Education

[Education3] Students dropping out unexpectedly

admin — Thu, 11 Aug 2022 00:57:26 +0000

[Education3] Students dropping out unexpectedly admin Thu, 08/11/2022 - 08:57

Students dropping out unexpectedly

Sequence Number 3 Industry Education Banner How 5G enabled

Using 5G and AI against data collected to predict early issues that could potentially lead to students dropping out.

Data Flows

Title Devices Icon Description

List the data sources/types of importance to follow student progress
Based on that, determine if/what sensors to be used

Title Connectivity Icon Description

Sensor-initiated data to Enterprise store

Title Edge Compute Icon Description

Not required for real-time intervention, but this is expected to change

Title Cloud Compute & Storage Icon Description

All edge data collected to be loaded in Enterprise store
All data in Enterprise store

Title Applications & Services Icon Description

Types of models to be curated based on applications and services
However, they will most likely be ML-driven
First applications are coming to the market to manage this.

Application Logic

Description

Make all data about students available:
What is relevant data?
What other info will give info about this? Is there data external to the school, etc.

Description

Based on the answers in the previous column we can decide if/what the AI (ML / MV) models will be.
Identify the signs (in data terms) which could identify students going to drop out.
Using SMEs and data scientists to get to the appropriate models for this; This will take several steps due to the new nature of this.
Therefore, do implement but early results will be poor.

Description

As stated, we need to be ready for each type of model.
Given that we will collect data about results, etc. the focus will be ML driven.
However if we develop data about student faces whilst studying, then it will be MV-based

Expected benefits

Higher success rate of students in completing their academic qualification.

[Education2] Improving remote learning interactions between teachers and learners

admin — Thu, 11 Aug 2022 00:50:53 +0000

[Education2] Improving remote learning interactions between teachers and learners admin Thu, 08/11/2022 - 08:50

Improving remote learning interactions between teachers and learners

Sequence Number 2 Industry Education Banner How 5G enabled

Looking at various types of data (results; environment; personal; etc.) and determine how XR (VR/AR) can improve the student experience.

Data Flows

Title Devices Icon Description

Look at the type of data that is important to collect to know if/what sensors to use
If / what streaming analysis can be used

Title Connectivity Icon Description

Sensor data transport
Other relevant data

Title Edge Compute Icon Description

Not required for real-time, but this is expected to change

Title Cloud Compute & Storage Icon Description

Equipment data stored to train AI algorithms
All data in Enterprise store

Title Applications & Services Icon Description

OpenXR as the standard platform to be used
Type of models to be curated based on applications and services

Application Logic

Description

Using the OpenXR XR platform we can support a broad spectrum of these devices: Separate contents from direct device choice.

Expected benefits

Learning to use XR as a prime user interface

Key value created

Better student results

[Education1] Repetitive tasks by lecturers

admin — Thu, 11 Aug 2022 00:28:58 +0000

[Education1] Repetitive tasks by lecturers admin Thu, 08/11/2022 - 08:28

Repetitive tasks by lecturers

Sequence Number 1 Industry Education Banner How 5G enabled

Make an inventory of tasks and determine what data to be collected to take out many of these tasks using AI.

Data Flows

Title Devices Icon Description

We will know what type of sensors to focus on once we know the tasks at hand

Title Connectivity Icon Description

Data sent to Enterprise store

Title Edge Compute Icon Description

Not required for real-time intervention, but this is expected to change

Title Cloud Compute & Storage Icon Description

Equipment data stored to train AI algorithms
All data in Enterprise store

Title Applications & Services Icon Description

Type of models still to be determined
Maybe NLP gets information out of large documentation sets.

Application Logic

Description

Create an overview of the main tasks of a lecturer.
Look at all tasks and determine how ML / MV / NLP can help execute or simplify these tasks. Start tasks where AI can make most of the impact.
Based on this list, determine if/what data is needed to be able to use this as input for these models.
We need SMEs and data scientists to develop and enhance these models.
Reach out to a number of universities to see if / what tooling they are using in this space.

Expected benefits

More efficient use of lecturers
Higher success rate of students in completing their academic qualifications

Key value created

Improved productivity of the lecturer
Reduced costs since more work can be done in shorter periods

Education

admin — Tue, 30 Nov 2021 05:04:28 +0000

Education Education admin Tue, 11/30/2021 - 13:04 4

Schools and Classrooms Transformed

Level up the learning experience with 5G and instil students with a tech-savvy approach to problem-solving.

Smart classrooms e.g.
IoT-enabled attendance

5G-powered tools take the hassle out of menial tasks like roll call and give educators more time to focus on the needs of their students.

AR/VR immersive lessons

AR/VR technology captures students’ imaginations and lets them explore everything the world has to offer without leaving the classroom.

3D holographic telepresence

Ultra-high bandwidth and low latency allow for the projection of 3D holographic images into the classroom to make learning more immersive and engaging.

Cloud-based learning materials
storage for learning on demand

Students have access to learning materials anytime, anywhere with cloud-based storage.

Image

5G for Education

Nurturing Future-Ready Minds

Industries for Future Image

Smart classrooms powered by 5G technology that give educators more time to focus on the needs of their students

Immersive lessons with VR/AR for enhanced learning experiences

3D holographic telepresence for more engaging lessons

Cloud-based storage for quick and easy access to learning materials on-the-go

Impact of 5g slide text

Smart classrooms e.g. IoT-enabled attendance
AR/VR immersive lessons
3D holographic telepresence
Cloud-based learning materials storage for learning on demand

Disclaimer of Endorsement

All information provided on potential 5G-enabled solutions and potential vendors is provided for information purposes only and based on our awareness of the available 5G-enabled solutions and potential vendors in the market. It does not constitute endorsement, recommendation or favouring by DNB. It is your responsibility to verify and evaluate such 5G-enabled solutions and potential vendors. DNB is not an agent or legal representative of any of such 5G-enabled solutions and potential vendors, is not associated or endorsed by such potential vendors, has no authority to act on behalf of any such potential vendors, and will be an independent party if you enter a business relationship with such potential vendors. Third party links included are for convenience only and are not under DNB’s control. DNB does not assume any responsibility or liability for your use of such third-party links.

Horizontal Solutions

Title Autonomous robotics Description

Autonomous robots and aerial drones can traverse harsh and dangerous environments and reduce hazard risks for human workers. Such technology will provide enhanced monitoring and safety upkeep for facilities. They can be fitted with various sensors geared towards the purpose they are meant for and by using 5G, we can deploy them in real-time whereby the data collected can be sent directly to an AI application for investigation and immediate further action.

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Title Wearables Description

Wearable technology allows security and medical personnel to conduct background and health checks efficiently. Of course, they have a much broader focus and can be used in many different industries where clothing has been enriched with wearable technologies. Wearables are also able to collect extra information for a 5G-enabled digital service.

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Title Sensors Description

Sensors are crucial for capturing real-time data and insights and pave the way for more informed decision-making. Sensors will be the data collection point for every 5G-enabled digital service and therefore will have to cover a broad spectrum of types of information to be collected and the way they are connected to the DNB 5G network.

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Title XR (Mixed Reality) Description

XR is set to take work and play to the next level with cutting edge technology never seen before. These devices have the potential to boost productivity and enhance entertainment, changing the way we experience our reality through digital transformation. There is an increasing broad spectrum of devices available for both consumer and enterprise markets, making it increasingly important for each user experience.

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Industry Page Bottom Description

Expected benefits1

Proactive detection of abnormalities and preventative actions
Improve productivity from reduced unplanned downtime
Reduce maintenance cost due to early spotting of issues
Shorter turnaround times due to more targeted maintenance

Note: AI – Artificial Intelligence, ML – Machine Learning, SME – Subject Matter Expert

Key value created1

Increased availability of the plant translates to increased productivity