Which principle emphasizes the need to collect data from a variety of sources and demographics?

Fdaytalk Homework Help: Questions and Answers: Which principle emphasizes the need to collect data from a variety of sources and demographics?

a) Bias Assessment
b) Fairness Measures
c) Data Diversity
d) Transparency

Answer:

To solve this question, let’s carefully analyze each option and determine which principle aligns with the need to collect data from a variety of sources and demographics.

• Option a: Bias Assessment

Bias assessment refers to identifying and mitigating biases in data, algorithms, and decision-making processes. While it is related to the fairness and accuracy of data, it doesn’t directly emphasize the collection of data from various sources and demographics.

• Option b: Fairness Measures

Fairness measures involve ensuring that outcomes are fair and unbiased across different groups. While fairness measures might necessitate data from various sources and demographics to evaluate fairness, this option doesn’t explicitly focus on the collection aspect.

• Option c: Data Diversity

Data diversity directly emphasizes the collection of data from a variety of sources and demographics. This principle ensures that the data set is representative of different populations, which is crucial for creating inclusive and unbiased models.

• Option d: Transparency

Transparency involves making processes, data sources, and decision-making criteria clear and open to scrutiny. While important, transparency doesn’t specifically address the need to gather data from a range of sources and demographics.

Based on the above analysis, the principle that explicitly emphasizes the need to collect data from a variety of sources and demographics is:

Option c: Data Diversity

Thus, the correct answer is: c) Data Diversity

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