Aims and Scope

Purpose

Research Notes is the published research strand of IT Jobs Watch. The section is concerned with patterns, weak signal analysis, framework and vocabulary development, and provisional commentary on the wider landscape of technological change. It complements the website's demand-side data work, which produces salary benchmarks, skill rankings, role trends, and contractor rate data on a daily basis. The two strands operate on different timescales and to different ends. Whereas the data work reports what is measurable now, the research attends to what is becoming visible.

The strand is published on the public site as an extension of the principle of learning in the open. The data work has operated under that principle since the website's founding in 2004, and the research follows the same commitment. The view is that the research is informative to anyone working in the technology sector, and sharing it, openly licensed, is consistent with how the rest of the website already operates.

Audience

The notes are written for strategists, executives, managers, architects, academics, researchers and journalists. Hands-on technical practitioners may also find the notes offer a different lens, favouring provisional observation over definitive prediction.

Although the research is not produced within an academic institution, formal academic study informs the work. The style is accessible to those working in the industry without being lightweight, and sufficiently rigorous without becoming overly dense.

What the Section Publishes

The section features several distinct formats. These range from short structured pieces that utilise a pattern, weak signal, and counter-signal compression, to longer essays that develop arguments at length. The strand also publishes framework documents presenting analytical apparatus, alongside commentary pieces that respond to specific developments, debates, or publications.

The unifying feature is form, not topic. The section is method-centred and theme-agnostic. Illustrative themes include AI-mediated coordination, protocol design, and vocabulary for emerging technological phenomena, though future research will naturally extend into adjacent areas as the landscape develops.

What the Section Does Not Publish

The research does not offer predictions, forecasts, or prescriptive guidance. It does not rank tools, technologies, or career paths, nor does it provide skill recommendations or salary projections. Readers seeking this type of analysis should refer to the website's data work, where these metrics are produced on a continuous basis using transparent methods.

Method

The research applies an analytical approach, with several distinct methodological signatures appearing across the corpus.

The pattern, weak signal, counter-signal triplet is a compression method used in several short pieces. It articulates a foundational pattern, an early indicator of change, and an alternative trajectory that may displace or qualify the first reading. The form is borrowed from foresight practice and adapted for short-form analysis.

The treatment of weak signals follows the working definition developed in the futures-studies literature.

Weak signals are the first indicators of a possible change, the beginning of a trend that is beginning to emerge. They are so embryonic that they are still too weak to accurately estimate their possible impact. Weak signals are born and die all the time. There are a lot of them, but their patterns are difficult to see and interpret, because they are weak. Only a few are able to consolidate and become new trends. They are usually recognized by pioneers or special groups, rather than by recognized experts ¹.

Roberto Poli

Framework and vocabulary work develops conceptual apparatus for phenomena that resist existing categories. Where established terminology forecloses analysis, the section attempts new vocabulary, presented as provisional and revisable.

Commentary engages with specific publications, debates, or developments in the field. When taking a stance, that position is held openly and remains subject to revision.

The research does not rely on consensus methods, expert surveys, or aggregated opinion. Instead, each note is the sole responsibility of its authors.

Living Documents

Each note is published as a living document. The original publication date serves as the citable anchor and appears at the head of each piece, while subsequent revisions are recorded in a change log at the foot of the page. The URL remains permanent. For substantial pieces, working drafts and the complete revision history are maintained in the public GitHub repository linked from the note.

This approach marks a deliberate departure from the convention that published research is fixed. The view is that the appropriate epistemic posture for work on rapidly evolving phenomena is provisional, revisable and transparent about its own development.

Licensing

The research is published under Creative Commons Attribution 4.0 (CC BY 4.0). The licence permits reuse, redistribution, derivatives and commercial use, subject to attribution. This is the licensing convention used by most open access academic publishing.

This licence is distinct from the CC BY-NC-SA 4.0 licence applied to the website's data work, and the asymmetry is deliberate. The data work carries scraping and aggregation concerns that justify the non-commercial restriction. Conversely, the research is intended to circulate, be cited and be built upon, which the more permissive licence enables.

Engagement Venues

The website does not host comments on the research. Instead, engagement takes place on public platforms. Each piece includes links to the venues where it is cross-published and where discussion is hosted. Major pieces generally appear across a wider range of venues than shorter notes. Framework documents are also maintained as version-controlled repositories on GitHub, where issues and discussions remain open to readers.

If substantive engagement on these platforms produces material that warrants analytical treatment, subsequent research drawing on those discussions may be published. This arrangement keeps the published record stable while leaving engagement open.

Contact

The research strand is maintained by IT Jobs Watch, and enquiries can be directed through the Contact us page.