The following table provides summary statistics for permanent job vacancies advertised in England 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 26 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
26 Mar 2017
Same period 2016 Same period 2015
Data Architecture
UK / England
Rank 427 444 489
Rank change year-on-year +17 +45  
Permanent jobs citing Data Architecture 490 644 513
As % of all permanent IT jobs advertised in England 0.62% 0.66% 0.51%
As % of the Processes & Methodologies category 0.70% 0.75% 0.59%
Number of salaries quoted 375 521 378
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 £45,000
10% offered a salary of more than £93,500 £91,200 £85,000
UK excluding London median salary £55,000 £57,500 £60,000
% change year-on-year -4.34% -4.16%  

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 advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 70225 85880 86661
As % of all permanent IT job vacancies advertised in England 89.07% 88.61% 87.00%
Number of salaries quoted 58154 71824 70838
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Architecture
Job Vacancy Trend in England

The job posting trend of jobs advertised in England 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 England

Data Architecture
Salary Trend in England

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

Salary trend for Data Architecture in England

Data Architecture
Salary Histogram in England

The salary distribution of IT jobs citing Data Architecture in England over the 3 months to 26 March 2017.

Salary histogram for Data Architecture in England

Data Architecture
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Architecture within the England region over the 3 months to 26 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
London -7 268 £76,000 +1.33% 23
South East +39 64 £60,000 -4.00% 8
North West +13 47 £53,573 -0.79% 2
West Midlands +43 37 £56,250 +2.27% 9
South West +20 20 £45,000 -35.71% 4
East of England +18 20 £75,000 +30.43% 1
East Midlands -2 17 £45,000 -18.18% 2
Yorkshire -27 17 £55,000 - 4
Data Architecture
UK

Data Architecture
Top 30 Related IT Skills in England

For the 6 months to 26 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 across the England region with a requirement for Data Architecture.

1 379 (38.67%) Data Modelling
2 312 (31.84%) Finance
3 307 (31.33%) Business Intelligence
4 301 (30.71%) SQL
5 289 (29.49%) Data Warehouse
6 268 (27.35%) Analytics
7 214 (21.84%) Agile Software Development
8 212 (21.63%) Big Data
9 201 (20.51%) Data Management
10 193 (19.69%) SQL Server
11 178 (18.16%) Oracle
12 177 (18.06%) Analytical Skills
13 167 (17.04%) Degree
14 161 (16.43%) ETL
15 157 (16.02%) Enterprise Architecture
16 153 (15.61%) TOGAF
16 153 (15.61%) CRM
16 153 (15.61%) Data Quality
17 152 (15.51%) Microsoft
18 143 (14.59%) Migration
19 140 (14.29%) Hadoop
20 138 (14.08%) Data Governance
21 122 (12.45%) Mentoring
21 122 (12.45%) .NET
22 121 (12.35%) Relational Database
23 113 (11.53%) Computer Science
24 112 (11.43%) Java
25 110 (11.22%) MS Excel
26 109 (11.12%) Stakeholder Management
27 108 (11.02%) Retail

Data Architecture
Top Related IT Skills in England 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 80 (8.16%) Apache Spark
2 43 (4.39%) SAS
3 35 (3.57%) CMS
4 31 (3.16%) Elasticsearch
5 28 (2.86%) Apache Pig
6 27 (2.76%) Apache
7 26 (2.65%) SharePoint
8 15 (1.53%) Oracle Workflow
9 11 (1.12%) MS Exchange
10 10 (1.02%) Oracle SOA Suite
10 10 (1.02%) Sitecore CMS
11 8 (0.82%) SharePoint 2010
11 8 (0.82%) Skype for Business
12 7 (0.71%) JBoss
12 7 (0.71%) Tomcat
12 7 (0.71%) WebLogic
13 6 (0.61%) Documentum
14 5 (0.51%) Apache Solr
14 5 (0.51%) OpenStack
15 4 (0.41%) EPiServer
Applications
1 110 (11.22%) MS Excel
2 46 (4.69%) MS Office
3 10 (1.02%) Spreadsheet
4 7 (0.71%) MS Visio
5 3 (0.31%) MS PowerPoint
5 3 (0.31%) MS Project
6 1 (0.10%) Gephi
6 1 (0.10%) Photoshop
Business Applications
1 33 (3.37%) Dynamics CRM
2 17 (1.73%) SAP ERP
3 16 (1.63%) SAP ECC
3 16 (1.63%) SAP HR
3 16 (1.63%) SAP Hybris
3 16 (1.63%) SAP MDM
4 11 (1.12%) Salesforce.com CRM
5 5 (0.51%) Oracle EBS
6 4 (0.41%) Dynamics AX
6 4 (0.41%) Markit EDM
7 3 (0.31%) Dynamics NAV
7 3 (0.31%) Oracle Payables
7 3 (0.31%) Oracle Retail
8 2 (0.20%) Cognos Business Intelligence
8 2 (0.20%) Fredhopper
9 1 (0.10%) Eagle PACE
9 1 (0.10%) FINCAD Analytics
9 1 (0.10%) SAP CRM
9 1 (0.10%) SAP R/3
9 1 (0.10%) VisionPLUS
Cloud Services
1 93 (9.49%) Amazon AWS
2 53 (5.41%) SaaS
3 36 (3.67%) Microsoft Azure
4 23 (2.35%) IaaS
4 23 (2.35%) PaaS
5 17 (1.73%) Cloud Computing
6 16 (1.63%) Yammer
7 14 (1.43%) Amazon S3
8 10 (1.02%) Office 365
9 8 (0.82%) Amazon EC2
9 8 (0.82%) Amazon EMR
10 4 (0.41%) Amazon Kinesis
11 2 (0.20%) Amazon CloudWatch
11 2 (0.20%) Amazon SQS
11 2 (0.20%) Boomi
11 2 (0.20%) Google Cloud Platform
12 1 (0.10%) Adobe Analytics
12 1 (0.10%) AWS Lambda
12 1 (0.10%) Google Analytics
12 1 (0.10%) iPaaS
Communications & Networking
1 49 (5.00%) Internet
2 20 (2.04%) SAN
3 19 (1.94%) Firewall
4 13 (1.33%) LAN
4 13 (1.33%) NAS
5 11 (1.12%) Intranet
5 11 (1.12%) WAN
6 10 (1.02%) Skype
7 8 (0.82%) SSL
8 7 (0.71%) DNS
8 7 (0.71%) Ethernet
9 6 (0.61%) VoIP
10 5 (0.51%) MPLS
11 4 (0.41%) BIG-IP
11 4 (0.41%) Cisco Nexus
11 4 (0.41%) Network Security
11 4 (0.41%) Wireless
12 3 (0.31%) Broadband
13 2 (0.20%) FTP
14 1 (0.10%) HTTP
Database & Business Intelligence
1 289 (29.49%) Data Warehouse
2 212 (21.63%) Big Data
3 193 (19.69%) SQL Server
4 140 (14.29%) Hadoop
5 121 (12.35%) Relational Database
6 97 (9.90%) SQL Server Integration Services
7 92 (9.39%) NoSQL
8 83 (8.47%) SQL Server Reporting Services
9 64 (6.53%) Apache Hive
10 62 (6.33%) SQL Server Analysis Services
11 55 (5.61%) BusinessObjects
11 55 (5.61%) RDBMS
12 50 (5.10%) Amazon Redshift
13 37 (3.78%) MySQL
14 31 (3.16%) QlikView
15 24 (2.45%) Power BI
16 23 (2.35%) GIS
16 23 (2.35%) Impala
17 22 (2.24%) MongoDB
17 22 (2.24%) Sqoop
Development Applications
1 35 (3.57%) ERwin
2 22 (2.24%) Talend Open Studio
3 15 (1.53%) Git (software)
4 10 (1.02%) Team Foundation Server
4 10 (1.02%) Visual Studio
4 10 (1.02%) Visual Studio Tools for Office
5 7 (0.71%) Subversion
6 6 (0.61%) Eclipse
6 6 (0.61%) XMLSpy
7 5 (0.51%) TeamCity
8 4 (0.41%) Octopus Deploy
8 4 (0.41%) PowerBuilder
8 4 (0.41%) Visual Studio Team System
9 1 (0.10%) JIRA
9 1 (0.10%) MagicDraw
9 1 (0.10%) NUnit
9 1 (0.10%) Oracle Forms
9 1 (0.10%) Rational Rose
9 1 (0.10%) ReSharper
General
1 312 (31.84%) Finance
2 108 (11.02%) Retail
3 99 (10.10%) Marketing
4 74 (7.55%) Banking
5 42 (4.29%) Advertising
6 38 (3.88%) Telecoms
7 24 (2.45%) Spanish Language
8 20 (2.04%) Back Office
8 20 (2.04%) Mandarin Language
9 19 (1.94%) Investment Banking
10 18 (1.84%) Legal
11 13 (1.33%) Financial Institution
12 9 (0.92%) Games
13 6 (0.61%) Billing
13 6 (0.61%) Military
14 5 (0.51%) Automotive
14 5 (0.51%) Publishing
15 4 (0.41%) Dutch Language
15 4 (0.41%) Law
15 4 (0.41%) Manufacturing
Job Titles
1 519 (52.96%) Architect
2 321 (32.76%) Data Architect
3 159 (16.22%) Developer
4 151 (15.41%) Solutions Architect
5 77 (7.86%) Enterprise Architect
6 69 (7.04%) Enterprise Data Architect
7 45 (4.59%) Data Engineer
8 44 (4.49%) Consultant
9 42 (4.29%) Analyst
10 38 (3.88%) Business Intelligence Developer
11 36 (3.67%) SQL Developer
12 35 (3.57%) C# Developer
13 34 (3.47%) Data Scientist
14 33 (3.37%) Big Data Architect
15 32 (3.27%) Senior Developer
16 29 (2.96%) Senior Architect
17 26 (2.65%) Data Manager
18 25 (2.55%) Lead Architect
19 24 (2.45%) Designer
19 24 (2.45%) Information Architect
Libraries, Frameworks & Software Standards
1 122 (12.45%) .NET
2 60 (6.12%) XML
3 49 (5.00%) Ajax
4 46 (4.69%) Web Services
5 45 (4.59%) Kafka
6 44 (4.49%) ASP.NET
7 39 (3.98%) HTML
8 36 (3.67%) Middleware
9 35 (3.57%) CSS
9 35 (3.57%) SOAP
10 34 (3.47%) AngularJS
11 31 (3.16%) jQuery
12 27 (2.76%) ASP.NET MVC
13 22 (2.24%) JSON
13 22 (2.24%) LAMP
14 21 (2.14%) REST
15 16 (1.63%) .NET Framework
16 13 (1.33%) HTML5
17 11 (1.12%) J2EE
18 10 (1.02%) Node.js
Miscellaneous
1 177 (18.06%) Analytical Skills
2 113 (11.53%) Computer Science
3 79 (8.06%) Management Information System
4 46 (4.69%) Enterprise Software
5 36 (3.67%) Data Structures
6 26 (2.65%) Algorithms
7 24 (2.45%) Mobile App
8 23 (2.35%) Data Centre
9 21 (2.14%) iPad
10 20 (2.04%) Reference Data
11 18 (1.84%) Fintech
12 15 (1.53%) Internet of Things
13 14 (1.43%) Credit Risk
14 13 (1.33%) Foreign Exchange (FX)
14 13 (1.33%) Hybrid Cloud
15 12 (1.22%) Derivative
15 12 (1.22%) Social Media
16 11 (1.12%) e-Learning
16 11 (1.12%) W3C
17 10 (1.02%) Equities
Operating Systems
1 46 (4.69%) Linux
2 28 (2.86%) Windows
3 24 (2.45%) Unix
4 12 (1.22%) Android
4 12 (1.22%) Apple iOS
5 11 (1.12%) Oracle Linux
5 11 (1.12%) Solaris
6 3 (0.31%) Windows Server 2008
6 3 (0.31%) Windows Server 2012
7 1 (0.10%) Mac OS X
Processes & Methodologies
1 379 (38.67%) Data Modelling
2 307 (31.33%) Business Intelligence
3 268 (27.35%) Analytics
4 214 (21.84%) Agile Software Development
5 201 (20.51%) Data Management
6 161 (16.43%) ETL
7 157 (16.02%) Enterprise Architecture
8 153 (15.61%) CRM
8 153 (15.61%) TOGAF
9 143 (14.59%) Migration
10 138 (14.08%) Data Governance
11 122 (12.45%) Mentoring
12 109 (11.12%) Stakeholder Management
13 104 (10.61%) Data Integration
14 103 (10.51%) Master Data Management
15 95 (9.69%) Data Migration
16 92 (9.39%) IT Strategy
17 90 (9.18%) E-Commerce
18 86 (8.78%) Data Analysis
19 78 (7.96%) SOA
Programming Languages
1 301 (30.71%) SQL
2 112 (11.43%) Java
3 85 (8.67%) Python
4 75 (7.65%) C#
5 71 (7.24%) JavaScript
6 54 (5.51%) R
7 53 (5.41%) T-SQL
8 37 (3.78%) Scala
9 24 (2.45%) PowerShell
10 21 (2.14%) PHP
11 17 (1.73%) C
12 16 (1.63%) PL/SQL
13 11 (1.12%) VBA
14 10 (1.02%) VB.NET
15 8 (0.82%) VB
16 7 (0.71%) C++
17 5 (0.51%) Erlang
17 5 (0.51%) Go
18 4 (0.41%) MATLAB
19 3 (0.31%) Shell Script
Qualifications
1 167 (17.04%) Degree
2 44 (4.49%) PhD
3 31 (3.16%) Postgraduate
4 21 (2.14%) MBA
5 9 (0.92%) PMI Certification
6 8 (0.82%) OCMJEA
6 8 (0.82%) PMP
6 8 (0.82%) Sun Certification
7 6 (0.61%) MCSE
7 6 (0.61%) Microsoft Certification
8 5 (0.51%) AWS Certification
8 5 (0.51%) Cisco Certification
8 5 (0.51%) MCSD
8 5 (0.51%) VCDX
9 4 (0.41%) CISA
9 4 (0.41%) CISM
9 4 (0.41%) CISSP
10 2 (0.20%) APMP
10 2 (0.20%) ISEB
10 2 (0.20%) VMware Certified Professional (VCP)
Quality Assurance & Compliance
1 153 (15.61%) Data Quality
2 12 (1.22%) QA
3 10 (1.02%) GDPR
3 10 (1.02%) PCI DSS
4 7 (0.71%) ISO/IEC 27001
5 6 (0.61%) MiFID
6 3 (0.31%) Solvency II
7 2 (0.20%) Dodd-Frank
7 2 (0.20%) P3O
7 2 (0.20%) SEPA
7 2 (0.20%) SLA
7 2 (0.20%) TARGET2
8 1 (0.10%) Basel III
8 1 (0.10%) EMIR
System Software
1 37 (3.78%) HDFS
2 20 (2.04%) Apache Flume
3 18 (1.84%) VMware Infrastructure
4 14 (1.43%) Active Directory
4 14 (1.43%) Virtual Machines
5 6 (0.61%) VMware ESX
5 6 (0.61%) VMware ESXi
6 5 (0.51%) vCloud
7 1 (0.10%) Docker
Systems Management
1 14 (1.43%) Control-M
2 7 (0.71%) Oracle Enterprise Manager
3 6 (0.61%) SCOM
4 5 (0.51%) Oozie
4 5 (0.51%) vRealize
5 4 (0.41%) BladeLogic
6 3 (0.31%) Data Guard
6 3 (0.31%) Kibana
6 3 (0.31%) Oracle RMAN
7 1 (0.10%) Cisco Prime
7 1 (0.10%) Failover Clustering
7 1 (0.10%) RSA Archer
Vendors
1 178 (18.16%) Oracle
2 152 (15.51%) Microsoft
3 47 (4.80%) Tableau
3 47 (4.80%) Teradata
4 38 (3.88%) SAP
5 28 (2.86%) IBM
6 24 (2.45%) Informatica
6 24 (2.45%) VMware
7 23 (2.35%) Cognos
8 22 (2.24%) Talend
9 20 (2.04%) HP
10 19 (1.94%) hybris
11 16 (1.63%) Cisco
11 16 (1.63%) Cognizant
12 15 (1.53%) Netezza
12 15 (1.53%) Salesforce.com
13 14 (1.43%) EMC
13 14 (1.43%) Google
14 12 (1.22%) Alteryx
15 11 (1.12%) CA
Derby, Derbyshire
Rullion
Posted: 3 days ago
Leeds, West Yorkshire
Fruition IT Resources Limited
Salary: £70000 - £75000 per annum + benefits
Posted: 2 days ago
Berkshire
Tria Recruitment
Salary: £0.00 - £90000 per annum + Benefits
Posted: 5 days ago
London
Durlston Partners
Salary: Up to £100,000 per annum + Bonus + Benefits
Posted: 18 hours ago
City, London
ANSON MCCADE
Salary: £80,000 - £90,000 plus exceptional benefits package
Posted: 5 days ago
City, London
Testing Circle Ltd
Salary: £0.00 per annum
Posted: 4 days ago
Stockport, Cheshire
Adria Solutions Ltd
Salary: £50000 - £65000 per annum + Benefits
Posted: 3 days ago
London
onezeero.
Salary: £90000 - £110000 per annum
Posted: 4 days ago
City, London
Venturi
Salary: £65000 - £71500 per annum + benefits
Posted: 3 days ago
Leeds, West Yorkshire
Calibre Search Ltd
Salary: £50000 - £60000.00 per annum
Posted: 3 days ago
London
McGregor Boyall
Salary: £50000 - £70000.00 per annum
Posted: 5 days ago
Kingston Upon Thames, Surrey
Kingston University
Salary: £50,627 - 58,298 per year + Excellent Benefits
Posted: 4 days ago
London
McGregor Boyall
Salary: £75000 - £85000 per annum + Benefits
Posted: 6 days ago
London
Nicoll Curtin
Salary: £60000 - £75000 per annum + Bonus + Benefits
Posted: 6 days ago
Exeter, Devon
set2recruit
Salary: Unspecified DOE + Benefits
Posted: 6 days ago
London
McGregor Boyall
Salary: £130000 - £150000 per annum + Package & Bonus
Posted: 6 days ago
Manchester, Lancashire
Ampersand Consulting
Salary: £75000 - £80000 per annum + Car Allowance, Benefits
Posted: 6 days ago
London
McGregor Boyall
Salary: £75000 - £85000 per annum + Benefits
Posted: 6 days ago
Birmingham, West Midlands (County)
Highways England Company Ltd
Salary: £33340 Per Annum
Posted: 13 days ago
Birmingham, West Midlands (County)
Spring Technology
Posted: 6 days ago
Solihull, West Midlands (County)
Spring Technology
Posted: 6 days ago
Coventry, West Midlands (County)
Aximis (West) Limited
Salary: Up to £30K + Bonus + Excellent Benefits
Posted: 6 hours ago
Birmingham, West Midlands (County)
Aximis (West) Limited
Salary: Up to £30K + Bonus + Excellent Benefits
Posted: 6 hours ago
Warwick, Warwickshire
Aximis (West) Limited
Salary: Up to £30K + Bonus + Excellent Benefits
Posted: 6 hours ago
City, London
Accenture
Salary: Competitive
Posted: 18 days ago
Central London / West End
Reed Business Information Ltd
Salary: Generous + 20% + extensive benefits
Posted: 25 days ago
North West London
Win Technologies
Posted: 18 days ago
London
Cognizant
Salary: From £55,000 to £75,000 per annum Competitive + Benefits
Posted: 26 days ago
Coventry, West Midlands (County)
Aximis (West) Limited
Salary: Up to £30K + Bonus + Excellent Benefits
Posted: 6 days ago
Warwick, Warwickshire
Aximis (West) Limited
Salary: Up to £30K + Bonus + Excellent Benefits
Posted: 6 days ago