Research Methodology

    How we present public research and the limits that readers should consider.

    Purpose and scope

    Our public research is designed to explain questions relevant to technology investing. It is informational only, reflects the date stated on the page, and is not investment advice or a recommendation to buy or sell any security.

    Evidence and interpretation

    We aim to distinguish reported facts, estimates, and Shepherd interpretation. Where material claims rely on external information, readers should consult the cited primary source and its original context. Estimates depend on assumptions and may change when new information becomes available.

    Limitations

    Public information can be incomplete, delayed, or revised. Models and scenarios simplify real-world conditions and should not be treated as forecasts or guarantees. Readers should consider their own objectives, constraints, and professional advice before making investment decisions.

    Dates and updates

    Articles identify their publication date and, when materially revised, their update date. A page may be updated to clarify an error, add relevant context, or reflect new publicly available information.