Since Jessica’s participation in local politics increased significantly after she joined her school’s political science club, it is clear that her involvement in that club led her to take an interest in politics.

The argument above is flawed because

She wouldn't have joined the club unless she were interested in politics.

it is based on a correlation and assumes causation without considering other possible factors.