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How does the "virtuous cycle" that benefits Big Tech operate?

1) Better classes of customers lead to richer and more refined data for algorithmic systems.
2) Organizations write algorithms with fewer biases, which leads to fairer outcomes.
3) By acting virtuous, the public respects Big Tech more and more.
4) Data-driven algorithms improve solutions, leading to new customers, and better data.

User Horbags
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Final answer:

The virtuous cycle involving Big Tech refers to the self-reinforcing loop where improved customer data enhances algorithms, creating better outcomes and attracting more customers, thereby creating more refined data. However, this cycle also amplifies echo chambers and biases unless corrected with measures like differential privacy and stronger regulations.

Step-by-step explanation:

The "virtuous cycle" that benefits Big Tech is a mechanism where the success and improvement of their products and services feed into each other. To begin, better classes of customers provide more nuanced and ample data for the refinement of algorithmic systems. Then, with improved data, organizations develop algorithms with diminished biases, leading to more equitable outcomes. Further, by demonstrating virtuous practices, public perception of Big Tech gets enhanced. Consequently, improved data-driven algorithms advance solutions and services, attracting new customers and generating even better data. This loop creates a self-reinforcing cycle of improvement and growth that can lead to monopolistic power and amplify the echo chambers and filter bubbles due to algorithmic targeting, by consistently presenting information that aligns with users' existing beliefs and prejudices or incites anger to retain user engagement. To correct this, steps such as providing researchers with access to data while ensuring privacy through techniques like differential privacy, enforcing regulations to limit the bias and reach of algorithms, and addressing corporate overreach are essential.

User Sherman Szeto
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