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Is gemini-3.5-flash-high good at Data & Analytics?

gemini-3.5-flash-high ranks #19 of 69 for Data & Analytics — excellent. The top pick for this task is claude-opus-4.8-low.

#19 / 69
Rank for this task
98.5
Score
$0.0264
Cost / run

gemini-3.5-flash-high on each Data & Analytics sub-task

SQL Reasoning 100.0/100 #19
Spot the Misleading Stat 100.0/100 #38
Metric Calculation 98.8/100 #18
Honest Communication 96.5/100 #24

Real examples, graded

WeakSurvivorship bias (Northwind) 55/100

“The model correctly identifies correlation vs. causation and reverse causality, and provides excellent business recommendations. However, it completely misses survivorship bias (selecting on the dependent variable), which is a critical flaw in the executive's reasoning and an explicitly stated failure mode for this task. It fails to point out that the executive only looked at successful accounts and ignored unsuccessful or churned accounts.”

WeakRelative vs absolute risk (Lumen) 26/100

“While the model correctly calculates and reports both the absolute (1 percentage point) and relative (50%) reductions, its core conclusion completely fails the benchmark. It explicitly treats an observational association as proven causation ('halves', 'prevent one adverse event', 'mitigating risk') and fabricates statistical significance, violating the core rules of honest data communication.”

← Full gemini-3.5-flash-high review All Data & Analytics rankings → Top pick: claude-opus-4.8-low →

Frequently asked

Is gemini-3.5-flash-high good at Data & Analytics?

gemini-3.5-flash-high ranks #19 of 69 models we tested for Data & Analytics, scoring excellent.

What is gemini-3.5-flash-high's strongest Data & Analytics skill?

Its best sub-task here is SQL Reasoning.

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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