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Junior Analyst · Metrics & Dashboards Basics

Automate Your Weekly Scoreboard as a Junior Analyst

Ship clean analysis faster. Use AI to keep your metrics fresh without manual updates.

Who This Helps

You're a Junior Analyst who wants to stop copy-pasting numbers every week. You want to ship a clean analysis with clear recommendations—without the boring update work. The Metrics & Dashboards Basics course is your shortcut.

Mini Case

Meet Maya. She's a Junior Analyst at a small SaaS company. Every Monday, she spends 2 hours updating a spreadsheet with 20 metrics. Then she builds a slide deck. By Friday, her boss asks for new numbers. Sound familiar?

Maya took the Metrics & Dashboards Basics course and focused on the "Weekly Scoreboard" mission. She automated the data pull using a simple AI script. Now her Monday update takes 15 minutes. She saves 1.75 hours per week—that's 91 hours a year.

Do This Now (5 Steps)

  1. Pick your North Star metric. In the course, Maya chose "Weekly Active Users" as her primary metric. You need one clear number that matters most.
  1. Define 3 supporting metrics. For Maya, those were sign-ups, churn rate, and feature adoption. These give context to your North Star.
  1. Set realistic targets. Maya set a target of 5% growth in Weekly Active Users each week. Without a target, a number is just noise.
  1. Build a weekly scoreboard. Use a simple dashboard tool (like Google Sheets or a BI tool). List your North Star, supporting metrics, and targets in one view. Add a green/yellow/red status for each.
  1. Automate the data refresh. Use AI to connect your data source to the dashboard. Set it to update every Monday morning. Now your scoreboard is always fresh.

Avoid These Traps

  • Tracking too many numbers. Stick to 4-5 metrics max. More than that and you lose focus.
  • No target for each metric. A number without a target is just a number. Always ask: "Is this good or bad?"
  • Manual updates forever. If you spend more than 30 minutes updating a report, automate it. Your future self will thank you.
  • Ignoring context. A 10% drop in sign-ups might be fine if you changed the pricing page. Always add a note.

Your Win by Friday

By Friday, you'll have a weekly scoreboard that updates itself. You'll spend less time on data entry and more time on analysis. Your boss will see clean recommendations—not a messy spreadsheet. And you'll feel like a superhero (cape optional).