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WorksheetsEthics in Data Science
Total questions: 23
Worksheet time: 12mins
What is the definition of data ethics?
The study of ethical issues related to data collection, storage, and analysis
The use of data to make ethical decisions
The application of ethical principles to data science projects
Which ethical principle states that individuals should have control over their personal data?
Data ownership
Data privacy
Data transparency
What is the term for the practice of removing personally identifiable information from datasets to protect privacy?
Data anonymization
Data encryption
Data deletion
Which of the following is an example of algorithmic bias?
A predictive policing algorithm that targets certain neighborhoods
A recommendation system that suggests similar products based on user preferences
A natural language processing model that translates text from one language to another
What is the term for the practice of making data and algorithms available for public scrutiny?
Open data
Data transparency
Algorithmic accountability
Which ethical principle requires data scientists to be transparent about their methods and findings?
Data transparency
Data accuracy
Data privacy
What is the term for the misuse of data for personal gain or harm?
Data manipulation
Data fraud
Data misuse
What is the term for the process of obtaining informed consent from individuals before collecting their data?
Data protection
Data consent
Data governance
Which ethical principle requires data scientists to consider the potential societal impacts of their work?
Social responsibility
Data accuracy
Data privacy
What is the term for the practice of using data to make decisions that promote fairness and equality?
Data fairness
Data equality
Data justice
Which ethical principle emphasizes the importance of fairness and impartiality in data analysis?
Data neutrality
Data transparency
Data accuracy
What is the term for the process of combining and analyzing multiple datasets to gain new insights?
Data integration
Data aggregation
Data fusion
Which ethical principle requires data scientists to ensure the accuracy and reliability of their data?
Data accuracy
Data transparency
Data privacy
What is the term for the practice of using data to target individuals with personalized advertisements or content?
Data profiling
Data personalization
Data targeting
Which ethical principle requires data scientists to protect the privacy and confidentiality of individuals' data?
Data privacy
Data accuracy
Data transparency
What is the term for the practice of using historical data to train machine learning models, which can perpetuate biases present in the data?
Algorithmic bias
Data bias
Model bias
Which ethical principle requires data scientists to ensure the security and protection of data?
Data security
Data integrity
Data transparency
What is the term for the practice of using data to make decisions that benefit the majority of people?
Data utilitarianism
Data egalitarianism
Data democracy
Which ethical principle requires data scientists to be accountable for the decisions and actions taken based on data analysis?
Algorithmic accountability
Data transparency
Data privacy
What is the term for the practice of using data to infer sensitive information about individuals that was not explicitly provided?
Data interference
Data extraction
Data revelation
Which ethical principle requires data scientists to ensure the availability and accessibility of data for public use?
Open data
Data transparency
Data privacy
What is the term for the practice of using data to discriminate against certain individuals or groups?
Data discrimniation
Data bias
Data profiling
Which ethical principle requires data scientists to ensure the accuracy and reliability of their algorithms?
Algorithmic accuracy
Algorithmic fairness
Algorithmic transparency
