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Большие данные и аналитика в образовании: направления развития и перспективы

Authors: Alesia A. Pavlenko; FSBEI of HE \\"Don State Technical University\\";

Большие данные и аналитика в образовании: направления развития и перспективы

Abstract

В статье представлен всесторонний обзор роли и влияния больших данных и аналитики в сфере образования. В работе рассматриваются ключевые направления, включая персонализацию обучения, оценку успеваемости, управление образовательными процессами и развитие дистанционного обучения. Автор освещает, как данные и аналитические методы способны улучшить качество и доступность образования, а также обсуждает возможные риски и вызовы, связанные с конфиденциальностью и этическими аспектами использования данных. Особое внимание уделяется перспективам развития, таким как интеграция искусственного интеллекта и улучшение качества данных, а также необходимости баланса между инновациями и защитой личной информации.

Keywords

качество образования, персонализированное обучение, анализ успеваемости, дистанционное образование, глобализация образования, управление образованием, искусственный интеллект в образовании, аналитика данных, конфиденциальность данных в образовании, прогнозирование в образовании, инновации в образовании, этика использования данных, большие данные, развитие навыков XXI века, образовательные технологии

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    popularity
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    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
gold