What are the best data and analytics software tools?
Data & Analytics SoftwareNamed in 4 of 6 answers
#12
33.6
Rank by surface
Google AI Mode#11Google AI Overviews#13
Claude#16
Gemini#16
Google AI Mode#11Google AI Overviews#13Claude#16Gemini#16Brand profile
pandas
A software library for data manipulation and analysis in Python, offering data structures like DataFrames.
4 questions · 3 categories · As of Nov 12, 2026
- Best category rank
- #33
- Business Intelligence Tools · of 85
- Questions
- 4
- 3 categories
- Answers naming it
- 9/24
- Of the answers measured on this brand's questions
Visibility by category
| Categories | Category rank | Questions | Score |
|---|---|---|---|
| Business Intelligence Tools | #33of 85 | 1 | 21.7 |
| Data & Analytics Software | #43of 323 | 2 | 49.5 |
| Learning & Skill Development | #86of 100 | 1 | 4.7 |
Ranking by question
What are the best spreadsheet alternatives for data analysis?
Business Intelligence ToolsNamed in 2 of 6 answers
#12
21.7
Rank by surfaceGemini#10Google AI Overviews#11
Gemini#10Google AI Overviews#11Which data analytics tools offer the best value for money?
Data & Analytics SoftwareNamed in 2 of 6 answers
#14
15.9
Rank by surfaceGoogle AI Mode#4Gemini#6
Google AI Mode#4Gemini#6Which programming languages are best to learn first?
Learning & Skill DevelopmentNamed in 1 of 6 answers
#18
4.7
Rank by surface
Microsoft Copilot#5
Microsoft Copilot#5Named alongside in Business Intelligence Tools
Brands named in the same answers as pandas in the last four weeks, counted in answers.
Sources cited when this brand is named
Sites the answers naming this brand cited in the last four weeks. Counts are citing answers.
| Rank | Source | Citing answers |
|---|---|---|
| 1 | splunk.com | 3 |
| 2 | academiamag.com | 1 |
| 3 | anaconda.com | 1 |
| 4 | atscale.com | 1 |
| 5 | blog.brightcoding.dev | 1 |
| 6 | coddy.tech | 1 |
| 7 | codecademy.com | 1 |
| 8 | coursera.org | 1 |
| 9 | crn.com | 1 |
| 10 | domo.com | 1 |
Named by surface, by question
For the brand's best questions: of each surface's 1 answers, how many named it.
| Questions | Google AI Overviews |  ChatGPT | Claude | Gemini | Google AI Mode | Microsoft Copilot |
|---|---|---|---|---|---|---|
| 1What are the best data and analytics software tools? | 1 | 0 | 1 | 1 | 1 | 0 |
| 2What are the best spreadsheet alternatives for data analysis? | 1 | 0 | 0 | 1 | 0 | 0 |
| 3Which data analytics tools offer the best value for money? | 0 | 0 | 0 | 1 | 1 | 0 |
| 4Which programming languages are best to learn first? | 0 | 0 | 0 | 0 | 0 | 1 |