Primary Outcomes (end points)
The key outcomes of interest are whether the App intervention changes a participant's overall savings rate, spending behavior, and stock market participation compared to the control group. Using anonymized transaction data, we will measure a user's direct savings rate (i.e., the amount saved in dedicated accounts, e.g., savings account, securities account, etc. ) but also her indirect savings rate by comparing income and spending. Moreover, we will measure a user's stock market participation (i.e., the amount transferred to a brokerage account; first transaction categorized as “Securities investment”) and spending behavior (e.g., spending frequency, average spending amount, discretionary and non-discretionary spending). These outcomes will be enriched with self-reported information from the surveys. For instance, we elicit study participants' self-reported savings rates and whether and how they invested the round-ups they transferred to their brokerage account. Additionally, we ask for changes in savings behavior outside of the App, and whether they opened a brokerage account and/or started investing during the intervention period.