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Understanding Fospha’s IQR-Based Bar Chart Capping

Why some bars on your KPI Channel Change chart are capped, how the IQR method works, and what it means for your data.

What it is

We’ve introduced a new visual improvement to the KPI Channel Change chart:
bar chart capping using the IQR method. This update ensures extreme values (outliers) don’t skew your dashboard—so your charts stay readable, trustworthy, and presentation-ready.



Why we introduced it

We heard your feedback: extremely high or low values in KPI dashboards were making it hard to read the charts, trust the insights, and share screenshots with stakeholders.

Our solution? A simple yet statistically sound approach to cap extreme bars using the IQR method—to keep graphs clean, readable, and insight-driven.



What’s the Problem?

Outliers (like a CAC of £10,000 or a ROAS of 400x) distort your charts. That:

  • Makes it harder to spot real trends

  • Undermines confidence in the model

  • Creates messy screenshots for internal reports



What’s the fix?

We’ve applied IQR-based capping to the KPI Channel Change chart to reduce the visual impact of outliers. This ensures:

  • More consistent and readable bar sizes

  • Easier comparison across channels

  • Trustworthy visuals for your teams and execs

You'll see a tooltip ("Bar capped for scale") when hovering on capped values, and a banner so you know when capping is applied.



Why we Chose IQR

IQR (Interquartile Range) is a well-established statistical method that detects extreme values while preserving the integrity of your data.

It’s the sweet spot between simplicity, accuracy, and transparency.

Pros:
  • No assumptions about data distribution

  • Works well for skewed marketing data

  • Easy to interpret and explain

What we don’t do:
  • We don’t hide or delete data

  • We don’t cap calculated metrics like ROAS or CPP directly

  • We don’t apply capping to Share of Spend or non-KPI charts



What’s in it for you?

  • Clean charts that tell a clearer story

  • Smarter screenshots for stakeholder decks

  • More trust in your marketing data at a glance



Where it shows up

Look for the update on the KPI Channel Change chart under “Channel Performance & Spend.”

Share of Spend charts remain uncapped as per your feedback.

Target lines may not appear if the target value falls outside of the chart’s capped range.