Dataset documentation
Select the dataset being used in the research platform or data feed.
Operating KPIs
Company-reported operating measures and management guidance resolved across filings, earnings materials, and other public disclosures.
Definitions, source resolution, reported and derived values, guidance, metric families, fact fields, and Data Warehouse tables.
Open dataset reference →Job Postings
Daily direct-employer hiring observations classified by function, role, geography, and supported company-specific investment themes.
Collection methodology, posting semantics, classifier dimensions, versioning, continuity events, fact fields, and table definitions.
Open dataset reference →Developer Signals
Observable activity from mapped software projects, packages, containers, providers, and related ecosystem artifacts.
Artifact mapping, activity normalization, company association, counter treatment, availability, and interpretation.
Open dataset reference →Access and delivery
SoftwareIQ can be used interactively or delivered into an existing research environment. Programmatic channels follow the same logical definitions and identifiers.
Research platform
Interactive company, peer, category, chart, and table views for day-to-day research and review.
REST API
Read-only resources for targeted retrieval, notebooks, applications, and scheduled data access.
Data Warehouse
Typed analytical tables for governed distribution and warehouse-native research, available through Snowflake or BigQuery.
Review API and Data Warehouse conventions →