, Amelia Ritahani Zughoul, Omar Faiez, Momani A. Alshafeay, Ghailan Chyad, M. A. LB1101 Child study LB1140 Preschool education Early childhood is a significant period when transitions take place in children. This period is a hot topic among researchers who pursue this domain across different scientific disciplines. Many studies addressed social, scientific, medical, and technical topics during early childhood. Researchers also utilized different analysis measures to conduct experiments on the different types of data related to the early childhood to produce research articles. This paper aims to review and analyze the literature related to early childhood in addition to the data analyses and the types of data used. The factors that were considered to boost the understanding of contextual aspects in the published studies related to early childhood were considered as open challenges, motivations, and recommendations of researchers who aimed to advance the study in this area of science. We systematically searched articles on topics related to early childhood, the data analysis approaches used, and the types of data applied. The search was conducted on five major databases, namely, ScienceDirect, Scopus, Web of Science, IEEE Xplore, and PubMed from 2013 to September 2017. These indices were considered sufficiently extensive and reliable to cover our field of the literature. Articles were selected on the basis of our inclusion and exclusion criteria (n = 233). The first portion of studies (n = 103/233) focused on the different aspects related to the development of children in early age. They discussed different topics, such as the body growth development of children, psychology, skills, and other related topics that overlap between two or more of the previous topics or do not fall into any of the categories but are still under development. The second portion of studies (n = 107/233) focused on different aspects associated with health in early childhood. A number of topics were discussed in this regard, such as those related to family health, medical procedures, interventions, and risk that address the health-related aspects, in addition to other related topics that overlap between two or more of the previous topics or do not fall into any of the categories but are still under health. The remaining studies (n = 23/233) were categorized to the other main category because they overlap between the previous two major categories, namely, development and health, or they do not fall into any of the previous main categories. Early childhood is a sensitive period in every child’s life. This period was studied using different means of data analysis and with the aid of different data types to produce different findings from the previous studies. Research areas on early childhood vary, but they are equally significant. This paper emphasizes the current standpoint and opportunities for research in this area and boosts additional efforts toward the understanding of this research field. Institute of Electrical and Electronics Engineers Inc. 2019 Article PeerReviewed application/pdf en http://irep.iium.edu.my/73811/1/73811_A%20Review%20of%20Data%20Analysis%20for%20Early-Childhood_article.pdf application/pdf en http://irep.iium.edu.my/73811/2/73811_A%20Review%20of%20Data%20Analysis%20for%20Early-Childhood_scopus.pdf application/pdf en http://irep.iium.edu.my/73811/13/73811_A%20Review%20of%20Data%20Analysis_wos.pdf Alamoodi, A. H. and Zaidan, Bilal Bahaa and Zaidan, A. A. and Mohamad Samuri, Suzani and Ismail, Amelia Ritahani and Zughoul, Omar and Faiez, Momani and A. Alshafeay, Ghailan and Chyad, M. A. (2019) A review of data analysis for early-childhood period: taxonomy, motivations, challenges, recommendation, and methodological aspects. IEEE Access, 7. pp. 51069-51103. ISSN 2169-3536 https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8611467 10.1109/ACCESS.2018.2889540 |