DATA WIKI - User contributions [en]

PoC 1 Data Quality Validation System

2026-01-15T12:04:39Z

Forbesray: /* PoC Proposal */

←''[[Ongoing_PoCs|Ongoing PoCs]]''
 
{{DISPLAYTITLE:PoC 1 Data Quality Validation System}}

== PoC Team ==
* Sejong University (SJU)
* EGM
* TTA
* Daejeon University (DJU)
* CNIT

== Main Contact ==
Jaesong Song , Sejong University ,
[mailto:jssong@sejong.ac.kr]
 
== Abstract ==

This PoC proposes the development of a functional, open-source toolset to validate and score dataset quality based on the standardized Data Quality Metrics and verification formulas defined in ETSI TR 104 180 (Development and identification of Data Quality Metrics). The PoC will deliver a working, end-to-end pipeline demonstrating the automated assessment of data quality for a target dataset.

[http://datawiki.etsi.org/index.php?title=PoC_1_Data_Quality_Validation_System PoC 1 Data Quality Validation System] 
== PoC Proposal ==

[http://datawiki.etsi.org/index.php?title=PoC_1_Data_Quality_Validation_System PoC 1 Data Quality Validation System]

 
== PoC Topics ==

This PoC is working on:

 
== PoC Report ==
PoC Report is expected in Q1 2026, and

PoC Report is expected in Q3 2026

Q&A

2026-01-15T11:56:33Z

Forbesray:

Join the TC, as with all ETSI TCs, are open to all ETSI members, ETSI Councillors and invited guests. Interest is expected from the ICT industry, IT operators, Suppliers, research organisations

Having read the Terms of Reference [https://portal.etsi.org/Portals/0/TBpages/DATA/Docs/202501_ETSI_Approved_ToR_Board_Approved.pdf?ver=uOU22nMaQRz20dudTnpwvA%3d%3d click here]

If you are an ETSI member: the procedure is to send an email to ETSI T DATA support asking to join the ISG and Email list or adding yourself [https://portal.etsi.org/Portal_MailingList/redirect.asp?SUBED1=DATA&A=1&TBName=DATA click here.]

If you are not yet an ETSI member: a manager with budget responsibility may e-Sign (electronically sign) this document: [https://portal.etsi.org/createaccount here]

Then, ensure you have a ETSI account (EoL) by clicking here with a profession email address. (not a private email address) and then join the TC DATA mailing list by clicking [https://portal.etsi.org/Portal_MailingList/redirect.asp?SUBED1=DATA&A=1&TBName=DATA here]

You have then joined.

You may mail to send a request to ETSI helpdesk or ETSI TC DATA support

Q&A

2026-01-15T11:56:03Z

Forbesray: edited

Join the TC, as with all ETSI TCs, is open to all ETSI members, ETSI Councillors and invited guests. Interest is expected from the ICT industry, IT operators, Suppliers, research organisations

Having read the Terms of Reference [https://portal.etsi.org/Portals/0/TBpages/DATA/Docs/202501_ETSI_Approved_ToR_Board_Approved.pdf?ver=uOU22nMaQRz20dudTnpwvA%3d%3d click here]

If you are an ETSI member: the procedure is to send an email to ETSI T DATA support asking to join the ISG and Email list or adding yourself [https://portal.etsi.org/Portal_MailingList/redirect.asp?SUBED1=DATA&A=1&TBName=DATA click here.]

If you are not yet an ETSI member: a manager with budget responsibility may e-Sign (electronically sign) this document: [https://portal.etsi.org/createaccount here]

Then, ensure you have a ETSI account (EoL) by clicking here with a profession email address. (not a private email address) and then join the TC DATA mailing list by clicking [https://portal.etsi.org/Portal_MailingList/redirect.asp?SUBED1=DATA&A=1&TBName=DATA here]

You have then joined.

You may mail to send a request to ETSI helpdesk or ETSI TC DATA support

PoC Framework

2026-01-15T11:47:06Z

Forbesray: EDITs

== TC DATA PoC Framework Document ==
The DATA Proof of Concept (PoC) Framework GS describes the full ISG DATA PoC activity process, roles, responsibilities, acceptance criteria, etc...

The latest version of this document can be downloaded here: [https://www.etsi.org/deliver/etsi_ts/104200_104299/104200/01.01.01_60/ts_104200v010101p.pdf ETSI TS 104 200 V1.1.1 (2025-11)].

For convenience of the PoC Teams, direct links to the PoC Proposal/PoC Report Templates, PoC Topics and a summary of the PoC Proposal acceptance criteria are provided below.

Templates
PoC Proposal Template
Final Report template

== PoC Topics ==
PoC Projects are expected to be scoped around PoC Topics identified and agreed by TC Data . See details and current list of PoC Topics.

=== Submitting a PoC Proposal ===
The PoC Team fills in the PoC Proposal template.

The PoC Team uploads the completed proposal to the ETSI portal as a contribution to TC DATA.

The PoC Team sends an email to the PoC Review Team.

TC DATA PoC Review Team sends an e-mail containing the link to the proposal to the distribution list 'TC-DATA@LIST.ETSI.ORG' with [DATA ISG PoC Proposal] in the subject line.

==== Acceptance Criteria ====
The criteria for acceptance of DATA ISG PoC Proposals are:

The DATA ISG PoC Proposal shall contain the information requested in the format of the DATA ISG PoC Proposal Template of clause A.1 [https://www.etsi.org/deliver/etsi_ts/104200_104299/104200/01.01.01_60/ts_104200v010101p.pdf TS 104 200], referred to as the PoC Team. This will be checked by ETSI CTI and the PoC Review Team.

The organizations participating in an PoC Team shall include at least two Manufacturers and at least one Network Operator or one Service Provider, where at least one Network Operator or one Service Provider shall be a member of the TC DATA (refer to clause A.1.1 of [https://www.etsi.org/deliver/etsi_ts/104200_104299/104200/01.01.01_60/ts_104200v010101p.pdf TS 104 200]).

The TC DATA PoC Team proposal shall address at least one goal relevant to TC DATA i.e. related with an TC DATA Use Cases, a Requirement or the suitability of an DATA Architecture aspect (refer to clause A.1.3.1 of [https://www.etsi.org/deliver/etsi_ts/104200_104299/104200/01.01.01_60/ts_104200v010101p.pdf TS 104 200]).The output of the PoC should provide feedback to the TC DATA that should support the improvement of the output of the existing Work items. Alignment with existing activities is required.

The TC DATA PoC Team proposal shall indicate the venue where the PoC will be demonstrated (e.g. PoC Team member lab, industry trade show, etc.) (refer to clause A.1.5 of [https://www.etsi.org/deliver/etsi_ts/104200_104299/104200/01.01.01_60/ts_104200v010101p.pdf TS 104 200]).

A PoC Team project timeline shall be provided (refer to clause A.1.4 of [https://www.etsi.org/deliver/etsi_ts/104200_104299/104200/01.01.01_60/ts_104200v010101p.pdf TS 104 200]).

Any TC DATA PoC Proposal which meets these required elements will be accepted.

=== CTI support ===
The ETSI Center for Testing and Interoperability (CTI) can assist the PoC teams with test expertise, administration and project management.

DATA PoC Teams may request CTI assistance by contacting ETSI CTI.

=== About TC DATA ===
Within TC DATA all PoC Proposals are presented and reviewed by the ISG; especially the PoC Review Team.

=== PoC Review Team ===
The Volunteers for the PoC review team are: THE TC DATA management team and CTI members.

PoC Framework

2026-01-15T11:38:22Z

Forbesray: Created page with "PoC Framework Page Discussion Read Edit View history More TC DATA PoC Framework Document The DATA Proof of Concept (PoC) Framework GS describes the full ISG DATA PoC activity process, roles, responsibilities, acceptance criteria, etc... The latest version of this document can be downloaded here: ETSI TS 104 200 V1.1.1 (2025-11). For convenience of the PoC Teams, direct links to the PoC Proposal/PoC Report Templates, PoC Topics and a summary of the PoC Proposal accepta..."

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TC DATA PoC Framework Document
The DATA Proof of Concept (PoC) Framework GS describes the full ISG DATA PoC activity process, roles, responsibilities, acceptance criteria, etc...

The latest version of this document can be downloaded here: ETSI TS 104 200 V1.1.1 (2025-11).

For convenience of the PoC Teams, direct links to the PoC Proposal/PoC Report Templates, PoC Topics and a summary of the PoC Proposal acceptance criteria are provided below.

Templates
PoC Proposal Template
Final Report template
PoC Topics
PoC Projects are expected to be scoped around PoC Topics identified and agreed by TC Data . See details and current list of PoC Topics.

Submitting a PoC Proposal
The PoC Team fills in the PoC Proposal template.
The PoC Team uploads the completed proposal to the ETSI portal as a contribution to TC DATA.
The PoC Team sends an email to the PoC Review Team.
TC DATA PoC Review Team sends an e-mail containing the link to the proposal to the distribution list 'TC-DATA@LIST.ETSI.ORG' with [DATA ISG PoC Proposal] in the subject line.
Acceptance Criteria
The criteria for acceptance of DATA ISG PoC Proposals are:

The DATA ISG PoC Proposal shall contain the information requested in the format of the DATA ISG PoC Proposal Template of clause A.1 TS 104 200, referred to as the PoC Team. This will be checked by ETSI CTI and the PoC Review Team.
The organizations participating in an PoC Team shall include at least two Manufacturers and at least one Network Operator or one Service Provider, where at least one Network Operator or one Service Provider shall be a member of the TC DATA (refer to clause A.1.1 of TS 104 200).
The TC DATA PoC Team proposal shall address at least one goal relevant to TC DATA i.e. related with an TC DATA Use Cases, a Requirement or the suitability of an DATA Architecture aspect (refer to clause A.1.3.1 of TS 104 200).The output of the PoC should provide feedback to the TC DATA that should support the improvement of the output of the existing Work items. Alignment with existing activities is required.
The TC DATA PoC Team proposal shall indicate the venue where the PoC will be demonstrated (e.g. PoC Team member lab, industry trade show, etc.) (refer to clause A.1.5 of TS !04 200).
A PoC Team project timeline shall be provided (refer to clause A.1.4 of TS 104 200).
Any TC DATA PoC Proposal which meets these required elements will be accepted.

CTI support
The ETSI Center for Testing and Interoperability (CTI) can assist the PoC teams with test expertise, administration and project management.

DATA PoC Teams may request CTI assistance by contacting ETSI CTI.

About TC DATA
Within TC DATA all PoC Proposals are presented and reviewed by the ISG; especially the PoC Review Team.
PoC Review Team
The Volunteers for the PoC review team are: THE TC DATA management team and CTI members.

PoC Topics

2026-01-15T11:28:29Z

Forbesray: Add a table from TS 104 200

= Rationale =
DATA PoC Topics are specific areas, often linked to a Work Item, where input or feedback from the DATA Proofs of Concept is needed. DATA PoC Topics help to focus PoC Projects on the most relevant topics for the TC DATA, and to increase the relevance of their contributions.

DATA PoC Topics are identified and documented by TC DATA. DATA PoC Topics may include templates for the PoC Contributions and deadlines to ensure that the PoC Contributions arrive on-time to be taken into account by the targeted WIs.

= ENI PoC Topics =

As described in the DATA PoC Framework ([https://www.etsi.org/deliver/etsi_ts/104200_104299/104200/01.01.01_60/ts_104200v010101p.pdf ETSI TS 104 200 V1.1.1 (2025-11)]), a PoC Team proposal shall address at least one goal relevant to TC DATA i.e. related to a TC DATA Landscape, Use Cases, or Requirement or the suitability of an DATA Architecture aspect. The output of the PoC should provide feedback to the TC DATA that should support the improvement of the output of the existing WIs. Alignment with existing activities is required. See table below.<blockquote>
==== Table 1: Summary of the DATA solutions Terms of Reference ====
</blockquote>
{| class="wikitable"
|
|Level 1
|Level 2
|-
| rowspan="9" |'''TC Data Scope'''
| rowspan="9" |Focus Areas
|TC DATA develops deliverables to support the deployment and operation of distributed solutions for data collection, integration, sharing and management, including security and testing aspects.
|-
|The distributed solutions considered by TC DATA include data infrastructures, data products, data access services, and application interfaces (APIs) in the ICT domain, to be used by machines and human beings, and their virtual representations. These solutions address the three dimensions of distributed data processing, i.e. Connectivity (data in transit), Storage (data at rest) and Compute (data in process).
|-
|TC DATA is also committed to addressing European policy and regulatory requirements, including standardization needs in the area of data interoperability, semantic interoperability, ontologies, and data governance.
|-
|TC DATA also engages with other regulatory bodies to ensure that the output supports relevant global, regional, and national requirements.
|-
|TC DATA is responsible for providing input on technical aspects of the ETSI responses to EU Standardization Requests and other government requests regarding data solutions.
|-
|TC DATA also provides relevant technical content for ETSI deliverables related to the European Data Act and to the data-related aspects of the European AI Act.
|-
|TC DATA cooperates with open-source initiatives relevant for the data domain standardization, including (but not limited to) relevant existing and future ETSI SDGs providing relevant reference implementations and interoperability testing specifications.
|-
|TC DATA cooperates with other European and international standards organizations in the data solutions domain to avoid duplication of work and promote harmonization, through the use of partnership agreements.
|-
|… this needs to be extensible within the scope of TC Data.
|-
| rowspan="8" |'''TC Data Activities'''
| rowspan="8" |The activities of TC DATA include the following:
|· Providing a centre of expertise in the area of data infrastructures, services and applications for ETSI, in coordination with the other ETSI activities in this context.
|-
|This includes data solutions targeting services for IoT, human beings, telecommunication systems and networks, and other industries.
|-
|· Developing technical standards to support data interoperability and semantic interoperability.
|-
|· Maintaining and evolving specifications related to data solutions and published by other ETSI TGs, upon agreement with them.
|-
|· Supporting the development and the maintenance of semantic and data models, such as SAREF (including the SAREF open portal) and NGSI-LD.
|-
|· Supporting the transposition in ETSI of the outputs of oneM2M.
|-
|· Supporting the maintenance and evolution of relevant industry data standards, such as the data model in the maritime domain.
|-
|… this needs to be extensible within the scope of TC Data.
|}

PoC Topics

2026-01-15T11:16:11Z

Forbesray:

PoC Topics

2026-01-15T11:15:41Z

Forbesray:

PoC Topics

2026-01-15T11:11:44Z

Forbesray: Created page with "= Rationale = ENI PoC Topics are specific areas, often linked to a Work Item, where input or feedback from the ENI Proofs of Concept is needed. ENI PoC Topics help to focus PoC Projects on the most relevant topics for the ISG ENI, and to increase the relevance of their contributions. ENI PoC Topics are identified and documented by ISG ENI. ENI PoC Topics may include templates for the PoC Contributions and deadlines to ensure that the PoC Contributions arrive on-time t..."

= Rationale =
ENI PoC Topics are specific areas, often linked to a Work Item, where input or feedback from the ENI Proofs of Concept is needed. ENI PoC Topics help to focus PoC Projects on the most relevant topics for the ISG ENI, and to increase the relevance of their contributions.

ENI PoC Topics are identified and documented by ISG ENI. ENI PoC Topics may include templates for the PoC Contributions and deadlines to ensure that the PoC Contributions arrive on-time to be taken into account by the targeted WIs.

= ENI PoC Topics =

As described in the ENI PoC Framework, a PoC Team proposal shall address at least one goal relevant to ENI i.e. related with an ENI Use Cases, an ENI Requirements or the suitability of an ENI System Architecture aspect. The output of the PoC should provide feedback to the ISG ENI that should support the improvement of the output of the existing WIs. Alignment with existing activities is required. See table below.

PoC 1 Data Quality Validation System

2026-01-15T11:01:19Z

Forbesray:

←''[[Ongoing_PoCs|Ongoing PoCs]]''
 

{{DISPLAYTITLE:PoC 1 Data Quality Validation System}}

== PoC Team ==
* Sejong University (SJU)
* EGM
* TTA
* Daejeon University (DJU)
* CNIT

== Main Contact ==
Jaesong Song , Sejong University ,
[mailto:jssong@sejong.ac.kr]
 
== Abstract ==

This PoC proposes the development of a functional, open-source toolset to validate and score dataset quality based on the standardized Data Quality Metrics and verification formulas defined in ETSI TR 104 180 (Development and identification of Data Quality Metrics). The PoC will deliver a working, end-to-end pipeline demonstrating the automated assessment of data quality for a target dataset.



 
== PoC Proposal ==



 
== PoC Topics ==

This PoC is working on:

 
== PoC Report ==
PoC Report is expected in Q1 2026, and,
PoC Report is expected in Q3 2026