Founder of Happy Hour Map (happy-hour-map.com), a national database of 36,000+ verified happy hour deals across the United States. Tracks live drink specials, start and end times, and full menus for bars in 519 US cities. Frequently quoted on bar industry trends, nightlife economics, and how Americans drink at happy hour — backed by real data from one of the largest public happy hour datasets in the country.