fundemental of data systems

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In recent years, many firms use algorithms to help make management group’s decisions and optimize operation processes and supply chains. When such algorithms produce unexpected outcomes, bias concerns may arise. Thus, removing these kinds of bias from the data is so critical in data-driven business. Based on this case anlaysis, please elaborate on the questions below.
Q1) Please address the concept of ‘algorithmic bias’ in a marketing context. What is the reason behind the bias in this case?
Q2) How might a firm acquire capability to analyze situations and detect whether algorithmic bias occurs and how it can be mitigated?
Q3) Algorithmic bias can occur even when demographic data is not used as a variable by the algorithm.  What would you play a role as an information sysem manager if a bias was brough to your attention?

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