Consider Fairness Flashcards
fairness
ensuring your analysis don’t create or reinforce bias
Consider all available data
critical to consider all of the available data so that your analysis reflects the truth and not your own expectations
self-reporting
a data collection technique where participants provide information about themselves
oversampling
is the process of increasing the sample size of nondominant groups in a population
In a data analytics context , what is a business task?
The question answered, or problem solved, by data analysis
Fairness means ensuring that bias is neither created nor_____ by the data analysis process
reinforced
what are some strategies data professional use to ensure their data analysis is unbiased?
1.Ensure anything shared with the stakeholders is presented in context
2.consider the complicated social context that could create bias
3.Prioritize fairness during data collection
which of the following statements accurately describe fairness considerations in data analysis
- best practices for fairness in data analysis include considering context
- a data professional may choose to use oversampling when prioritizing fairness
- Fairness means ensuring that analysis does not create or reinforce bias