Exploration of Laptop Buyer Data for Potential Buyers

This report analyzes a dataset of potential laptop buyers, examining their preferences for two laptop versions across two regions. The analysis includes descriptive statistics like averages and standard deviations, along with inferential statistics such as t-tests and tests of proportions, to identify significant relationships between variables like region and willingness to spend. The study reveals a strong negative correlation between spending on version 1 and version 2 laptops, with buyers in region B showing a higher willingness to pay for version 1. The report also explores potential lurking variables, such as age and desired technical features, and discusses their impact on the analysis. The findings provide valuable insights for the XYZ Company to target potential buyers effectively, including customer acquisition strategies and after-sales service feedback.