Data Science signals

Name: Data Science signals
Creator: PeerPush
License: https://peerpush.com/terms

Search demand

How often on-site searches surfaced Data Science products in the top results.

5+ people's searches surfaced Data Science products this week

New-entrant attention

How much discovery attention fresh launches are winning in Data Science. Last 7 days.

30.1% of Data Science discovery attention goes to newcomers

Fresh launches make up 27.3% of the products winning discovery attention in the last 7 days.

Switcher pressure

How much alternative-shopping demand is flowing toward what Data Science products challenge. Last 7 days.

Moderate

A steady stream of people are weighing the incumbents this space goes up against.

Who this serves

The audience mix across Data Science products - which audiences this space serves most.

Pricing mix

How Data Science products are priced. Helps buyers know what to expect.

Free45%
Freemium30%
Paid10%
Subscription10%
One-time5%

Platform availability

Where Data Science products are available - Web, Mobile, CLI, MCP, etc.

Market concentration

How concentrated discovery attention is across Data Science products. Last 7 days.

62 / 100

consolidated

FragmentedConsolidated

Data Science is consolidated - a few products command most of the attention.

Herfindahl index: 741 / 10,000

Device mix

How Data Science gets discovered: desktop vs mobile. Last 7 days.

Desktop89.2%
Laptops and desktops
Mobile10.8%
Phones and tablets

Explore signals by lens

Slice AI activity by what products do, who they serve, where they run, and which AI is surfacing them.

Use cases

What people keep asking AI to find products for.

Browse all use cases

Audiences

Who the most-surfaced products are built for.

Browse all audiences

Platforms

Where products ship - web, mobile, CLI, MCP.

Frequently asked questions

It shows how AI assistants, crawlers, and humans are discovering products in Data Science on PeerPush, including rising challengers and which AI engines are most active in this space.

Momentum is measured by week-over-week growth in detail views, clicks, AI agent results, and new product launches for products in Data Science; visitor-derived numbers are published only when distinct-visitor counts clear the k-anonymity floor.

The Data Science signals refresh on a rolling schedule, with short windows recomputed every few minutes and longer windows on slower cycles.

Yes. The Data Science signals are free to view on the public tier, with deeper history and detail available on Pro.