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Objective assessment application for preschool child development

Thesis (MEng)--Stellenbosch University, 2021.

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Bibliographic Details
Main Author: Odendaal, Guillaume
Other Authors: Van den Heever, D.
Format: Thesis
Language:en_ZA
Published: Stellenbosch : Stellenbosch University 2021
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access_status_str Open Access
author Odendaal, Guillaume
author2 Van den Heever, D.
author_browse Odendaal, Guillaume
Van den Heever, D.
author_facet Van den Heever, D.
Odendaal, Guillaume
author_sort Odendaal, Guillaume
collection Thesis
dc_rights_str_mv Stellenbosch University
description Thesis (MEng)--Stellenbosch University, 2021.
format Thesis
id oai:scholar.sun.ac.za:10019.1/110109
institution Stellenbosch University (South Africa)
language en_ZA
last_indexed 2026-06-10T12:44:55.985Z
license_str Other — see source repository
provenance_str_mv Harvested via OAI-PMH from SUNScholar — Stellenbosch University Repository
publishDate 2021
publishDateRange 2021
publishDateSort 2021
publisher Stellenbosch : Stellenbosch University
publisherStr Stellenbosch : Stellenbosch University
record_format dspace
source_str SUNScholar — Stellenbosch University Repository
spelling oai:scholar.sun.ac.za:10019.1/110109 Objective assessment application for preschool child development Odendaal, Guillaume Van den Heever, D. Springer, Priscilla Stellenbosch University. Faculty of Engineering. Dept. of Mechanical and Mechatronic Engineering. Automation Objective assessment Preschool children -- Psychology Machine Learning UCTD Child development -- Testing Thesis (MEng)--Stellenbosch University, 2021. ENGLISH ABSTRACT: The need for early developmental screening tests is made clear throughout literature. The problem with current developmental screening tests is that they are susceptible to bias and are time- and resource-intensive. Current tests have the administrator convey instructions to a child and then note the proficiency w ith w hich t he c hild h as c ompleted t he t ask, t hus l eaving room for subjectivity and bias within the tester’s decision. The lack of trained personnel in rural areas - such as in South Africa - only adds to the sparsity of assessment tools being used. Current tablet assessment applications address these problems but confine t hemselves t o o ne o r t wo m etrics p er construct measured. Fine-motor and language tests were gathered from literature and standardised tests and implemented on a tablet application. These tests were filtered according to implementability and counsel of medical professionals in the field of early child development. The tablet application was built with modularity in mind to ease the process of adaptation for cultural and age-appropriate conversions. An accompanying assessment pipeline was constructed to automatically process the data from the tablet assessment into interpretable results. AFRIKAANSE OPSOMMING: Die nood vir vroeë ontwikkelingstoetse word duidelik gemaak regdeur literatuur. Die probleem met huidige ontwikkelingstoetse is dat dit vatbaar is vir partydigheid en is tyd en hulpbron intensief. Huidige toetse laat die assessor instruksies oordra en besluit dan met watter vaardigheid the kind die opdrag uitvoer, dus is daar ruimte gelaat vir subjektiwiteit en vooroordeel binne in die besluit van die assessor. Die gebrek aan opgeleide personeel in landelike gebiede - soos in Suid Afrika - dra net by tot die ylheid van assesseringsinstrumente wat gebruik word. Huidige tablet assesseerings toepassings adresseer hierdie probleme, maar beperk hulself tot een of twee maatstawwe per konstruk wat gemeet word. Fynmotoriese en taal toetse is uit literatuur en gestandaardiseerde toetse versamel en op ’n tablettoepassing geïmplementeer. Hierdie toetse is gefiltreer volgens implementeerbaarheid en advies van mediese beroepslui op die gebied van vroeë kinderontwikkeling. Die tablet toepassing is gebou met die oog op modulariteit om die proses van aanpassing vir kulturele en ouderdomsgepaste omskakelings te vergemaklik. ’n Bygaande assesseeringspyplyn is opgestel om die data van die tablet assesseering outomaties in interpreteerbare resultate te verwerk. Masters 2021-03-05T14:06:42Z 2021-04-21T14:40:45Z 2021-03-05T14:06:42Z 2021-04-21T14:40:45Z 2021-03 Thesis http://hdl.handle.net/10019.1/110109 en_ZA Stellenbosch University 123 pages application/pdf Stellenbosch : Stellenbosch University
spellingShingle Automation
Objective assessment
Preschool children -- Psychology
Machine Learning
UCTD
Child development -- Testing
Odendaal, Guillaume
Objective assessment application for preschool child development
title Objective assessment application for preschool child development
title_full Objective assessment application for preschool child development
title_fullStr Objective assessment application for preschool child development
title_full_unstemmed Objective assessment application for preschool child development
title_short Objective assessment application for preschool child development
title_sort objective assessment application for preschool child development
topic Automation
Objective assessment
Preschool children -- Psychology
Machine Learning
UCTD
Child development -- Testing
url http://hdl.handle.net/10019.1/110109
work_keys_str_mv AT odendaalguillaume objectiveassessmentapplicationforpreschoolchilddevelopment