Scalpers don't create scarcity. They aren't buying tickets, and setting them on fire.

The artists are who create scarcity, by virtue of not having enough capacity to serve all fans willing the pay the retail price of the ticket. (Or by not doing tiered pricing, cheaper ticket distribution by lottery, etc.)