The table below looks at the statistics for Data Architecture skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Data Architecture over the 3 months to 27 September 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Sep 2016
Same period 2015 Same period 2014
Data Architecture
Rank 451 462 538
Rank change year-on-year
+11 +76
Permanent jobs citing Data Architecture 571 607 489
As % of all permanent IT jobs located in the UK 0.60% 0.56% 0.43%
As % of the Processes & Methodologies category 0.68% 0.64% 0.51%
Number of salaries quoted 422 463 359
Median salary £72,500 £66,500 £62,500
Median salary % change year-on-year
+9.02% +6.40%
90% offered a salary of more than £47,500 £45,000 £42,500
10% offered a salary of more than £100,000 £90,000 £89,500
UK excluding London median salary £57,500 £57,500 £60,000
% change year-on-year
- -4.16%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised across the UK.

Processes & Methodologies Category
UK
Permanent IT job ads with a match in the
Processes & Methodologies category
84415 94722 96201
As % of all permanent IT jobs located in the UK 88.27% 87.50% 85.32%
Number of salaries quoted 70238 78268 76950
Median salary £50,000 £50,000 £47,500
Median salary % change year-on-year
- +5.26%
90% offered a salary of more than £32,500 £32,500 £30,500
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Architecture
Jobs Demand Trend

The demand trend of job ads citing Data Architecture as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Architecture Jobs Demand Trend in the UK

Data Architecture
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Architecture within the UK.

Data Architecture Salary Trend in the UK

Data Architecture
Salary Histogram

This chart provides a salary histogram for IT jobs citing Data Architecture over the 3 months to 27 September 2016 within the UK.

Data Architecture Salary Histogram in the UK

Data Architecture
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Architecture within the UK over the 3 months to 27 September 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +10 528 £72,500 +9.06% 51
London +46 339 £77,500 +3.33% 35
South East -17 87 £57,500 - 6
City of London +18 46 £82,500 +6.45% 5
North West +26 38 £55,000 - 1
Scotland +39 31 £55,000 -26.66% 5
Berkshire +5 28 £55,000 -21.42% 2
Manchester +9 26 £55,000 -
Edinburgh +22 20 £55,000 -13.38% 4
Hampshire -8 19 £75,000 +30.43% 1
South West -7 15 £52,500 +16.66% 3
Surrey -2 14 £70,000 +40.00%
Reading +14 13 - - 1
West Midlands -32 13 £52,606 -4.35% 1
East of England +20 12 £63,000 +40.00% 2
Yorkshire +2 12 £75,000 +25.00% 2
East Midlands +16 11 £44,000 -20.00%
Rochdale - 10 £55,000 -
Glasgow +17 9 £55,000 -26.66% 1
West Sussex +16 8 £58,750 +15.19% 1
Portsmouth +8 8 £77,125 +81.47%
Oxfordshire +2 8 £57,500 +10.57% 1
Leicestershire 0 8 £44,000 +17.33%
Merseyside -8 8 £90,000 - 1
Newbury +11 7 £55,000 -12.00%
Leicester -2 7 £44,000 +17.33%
Liverpool -18 7 - - 1
Dorset +10 6 £77,500 - 1
West Yorkshire +1 6 £80,000 +30.61% 2
Birmingham -35 6 £52,606 -24.84%

Data Architecture
Top 30 Related IT Skills

For the 6 months to 27 September 2016, IT jobs citing Data Architecture also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Data Architecture.

1 399 (38.11%) Data Modelling
2 390 (37.25%) Data Warehouse
3 388 (37.06%) Business Intelligence
4 376 (35.91%) Finance
5 332 (31.71%) ETL
6 314 (29.99%) Analytics
7 287 (27.41%) Big Data
8 285 (27.22%) Data Management
9 282 (26.93%) SQL
10 253 (24.16%) Agile Software Development
11 215 (20.53%) Oracle
12 212 (20.25%) SQL Server
12 212 (20.25%) Data Quality
13 190 (18.15%) Hadoop
14 187 (17.86%) Data Governance
15 183 (17.48%) Analytical Skills
16 166 (15.85%) Data Integration
17 154 (14.71%) Microsoft
18 152 (14.52%) SDLC
19 148 (14.14%) Management Information System
20 147 (14.04%) TOGAF
21 145 (13.85%) SOA
22 143 (13.66%) Degree
23 140 (13.37%) Data Analytics
24 128 (12.23%) Retail
25 118 (11.27%) Java
25 118 (11.27%) NoSQL
26 112 (10.70%) Master Data Management
27 110 (10.51%) Banking
28 108 (10.32%) Enterprise Architecture

Data Architecture
Top Related IT Skills by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 59 (5.64%) Apache Spark
2 52 (4.97%) SAS
3 32 (3.06%) Elasticsearch
4 25 (2.39%) SharePoint
5 23 (2.20%) Apache
6 12 (1.15%) Apache Pig
7 9 (0.86%) Adobe Experience Manager
8 8 (0.76%) CMS
9 6 (0.57%) Apache Solr
9 6 (0.57%) SharePoint 2013
10 5 (0.48%) BizTalk Server
10 5 (0.48%) SharePoint 2010
11 3 (0.29%) Documentum
11 3 (0.29%) GlassFish
12 2 (0.19%) Confluence
12 2 (0.19%) OpenStack
13 1 (0.096%) Alfresco
13 1 (0.096%) Exchange Server 2010
13 1 (0.096%) Exchange Server 2013
13 1 (0.096%) MS Exchange
Applications
1 73 (6.97%) MS Excel
2 41 (3.92%) MS Office
3 15 (1.43%) MS PowerPoint
4 12 (1.15%) MS Visio
5 9 (0.86%) SPSS
6 4 (0.38%) Gephi
6 4 (0.38%) InfoPath
7 3 (0.29%) Mathematica
8 2 (0.19%) MS Project
9 1 (0.096%) Windchill
Business Applications
1 20 (1.91%) SAP MDM
2 19 (1.81%) Markit EDM
3 17 (1.62%) SAP ERP
4 16 (1.53%) SAP ECC
4 16 (1.53%) SAP hybris
5 15 (1.43%) Oracle EBS
6 14 (1.34%) SAP HR
7 13 (1.24%) Dynamics CRM
8 10 (0.96%) Dynamics AX
9 7 (0.67%) Eagle PACE
9 7 (0.67%) SAP CRM
10 5 (0.48%) Oracle EBS R12
11 4 (0.38%) Oracle ERP
11 4 (0.38%) SAP Oil and Gas
11 4 (0.38%) WebTrends
12 3 (0.29%) Oracle Financials
13 2 (0.19%) FastStats
13 2 (0.19%) Maximo
13 2 (0.19%) Oracle Retail
13 2 (0.19%) SAP BPC
Cloud Services
1 77 (7.35%) Amazon AWS
2 28 (2.67%) Microsoft Azure
3 23 (2.20%) Cloud Computing
4 18 (1.72%) Amazon S3
5 15 (1.43%) SaaS
6 13 (1.24%) Google Cloud Platform
6 13 (1.24%) iPaaS
7 12 (1.15%) PaaS
8 11 (1.05%) Amazon EC2
9 7 (0.67%) Amazon EMR
9 7 (0.67%) IaaS
10 4 (0.38%) GitHub
11 3 (0.29%) Google Analytics
12 2 (0.19%) AWS Lambda
13 1 (0.096%) Adobe Analytics
13 1 (0.096%) Amazon SQS
13 1 (0.096%) IBM Cloud
13 1 (0.096%) Office 365
13 1 (0.096%) SoftLayer
Communications & Networking
1 44 (4.20%) Internet
2 12 (1.15%) Firewall
3 10 (0.96%) DNS
3 10 (0.96%) NAS
3 10 (0.96%) SAN
4 4 (0.38%) Broadband
5 3 (0.29%) PPP
5 3 (0.29%) SMS
6 1 (0.096%) CTI
6 1 (0.096%) Extranet
6 1 (0.096%) H.323
6 1 (0.096%) Intranet
6 1 (0.096%) LAN
6 1 (0.096%) MGCP
6 1 (0.096%) Softphone
6 1 (0.096%) SSH
6 1 (0.096%) Telnet
6 1 (0.096%) Unified Communications
6 1 (0.096%) VoIP
6 1 (0.096%) WAN
Database & Business Intelligence
1 390 (37.25%) Data Warehouse
2 287 (27.41%) Big Data
3 212 (20.25%) SQL Server
4 190 (18.15%) Hadoop
5 118 (11.27%) NoSQL
6 91 (8.69%) SQL Server Integration Services
7 89 (8.50%) SQL Server Reporting Services
8 71 (6.78%) Relational Database
9 58 (5.54%) MySQL
10 56 (5.35%) OLAP
11 55 (5.25%) BusinessObjects
12 52 (4.97%) SQL Server Analysis Services
13 47 (4.49%) Amazon Redshift
13 47 (4.49%) SQL Server 2008
14 46 (4.39%) Apache Hive
14 46 (4.39%) RDBMS
15 45 (4.30%) QlikView
16 36 (3.44%) Oracle OLAP
17 31 (2.96%) Enterprise Data Warehouse
17 31 (2.96%) Star Schema
Development Applications
1 36 (3.44%) ERwin
2 21 (2.01%) Team Foundation Server
3 18 (1.72%) Talend Open Studio
4 11 (1.05%) Subversion
5 9 (0.86%) JIRA
6 6 (0.57%) PowerDesigner
7 5 (0.48%) Eclipse
7 5 (0.48%) Git (software)
7 5 (0.48%) Visual Studio
8 4 (0.38%) VSS/SourceSafe
9 3 (0.29%) Ant
9 3 (0.29%) Maven
10 2 (0.19%) Cucumber
10 2 (0.19%) JUnit
10 2 (0.19%) Mockito
10 2 (0.19%) SQL Server Management Studio (SSMS)
10 2 (0.19%) TeamCity
10 2 (0.19%) TestNG
10 2 (0.19%) XMLSpy
11 1 (0.096%) Octopus Deploy
General
1 376 (35.91%) Finance
2 128 (12.23%) Retail
3 110 (10.51%) Banking
4 44 (4.20%) Marketing
5 41 (3.92%) Back Office
6 40 (3.82%) Telecoms
7 38 (3.63%) Manufacturing
8 36 (3.44%) Investment Banking
9 28 (2.67%) Games
10 24 (2.29%) Front Office
10 24 (2.29%) Legal
11 12 (1.15%) Pharmaceutical
12 11 (1.05%) Military
13 6 (0.57%) Advertising
13 6 (0.57%) Law
13 6 (0.57%) Publishing
14 5 (0.48%) Local Government
15 4 (0.38%) Electronics
16 3 (0.29%) Online Betting
17 2 (0.19%) Financial Institution
Job Titles
1 562 (53.68%) Architect
2 401 (38.30%) Data Architect
3 147 (14.04%) Developer
4 129 (12.32%) Solutions Architect
5 70 (6.69%) Analyst
6 60 (5.73%) Enterprise Architect
7 51 (4.87%) Big Data Architect
7 51 (4.87%) Senior Architect
8 48 (4.58%) SOA Architect
9 40 (3.82%) Enterprise Data Architect
9 40 (3.82%) Senior Developer
10 38 (3.63%) SQL Developer
11 37 (3.53%) ETL Architect
12 36 (3.44%) Lead Architect
13 33 (3.15%) Consultant
14 31 (2.96%) Information Architect
15 29 (2.77%) Java Developer
16 28 (2.67%) Business Intelligence Architect
16 28 (2.67%) Data Manager
16 28 (2.67%) Lead Data Architect
Libraries, Frameworks & Software Standards
1 46 (4.39%) HTML
2 45 (4.30%) Web Services
3 43 (4.11%) .NET
4 41 (3.92%) CSS
5 38 (3.63%) XML
6 27 (2.58%) REST
7 26 (2.48%) Spring
8 23 (2.20%) jQuery
9 22 (2.10%) MDX
9 22 (2.10%) Middleware
10 20 (1.91%) JSON
11 18 (1.72%) ASP.NET
11 18 (1.72%) RESTful
12 15 (1.43%) .NET Framework
12 15 (1.43%) SOAP
13 13 (1.24%) AngularJS
13 13 (1.24%) Doctrine
13 13 (1.24%) LAMP
13 13 (1.24%) XSD
14 11 (1.05%) Oracle Fusion
Miscellaneous
1 183 (17.48%) Analytical Skills
2 166 (15.85%) Data Integration
3 148 (14.14%) Management Information System
4 96 (9.17%) Computer Science
5 95 (9.07%) Visualisation
6 54 (5.16%) Data Structures
7 33 (3.15%) Enterprise Software
8 31 (2.96%) Algorithms
9 24 (2.29%) Internet of Things
10 20 (1.91%) Taxonomies
11 17 (1.62%) Reference Data
11 17 (1.62%) User Experience
12 16 (1.53%) Fixed Income
12 16 (1.53%) Virtual Team
13 13 (1.24%) Derivative
14 11 (1.05%) N-Tier
15 10 (0.96%) Data Conversion
15 10 (0.96%) iPad
15 10 (0.96%) Mathematics
15 10 (0.96%) Replication
Operating Systems
1 28 (2.67%) Linux
2 24 (2.29%) Windows
3 20 (1.91%) Unix
4 7 (0.67%) Windows Server
4 7 (0.67%) Windows Server 2008
5 5 (0.48%) Windows Server 2012
6 2 (0.19%) Android
6 2 (0.19%) Apple iOS
7 1 (0.096%) CentOS
7 1 (0.096%) Red Hat Enterprise Linux
7 1 (0.096%) Windows 7
7 1 (0.096%) Windows 8
Processes & Methodologies
1 399 (38.11%) Data Modelling
2 388 (37.06%) Business Intelligence
3 332 (31.71%) ETL
4 314 (29.99%) Analytics
5 285 (27.22%) Data Management
6 253 (24.16%) Agile Software Development
7 187 (17.86%) Data Governance
8 152 (14.52%) SDLC
9 147 (14.04%) TOGAF
10 145 (13.85%) SOA
11 140 (13.37%) Data Analytics
12 112 (10.70%) Master Data Management
13 108 (10.32%) Enterprise Architecture
14 99 (9.46%) Stakeholder Management
15 93 (8.88%) Information Architecture
16 91 (8.69%) Logical Data Model
17 89 (8.50%) Migration
18 82 (7.83%) Data Analysis
19 74 (7.07%) CRM
19 74 (7.07%) E-Commerce
Programming Languages
1 282 (26.93%) SQL
2 118 (11.27%) Java
3 68 (6.49%) T-SQL
4 59 (5.64%) Python
5 51 (4.87%) C#
5 51 (4.87%) JavaScript
6 39 (3.72%) PL/SQL
7 33 (3.15%) R
8 28 (2.67%) PHP
9 16 (1.53%) Scala
9 16 (1.53%) Shell Script
10 15 (1.43%) Groovy
10 15 (1.43%) PowerShell
11 14 (1.34%) VB.NET
12 13 (1.24%) C++
12 13 (1.24%) Perl
13 12 (1.15%) VBA
14 8 (0.76%) C
14 8 (0.76%) COBOL
15 6 (0.57%) Clojure
Qualifications
1 143 (13.66%) Degree
2 12 (1.15%) PMI Certification
3 10 (0.96%) PRINCE2 Certification
4 8 (0.76%) CISM
4 8 (0.76%) CISSP
5 7 (0.67%) CISA
5 7 (0.67%) Security Cleared
6 5 (0.48%) Microsoft Certification
6 5 (0.48%) Oracle Certification
6 5 (0.48%) PMP
7 4 (0.38%) DV Cleared
7 4 (0.38%) MBA
7 4 (0.38%) SC Cleared
8 2 (0.19%) Chartered Engineer
8 2 (0.19%) MBCS
8 2 (0.19%) PhD
8 2 (0.19%) Postgraduate
9 1 (0.096%) Avaya Certification
9 1 (0.096%) ISTQB
9 1 (0.096%) MCITP
Quality Assurance & Compliance
1 212 (20.25%) Data Quality
2 53 (5.06%) QA
3 15 (1.43%) PCI DSS
4 12 (1.15%) ISO/IEC 27001
5 9 (0.86%) COBIT
6 7 (0.67%) MiFID
7 6 (0.57%) Basel II
7 6 (0.57%) SLA
8 4 (0.38%) Basel III
8 4 (0.38%) Dodd-Frank
9 3 (0.29%) Solvency II
10 2 (0.19%) ISO 9001
10 2 (0.19%) SEPA
11 1 (0.096%) Actionable Recommendations
11 1 (0.096%) Sarbanes-Oxley
System Software
1 18 (1.72%) HDFS
2 10 (0.96%) VMware ESX
2 10 (0.96%) VMware ESXi
3 3 (0.29%) Apache Flume
3 3 (0.29%) Apache ZooKeeper
3 3 (0.29%) Virtual Machines
4 2 (0.19%) Docker
4 2 (0.19%) GridGain
5 1 (0.096%) Oracle RAC
Systems Management
1 10 (0.96%) SCOM
2 3 (0.29%) Puppet
2 3 (0.29%) Systems Management Server (SMS)
2 3 (0.29%) Tivoli
3 2 (0.19%) Hadoop YARN
3 2 (0.19%) Oozie
3 2 (0.19%) Opscode Chef
4 1 (0.096%) Cisco CUCM
4 1 (0.096%) Cisco UCCE
4 1 (0.096%) Cisco UCCX
4 1 (0.096%) HP Quality Center
4 1 (0.096%) Kibana
4 1 (0.096%) Mesos
Vendors
1 215 (20.53%) Oracle
2 154 (14.71%) Microsoft
3 95 (9.07%) Tableau
4 92 (8.79%) SAP
5 63 (6.02%) Informatica
6 37 (3.53%) IBM
7 36 (3.44%) Teradata
8 27 (2.58%) Cloudera
9 20 (1.91%) Netezza
10 18 (1.72%) hybris
10 18 (1.72%) Talend
11 17 (1.62%) Google
11 17 (1.62%) Salesforce.com
12 16 (1.53%) Ab Initio
12 16 (1.53%) Cognos
13 14 (1.34%) Actimize
14 13 (1.24%) VMware
14 13 (1.24%) Zend
15 12 (1.15%) Adobe
16 11 (1.05%) Vertica
London
Harvey Nash plc
Salary: £90000 - £95000 per annum + Benefits Package
Posted: Yesterday
City, London
Parallel Consulting
Salary: £65000 - £70000 per annum + excellent benefits
Posted: 18 hours ago
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: 11 hours ago
West London
Hiring People
Salary: £45k - 75k per year
Posted: Yesterday
London
EasyWebRecruitment.com
Salary: Competitive
Posted: 12 hours ago
West London
Client Server
Salary: £75k to £90k + bonus + benefits
Posted: 5 days ago
West London
Optima Connections
Salary: From £65,000 to £80,000 per annum + Bonus + Benefits
Posted: Yesterday
London
Twenty Recruitment Group
Salary: £65000.00 - £70000.00 per annum
Posted: Yesterday
Edinburgh, Midlothian
Harvey Nash plc
Salary: Excellent Salary and benefits
Posted: 5 days ago
City, London
Networking People
Salary: £85000 - £95000 per annum + Share Options + Benefits
Posted: 4 days ago
Glasgow, Lanarkshire
Harvey Nash plc
Salary: £40000 - £55000 per annum + benefits
Posted: Yesterday
London
The One Group
Salary: £65k - 75k per year + Benefits
Posted: 5 days ago
London
Lorien Resourcing
Salary: £90000 - £110000 per annum + Car Allow + Bonus + Benefits
Posted: 4 days ago
London
Opus Resourcing Ltd
Salary: £100000 - £120000 per annum + Bens + Significant Bonus
Posted: 4 days ago
Crawley, West Sussex
Harvey Nash plc
Salary: £50000 - £70000 per annum + Benefits
Posted: 17 hours ago
Bristol, Avon
Talent International
Salary: £60000 - £70000 per annum + Bonus, Pension
Posted: 5 days ago
City, London
Parallel Consulting
Salary: £50000 - £75000 per annum
Posted: 4 days ago
London
Talent International
Salary: £60000 - £70000 per annum + Bonus, Pension
Posted: 6 days ago
London
Careerwise UK Limited
Salary: £115000 per annum + bonus + benefits
Posted: 6 days ago
London
BAE Systems Applied Intelligence Ltd
Salary: Competitive
Posted: 11 days ago
Bradford, West Yorkshire
Fruition IT Resources Limited
Salary: £50000.00 - £60000.00 per annum + Car + Benefits
Posted: 5 days ago
Brentwood, Essex
Manpower
Posted: 5 days ago
Poole, Dorset
LV
Salary: Competitive Salary + Benefits + Bonus
Posted: 19 days ago
London
Lloyds Banking Group
Salary: £46755 - £64469 per annum
Posted: 20 days ago
London
EY
Salary: Competitive
Posted: 15 days ago
London
EY
Salary: Competitive
Posted: 15 days ago
London
EY
Salary: Competitive
Posted: 15 days ago
London
EY
Salary: Competitive
Posted: 15 days ago
Edinburgh, Midlothian
CMS Cameron McKenna LLP
Posted: 21 days ago
Edinburgh, Midlothian
CMS Cameron McKenna LLP
Posted: 22 days ago