Multi-Touch Attribution for Fintech SaaS Demand Generation: U-Shaped and W-Shaped Credit Allocation Across Google-Driven Journeys <div> Heuristic Multi-Touch Attribution for Fintech SaaS Lead Generation </div>

DAT Freight &amp; Analytics has expanded its freight technology ecosystem by acquiring Outgo, a fintech SaaS company focused on factoring solutions that help carriers improve cash flow and accelerate payments. Factoring is a financial service in which a carrier sells outstanding invoices to a factoring provider in exchange for immediate funds (minus a fee), rather than waiting standard payment terms. In freight operations, where cash flow directly impacts a carrier's ability to accept loads, cover fuel expenses, and maintain operational continuity, factoring plays a critical role in enabling growth and stability. <div> To scale demand for Outgo’s factoring offering, Google Ads is used as a primary acquisition channel to capture high-intent search demand and generate qualified leads. In this environment, prospect journeys are rarely linear. A single conversion event often occurs after multiple interactions across channels such as Paid Search, Organic Search, Product-led interactions, Email, Outbound Sales engagement, and inbound traffic sources. Because of this multi-touch behavior, first-click and last-click attribution models can systematically misrepresent channel impact. First-click attribution over-credits the earliest interaction while ignoring the channels responsible for progressing and closing the funnel, and last-click attribution over-credits the final interaction while undervaluing upstream demand creation and assisted conversion touchpoints.&nbsp; </div> <div> This paper presents a practical attribution framework using U-Shaped and W-Shaped heuristic models applied to deal-based journeys, which are widely used across SaaS businesses as a scalable alternative to single-touch reporting. Each journey is defined by a unique DEAL_ID and ordered touchpoints captured through TOUCHPOINT_AT. Only converted journeys are included, defined by the FIRST_INVOICE_CREATED_AT milestone, and attribution credit is allocated to channels across the journey sequence. U-shaped attribution emphasizes two critical moments in SaaS conversion behavior: the first touchpoint (initial discovery) and the final touchpoint (conversion completion), assigning them the majority of credit while distributing the remaining credit across middle touches that support progression. W-shaped attribution expands this logic by additionally crediting the lead qualification milestone using MQL_AT as a mid-funnel anchor, reflecting how SaaS conversions often require a distinct qualification stage before closing. </div> <div> The reason U-shaped and W-shaped attribution models provide higher decision value than first-click or last-click is that they align more closely with how SaaS customers actually buy. SaaS growth is typically driven by a sequence of intent-building moments rather than a single interaction. Early touches generate awareness and initial interest, mid-funnel touches validate trust and move the user toward readiness, and late-stage touches complete the conversion. By weighting these moments explicitly, U-shaped and W-shaped attribution enable marketing teams to understand which channels create demand, which channels qualify and nurture leads, and which channels consistently close conversions, without collapsing the entire journey into a single point of credit.&nbsp; </div> <div> This attribution approach is not limited to fintech SaaS or freight-focused verticals. It provides measurable value across any business model where customer decisions occur across multiple touchpoints, including B2B SaaS, marketplaces, subscription products, eCommerce with long consideration cycles, high-ticket services, and multi-stakeholder purchase journeys. In each of these environments, customers rarely convert after one exposure; they compare options, revisit solutions, engage with supporting content, and respond to follow-up interactions. Multi-touch attribution frameworks like U-shaped and W-shaped models create a more accurate representation of contribution, supporting improved budget allocation, protecting early-funnel channels from undervaluation, improving cross-channel strategy alignment, and strengthening the link between marketing performance reporting and long-term revenue outcomes.&nbsp; </div>