Financial considerations are consistently among the most common reasons security clearances are denied or revoked. Not espionage, not foreign contacts. Debt.
The logic is straightforward: someone under severe financial pressure is considered more vulnerable to inducement. Understanding how the process actually evaluates this is worth real money and real career security.