DQTeam
DQTeam is a Ciudad Real-based boutique consulting firm and UCLM spin-off that co-authored Spain's UNE 0077-0081 data governance standards and sells UNE-aligned data governance, data quality, and certification-readiness consulting primarily to Spanish public administrations and regulated enterprises.
- Company typePrivate
- Founded2004
- HeadquartersCiudad Real, Spain
- Headcount11–50
- GTM typeB2B
- OfferingServices
What DQTeam does
DQTeam (DATA QUALITY TEAM, S.L.) is a Ciudad Real, Spain-based boutique consulting firm specializing in data governance and data quality. Founded as a spin-off from the Grupo Alarcos research group at Universidad de Castilla-La Mancha, the firm carries more than 20 years of applied research heritage and directly co-authored the principal Spanish national standards for data governance and quality — UNE 0077, 0078, 0079, 0080, and 0081 — which it then helps organizations implement. Its service portfolio is organized around three lines: Data Governance Consulting (CDO-as-a-Service, data strategy and master plans, maturity assessments aligned to UNE 0077 and MAMD), Data Quality Consulting (metric definition, quality control operationalization, and quality assessment against ISO/IEC 25012 and UNE 0081), and Training (in-company, online live, and e-learning courses covering UNE 0077-0081 and data spaces). Underpinning the practice is a proprietary methodology stack — most notably MAMD v4.0 (22 processes, 5 maturity levels), the BR4DQ methodology (published in Information Systems), and the BPLD R-based data cleaning library funded under the Innova-Adelante program — plus three authored reference books including a Springer publication.
The firm sells exclusively to Spanish public administrations and large organizations in regulated environments, primarily through expert-led, quote-based consulting engagements and multi-year contracts, with named clients including Confederación Hidrográfica del Guadalquivir (first UNE 0080 Level 2 certification in Spain, 2025), Gobierno de Aragón (first public administration to implement UNE-aligned good practices), and Junta de Comunidades de Castilla-La Mancha (€11M, 5-year regional data strategy). Commercial reach is regional Spain, though participation in CEN/CLC JTC 25 and AENOR subcommittees extends the firm's standards influence into European data space governance. Revenue, headcount detail, and pricing are not publicly disclosed; operations remain independent with no parent company or institutional funding rounds on record.
DQTeam firmographics
Firmographics- Name
- DQTeam
- Legal name
- DATA QUALITY TEAM, S.L.
- Website
- https://dqteam.es
- Company type
- Private
- Founded year
- 2004
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- DQTeam is a Ciudad Real-based boutique consulting firm and UCLM spin-off that co-authored Spain's UNE 0077-0081 data governance standards and sells UNE-aligned data governance, data quality, and certification-readiness consulting primarily to Spanish public administrations and regulated enterprises.
- Ownership category
- akta.pro rank
DQTeam industry classification
Industry- Product category
- Data Governance Consulting
- NAICS
- Custom Computer Programming Services (541511)
- SIC
- Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Reference Data Management (RDM) (HDAEADAE)
Keywords
Where DQTeam is headquartered
LocationHeadquarters
- HQ city
- Ciudad Real
- HQ country
- Spain
- HQ region
- Europe
Offices1 record
Markets served
DQTeam business model
Business model- GTM type
- B2B
- Offering type
- Services
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations
Revenue model
- Consulting Services: DQTeam provides specialized consulting services in data governance and data quality, helping organizations implement data governance processes, evaluate maturity levels, and prepare for UNE certifications. Services include CDO as a Service, data strategy development, maturity assessments, and implementation support.
- Training Services: Professional training programs in data governance, data management, and data quality. Courses are offered in various modalities including in-company (presencial, online, or hybrid), online self-paced with tutorization, and e-learning platform access. Course catalog covers UNE 0077, 0078, 0079, 0080, 0081 specifications and data spaces.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Other | Multi-year contract | Contact-based pricing for consulting services |
Go-to-market motion1 record
Distribution channels2 records
Marketing channels5 records
DQTeam product offering
Product offeringCore offering
DQTeam is a specialized consulting firm that helps organizations implement data governance and data quality frameworks aligned with the UNE 0077-0081 Spanish national specifications. The company provides end-to-end consulting services including CDO as a Service, data strategy development, maturity assessments, UNE 0080 certification preparation, and professional training programs. Their offering is anchored by proprietary methodologies such as MAMD (Modelo Alarcos de Madurez de Datos) v4.0 for data maturity assessment and the BR4DQ methodology for data quality evaluation.
Product overview
DQTeam is a consulting firm specialized in data governance and data quality, operating as a spin-off from Universidad de Castilla-La Mancha with over 20 years of applied research experience originating from the Alarcos research group. DQTeam's offering is organized around three core consulting service lines — Consultoría en Gobierno de Datos (Data Governance Consulting), Consultoría en Calidad de Datos (Data Quality Consulting), and Formación (Training) — supported by proprietary methodologies and tools. The flagship intellectual property is the MAMD v4.0 (Modelo Alarcos de Madurez de Datos), a data maturity assessment model integrating 22 processes across governance, management, and quality dimensions, aligned with the UNE 0077–0080 specification suite which DQTeam co-developed. Additional offerings include R&D projects such as BPLD (a parameterized data cleaning library in R) and MDMSystem (a methodology for evaluating Master Data Management systems). DQTeam also provides certification preparation services, notably supporting the first public administration in Spain to achieve UNE 0080 Level 2 certification.
Differentiator
Problem solved
Functional benefit
Brands
- MAMD (Modelo Alarcos de Madurez de Datos): The Alarcos Data Maturity Model integrates data management, data quality management, and data governance processes in a coordinated manner, allowing organizations to evaluate and improve their capacity related to data management, governance, and quality. Version 4.0 is aligned with UNE 0077, 0078, 0079, and 0080 specifications.
Products and services
- Consultoría en Gobierno de Datos (Data Governance Consulting) End-to-end consulting service to define, implement, and operate data governance models. Includes CDO as a Service, data strategy and master plans, maturity assessments, and governance process implementation aligned with UNE 0077-0080 specifications. Targeted at public administrations and large organizations in regulated environments.
- Consultoría en Calidad de Datos (Data Quality Consulting) Consulting service to define, measure, evaluate, and improve data quality, including data quality model design aligned with ISO/IEC 25012, metric definition, operationalization of data quality controls, and quality assessment in repositories and analytics environments. Targeted at organizations needing data quality frameworks.
- Formación (Training) Specialized training programs in data governance, data management, and data quality aligned with UNE specifications, delivered in in-company, online, and e-learning modalities. Course catalog covers UNE 0077-0081, data spaces, and audit readiness. Targeted at organizations seeking to build internal data governance capabilities.
- MAMD v4.0 (Modelo Alarcos de Madurez de Datos) The Alarcos Data Maturity Model (MAMD) integrates data management, data quality management, and data governance processes in a coordinated manner, enabling organizations to evaluate and improve process capability across 22 processes organized into 5 maturity levels. Developed by the Alarcos research group in collaboration with DQTeam and AQCLab.
- BPLD (Biblioteca Parametrizable para la Limpieza de Datos) An R-based parameterized library of data cleaning primitives aligned with ISO/IEC 25012 and ISO/IEC 25024 standards, enabling systematic and standards-based data quality improvement for data engineering and analytics teams.
- MDMSystem (Evaluación de Sistemas de Explotación de Datos Maestros)
Quantifiable outcome
- First public administration in Spain certified to UNE 0080 level 2 maturity
- +1 more outcomes
Companies that use DQTeam
Customer profileNamed customers3 records
Segments3 records
Ideal customer profiles3 records
DQTeam technology and API
TechnologyTechnology focussed No
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Feature3 records
DQTeam partnerships and signals
Strategic signalPartnerships
Eight partnerships are on record, tiered core, flagship and minor.
- Oficina del Dato de JCCMcoreDQTeam collaborated with the Oficina del Dato de Castilla-La Mancha in defining the Data Strategic Plan for Castilla-La Mancha, a comprehensive plan with a budget of nearly 11 million euros over 5 years.
- HiberuscoreHiberus led the Gobierno de Aragón data governance platform project, handling technical development of the platform. DQTeam led the functional aspects of procedures and best practices based on UNE specifications.
- Anjana DatacoreAnjana Data provided the data governance platform solution used in the Gobierno de Aragón implementation, integrated with technical components from Hiberus and functional methodologies from DQTeam.
- Grupo Alarcos - Universidad de Castilla-La ManchacoreDQTeam originated as a spin-off from Grupo Alarcos at Universidad de Castilla-La Mancha. The company maintains close research collaboration with the group, which directs CEN/CLC JTC 25 activities and contributes to national and international standardization efforts.
- AQCLabcoreAQCLab collaborated with DQTeam and the Grupo Alarcos in developing the MAMD (Modelo Alarcos de Madurez de Datos) v4.0. AQCLab is an accredited laboratory that has worked with DQTeam on industrial data quality evaluation and certification experiences.
- AENORflagshipAENOR conducts external certifications for UNE 0080 data governance maturity assessments. DQTeam prepares organizations for these certifications and AENOR performs the independent external evaluation. DQTeam also participates in AENOR subcommittees including SC 7 linked to ISO/IEC JTC 1 SC 7 WG 6 and CTN-UNE 71/SC 43 for Data Spaces.
- Data Quality LabminorListed as a collaborator on the DQTeam website, representing partnership in the data quality ecosystem.
- DECIDATA Analytics and AIminorListed as a collaborator on the DQTeam website, representing partnership in the data analytics and AI ecosystem.
Scale indicators4 records
Recent moves7 records
Expansion highlights5 records
DQTeam competitors and assessment
Company assessmentDirect peers
- Talend: Data integration and data quality tooling vendor, now part of Qlik. Comparable to DQTeam because its data quality module overlaps with the ISO/IEC 25012-aligned methodology DQTeam applies in consulting engagements.
- DQ Global: Boutique data-quality management consultancy. Direct peer to DQTeam: similar size, similar specialist positioning, comparable services (data quality assessment, remediation, governance advisory) for regulated European clients.
- Collibra: Data governance and catalog platform vendor. Comparable as an alternative path organizations take when investing in data governance - DQTeam competes against Collibra-led deployments when public administrations choose platform-centric approaches over standards-driven consulting.
- Informatica: One of the leading global vendors of data quality and data integration tooling. Highly comparable to DQTeam because both compete for the same data-quality budget and DQTeam's BR4DQ/MAMD work often complements or competes against Informatica's data quality stack.
- Ataccama: Data quality and data governance platform with strong European public-sector footprint. Comparable because Ataccama and DQTeam are both pitched into European PA data-quality RFPs, with DQTeam on the standards/consulting side and Ataccama on tooling.
Broad incumbents
- Accenture: Global consulting incumbent with a large data and analytics practice covering data governance, data quality and AI. Comparable to DQTeam on the data-governance consulting side, but Accenture competes via scale, tooling alliances (Collibra, Informatica) and cross-border delivery.
- Deloitte: Big Four with a dedicated analytics and data governance practice. Comparable as a competitor for large Spanish and EU public-administration data-governance mandates where DQTeam also bids, especially on multi-year strategy engagements like the JCCM plan.
- Capgemini: Global IT services and consulting firm with a strong European public-sector data practice. Comparable on data-governance consulting mandates, particularly in regulated environments where Capgemini and DQTeam overlap.
Regional players
- Indra (Minsait): Largest Spanish IT services group, with Minsait as its public-sector and data unit. Comparable as a regional player competing for the same Spanish public-administration data projects and frequently paired with platform vendors on UNE-style implementations.
- NTT DATA (Everis): Global IT services group with deep Spanish roots via Everis, active in public-sector digital transformation. Comparable as a regional peer bidding against DQTeam on Spanish PA data-governance and digital-transformation RFPs.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights6 records
Customer concentration
DQTeam social profiles
Digital presenceDQTeam financial estimates
Financial estimateRevenue estimate
Valuation estimate
DQTeam leadership team
Management profileNumber of profiles
Profiles7 records
DQTeam funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
DQTeam M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about DQTeam
What does DQTeam do?
DQTeam is a specialized consulting firm that helps organizations implement data governance and data quality frameworks aligned with the UNE 0077-0081 Spanish national specifications. The company provides end-to-end consulting services including CDO as a Service, data strategy development, maturity assessments, UNE 0080 certification preparation, and professional training programs. Their offering is anchored by proprietary methodologies such as MAMD (Modelo Alarcos de Madurez de Datos) v4.0 for data maturity assessment and the BR4DQ methodology for data quality evaluation.
Is DQTeam a public or private company?
DQTeam is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was DQTeam founded?
DQTeam was founded in 2004. It employs 11 to 50 people.
Where is DQTeam based?
DQTeam is headquartered in Ciudad Real, Spain, in the Europe region.
How does DQTeam make money?
Two revenue lines are on record. Consulting Services are the primary driver. The others are training Services.
Who are DQTeam's main competitors?
Direct peers on record are Talend, DQ Global, Collibra, Informatica and Ataccama. Broad incumbents are Accenture, Deloitte and Capgemini. Regional players are Indra (Minsait) and NTT DATA (Everis).
Does DQTeam have an API?
No public API is recorded for DQTeam.
What industry is DQTeam in?
DQTeam's product category is Data Governance Consulting. Its primary akta.pro industry code is HDAEADAE, Reference Data Management (RDM). Its NAICS code is 541511 and its SIC code is 7370.