What are the most in demand R and Python libraries taught in the Google Data Analytics certificate that hiring managers actually look for on resumes?
Download run
Fan-out diagram
The searches the AI actually ran for this prompt.
SEED QUERY
What are the most in demand R and Python libraries taught in the Google Data Analytics certificate that hiring managers actually look for on resumes?
2 real searches · 1 real-search pass
Badge and edge weight = share of passes that produced the query. Hover a query for its intent and routing format.
Query classes
Google's semantic query class for every sub-query: what kind of answer each search is after, simulated vs real.
ChatGPT real searches (2)
Classes come from the query-classifier (a local Laya model). 2 of 2 calls are low-confidence (under 50%) — hover a query in the table to see its confidence.
Searches and sources
ChatGPT2 real searches · gpt-6
Google Data Analytics Professional Certificate R programming packages tidyverse ggplot2 dplyr curriculum Google ↗
data analyst job postings Python pandas NumPy matplotlib seaborn R dplyr ggplot2 requirements hiring skills 2026 Google ↗
- Data Analyst skills in demand: what employers ask for · mettlespark.com
- Data Analyst job market report — October 2026 · kitejobs.ai
- Data Analyst Skills: What 65,263 Job Posts Require (2026) · api.huntr.co
- Google Data Analytics Professional Certificate · coursera.org
- Google Advanced Data Analytics Professional Certificate · coursera.org
- Google Data Analytics Professional Certificate · coursera.org
Queries
2 queries · click a column to sort
| Query / type | Search | Intent | Query class | Routing format | Cluster | Freq ↓ | Weight |
|---|---|---|---|---|---|---|---|
Google Data Analytics Professional Certificate R programming packages tidyverse ggplot2 dplyr curriculum OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 | |
data analyst job postings Python pandas NumPy matplotlib seaborn R dplyr ggplot2 requirements hiring skills 2026 OBSERVED | Google ↗ AI Mode ↗ | — | Instruction | — | — | 1x of 1 |