Web Map Layer: -stati Stb -Wfs - UAT -base_map-DarkDB

Seasonal Effect on Surgical Sites Infections.

My first task as a data analyst with Quantium

Scatter plot of population and total murder by region.

comm. Data

This research discussion explores how recommender systems can reinforce or mitigate human bias, drawing on Evan Estola’s When Recommendation Systems Go Bad and related literature. The assignment reflects on the ethical responsibilities of data scientists in designing fair recommendation algorithms. It includes a simulation in R that illustrates how biased historical data can lead to unequal recommendations, along with technical strategies to address these issues.