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At a Mathematical Level, If the Two Conditions for Omitted E(uiX1i,X2i,,Xki)0\quad E \left( u _ { i } \mid X _ { 1 i } , X _ { 2 i } , \ldots , X _ { k i } \right) \neq 0

question 42

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At a mathematical level, if the two conditions for omitted variable bias are satisfied, then a. E(uiX1i,X2i,,Xki)0\quad E \left( u _ { i } \mid X _ { 1 i } , X _ { 2 i } , \ldots , X _ { k i } \right) \neq 0
b. there is perfect multicollinearity.
c. large outliers are likely: X1i,X2i,,XkiX _ { 1 i } , X _ { 2 i } , \ldots , X _ { k i } and YiY _ { i } have infinite fourth moments.
d. (X1i,X2i,,Xki,Yi),i=1,,n\left( X _ { 1 i } , X _ { 2 i } , \ldots , X _ { k i } , Y _ { i } \right) , i = 1 , \ldots , n are not i.i.d. draws from their joint distribution.


Definitions:

Drawing

Drawing refers to the withdrawal of cash or other assets from a company by the owner(s) for personal use, decreasing the owner's equity in the business.

Decrease In Assets

A reduction in the value or amount of the assets owned by a company or individual.

Credit Balance

The amount of money that a company or individual has in their account, reflecting credits that exceed debits.

Salary Expense

This is the total amount paid to employees for services rendered during a specific period, typically reflecting wages or salaries before deductions.

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