Philip Armstrong is a marketing science leader specializing in consumer decision making, incrementality measurement and attribution modeling. He lead measurment intiatives at global brands like Nike and Sony. At Semrush he is helping brand marketers to understand what's actually driving consumer decisions across complex, multi-touch journeys.