Our initial dataset contains records on approximately 258,000 randomly selected clients from January 2003 until September 2017, together with sociodemographic client data, such as gender, age, and ZIP code. We exclude all customers who do not own a securities account or have Click here! missing information or who do not show any trading behavior over the observation period. This process leaves us with approximately 100,000 investors for our main analyses. We winsorize total and portfolio wealth, as well as the number of total logins, at the 1st and 99th percentiles.
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