(e) Does D equal R^TR for a matrix R in which all the columns are independent?

IV、Short Essay (20%) In August 2024, 13 current and former TSMC(台積電)employees filed a class action lawsuit in Californi(A) The 13 plaintiffs, whose backgrounds include the US, Mexico, Nigeria, Europe and South Korea, were seeking damages to redress TSMC’s apparent discrimination practices. In the lawsuit, the plaintiffs claimed TSMC’s employment practices include an “intentional pattern and practice of employment discrimination against individuals who are not of East Asian race, not of Taiwanese or Chinese national origin, and who are not citizens of Taiwan or China, including discrimination in hiring, staffing, promotion, and retention/termination decisions.” While declining to comment on the lawsuit, TSMC did say that recruitment and promotion in the company did not take into account factors such as nationality and rac(E) “TSMC believes strongly in the value of a diverse workforce, and we hire and promote without regard to gender, religion, race, nationality, or political affiliation because we respect differences, and believe that equal employment opportunities strengthen our competitiveness,” the company sai(D) “We also provide various channels for employees to raise concerns, and strive to address concerns constructively,” it sai(D)(Source: Taipei Times, Friday Nov 15, 2024) Imagine you are a consultant hired by TSMC to improve its diversity and inclusion efforts. Based on the lawsuit allegations, list, explain and identify potential issues with TWO specific recommendations that TSMC could implement in its organizational structure and processes to mitigate unconscious bias in hiring, promotion, and performance evaluation.

(e) Does \( \mathbf{D} \) equal \( \mathbf{R}^{\mathrm{T}}\mathbf{R} \) for a matrix \( \mathbf{R} \) in which all the columns are independent?

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