Sara believes candidate Jones will win the presidential election based on her discussion with 15 friends, where 10 support Jones. The assignment poses questions regarding the validity of Sara's conclusion using statistical inference and the sample size needed for a 95% confidence interval. Students are tasked with explaining these concepts in simple terms to Sara.