In: Statistics and Probability
An economist estimates a 65% probability that the economy will expand next year. The technology sector has a 70% probability of outperforming the market if the economy expands and a 20% probability of outperforming the market if the economy does not expand. Given the new information that the technology sector will not outperform the market, what is the probability that the economy will not expand?
We are given here that:
P( economy expand ) = 0.65, therefore P(economy dont expand ) = 1 -
0.65 = 0.35
Also, we are given here that: technology sector has a 70% probability of outperforming the market if the economy expands and a 20% probability of outperforming the market if the economy does not expand, therefore we get here:
P( tech outperforms | economy expands) = 0.7 and
P( tech outperforms | economy dont expand) = 0.2
Using law of total probability, we get here:
P(tech outperforms) = P( tech outperforms | economy
expands)P(economy expands) + P( tech outperforms | economy dont
expand)P(economy dont expand)
P(tech outperforms) = 0.7*0.65 + 0.2*0.35 = 0.525
Using Bayes theorem, we get here:
P( economy dont expand | tech outperforms) = P( tech outperforms |
economy dont expand)P(economy dont expand) / P( tech outperforms )
= 0.2*0.35 / 0.525 = 0.1333
Therefore 0.1333 is the required probability here.