1. Separate City of Orange geography from acquisition evidence
The 2020–2024 ACS 5-year population estimate is 34,281, with a margin of error of 40. For attribution, the practical issue is different: a firm needs to distinguish a geographic service area from the channel and page that generated a particular inquiry. A person associated with City of Orange may arrive through organic search, an AI referral, a Local Services Ad, a direct visit or a referral. Location should not be treated as a substitute for source data.
Recommended approach
Use City of Orange and Essex County as geographic context when reviewing your marketing coverage, but judge channels by the journeys and outcomes attached to actual inquiries. Ask whether your records can identify the originating channel, referring source and landing page without depending on a person’s memory.
