Question

What steps do data analysts take to ensure fairness when collecting data? Select all that apply.

a) Clean the data provided
b) Include data self-reported by individuals
c) Understand the social context
d) Use an inclusive sample population

Answer 1

Data analysts ensure fairness when collecting data by understanding the social context, cleaning the data, and using an inclusive sample population.

Step-by-step explanation:

Data analysts take several steps to ensure fairness when collecting data:

1. Understand the social context: Analysts need to consider the social, cultural, and historical factors that may impact the data they collect. This understanding helps them identify potential biases and adjust their data collection methods accordingly.
2. Clean the data provided: Analysts need to carefully clean and validate the data to ensure its accuracy and reliability. This includes removing any duplicate or incomplete data points and checking for any irregularities or errors.
3. Use an inclusive sample population: Analysts need to ensure that the sample population they select represents the diversity of the population they are studying. This includes making efforts to include people from different racial, ethnic, socioeconomic backgrounds, and other hard-to-reach populations to address disparities.