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Case Math & Quant Fluency · Lesson 3

Reading exhibits and charts

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Intuition

An exhibit is a puzzle with the answer hidden inside it on purpose. The interviewer isn't testing whether you can read a bar chart, they're testing whether you can walk up to a wall of data, stay calm, and pull out the one fact that changes the case. Most candidates either freeze or read every number aloud like a court stenographer. The strong ones pause, orient, and then say "the interesting thing here is…".

Treat every chart as a question in disguise: why did they show me this now?

Framework

  • Orient before interpreting (10–20 sec). Read the title, both axes, the units, and the legend. Say what the chart shows before saying what it means.
  • Find the message, not every number. Look for the biggest gap, the steepest trend, the outlier, the crossover point.
  • Tie it to the question. "This matters because it tells us the decline is concentrated in one segment."
  • Do the implied math. Charts often hide a calculation, a growth rate, a share shift, a per-unit figure. Compute it.

The implied math hiding in charts

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Worked Example

You're handed a stacked bar of revenue by region over three years. Don't read all twelve bars. Orient: "Revenue in $M, by region, 2021–2023." Then scan: "Total revenue is roughly flat, but the West has fallen from $40M to $25M while the East rose from $30M to $42M." Insight: "So we don't have an overall demand problem, we have a regional problem masked by the East growing. I'd dig into what changed in the West." One sentence, and the whole case pivots.

Contrast a table of two product lines: Product A, $70M revenue, $4M profit; Product B, $30M revenue, $16M profit. The weak read narrates: "A is the bigger line." The strong read does the implied math: A earns under a 6% margin while B earns over 50%, so 70% of the revenue produces only 20% of the profit. One division each, and the case pivots from "grow A, it's bigger" to "why are we pouring resources into the low-margin line?" The table was built to make you compute exactly that.

Pause & think

An exhibit lands: "Revenue per store, $ thousands, 2021–2024" for two regions. What do you say in your first 15 seconds?

In the room

When the page slides across the table, don't speak instantly. Say: "Let me take a few seconds to orient, " then earn that pause by orienting out loud: "So this shows revenue in millions of dollars, by region, from 2021 to 2023." Naming the units protects you from the thousands-vs-millions trap in front of a witness. Lead your interpretation with the headline, not the inventory: "The thing that jumps out is the West falling from $40M to $25M while the total stays flat." If the chart hides a calculation, narrate it as you do it: "that's a $15M decline on $40M, call it almost 40% down." Then tie it to the case in one sentence: "so this is a regional problem, not a demand problem." The interviewer is scoring whether you convert data into the case's next move, insight per second, not numbers per second.

Pitfalls

  • Quoting numbers before checking the units (reading "$ thousands" as "$ millions").
  • Narrating every data point instead of extracting the insight.
  • Missing the hidden calculation the exhibit was built to make you do.

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