Market

Statistical Analysis & Data Tools in AI answers

Python leads by a wide margin for complex statistical modeling and simulations. For public-data analysis, Python and Stata are equally often named, with Stata framed as a dedicated policy tool.

What’s changing · since August

Since August, Moody'srising has been mentioned more often, while SASfalling and FIS Insurance Risk Suitefalling have been mentioned less often.

Since Jul 5Updated Nov 8, 2026Based on 121 AI answersReviewed by Dimitry Apollonsky

How we measure

Brands AI mentions

#	BrandMentioned in	Mentioned in	Recommended for
#1	Python 93% Flexible analysis for complex actuarial models and simulations	93%	Flexible analysis for complex actuarial models and simulations
#2	SAS 64% Complex statistical analysis and actuarial modeling	64%	Complex statistical analysis and actuarial modeling
#3	Stata 44% Public-data analysis and traditional policy evaluation	44%	Public-data analysis and traditional policy evaluation
#4	IBM SPSS Statistics, IBM product line 32% Basic statistical tests for users who prefer a graphical interface	32%	Basic statistical tests for users who prefer a graphical interface
#4	Moody's 31% Specialized insurance modeling for actuarial work	31%	Specialized insurance modeling for actuarial work
#4	Microsoft 27% Microsoft tools mentioned for statistical analysis	27%	Microsoft tools mentioned for statistical analysis
#4	Microsoft Excel, a product of Microsoft 25% Quick data manipulation, descriptive statistics, and reporting	25%	Quick data manipulation, descriptive statistics, and reporting
#4	Pandas, Pydata product line 24% Data analysis alongside Python	24%	Data analysis alongside Python
#9	FIS Prophet 19%	19%
#9	SciPy 19%	19%
#9	statsmodels 18%	18%
#9	Microsoft Power BI, Microsoft product line 18% A Microsoft option mentioned among statistical analysis tools	18%	A Microsoft option mentioned among statistical analysis tools
#9	Rstudio 17%	17%
#9	FIS Insurance Risk Suite, FIS product line 17% Specialized insurance modeling rather than general-purpose analysis	17%	Specialized insurance modeling rather than general-purpose analysis
#9	Scikit-learn 17%	17%
#9	ggplot2, Tidyverse product line 15%	15%
#9	MATLAB, Mathworks product line 15%	15%
#9	Alteryx 14%	14%
#9	NumPy 14%	14%
#9	Slope Software 14%	14%
#9	Posit 12%	12%
#9	Tableau, Owned by Salesforce 12%	12%
#23	ChainLadder 10%	10%
#23	QGIS 9%	9%
#23	Git 9%	9%
#23	Tidyverse 7%	7%
#23	Milliman 7%	7%
#23	Julia 7%	7%
#23	EMBLEM 7%	7%
#23	jamovi 7%	7%
#23	Project Jupyter 7%	7%
#23	KNIME 6%	6%
#23	YData Profiling, YData product line 6%	6%
#23	Dataiku 6%	6%
#23	Actuar 6%	6%
#23	AXIS, Moody's product line 6%	6%
#23	ResQ, WTW product line 6%	6%
#23	RiskAgility 6%	6%
#23	SAS Dynamic Actuarial Modeling, SAS product line 6%	6%
#23	Quarto 6%	6%
#23	PyMC Marketing 6%	6%
#42	WTW 5%	5%
#42	JASP 5%	5%
#42	Akur8 5%	5%
#42	OpenRefine 4%	4%
#42	Apache Airflow, Apache Software Foundation product line 4%	4%
#42	GGY AXIS 4%	4%
#42	SAS Viya, SAS product line 4%	4%
#42	SAS/STAT, SAS product line 4%	4%
#42	Moody's Analytics 3%	3%
#42	Milliman Integrate 3%	3%
#42	lifelib 3%	3%
#42	fixest 3%	3%
#42	survey 3%	3%
#42	Lumivero @RISK, Lumivero product line 3%	3%
#42	ArcGIS 3%	3%
#42	tidycensus, Walker-data product line 3%	3%
#42	DataRobot 2%	2%
#42	Julius AI 2%	2%
#42	Alteryx Auto Insights, Alteryx product line 2%	2%
#42	Mathworks 2%	2%
#42	Prefect 2%	2%
#42	PyCaret 2%	2%
#42	Sweetviz 2%	2%
#42	R Markdown, Posit product line 2%	2%
#42	Great Expectations 2%	2%
#42	dbt 2%	2%
#42	PyTorch 2%	2%
#42	Numba, Pydata product line 2%	2%
#42	KNIME Analytics Platform, KNIME product line 2%	2%
#42	AutoGluon, Gluon product line 2%	2%
#42	dplyr, Tidyverse product line 2%	2%
#42	Trifacta 2%	2%
#42	Polars 2%	2%
#42	FIS 2%	2%
#42	RiskAgility Financial Modeler, WTW product line 2%	2%
#42	Dagster 2%	2%
#42	Arius, Accenture product line 2%	2%
#42	Google Sheets, Alphabet product line 2%	2%
#42	StMoMo 2%	2%
#42	Esri 2%	2%
#42	Oasis Loss Modelling Framework 2%	2%
#42	Power Query, Microsoft product line 2%	2%
#42	ActSim 2%	2%
#42	Google Gemini 2%	2%
#42	Microsoft Learn, Microsoft product line 2%	2%
#42	Microsoft Azure, Microsoft product line 2%	2%
#42	AWS, Amazon product line 2%	2%
#42	SAS/IML, SAS product line 2%	2%
#42	JAX 2%	2%
#91	DataWig 1%	1%
#91	H2O.ai 1%	1%
#91	Integrate.io 1%	1%
#91	Modela.ai 1%	1%
#91	Qlik Cloud Analytics, Qlik product line 1%	1%
#91	RStudio Desktop, Posit product line 1%	1%
#91	Pandera 1%	1%
#91	Milliman GEMS, Milliman product line 1%	1%
#91	Displayr 1%	1%
#91	Tyche, Actuarial product line 1%	1%

By AI engine

Mentioned in

Sites AI cites

33% of citations point at the ranked brands’ own sites. reddit.com, guideflow.com, youtube.com are the most-cited sites outside the ranked brands’ own domains.

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