GCRI · Reports

Data engineering for publishing

Data engineering, interoperability and stewardship make a report series findable, citable, archivable and correctable. Structured text, persistent identifiers, rich metadata and version control let each figure be traced to its sources, let corrections travel to every system that holds a copy, and let reports remain readable long after their platforms change.

01Qeyd

Data engineering for publishing on the record.

Method recordSTEM method
  1. RêbazEndezyariya daneyê, hevgirtî û xwedîtî
  2. Canonical pageSTEM Commons
02Application

What data engineering, interoperability and stewardship does here.

Data engineering, interoperability and stewardship cover the pipelines, standards and governance that make data usable and trustworthy. They determine whether information from different sectors can be combined for joint nirxandina xetereyê. In research and evidence, sound data engineering allows hazard, exposure and financial data to be linked consistently. It supports transparent and repeatable analysis of interconnected risk. The canonical description is on STEM Commons.

Structured publishing in JATS XML

Reports are encoded in JATS so text, figures, tables, references and contributor roles are machine-readable, deposited to indexing services and preserved in long-term archives.

Persistent identifiers across the record

Reports carry DOIs and an ISSN for the series, contributors ORCID iDs, institutions ROR identifiers, and datasets and code their own DOIs, linked in deposited metadata.

Versioning and update metadata

Every substantive change creates a new identified version, and corrections and retractions are deposited as update relationships so databases and readers see the current status.

03Rêbaz û delîl

How data engineering for publishing is modelled, measured and tested.

Model, texmînên wî, daneyên wî û nediyariya wî, bi şeweyê ku zanyar an endezyar kontrol bike. Avahî rêbazên weşandî dişopînin. Nirxên hatine xêzkirin nimûneyî ne, ne encam in.

Daneset û çavkanî

The data classes behind data engineering for publishing and what is recorded about each before it is used.

Çîna daneyêÇavkanî hatiye tomarkirinBiryar hatiye diyarkirinLîsans hatiye kontrolkirin
Wêneyên peykî, optîk û radarsensor, asta pêvajoyê, dîroka wergirtinêmezinahiya pîkselê û vegera çavdêriyêher dîmen
Vekolîna nû û derxistina modela avhewamodel, ceribandin, endam, guhertoyêtor û gava demêher weşan
Sensor û pîvanên cihê xwestasyon, amûr, tomara kalîbrasyonêxal û rêjeya nimûnegirtinêher tor
Rûbirûbûna nifûs û mal û milkanrêbaz, berhema salê, çavkaniyên têketinêmezinahiya şaneyê û yekeya wêher weşan
Sînor û erdnîgariya referansêhilberîner, çap, dîrokpîvanher çap
Xetên eslê daneyê
Qeyda W3C PROV ji çavkaniyê heta wêneyê
Prensîp
FAIR: dîtbar, gihîştbar, hevgirtî, ji nû ve bikaranîn
Valahî
wekî winda tê nîşandan, tu carî bi bêdengî nayê dagirtin
Çînên daneyê û qadên çavkaniyê yên ji bo her yekê têne tomarkirin; danehevek tenê bi nav tê lîstekirin dema ku lîsansa wê karanînê qebûl dike.
Prensîbên rêber ên FAIR · GO FAIR û FORCE11W3C PROV · World Wide Web ConsortiumRêwerzên ji bo birêvebirina hevgirtî ya nediyarîyan · IPCCCEOS Analysis Ready Data · Committee on Earth Observation Satellites
04Dane

What the method consumes.

Datasets and records used by data engineering, interoperability and stewardship on this platform, with the role each plays and the label its values carry. Sources are listed in the source register.

DaneRolNîşan
Crossref and DataCite metadataIdentifier registration, references, funding and update linksStatîstîkên weşandî
ORCID public dataContributor identity and affiliationsDECLARED
Research Organization RegistryInstitution identifiersStatîstîkên weşandî
ISSN PortalSeries identification and title historyStatîstîkên weşandî
Directory of Open Access JournalsOpen access status and licence of journal sourcesREPORTED
05Pêvajo

Pêvajo çawa dimeşe.

Process explorer · Process

Data engineering for publishing: Build, sign and accept

10 steps4 qonax2 derî

Pêvajo

Data engineering for publishing: Build, sign and accept

An admitted mission becomes a cycle project; the build is pinned, verified and signed, and the Global Risks Forum (GRF) records acceptance for exercise, not permission to deploy.

  1. 01 Request and sources

    1. 01Admitted mission becomes a cycle projectTomar · Universe to FoundryAn admitted mission becomes a cycle project with a decision case.
    2. 02Qualify data sources and resourcesStep · the Global Centre for Risk and Innovation (GCRI)GCRI qualifies data sources and resource offers and builds the scenario models. An offer is not an allocation.
  2. 02 Build and verify

    1. 03Source snapshotTomar · NXS-FAC (blueprints, builds and signing)The snapshot pins the commit, dependencies and generator versions.
    2. 04Build contractRecord · NXS-FAC (blueprints, builds and signing)The build contract declares the artefact kind, environment and reproducibility envelope.
    3. 05Integrate and buildModel · GCRIGCRI integrates software and data, signs builds, and tests security and interoperability.
    4. 06Verification suiteGate · NXS-FAC (blueprints, builds and signing)Required and advisory checks stay separate. Reproducibility needs pinned inputs, declared nondeterminism and independent rebuilds.
  3. 03 Sign and admit

    1. 07Sign the exact artefactStep · NXS-FAC (blueprints, builds and signing)NXS-FAC builds, attests and requests a signature via a scoped signer identity. It holds no key material.
    2. 08Package admissionStep · NXS-NXQ (software, models and capability lifecycle)NXS-NXQ receives the signed package and keeps admission evidence that binds the task, data class, evaluation suite and expiration.
  4. 04 Accept

    1. 09Core Build ReportTomar · GCRIThe Core Build Report is the go or no-go record. Universe assembles the Core and holds the decision for the exercise.
    2. 10G3 · Avakirin ji bo pratîkê hatiye pejirandinDerî · The Global Risks ForumGRF records whether the build is accepted for exercise. A signed build or release candidate is not permission to deploy to production.

Salê bernameyê · NXS-FAC · UniverseDesigned programme process, not a record of operation. No cycle has run and every programme is at service level R0. A gate is a programme decision, never a public-authority approval, certification or deployment authorisation. The record order follows the Builds and Releases room lists of NXS-FAC.

06Erêkirin

How results are checked.

Pipelines are tested with automated quality checks, schema validation and lineage audits. Reconciliation against source pergalan confirms completeness.

Kontrol bikinHow it is done
Schema validationJATS and deposit metadata are validated against their schemas before release
Identifier resolutionEvery DOI, ORCID iD and ROR identifier in a report is checked to resolve to the intended record
Reference integrityReferences are matched to their records and screened against retraction and correction notices
Archive and licence checkEach version is deposited in a preservation archive with a licence that matches the funder policy

Incompatible standards, missing metadata and restrictive licences block integration. Legacy systems and undocumented transformations introduce silent errors.

08Stewardship

Who maintains the method.

Dane û hesabkirin stewards data engineering, interoperability and stewardship for the Consortium and reviews how it is applied across platforms.

09Girêdayî

Ev rûpel li ser Konsorsiyûmê te ber bi kû ve dibe.

10Pirs

Pirs û bersiv.

What are the limits of data engineering, interoperability and stewardship in this field?
Incompatible standards, missing metadata and restrictive licences block integration. Legacy systems and undocumented transformations introduce silent errors.
How are results checked?
Pipelines are tested with automated quality checks, schema validation and lineage audits. Reconciliation against source systems confirms completeness.
Are the values on this page real?
The data names, roles and checks are real descriptions of practice. The canvas shows a design of the method’s use, not a run; no result is reported here.
Where else is this method applied?
Çavdêrxaneya canonical method page lists every platform that applies it.
rêzeya Pergalên StratejîkTevkarî bike

Ji vê rûpelê delîl bidin.

Reports is the Consortium’s quarterly publication. What you know about this subject can become evidence, a case or a correction in the next edition, credited to you and published under CC BY 4.0 where it is your own work.

GCRIrêzeya Pergalên StratejîkXetera pergalên gerdûnî û berxwedanXetera pergalan û berxwedana welatanWelat, sê mehane
rêzeya Pergalên Stratejîk

Rêbazek, danehevek an pirsek bîne.

Agahî û pirs îro vekirî ne. Pirsek referansekê distîne û gava piştî wê dide nasîn; serlêdan, drav, veqetandina hesabkirinê û tomarkirin tenê dema ku tîm, mercên wê û kapasîteya vekolînê hebin vedibin.

The Global Centre for Risk and Innovation

Science · evidence · measurement

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