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Data Science Tech Brief By HackerNoon
Data Science Tech Brief By HackerNoon

Teaching Funnels To Understand Non-Linear Customer Journeys

28 August 2026 17:41 HackerNoon

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About this episode

    This story was originally published on HackerNoon at: <a href="https://hackernoon.com/teaching-funnels-to-understand-non-linear-customer-journeys">https://hackernoon.com/teaching-funnels-to-understand-non-linear-customer-journeys</a>.
        <br> Linear funnels miss branching journeys, competing goals and abandoned paths. A graph-based framework can model customer behaviour more accurately. <br>
        Check more stories related to data-science at: <a href="https://hackernoon.com/c/data-science">https://hackernoon.com/c/data-science</a>.
        You can also check exclusive content about <a href="https://hackernoon.com/tagged/data-engineering">#data-engineering</a>, <a href="https://hackernoon.com/tagged/funnel-analytics">#funnel-analytics</a>, <a href="https://hackernoon.com/tagged/customer-journey-analytics">#customer-journey-analytics</a>, <a href="https://hackernoon.com/tagged/attribution-modelling">#attribution-modelling</a>, <a href="https://hackernoon.com/tagged/directed-acrylic-graphs">#directed-acrylic-graphs</a>, <a href="https://hackernoon.com/tagged/networkx">#networkx</a>, <a href="https://hackernoon.com/tagged/yaml-configuration">#yaml-configuration</a>, <a href="https://hackernoon.com/tagged/conversion-analytics">#conversion-analytics</a>,  and more.
        <br>
        <br>
        This story was written by: <a href="https://hackernoon.com/u/rahuln">@rahuln</a>. Learn more about this writer by checking <a href="https://hackernoon.com/about/rahuln">@rahuln's</a> about page,
        and for more stories, please visit <a href="https://hackernoon.com">hackernoon.com</a>.

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            Traditional funnel analytics forces irregular customer journeys into fixed sequences. GoalFlow instead represents milestones as a graph and generates reusable pipelines from structured definitions, although its anchoring rules and route metrics need clearer and internally consistent explanations.
    </p>

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