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Is gpt-5.4-max good at Data & Analytics?

gpt-5.4-max ranks #24 of 69 for Data & Analytics — excellent. The top pick for this task is claude-opus-4.8-low.

#24 / 69
Rank for this task
97.2
Score
$0.0210
Cost / run

gpt-5.4-max on each Data & Analytics sub-task

Spot the Misleading Stat 100.0/100 #14
SQL Reasoning 99.8/100 #37
Metric Calculation 96.5/100 #36
Honest Communication 92.5/100 #36

Real examples, graded

WeakFalse precision (Cedar & Sage survey) 26/100

“The model completely failed to identify and correct the false precision in the draft. It kept the spurious '61.37%' figure for a sample size of 300, which mathematically cannot support two decimal places. It also failed to introduce a margin of error, missing the core quantitative honesty requirements of the prompt.”

← Full gpt-5.4-max review All Data & Analytics rankings → Top pick: claude-opus-4.8-low →

Frequently asked

Is gpt-5.4-max good at Data & Analytics?

gpt-5.4-max ranks #24 of 69 models we tested for Data & Analytics, scoring excellent.

What is gpt-5.4-max's strongest Data & Analytics skill?

Its best sub-task here is Spot the Misleading Stat.

This page is Spring Prompt, running

We just did this for every model. Do it for your prompt.

The rankings above come from running real tasks through real models and scoring every output. Spring Prompt is that same engine — pointed at your prompt, your test cases, and your definition of good.

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Prompt × model results

12 test cases · 3 evals
Claude Opus
GPT-5
Gemini
v1
7.1
6.8
7.4
v2
8.3
7.9
8.0
v3
9.2
8.6
8.4
Best combo: v3 × Claude Opus
9.2 quality · $0.004/run · 1.8s