The legal framework for bars ("dram shop laws"), which holds them liable for damages caused by over-served patrons, could be applied to gambling. This would create a financial disincentive for platforms like DraftKings and FanDuel to exploit users who show clear signs of addiction.

Modern society turns normal behaviors like eating or gaming into potent drugs by manipulating four factors: making them infinitely available (quantity/access), more intense (potency), and constantly new (novelty). This framework explains how behavioral addictions are engineered, hijacking the brain’s reward pathways just like chemical substances.

Counter to the typical use case, DraftKings applies AI defensively. The technology analyzes user communications across multiple touchpoints—like customer service and marketing—to detect patterns of problem gambling and flag them for review, promoting responsible platform use.

Lacking direct addiction data, Pennsylvania's voluntary self-exclusion program serves as a proxy. The number of 18-35 year olds banning themselves from gambling platforms jumped from ~50 per year before 2019 to ~1500 per year after online legalization, indicating a massive, hidden crisis among young people.

Making high-stakes products (finance, health) easy and engaging risks encouraging overuse or uninformed decisions. The solution isn't restricting access but embedding education into the user journey to empower informed choices without being paternalistic.

Though positioned as financial markets, platforms like Kalshi derive 90% of their volume from sports. Because they are regulated as 18+ platforms, not 21+ gambling apps, they effectively provide a legal loophole for teenagers in states without legalized betting to gamble on sports.

Major outlets like CBS Sports are dangerously blurring lines by writing stories about athletes' gambling addictions that also include detailed analysis of updated betting odds and direct hyperlinks to sportsbooks. This practice normalizes and promotes the very behavior causing the crisis.

A significant disconnect exists between behavior and belief among young sports bettors. Data shows over 40% of 18-to-29-year-olds think legalized sports betting is bad for society, suggesting their participation stems from addiction or financial desperation rather than genuine enthusiasm.

Cliff Asness argues that modern trading apps have "gamified" investing to the point where users treat it like sports betting. They adopt flawed strategies like the Martingale system, which guarantees ruin without an infinite bankroll, confusing speculation with a viable investment process.