Scattered data that needs internal reuse
Samples, projects, results, and supplementary tables are scattered across members and storage locations
Initial directionAssess an internal group resource first, starting with the most frequently used data.
If you already have a batch of data, a paper, or a running platform, we first look at what research question it serves, whether existing resources already cover it, how the group will use it, and who maintains it. Once the direction holds up, we discuss whether it should become an internal resource, a public database, or an upgrade of what you already have.
Some projects can move ahead; others are better served by organizing the data first. When the conditions are not there yet, we will say so directly.
We start with these questions
These projects have public sites or papers; the scope of our role is stated separately
Name what is in the way before deciding what to build. This gives an initial direction only; the full assessment lives on its own page.
Samples, projects, results, and supplementary tables are scattered across members and storage locations
Initial directionAssess an internal group resource first, starting with the most frequently used data.
A relatively complete data collection has formed around a species, disease, cohort, or research theme
Initial directionAssess a public thematic data resource first, confirming ownership, licensing, and future update sources.
Explainable links exist across projects, batches, or omics layers
Initial directionDesign the resource boundary and evidence relationships first, then decide between an internal resource or a research-enhancement track.
A database, thematic site, or analysis tool exists, but access, deployment, or updates are unstable
Initial directionStart with an inventory of the legacy platform's assets and data portability, then scope the upgrade.
A pipeline, scripts, or reusable results exist and the user tasks are fairly clear
Initial directionAssess putting the tool online or integrating it with a thematic resource; a full database is not the default.
There is only a rough idea of a website or database; the data boundary is still unclear
Initial directionWe do not recommend building right away; start with a data inventory, direction review, and feasibility assessment.
It may be to move ahead, to organize data first, to clarify the scope for public release, or not to build for now. The reasoning comes with it.
We first ask whether it has lasting reuse, search, browsing, or citation value. The answer may be to proceed, to organize data first, or to hold off on development.
Considering the primary users, the scope of openness, and maintenance conditions, we judge whether an internal resource, shared collaboration, a public thematic resource, an online tool, or a site upgrade fits best.
We point out the gap that most affects the route: data boundaries, ownership and public scope, main use tasks, responsible persons, or maintenance conditions.
This is a preliminary judgment from a first conversation; it cannot decide project approval, procurement, or publication. Public or paper-oriented routes still need a separate check against comparable resources and evidence requirements.
Some resources serve only the research group; others face peers publicly. Projects with an existing platform usually also weigh repair, migration, or a rebuild.
Multiple projects, sample batches, and analysis results have accumulated over years, but the data is scattered and the group needs to keep finding and reusing it.
A searchable, traceable internal data asset that supports project continuity and onboarding.
Needs a named data owner and ongoing use cases; publication is not a prerequisite.
A relatively clear body of data around a species, disease, cohort, or research theme, with definable public boundaries.
Browsing, search, download, and citation entry points so public data can be understood and reused by peers.
Ownership, privacy and licensing, and long-term maintenance sources must be confirmed first.
Original data, a clear scientific question, and comparable domain resources exist, with a defensible claim of independent contribution and community value.
The data resource, an online database, and the groundwork for a resource paper aligned with the research question.
Whether submission makes sense depends on data scale, differentiation, evidence chain, and maintenance plan; building itself promises no publication.
A database, thematic site, or analysis tool already exists but is hard to maintain, aging structurally, or needs extension or migration.
Restructuring, extension, migration, or bringing online while keeping the working data and user paths.
Start by confirming the legacy assets, data portability, current access, and the responsibility boundary after the upgrade.
As a rule, there should be material worth organizing, a clear idea of who will use it, and someone responsible for openness and maintenance.
Each project needs a different depth. Some focus on clarifying data relationships; others on legacy migration and maintenance.
Combining the research question, existing analyses, and future use, decide how deep this project goes and what stays out for now.
Map samples, projects, analysis results, and origins to one another, so later users know where the data came from and how it can be used.
Deliver the database, search, detail pages, visualizations, download, and deployment within the agreed scope — a working entry point, not a mockup.
Before launch, settle access, updates, versioning, and maintenance so the project is not left without an owner.
On the left, an example that shows our reasoning. On the right, project experience with public sites or papers to verify, and our role stated separately.
This example only illustrates how we judge.
Beyond project names, we show where the public evidence is and which parts we actually worked on.
A first conversation does not require uploading raw data. Just describe the study subject, what you already have, who will use it, and where things are stuck. We will give a preliminary opinion and what still needs confirming.