Data Science Platform Lead
An ML platform owner spanning governed BI and experimentation: open formats, notebook and tooling interoperability, reproducible workflows, and performance across large, varied datasets.
Everything on this page is open: the full signal correlations and every tracked domain. Inside the individual reports, most tables and charts show only the top few results. The complete report unlocks every row, chart, and download for this industry.
Get the full Data Warehouse Lakehouse Platforms report →Signal correlations: Data Science Platform Lead
Signal correlations calculated only for domains recommended in the context of this persona's queries. These may differ from the industry-wide pattern below.
| Signal | ρ (Spearman) | R² | n | Rank Influence |
|---|---|---|---|---|
| SE Outbound Links | +0.576 | 33.2% | 67 | Dominant |
| Common Crawl | +0.495 | 24.5% | 77 | Dominant |
| Wikipedia Citations | +0.484 | 23.4% | 51 | Dominant |
| Best Search Engine Rank | +0.468 | 21.9% | 7 | Dominant |
| Reddit Comments | +0.450 | 20.2% | 72 | Dominant |
| Reddit Posts | +0.359 | 12.9% | 72 | Dominant |
| Domain PageRank | +0.358 | 12.8% | 73 | Dominant |
| Host Backlinks | +0.328 | 10.7% | 77 | Dominant |
| Host PageRank | +0.324 | 10.5% | 80 | Dominant |
| Host Harmonic Centrality | +0.316 | 10% | 80 | Dominant |
| Domain Harmonic Centrality | +0.298 | 8.9% | 73 | Strong |
| Domain Backlinks | +0.267 | 7.1% | 81 | Strong |
| PageRank History | +0.258 | 6.6% | 80 | Strong |
| Homepage Keywords | +0.238 | 5.7% | 55 | Strong |
| Avg Search Engine Rank | +0.180 | 3.2% | 7 | Confirmed |
| Search Engine Appearances | +0.164 | 2.7% | 7 | Confirmed |
| Harmonic Centrality History | +0.161 | 2.6% | 80 | Confirmed |
| Wikidata | -0.001 | 0% | 39 | Baseline |
Tracked domains
The 101 domains behind the "domains tracked" stat for Data Science Platform Lead: every domain the LLM recommendation runs surfaced for this persona's queries, ranked by the same influence-weighted recommendation score the LLM Search Visibility report uses. Appearances counts how many times models recommended the domain across all runs. PageRank and Harmonic Centrality are the domain's current 0-100 authority in the Common Crawl web graph; 0 means the domain was not found in the graph. Click a domain name for its full site profile: authority history, backlink counts, and top backlink sources.
Explore reports
LLM vs Fanout vs AI Search vs Organic
Pick a model per channel and compare recommendation patterns across LLM, fanout, AI Search, and organic results side by side.
→LLM Search Visibility
How this industry performs across the large language models sampled in this report.
→LLM Search+Fanout Visibility
The same LLM recommendation ranking, scoped to just the web-search-augmented (fanout) runs.
→LLM Fanout Queries
The exact web searches each LLM ran while answering this segment's questions, with overlap across models.
→AI Search Visibility
AI-powered search surfaces sit between traditional search and pure LLM chat.
→Organic Search Visibility
Backlink authority and on-page signals that drive traditional organic visibility.
→Bing Search Advertisers
Top and bottom advertisers on Bing (Google has no ads in this data), ranked by rank-weighted score.
→Organic Search: Suggested Terms
Suggested search terms from Google and Bing, ranked by rank-weighted score.
→Forum Search
Domains appearing in Google forum results for this segment's queries, by rank-weighted score and appearances.
→News Search
Domains appearing in Google news results for this segment's queries, by rank-weighted score and appearances.
→Video Search
Domains appearing in Google video results for this segment's queries, by rank-weighted score and appearances.
→Short Video Search
Domains appearing in Google short-video results for this segment's queries, by rank-weighted score and appearances.
→Top Wikipedia Pages
The Wikipedia articles where this segment's topics and brands appear, plus articles with zero brand presence.
→Knowledge Graph Entities
The Wikidata entities matching this segment's topics and brands, and which brands have no entity at all.
→Top Subreddits
The communities where this segment's topics and brands get discussed, ranked by submissions and comments.
→Reddit Activity Trends
Monthly Reddit activity for this segment's topics and brands, from 2005 through mid-2026.
→Top Domains on Reddit
The websites Reddit links to and mentions alongside this segment's topics, in comments and submissions.
→Open Web Presence
Domains appearing together with this segment's topics across billions of crawled web pages.
→Top Backlink Sources
The websites linking to the most tracked domains in this segment, from the web link graph.
→Content Phrases
Top phrases LLMs associate with this industry or persona, ranked by recommendation strength.
→Persona SEO Keywords
Top SEO keyword terms LLMs associate with this persona, ranked by recommendation strength.
→Base Terms
Foundational search terms LLMs associate with this persona, ranked by recommendation strength.
→UGC Questions & FAQs
Questions people are asking, mined from forum, news, and video result titles, with the URLs each question appears on.
→Research: Award Submissions
Domains ranking for this persona's award submissions queries.
→Research: Blogs, Publishers, Newsletters
Domains ranking for this persona's blogs, publishers, newsletters queries.
→Research: Certifications
Domains ranking for this persona's certifications queries.
→Research: Conferences, Trade Shows
Domains ranking for this persona's conferences, trade shows queries.
→Research: Courses, Training
Domains ranking for this persona's courses, training queries.
→Research: Donors, Sponsors, Partnerships
Domains ranking for this persona's donors, sponsors, partnerships queries.
→Research: Experts
Domains ranking for this persona's experts queries.
→Research: Forums, Message Boards
Domains ranking for this persona's forums, message boards queries.
→Research: Glossaries
Domains ranking for this persona's glossaries queries.
→Research: Guest Posts
Domains ranking for this persona's guest posts queries.
→Research: Guides, Best Practices
Domains ranking for this persona's guides, best practices queries.
→Research: Link Directories
Domains ranking for this persona's link directories queries.
→Research: Non-profits
Domains ranking for this persona's non-profits queries.
→Research: Podcast Guests
Domains ranking for this persona's podcast guests queries.
→Research: Professional Orgs
Domains ranking for this persona's professional orgs queries.
→Research: Reports, Stats, Research
Domains ranking for this persona's reports, stats, research queries.
→Research: Speaker Proposals
Domains ranking for this persona's speaker proposals queries.
→Research: Suggested Links
Domains ranking for this persona's suggested links queries.
→Research: Tools
Domains ranking for this persona's tools queries.
→Research: Top, Best Companies
Domains ranking for this persona's top, best companies queries.
→Research: Trade Journals
Domains ranking for this persona's trade journals queries.
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