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Scenario: AMG Global, a popular music streaming service, is experiencing a rise in fake accounts used to gain free subscriptions. They have a large dataset containing user signup information, listening habits, and location data. Question: The streaming service is forming a team to tackle this issue. Briefly explain how each team member would contribute to identifying and stopping fake accounts: A. Data Engineer (5 marks) B. Data Analyst (5 marks) C. Data Scientist (5 marks)

Question

Scenario: AMG Global, a popular music streaming service, is experiencing a rise in fake accounts used to gain free subscriptions. They have a large dataset containing user signup information, listening habits, and location data. Question: The streaming service is forming a team to tackle this issue. Briefly explain how each team member would contribute to identifying and stopping fake accounts: A. Data Engineer (5 marks) B. Data Analyst (5 marks) C. Data Scientist (5 marks)

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Solution

A. Data Engineer: The data engineer would be responsible for maintaining the database that contains all the user signup information, listening habits, and location data. They would ensure that the data is clean, reliable, and easily accessible for the rest of the team. They would also be responsible for creating and managing the infrastructure needed to store and process large amounts of data. This could involve setting up data pipelines to collect and organize new data, as well as implementing security measures to protect sensitive information.

B. Data Analyst: The data analyst would take the clean, organized data provided by the data engineer and use it to identify patterns and trends. They might, for example, look for unusual signup patterns, such as a large number of accounts being created from the same IP address, or accounts that have identical listening habits. They would then create reports and visualizations to communicate these findings to the rest of the team and to decision-makers within the company.

C. Data Scientist: The data scientist would use the findings of the data analyst to build predictive models. These models could predict, for example, the likelihood that a given account is fake based on various factors such as the account's signup information, listening habits, and location data. The data scientist would also test and refine these models over time, using new data as it becomes available. The ultimate goal would be to create a model that can accurately identify fake accounts in real time, allowing the company to take action to stop these accounts as soon as they are created.

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