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ASSESSMENT TASKS
Task 1 FORMATIVE TASK Synthetic Data Introduced
FORMATIVE TASK
Instruction: The board of your organisation is concerned about the privacy of the data your organisation holds and uses. Write a report to brief them on data privacy and security, and the effectiveness of measures that can be taken to ensure data privacy and security. The report must contain the following:
- An outline of the major issues surrounding data privacy, data security and data science, including the concept of differential privacy.
- Identify and explain anonymisation methods, including the shortcomings of such methods, and the use of the epsilon parameter.
- Discuss the causes and consequences of recent data attacks, including the effectiveness of differential privacy in these situations
Task 2 SUMMATIVE TASK Synthetic Data for Your Organisation
SUMMATIVE TASK
Instruction: Your boss has read about synthetic data and is intrigued by it. She has asked you to write a report on synthetic data for the board. Create a body of synthetic data using Python from an existing dataset within the organisation and write a report on it, which must contain the following
- An outline of what is understood by synthetic data, and how it can be used for the benefit of the organisation. (LO 3.1, 3.2, 4.1, 5.1)
- Identify and explain how the synthetic data was produced, and why this was the best tool for the job (LO 3.3, 3.4, 4.2)
- A judgment as to the benefits of the use of synthetic data within the organisation, and the impact of this material on future decision making (LO 3.5, 3.6, 5.2)
