NCSES Data (National Center for Science and Engineering Statistics)

Put it to work

Potential use cases

A starting use for this source

Assess R&D ecosystems, technical workforce supply, university and institution markets, regional innovation, and AI/software adoption signals. Strong primary evidence for founders selling to research, engineering, AI, and data-intensive organizations or choosing launch geographies.

Build a source-backed content brief

Identify relevant research or survey findings, then inspect the original source and population before using them in an article or marketing claim.

What it covers

Geography and granularity

Geography: Use the geography stated by the source; coverage can vary by dataset and release.

Granularity: Assess R&D ecosystems, technical workforce supply, university and institution markets, regional innovation, and AI/software adoption signals.

Source type: Science, engineering, R&D, and innovation statistics

Access and cost

Public source

Public web data tools, indicators, tables, profiles, and selected public microdata; individual microdata products may have separate documentation or restrictions.

Cost: Current price was not established in this review; check the provider's access terms.

Update cadence: Release cadence was not normalized in this review; check the source's dates, update notes, and API limits before comparing periods.

Provider page ↗

Before you use it

Limits that matter

Survey years, populations, weighting, and release status vary; archived profiles and survey estimates should not be treated as real-time product telemetry.

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ResearchAccount or API key

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Stack Overflow Developer Survey data

Explore self-reported developer tools, work practices and attitudes; compare survey years with consistent definitions where possible.

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Annual opt-in developer survey and downloadable filesPrice not confirmed

ResearchPublic data

OpenAlex API and Dataset

Use OpenAlex to find research trends, institutions, experts and topic-level scholarly signals.

Coverage: Coverage depends on the source's documented geographic and time scope · Provider-described dataset or API records available at the indicated geography and time scope.

Works, authors, institutions, sources and topicsPrice not confirmed

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Compare the timing and relative direction of interest in topics; create a clearly labeled exploratory chart.

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Review public creative examples and inspect the transparency fields available for a specific ad category or country.

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Size a geography-aware audience using population, household or business characteristics; compare published vintages.

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