I’ve built a powerful database that meticulously tracks historical data from every Presidential election since 1948, the first election after World War II when America’s political landscape was fundamentally reshaped along with the world. By starting with the post-WWII era, I bypassed outdated statistics that were rendered irrelevant by the addition of new states, population shifts, and seismic changes in electoral politics. While my data stretches back to 1948, my primary focus has been on elections since 2000. My research shows that pre-Trump Era and pre-pandemic data is becoming increasingly less predictive of future electoral outcomes.

With roots in database administration dating back to the Y2K era, before the advent of the World Wide Web, I’ve been at the forefront of what’s now known as Data Mining and Big Data—before these terms even existed. Today, as a Data Engineer, I gather and analyze vast amounts of data, leaving no stone unturned. My database includes comprehensive information on population demographics, voter registrations, party affiliations, electoral votes, and polling data, all meticulously curated to enhance our understanding of elections and predict future results with precision.

Leveraging advanced data analysis techniques and cutting-edge AI, I monitor elections, forecast outcomes, and provide strategic insights to candidates and political parties around the globe.