Neural network impacts for airline virtual assistant
2025-hsc-se-q25 · Short Answer · 5 marks
Source: NESA 2025 HSC Software Engineering HSC Q25
Question
An airline introduces a virtual personal assistant as an initial support contact point for cancelled flights, missed connections, or lost luggage. The virtual personal assistant uses a neural network to:
- analyse support queries to direct customers to the appropriate department
- recommend appropriate tone and wording to be used by the human customer support representative
- assess data such as support turnaround time, customer ratings, and repeat contacts.
Explain how the neural network supports the virtual personal assistant. Include ONE positive and ONE negative impact of using the virtual personal assistant.
Reveal answer
The neural network supports the assistant by learning patterns in previous support queries, outcomes and ratings. It can classify a customer's problem, recommend where the query should be sent, and suggest wording based on examples that led to useful responses.
A positive impact is faster triage, so customers can be directed to the right support area sooner. A negative impact is that the assistant may misunderstand unusual or emotional situations, causing poor advice or frustration before a human resolves the issue.
Marking rubric
| Marks | Description |
|---|---|
| 5 | Explains neural network support and includes one positive and one negative impact. |
| 4 | Explains neural network support and describes relevant impacts. |
| 3 | Describes how the neural network may be used and identifies impacts. |
| 2 | Identifies relevant features of neural networks or virtual assistants. |
| 1 | Provides some relevant information. |
Explanation
Neural networks can classify support text and make recommendations from patterns in training data, but outputs depend on the quality and coverage of that data.
Metadata
- Submitter
- Seed data
- Created
- 2026-05-02
- Status
- published
- Syllabus
- y12-auto-ml-models y12-auto-impact-of-automation
- Tags
- neural networks virtual assistants AI customer support impact