The following table provides summary statistics for permanent job vacancies with a requirement for Data Architecture skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Architecture over the 3 months to 22 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
22 Mar 2017
Same period 2016 Same period 2015
Data Architecture
UK
Rank 435 440 516
Rank change year-on-year +5 +76  
Permanent jobs citing Data Architecture 507 662 520
As % of all permanent IT jobs advertised in the UK 0.60% 0.65% 0.49%
As % of the Processes & Methodologies category 0.68% 0.73% 0.57%
Number of salaries quoted 384 531 384
Median salary £70,000 £67,500 £65,000
Median salary % change year-on-year +3.70% +3.84%  
90% offered a salary of more than £45,000 £45,000 £43,600
10% offered a salary of more than £91,000 £93,000 £82,500
UK excluding London median salary £55,000 £60,000 £60,000
% change year-on-year -8.33% -  

Data Architecture is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 74701 90545 91461
As % of all permanent IT job vacancies advertised in the UK 89.04% 88.48% 87.02%
Number of salaries quoted 61327 74932 73985
Median salary £50,000 £50,000 £49,000
Median salary % change year-on-year - +2.04%  
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £75,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Architecture
Job Vacancy Trend

The job posting trend of jobs advertised citing Data Architecture as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Architecture 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.

Salary trend for Data Architecture in the UK

Data Architecture
Salary Histogram

The salary distribution of IT jobs citing Data Architecture over the 3 months to 22 March 2017.

Salary histogram for Data Architecture 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 22 March 2017. 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 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 +27 485 £70,000 +3.70% 61
London -14 268 £75,000 - 33
South East +33 64 £60,000 -4.00% 7
North West +3 48 £53,573 -0.79% 1
City of London +7 37 £86,250 +15.00% 7
West Midlands +36 36 £55,000 - 10
Merseyside - 23 £53,573 -
South West +14 20 £45,000 -35.71% 2
Buckinghamshire +23 18 £75,000 +20.00%
East of England +18 17 £67,500 +12.50% 3
East Midlands -5 17 £45,000 -18.18% 1
Yorkshire -10 15 £55,000 - 3
Manchester -23 15 £52,500 -2.77% 1
Liverpool - 15 £41,250 -
Surrey +50 14 £50,000 -25.92% 1
Hampshire +31 13 £70,000 -12.50% 3
West Yorkshire -19 12 £55,000 - 2
Berkshire +13 11 £58,750 +17.50% 3
Hertfordshire +22 10 £75,000 -6.25%
Cheshire +19 10 £55,000 -35.29%
Scotland +13 10 £77,500 +26.01%
Nottingham +12 9 £47,500 -9.52%
Nottinghamshire +1 9 £47,500 -9.52%
Milton Keynes - 9 £62,500 -
Warwickshire +34 8 £56,250 -25.00% 3
Northamptonshire +17 8 £45,000 -25.00%
Northampton +10 8 £45,000 -25.00%
High Wycombe -1 8 £75,000 +20.00%
Leeds -16 8 £85,000 +70.00% 1
Bootle - 8 £53,573 -

Data Architecture
Top 30 Related IT Skills

For the 6 months to 22 March 2017, 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.

1 413 (40.65%) Data Modelling
2 332 (32.68%) Finance
3 327 (32.19%) Business Intelligence
4 314 (30.91%) SQL
4 314 (30.91%) Data Warehouse
5 290 (28.54%) Analytics
6 235 (23.13%) Big Data
7 221 (21.75%) Data Management
8 216 (21.26%) Agile Software Development
9 206 (20.28%) SQL Server
10 186 (18.31%) Oracle
11 185 (18.21%) Analytical Skills
12 177 (17.42%) ETL
13 176 (17.32%) Degree
14 167 (16.44%) Data Quality
15 162 (15.94%) Enterprise Architecture
16 156 (15.35%) Microsoft
17 154 (15.16%) CRM
18 153 (15.06%) Migration
18 153 (15.06%) Hadoop
19 152 (14.96%) TOGAF
20 145 (14.27%) Data Governance
21 135 (13.29%) Relational Database
22 126 (12.40%) Data Integration
22 126 (12.40%) .NET
23 123 (12.11%) Mentoring
24 118 (11.61%) Computer Science
25 116 (11.42%) Retail
26 115 (11.32%) Java
27 110 (10.83%) MS Excel

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 86 (8.46%) Apache Spark
2 43 (4.23%) SAS
3 37 (3.64%) CMS
4 31 (3.05%) Elasticsearch
5 28 (2.76%) Apache Pig
6 27 (2.66%) Apache
6 27 (2.66%) SharePoint
7 15 (1.48%) Oracle SOA Suite
7 15 (1.48%) Oracle Workflow
8 10 (0.98%) MS Exchange
8 10 (0.98%) Sitecore CMS
9 8 (0.79%) SharePoint 2010
9 8 (0.79%) Skype for Business
10 6 (0.59%) Documentum
10 6 (0.59%) JBoss
10 6 (0.59%) Tomcat
10 6 (0.59%) WebLogic
11 5 (0.49%) Apache Solr
11 5 (0.49%) OpenStack
12 4 (0.39%) IIS
Applications
1 110 (10.83%) MS Excel
2 45 (4.43%) MS Office
3 10 (0.98%) Spreadsheet
4 7 (0.69%) MS Visio
5 3 (0.30%) MS PowerPoint
6 2 (0.20%) MS Project
7 1 (0.098%) Gephi
7 1 (0.098%) Photoshop
7 1 (0.098%) SPSS
Business Applications
1 33 (3.25%) Dynamics CRM
2 18 (1.77%) SAP ERP
3 17 (1.67%) SAP ECC
3 17 (1.67%) SAP HR
3 17 (1.67%) SAP Hybris
3 17 (1.67%) SAP MDM
4 11 (1.08%) Salesforce.com CRM
5 5 (0.49%) Oracle EBS
6 4 (0.39%) Dynamics AX
6 4 (0.39%) Markit EDM
7 3 (0.30%) Dynamics NAV
7 3 (0.30%) Oracle Payables
7 3 (0.30%) Oracle Retail
8 2 (0.20%) Cognos Business Intelligence
8 2 (0.20%) Eagle PACE
8 2 (0.20%) Fredhopper
9 1 (0.098%) Adobe Campaign
9 1 (0.098%) FINCAD Analytics
9 1 (0.098%) SAP CRM
9 1 (0.098%) VisionPLUS
Cloud Services
1 101 (9.94%) Amazon AWS
2 52 (5.12%) SaaS
3 37 (3.64%) Microsoft Azure
4 22 (2.17%) IaaS
4 22 (2.17%) PaaS
5 17 (1.67%) Cloud Computing
6 16 (1.57%) Yammer
7 15 (1.48%) Amazon S3
8 10 (0.98%) Office 365
9 9 (0.89%) Amazon EMR
10 8 (0.79%) Amazon EC2
10 8 (0.79%) Google Cloud Platform
11 4 (0.39%) Amazon Kinesis
12 2 (0.20%) Adobe Analytics
12 2 (0.20%) Amazon CloudWatch
12 2 (0.20%) Amazon SQS
12 2 (0.20%) Boomi
12 2 (0.20%) Google Analytics
13 1 (0.098%) GitHub
13 1 (0.098%) iPaaS
Communications & Networking
1 50 (4.92%) Internet
2 19 (1.87%) SAN
3 17 (1.67%) Firewall
4 13 (1.28%) Intranet
5 12 (1.18%) LAN
5 12 (1.18%) NAS
6 10 (0.98%) Skype
6 10 (0.98%) WAN
7 8 (0.79%) SSL
8 6 (0.59%) DNS
8 6 (0.59%) Ethernet
8 6 (0.59%) VoIP
9 4 (0.39%) BIG-IP
9 4 (0.39%) Cisco Nexus
9 4 (0.39%) MPLS
9 4 (0.39%) Wireless
10 3 (0.30%) Broadband
10 3 (0.30%) Network Security
11 2 (0.20%) FTP
12 1 (0.098%) HTTP
Database & Business Intelligence
1 314 (30.91%) Data Warehouse
2 235 (23.13%) Big Data
3 206 (20.28%) SQL Server
4 153 (15.06%) Hadoop
5 135 (13.29%) Relational Database
6 103 (10.14%) NoSQL
7 98 (9.65%) SQL Server Integration Services
8 85 (8.37%) SQL Server Reporting Services
9 70 (6.89%) Apache Hive
9 70 (6.89%) RDBMS
10 64 (6.30%) SQL Server Analysis Services
11 58 (5.71%) Amazon Redshift
12 55 (5.41%) BusinessObjects
13 37 (3.64%) MySQL
14 34 (3.35%) QlikView
15 24 (2.36%) GIS
15 24 (2.36%) Power BI
16 23 (2.26%) Impala
16 23 (2.26%) OLAP
16 23 (2.26%) Sqoop
Development Applications
1 48 (4.72%) ERwin
2 29 (2.85%) Talend Open Studio
3 17 (1.67%) Git (software)
4 10 (0.98%) Team Foundation Server
4 10 (0.98%) Visual Studio
4 10 (0.98%) Visual Studio Tools for Office
5 7 (0.69%) MagicDraw
5 7 (0.69%) Subversion
6 6 (0.59%) Eclipse
6 6 (0.59%) XMLSpy
7 5 (0.49%) TeamCity
8 4 (0.39%) Octopus Deploy
8 4 (0.39%) PowerBuilder
8 4 (0.39%) Visual Studio Team System
9 1 (0.098%) JIRA
9 1 (0.098%) NUnit
9 1 (0.098%) Oracle Forms
9 1 (0.098%) Rational Rose
9 1 (0.098%) ReSharper
General
1 332 (32.68%) Finance
2 116 (11.42%) Retail
3 100 (9.84%) Marketing
4 81 (7.97%) Banking
5 42 (4.13%) Advertising
6 37 (3.64%) Telecoms
7 25 (2.46%) Back Office
8 24 (2.36%) Spanish Language
9 20 (1.97%) Mandarin Language
10 19 (1.87%) Investment Banking
11 18 (1.77%) Legal
12 13 (1.28%) Financial Institution
13 10 (0.98%) Games
14 6 (0.59%) Billing
14 6 (0.59%) Military
15 5 (0.49%) Automotive
15 5 (0.49%) Manufacturing
16 4 (0.39%) General Ledger
16 4 (0.39%) Law
16 4 (0.39%) Publishing
Job Titles
1 544 (53.54%) Architect
2 343 (33.76%) Data Architect
3 165 (16.24%) Developer
4 151 (14.86%) Solutions Architect
5 77 (7.58%) Enterprise Architect
6 69 (6.79%) Enterprise Data Architect
7 50 (4.92%) Consultant
8 48 (4.72%) Senior Architect
9 44 (4.33%) Data Engineer
10 43 (4.23%) Analyst
11 38 (3.74%) Business Intelligence Developer
12 36 (3.54%) Senior Data Architect
12 36 (3.54%) SQL Developer
13 35 (3.44%) C# Developer
14 34 (3.35%) Big Data Architect
15 33 (3.25%) Senior Developer
16 32 (3.15%) Data Scientist
17 29 (2.85%) Information Architect
18 27 (2.66%) Designer
19 25 (2.46%) DBA
Libraries, Frameworks & Software Standards
1 126 (12.40%) .NET
2 69 (6.79%) XML
3 51 (5.02%) Ajax
4 49 (4.82%) Kafka
4 49 (4.82%) Web Services
5 45 (4.43%) ASP.NET
6 42 (4.13%) HTML
7 38 (3.74%) SOAP
8 37 (3.64%) CSS
9 36 (3.54%) Middleware
10 34 (3.35%) AngularJS
11 33 (3.25%) jQuery
12 27 (2.66%) ASP.NET MVC
13 22 (2.17%) JSON
13 22 (2.17%) LAMP
13 22 (2.17%) REST
14 18 (1.77%) .NET Framework
15 15 (1.48%) HTML5
16 12 (1.18%) J2EE
17 10 (0.98%) Node.js
Miscellaneous
1 185 (18.21%) Analytical Skills
2 118 (11.61%) Computer Science
3 81 (7.97%) Management Information System
4 47 (4.63%) Enterprise Software
5 43 (4.23%) Data Structures
6 26 (2.56%) Algorithms
6 26 (2.56%) Mobile App
7 25 (2.46%) Reference Data
8 22 (2.17%) Data Centre
8 22 (2.17%) iPad
9 18 (1.77%) Fintech
10 15 (1.48%) Credit Risk
10 15 (1.48%) Internet of Things
11 14 (1.38%) Derivative
11 14 (1.38%) Foreign Exchange (FX)
11 14 (1.38%) Taxonomies
12 13 (1.28%) e-Learning
12 13 (1.28%) Hybrid Cloud
12 13 (1.28%) W3C
13 12 (1.18%) Social Media
Operating Systems
1 45 (4.43%) Linux
2 27 (2.66%) Windows
3 25 (2.46%) Unix
4 14 (1.38%) Android
4 14 (1.38%) Apple iOS
5 10 (0.98%) Oracle Linux
5 10 (0.98%) Solaris
6 3 (0.30%) Windows Server 2008
6 3 (0.30%) Windows Server 2012
7 1 (0.098%) Mac OS X
Processes & Methodologies
1 413 (40.65%) Data Modelling
2 327 (32.19%) Business Intelligence
3 290 (28.54%) Analytics
4 221 (21.75%) Data Management
5 216 (21.26%) Agile Software Development
6 177 (17.42%) ETL
7 162 (15.94%) Enterprise Architecture
8 154 (15.16%) CRM
9 153 (15.06%) Migration
10 152 (14.96%) TOGAF
11 145 (14.27%) Data Governance
12 126 (12.40%) Data Integration
13 123 (12.11%) Mentoring
14 108 (10.63%) Master Data Management
15 107 (10.53%) Stakeholder Management
16 99 (9.74%) Data Migration
17 92 (9.06%) E-Commerce
18 91 (8.96%) IT Strategy
19 87 (8.56%) Data Analysis
19 87 (8.56%) SOA
Programming Languages
1 314 (30.91%) SQL
2 115 (11.32%) Java
3 84 (8.27%) Python
4 79 (7.78%) C#
5 74 (7.28%) JavaScript
6 53 (5.22%) T-SQL
7 52 (5.12%) R
8 38 (3.74%) Scala
9 24 (2.36%) PowerShell
10 23 (2.26%) PHP
11 19 (1.87%) C
12 16 (1.57%) PL/SQL
13 12 (1.18%) VBA
14 11 (1.08%) VB.NET
15 8 (0.79%) VB
16 7 (0.69%) C++
17 5 (0.49%) Erlang
17 5 (0.49%) Go
18 4 (0.39%) MATLAB
19 3 (0.30%) Shell Script
Qualifications
1 176 (17.32%) Degree
2 44 (4.33%) PhD
3 32 (3.15%) Postgraduate
4 21 (2.07%) MBA
5 9 (0.89%) PMI Certification
6 8 (0.79%) OCMJEA
6 8 (0.79%) PMP
6 8 (0.79%) Sun Certification
7 6 (0.59%) MCSE
7 6 (0.59%) Microsoft Certification
8 5 (0.49%) AWS Certification
8 5 (0.49%) MCSD
8 5 (0.49%) VCDX
9 4 (0.39%) CISA
9 4 (0.39%) Cisco Certification
9 4 (0.39%) CISM
9 4 (0.39%) CISSP
10 2 (0.20%) APMP
10 2 (0.20%) ISEB
10 2 (0.20%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 167 (16.44%) Data Quality
2 13 (1.28%) QA
3 10 (0.98%) PCI DSS
4 9 (0.89%) GDPR
5 7 (0.69%) ISO/IEC 27001
6 5 (0.49%) ISO20022
6 5 (0.49%) MiFID
7 3 (0.30%) Dodd-Frank
7 3 (0.30%) Solvency II
8 2 (0.20%) Basel III
8 2 (0.20%) P3O
8 2 (0.20%) SEPA
8 2 (0.20%) TARGET2
9 1 (0.098%) Actionable Recommendations
9 1 (0.098%) EMIR
9 1 (0.098%) SLA
System Software
1 38 (3.74%) HDFS
2 21 (2.07%) Apache Flume
3 17 (1.67%) VMware Infrastructure
4 13 (1.28%) Active Directory
4 13 (1.28%) Virtual Machines
5 6 (0.59%) VMware ESX
5 6 (0.59%) VMware ESXi
6 5 (0.49%) vCloud
7 1 (0.098%) Docker
Systems Management
1 13 (1.28%) Control-M
2 7 (0.69%) Oracle Enterprise Manager
3 6 (0.59%) Oozie
3 6 (0.59%) SCOM
4 5 (0.49%) vRealize
5 4 (0.39%) BladeLogic
6 3 (0.30%) Data Guard
6 3 (0.30%) Kibana
6 3 (0.30%) Oracle RMAN
7 1 (0.098%) Failover Clustering
Vendors
1 186 (18.31%) Oracle
2 156 (15.35%) Microsoft
3 56 (5.51%) Tableau
4 52 (5.12%) Teradata
5 41 (4.04%) SAP
6 38 (3.74%) IBM
7 33 (3.25%) Informatica
8 29 (2.85%) Talend
9 23 (2.26%) Cognos
9 23 (2.26%) VMware
10 21 (2.07%) Google
11 20 (1.97%) HP
11 20 (1.97%) hybris
12 18 (1.77%) Cognizant
13 17 (1.67%) Netezza
14 15 (1.48%) Salesforce.com
15 14 (1.38%) Cisco
15 14 (1.38%) EMC
16 12 (1.18%) Alteryx
17 11 (1.08%) CA
City, London
Testing Circle Ltd
Salary: £0.00 per annum
Posted: 12 hours ago
London
onezeero.
Salary: £90000 - £110000 per annum
Posted: 12 hours ago
Berkshire
Tria Recruitment
Salary: £0.00 - £90000 per annum + Benefits
Posted: Yesterday
City, London
ANSON MCCADE
Salary: £80,000 - £90,000 plus exceptional benefits package
Posted: Yesterday
Kingston Upon Thames, Surrey
Kingston University
Salary: £50,627 - 58,298 per year + Excellent Benefits
Posted: 14 hours ago
London
McGregor Boyall
Salary: £50000 - £70000.00 per annum
Posted: Yesterday
London
McGregor Boyall
Salary: £75000 - £85000 per annum + Benefits
Posted: 2 days ago
London
Harvey Nash plc
Salary: £90000 - £100000 per annum
Posted: 6 days ago
Cambridgeshire
Harvey Nash plc
Salary: £55000 - £60000 per annum + package
Posted: 6 days ago
London
The People Network
Salary: £120000 - £140000 per annum, Benefits Bonus (10-20%), Pension, Medical
Posted: 5 days ago
Colchester, Essex
The People Network
Salary: £120000 - £140000 per annum, Benefits Bonus (10-20%), Pension, Medical
Posted: 5 days ago
London
Nicoll Curtin
Salary: £60000 - £75000 per annum + Bonus + Benefits
Posted: 2 days ago
Exeter, Devon
set2recruit
Salary: Unspecified DOE + Benefits
Posted: 2 days ago
London
McGregor Boyall
Salary: £130000 - £150000 per annum + Package & Bonus
Posted: 2 days ago
Manchester, Lancashire
Ampersand Consulting
Salary: £75000 - £80000 per annum + Car Allowance, Benefits
Posted: 2 days ago
London
McGregor Boyall
Salary: £75000 - £85000 per annum + Benefits
Posted: 2 days ago
Warwick, Warwickshire
Sanderson
Salary: £60000 - £65000 per annum + benefits
Posted: 6 days ago
Havant, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £50000 - £60000 per annum + 25
Posted: 5 days ago
Central London / West End
Brightred Resourcing Limited
Salary: From £75,000 to £80,000 per annum plus bonus and benefits
Posted: 5 days ago
Bradford, West Yorkshire
Fruition IT Resources Limited
Salary: £55000 - £60000 per annum + £5k Car + Bonus + 19% Pension
Posted: 5 days ago
Birmingham, West Midlands (County)
Spring Technology
Posted: 2 days ago
London
Venn Group
Salary: £55000 Per Annum
Posted: 6 days ago
Solihull, West Midlands (County)
Spring Technology
Posted: 2 days ago
Birmingham, West Midlands (County)
Highways England Company Ltd
Salary: £33340 Per Annum
Posted: 9 days ago
City, London
Accenture
Salary: Competitive
Posted: 14 days ago
Central London / West End
Reed Business Information Ltd
Salary: Generous + 20% + extensive benefits
Posted: 21 days ago
North West London
Win Technologies
Posted: 14 days ago
Coventry, West Midlands (County)
Aximis (West) Limited
Salary: Up to £30K + Bonus + Excellent Benefits
Posted: Yesterday
Warwick, Warwickshire
Aximis (West) Limited
Salary: Up to £30K + Bonus + Excellent Benefits
Posted: Yesterday
Birmingham, West Midlands (County)
Aximis (West) Limited
Salary: Up to £30K + Bonus + Excellent Benefits
Posted: Yesterday