Estimating reach and other marketing activity that account for consumers who have been exposed to content or advertising on multiple devices (e.g., tablet, smartphone, laptop, desktop, TV set). For example, if the same customer visits a brand’s website both via laptop and smartphone, cross-device measurement of impressions should count both visits, while cross-device measurement of reach should “de-duplicate” the tally to reflect that this was the same customer.