Content Ops → Predictable, Measurable, Sprint-Driven

    Jira workflows + analytics turned content delivery into a reliable machine.

    −90% errors7-week predictable delivery−23% learner drop-offs
    Agile OpsEducationAnalytics

    Overview

    Transformed content ops using standardised workflows, feedback loops and dashboards.

    Context & Role

    Cross-functional with content teams; process + tooling ownership.

    Problem

    Ad-hoc delivery; unclear ownership; recurring errors; poor visibility.

    Objectives

    Predictability, quality, transparency.

    Product Decisions

    Defined DRIs and rituals; built dashboards for velocity and defects. Integrated learner feedback into sprint reviews for continuous improvement.

    Solution

    Jira workflows; sprint reviews; ownership matrix; feedback ingestion; Zapier + Metabase dashboards; 2-week cadence.

    Architecture

    Intake → Jira → Automation → Metabase dashboards → Review cadence.

    Metrics & Impact

    −90% errors; 7-week predictable delivery; −23% learner drop-offs.

    Evidence

    Burndowns; error trend charts; release cadence logs.

    Challenges

    Cultural change; initial slowdown with quality gates.

    Lessons

    Measurement + visibility → accountability; rituals compound.

    Tech Stack

    JiraZapierMetabaseFeedback tooling
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