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Marketing-Sourced vs Influenced Pipeline - Aiporate
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Defining Both So They Hold Up “For influenced, decide the window and the qualifying touches, for example any tracked marketing interaction within the deal cycle.” The hard part is data quality, not model choice. Attribution is only as good as your identity resolution, so a buyer who appears as three records across HubSpot, your ad platform, and your event tool will have their journey shredded. Resolve every touch to one account and contact in a shared identity graph, often built in BigQuery or Snowflake, before you compute any attribution. Capture the touches honestly: include outbound, paid, content, and inbound, because an allbound motion that only credits inbound forms will systematically misrepresent what actually moves pipeline.
Write down the rules before the quarter, not after. For sourced, pick a clear definition of the originating event, such as the first known marketing touch that led to the account entering pipeline, and apply it consistently. For influenced, decide the window and the qualifying touches, for example any tracked marketing interaction within the deal cycle. Pick a credit model that fits your sales motion: first-touch and last-touch are simple but lossy, while a multi-touch model distributes credit across the journey at the cost of more complexity. Whichever you choose, document it so two people reading the same dashboard reach the same conclusion. “Capture the touches honestly: include outbound, paid, content, and inbound, because an allbound motion that only credits inbound forms will systematically misrepresent what actually moves pipeline.” Reporting Without Starting a Turf War
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