Before revision:  We study whether and to what extent competition incentivizes the adoption of better bandit algorithms, and whether it leads to welfare increases for consumers .
After revision:  We study whether and to what extent competition incentivizes the adoption of better bandit algorithms, and whether it leads to welfare increases for users .