In the Topic $2$ material "Does This Ad Make Me Fat?", the researchers conclude that "for every $10\%$ increase in food advertisements, the odds of being obese increased by $5\%."$

$($a$)$ Why is their conclusion faulty?

$($b$)$ What research methodology should be adopted?