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 22 June 2017 with a comparison to the same period in the previous 2 years.

Data Architecture
UK / England
3 months to
22 Jun 2017
Same period 2016 Same period 2015
Rank 487 504 466
Rank change year-on-year +17 -38  
Permanent jobs citing Data Architecture 423 448 599
As % of all permanent IT jobs advertised in England 0.51% 0.48% 0.58%
As % of the Processes & Methodologies category 0.56% 0.54% 0.66%
Number of salaries quoted 294 346 434
Median salary £72,500 £62,500 £67,500
Median salary % change year-on-year +16.00% -7.40%  
90% offered a salary of more than £45,000 £47,500 £48,500
10% offered a salary of more than £100,000 £90,000 £87,300
UK excluding London median salary £57,500 £57,500 £55,000
% change year-on-year - +4.54%  

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 74870 82511 91444
As % of all permanent IT job vacancies advertised in England 89.69% 89.04% 87.93%
Number of salaries quoted 60781 69796 75582
Median salary £51,500 £50,000 £50,000
Median salary % change year-on-year +3.00% -  
90% offered a salary of more than £32,500 £32,500 £31,888
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

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 22 June 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 22 June 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 +10 240 £77,500 +6.89% 26
South East +19 41 £72,000 +15.20% 8
North West -21 40 £57,500 -8.00% 1
East of England +5 35 £57,500 +15.00% 5
South West +26 24 £48,500 -23.92% 7
Yorkshire 0 23 £52,500 -4.54% 1
North East +23 8 £45,000 +13.20% 4
West Midlands +17 7 £63,750 +6.25% 1
East Midlands +8 5 £45,000 -14.28% 1
Data Architecture
UK

For the 6 months to 22 June 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.

1 368 (40.53%) Data Modelling
2 287 (31.61%) SQL
3 283 (31.17%) Data Warehouse
3 283 (31.17%) Finance
4 277 (30.51%) Business Intelligence
5 244 (26.87%) Analytics
6 227 (25.00%) Agile Software Development
7 205 (22.58%) Data Management
8 196 (21.59%) Big Data
9 185 (20.37%) SQL Server
10 164 (18.06%) ETL
11 159 (17.51%) Data Quality
12 157 (17.29%) Migration
13 154 (16.96%) Analytical Skills
14 153 (16.85%) Microsoft
15 152 (16.74%) Enterprise Architecture
16 144 (15.86%) Hadoop
17 138 (15.20%) Data Governance
18 137 (15.09%) Stakeholder Management
18 137 (15.09%) Degree
19 136 (14.98%) Oracle
20 133 (14.65%) TOGAF
21 126 (13.88%) Java
22 109 (12.00%) Data Migration
23 106 (11.67%) SQL Server Integration Services
23 106 (11.67%) Data Strategy
24 104 (11.45%) Mentoring
25 100 (11.01%) Amazon AWS
25 100 (11.01%) SQL Server Reporting Services
26 98 (10.79%) Data Analysis

Data Architecture
Co-occurring 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 89 (9.80%) Apache Spark
2 47 (5.18%) CMS
3 46 (5.07%) SAS
4 37 (4.07%) Apache
5 33 (3.63%) Apache Solr
6 30 (3.30%) SharePoint
7 28 (3.08%) Elasticsearch
8 24 (2.64%) Apache Pig
9 19 (2.09%) Mule
9 19 (2.09%) nginx
10 16 (1.76%) Tomcat
11 15 (1.65%) MS Exchange
12 14 (1.54%) JBoss
12 14 (1.54%) Sitecore CMS
13 11 (1.21%) Oracle SOA Suite
13 11 (1.21%) Oracle Workflow
13 11 (1.21%) WebLogic
14 7 (0.77%) Mule ESB
15 6 (0.66%) Adobe Experience Manager
15 6 (0.66%) Skype for Business
Applications
1 55 (6.06%) Microsoft Excel
2 36 (3.96%) Microsoft Office
3 12 (1.32%) Spreadsheet
4 11 (1.21%) MS Visio
5 4 (0.44%) Microsoft PowerPoint
5 4 (0.44%) Microsoft Project
6 1 (0.11%) Adobe Illustrator
6 1 (0.11%) Gephi
6 1 (0.11%) Photoshop
6 1 (0.11%) SPSS
Business Applications
1 21 (2.31%) Dynamics CRM
2 20 (2.20%) SAP Oil and Gas
3 11 (1.21%) Salesforce.com CRM
4 8 (0.88%) SAP ERP
5 7 (0.77%) SAP ECC
5 7 (0.77%) SAP HR
5 7 (0.77%) SAP Hybris
5 7 (0.77%) SAP MDM
6 6 (0.66%) Oracle EBS
6 6 (0.66%) SAP R/3
7 5 (0.55%) Fredhopper
8 4 (0.44%) Dynamics AX
8 4 (0.44%) Markit EDM
9 3 (0.33%) Cognos Business Intelligence
9 3 (0.33%) Dynamics NAV
10 2 (0.22%) Oracle Retail
11 1 (0.11%) SAP MDG
11 1 (0.11%) Temenos Globus
Cloud Services
1 100 (11.01%) Amazon AWS
2 53 (5.84%) Microsoft Azure
2 53 (5.84%) SaaS
3 29 (3.19%) IaaS
4 28 (3.08%) PaaS
5 19 (2.09%) GitHub
6 18 (1.98%) Cloud Computing
7 17 (1.87%) Google Cloud Platform
8 11 (1.21%) Office 365
9 8 (0.88%) Yammer
10 5 (0.55%) Amazon EMR
10 5 (0.55%) Amazon Kinesis
11 4 (0.44%) Cortana Intelligence Suite
12 2 (0.22%) Amazon EC2
12 2 (0.22%) Amazon S3
13 1 (0.11%) Adobe Analytics
13 1 (0.11%) Amazon SQS
13 1 (0.11%) Bluemix
13 1 (0.11%) Force.com
13 1 (0.11%) Heroku
Communications & Networking
1 18 (1.98%) LAN
1 18 (1.98%) WAN
2 16 (1.76%) Firewall
2 16 (1.76%) SAN
3 11 (1.21%) Ethernet
3 11 (1.21%) Internet
3 11 (1.21%) NAS
3 11 (1.21%) Skype
4 8 (0.88%) Intranet
5 7 (0.77%) VoIP
6 5 (0.55%) MPLS
6 5 (0.55%) Network Security
7 4 (0.44%) BIG-IP
7 4 (0.44%) Cisco Nexus
7 4 (0.44%) PPP
7 4 (0.44%) Wireless
8 3 (0.33%) Cisco ASA
8 3 (0.33%) Kerberos
8 3 (0.33%) WLAN
9 1 (0.11%) FTP
Database & Business Intelligence
1 283 (31.17%) Data Warehouse
2 196 (21.59%) Big Data
3 185 (20.37%) SQL Server
4 144 (15.86%) Hadoop
5 106 (11.67%) SQL Server Integration Services
6 100 (11.01%) SQL Server Reporting Services
7 98 (10.79%) NoSQL
7 98 (10.79%) Relational Database
8 81 (8.92%) SQL Server Analysis Services
9 66 (7.27%) Apache Hive
10 49 (5.40%) RDBMS
11 43 (4.74%) BusinessObjects
12 40 (4.41%) MongoDB
13 37 (4.07%) Power BI
14 36 (3.96%) QlikView
15 34 (3.74%) MySQL
16 32 (3.52%) Amazon Redshift
17 31 (3.41%) Impala
18 30 (3.30%) OLAP
19 28 (3.08%) Data Mining
Development Applications
1 28 (3.08%) ERwin
2 27 (2.97%) Git (software)
3 25 (2.75%) Talend Open Studio
4 22 (2.42%) JIRA
5 20 (2.20%) Jenkins
6 19 (2.09%) Hudson
7 10 (1.10%) Visual Studio Tools for Office
8 8 (0.88%) Visual Studio
9 4 (0.44%) PowerBuilder
10 3 (0.33%) SQL Server Management Studio (SSMS)
11 1 (0.11%) Dreamweaver
11 1 (0.11%) Eclipse
11 1 (0.11%) MagicDraw
11 1 (0.11%) NUnit
11 1 (0.11%) Oracle APEX
11 1 (0.11%) Rational Rose
11 1 (0.11%) ReSharper
11 1 (0.11%) Team Foundation Server
11 1 (0.11%) TeamCity
11 1 (0.11%) XMLSpy
General
1 283 (31.17%) Finance
2 94 (10.35%) Retail
3 83 (9.14%) Marketing
4 50 (5.51%) Banking
5 43 (4.74%) Legal
6 38 (4.19%) Telecoms
7 32 (3.52%) Advertising
8 22 (2.42%) Manufacturing
9 20 (2.20%) Electronics
10 17 (1.87%) Investment Banking
11 9 (0.99%) Back Office
12 7 (0.77%) Front Office
12 7 (0.77%) Games
13 6 (0.66%) German Language
14 5 (0.55%) Italian Language
14 5 (0.55%) Spanish Language
15 4 (0.44%) Dutch Language
15 4 (0.44%) French Language
15 4 (0.44%) Military
15 4 (0.44%) Pharmaceutical
Job Titles
1 454 (50.00%) Architect
2 299 (32.93%) Data Architect
3 142 (15.64%) Developer
4 93 (10.24%) Enterprise Architect
5 81 (8.92%) Solutions Architect
6 78 (8.59%) Enterprise Data Architect
7 48 (5.29%) Data Engineer
8 46 (5.07%) Analyst
9 41 (4.52%) Data Scientist
10 40 (4.41%) SQL Developer
11 35 (3.85%) Big Data Architect
12 33 (3.63%) Business Intelligence Developer
13 31 (3.41%) E-Commerce Architect
14 30 (3.30%) Consultant
15 29 (3.19%) C# Developer
15 29 (3.19%) Information Architect
15 29 (3.19%) Senior Developer
16 28 (3.08%) Lead Architect
17 23 (2.53%) Data Analyst
17 23 (2.53%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 82 (9.03%) .NET
2 63 (6.94%) XML
3 50 (5.51%) AngularJS
3 50 (5.51%) Web Services
4 45 (4.96%) HTML
5 40 (4.41%) Kafka
6 39 (4.30%) Ajax
7 35 (3.85%) ASP.NET
8 28 (3.08%) HTML5
9 27 (2.97%) SOAP
10 25 (2.75%) ASP.NET MVC
10 25 (2.75%) Middleware
11 23 (2.53%) CSS
12 22 (2.42%) Spring
13 21 (2.31%) Hibernate
14 20 (2.20%) jQuery
14 20 (2.20%) REST
15 18 (1.98%) Twitter Bootstrap
16 15 (1.65%) JSON
17 14 (1.54%) Lucene
Miscellaneous
1 154 (16.96%) Analytical Skills
2 97 (10.68%) Management Information System
3 75 (8.26%) Computer Science
4 56 (6.17%) Data Structures
5 43 (4.74%) Greenfield Project
6 31 (3.41%) Algorithms
6 31 (3.41%) Enterprise Software
7 25 (2.75%) Data Centre
8 20 (2.20%) Blog
9 14 (1.54%) Reference Data
9 14 (1.54%) User Experience
10 13 (1.43%) Foreign Exchange (FX)
10 13 (1.43%) Hybrid Cloud
10 13 (1.43%) Mobile App
11 11 (1.21%) Derivative
11 11 (1.21%) Enterprise Storage
11 11 (1.21%) Equities
11 11 (1.21%) iPad
12 10 (1.10%) Internet of Things
12 10 (1.10%) Replication
Operating Systems
1 64 (7.05%) Linux
2 25 (2.75%) Unix
2 25 (2.75%) Windows
3 15 (1.65%) Oracle Linux
3 15 (1.65%) Solaris
4 7 (0.77%) Android
4 7 (0.77%) Apple iOS
5 3 (0.33%) Mac OS X
5 3 (0.33%) Windows Server
Processes & Methodologies
1 368 (40.53%) Data Modelling
2 277 (30.51%) Business Intelligence
3 244 (26.87%) Analytics
4 227 (25.00%) Agile Software Development
5 205 (22.58%) Data Management
6 164 (18.06%) ETL
7 157 (17.29%) Migration
8 152 (16.74%) Enterprise Architecture
9 138 (15.20%) Data Governance
10 137 (15.09%) Stakeholder Management
11 133 (14.65%) TOGAF
12 109 (12.00%) Data Migration
13 106 (11.67%) Data Strategy
14 104 (11.45%) Mentoring
15 98 (10.79%) Data Analysis
15 98 (10.79%) IT Strategy
16 97 (10.68%) Data Integration
17 96 (10.57%) CRM
18 92 (10.13%) E-Commerce
19 86 (9.47%) SOA
Programming Languages
1 287 (31.61%) SQL
2 126 (13.88%) Java
3 88 (9.69%) Python
4 76 (8.37%) T-SQL
5 63 (6.94%) JavaScript
6 59 (6.50%) C#
6 59 (6.50%) R
7 41 (4.52%) Scala
8 19 (2.09%) C
8 19 (2.09%) Groovy
9 17 (1.87%) VBA
10 16 (1.76%) PHP
11 15 (1.65%) PL/SQL
12 14 (1.54%) PowerShell
13 12 (1.32%) C++
13 12 (1.32%) MATLAB
14 8 (0.88%) VB
15 3 (0.33%) Data Analysis Expressions (DAX)
15 3 (0.33%) Perl
15 3 (0.33%) VB.NET
Qualifications
1 137 (15.09%) Degree
2 36 (3.96%) PhD
3 22 (2.42%) Security Cleared
4 17 (1.87%) SC Cleared
5 16 (1.76%) Postgraduate
6 13 (1.43%) Computer Science Degree
6 13 (1.43%) DV Cleared
7 10 (1.10%) Microsoft Certification
8 9 (0.99%) CISM
8 9 (0.99%) CISSP
9 8 (0.88%) CCSA
9 8 (0.88%) Cisco Certification
10 7 (0.77%) APMP
10 7 (0.77%) MCSE
11 6 (0.66%) Master's Degree
11 6 (0.66%) Numerate Degree
11 6 (0.66%) OCMJEA
11 6 (0.66%) Sun Certification
12 5 (0.55%) MCSD
12 5 (0.55%) PMI Certification
Quality Assurance & Compliance
1 159 (17.51%) Data Quality
2 32 (3.52%) QA
3 29 (3.19%) GDPR
4 17 (1.87%) PCI DSS
5 13 (1.43%) ISO/IEC 27001
6 11 (1.21%) MiFID
7 8 (0.88%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
8 7 (0.77%) Dodd-Frank
8 7 (0.77%) GCP
9 6 (0.66%) EMIR
10 4 (0.44%) Solvency II
11 3 (0.33%) ISO 9001
11 3 (0.33%) P3O
11 3 (0.33%) SLA
12 2 (0.22%) ISO/IEC 20000
13 1 (0.11%) Basel III
13 1 (0.11%) COBIT
13 1 (0.11%) FATCA
System Software
1 26 (2.86%) HDFS
2 20 (2.20%) VMware Infrastructure
3 19 (2.09%) Active Directory
4 17 (1.87%) Apache Flume
5 15 (1.65%) Virtual Machines
6 5 (0.55%) vCloud
7 2 (0.22%) Docker
Systems Management
1 18 (1.98%) Control-M
2 5 (0.55%) vRealize
3 4 (0.44%) BladeLogic
3 4 (0.44%) Kibana
3 4 (0.44%) Oozie
3 4 (0.44%) Oracle Enterprise Manager
4 3 (0.33%) Cisco CUCM
4 3 (0.33%) Failover Clustering
4 3 (0.33%) FortiGate
5 2 (0.22%) Perfmon
6 1 (0.11%) Cisco Prime
6 1 (0.11%) Puppet
6 1 (0.11%) RSA Archer
Vendors
1 153 (16.85%) Microsoft
2 136 (14.98%) Oracle
3 58 (6.39%) SAP
4 36 (3.96%) Tableau
5 30 (3.30%) Teradata
6 25 (2.75%) Talend
7 24 (2.64%) Cognizant
7 24 (2.64%) MuleSoft
8 22 (2.42%) Cisco
8 22 (2.42%) Salesforce.com
9 21 (2.31%) Cloudera
9 21 (2.31%) Cognos
9 21 (2.31%) VMware
10 19 (2.09%) Informatica
11 16 (1.76%) Google
12 15 (1.65%) Alteryx
13 14 (1.54%) Sitecore
14 13 (1.43%) IBM
15 12 (1.32%) hybris
15 12 (1.32%) RapidMiner
Sheffield
Computer Futures
Salary: competitive
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £70k - £90k base + 5k sign on
Posted: 19 hours ago
Bracknell, Berkshire
Asset Resourcing Ltd
Salary: £80000 - £90000 per annum + full benefits package
Posted: Yesterday
Rochdale, Lancashire
Zen Internet Ltd
Salary: Up to £57,000 per annum depending on experience + benefits
Posted: Yesterday
Derby, Derbyshire
Harvey Nash plc
Salary: £40000 - £60000 per annum + negotiable
Posted: Yesterday
Ipswich, Suffolk
Sanderson
Salary: £45000 - £55000 per annum + benefits
Posted: 2 days ago
City, London
Harrington Starr
Salary: £70000 - £80000 per annum + plus package
Posted: 3 days ago
Oxfordshire
Woodrow Mercer Recruitment
Salary: £30000 - £40000 per annum
Posted: Yesterday
London
Cognizant
Salary: Unspecified Market Standards
Posted: 22 hours ago
East London
Cognizant
Salary: Competitive
Posted: 2 days ago
East London
Lorien Resourcing
Salary: £100000 - £115000 per annum + Car Allow + Bonus + Benefits
Posted: 2 days ago
Redhill, Surrey
Complete Tech Limited
Salary: From £45,000 to £60,000 per annum £60,000.00 plus up to 20% discretion
Posted: 5 days ago
Exeter, Devon
set2recruit
Salary: From £65,000 to £75,000 per annum DOE + Benefits
Posted: 2 days ago
Southampton, Hampshire
Kingfisher IT Services
Salary: Negotiable dependent on exp. + Benefits and Bonus potential
Posted: 7 days ago
City, London
Big Wednesday Digital Ltd
Salary: £50000 - £65000 per annum + Negotiable
Posted: 3 days ago
London
Salt
Salary: £80000.00 - £100000.00 per annum + stock options
Posted: 3 days ago
Croydon, Surrey
People Source Consulting
Salary: £500 - £600 per day
Posted: 20 hours ago
Taunton, Somerset
UKHO
Posted: 7 days ago
Bedfordshire
Apollo Solutions
Salary: £75000 - £85000 per annum + Bonus and Benefits
Posted: 3 days ago
Birmingham, West Midlands (County)
Robert Walters
Salary: £50000 - £55000 per annum
Posted: Yesterday
London
Understanding Recruitment
Salary: £0.00 per annum
Posted: Yesterday
London
onezeero.
Salary: £100000 - £110000 per annum
Posted: 6 days ago
City, London
Big Wednesday Digital Ltd
Salary: £45000 - £75000 per annum + Negotiable
Posted: 3 days ago
Exeter, Devon
set2recruit
Salary: Unspecified DOE + Benefits
Posted: 6 days ago
Ipswich, Suffolk
CodeSource Recruitment Limited
Salary: From £50,000 to £650,000 per annum £50,000 - £65,000 + Bonus & Excelle
Posted: 5 days ago
Durham, County Durham
People Source Consulting
Salary: £60000 - £75000 per annum + Salary Negotiable + Benefits
Posted: 3 days ago
South East London
Source Coders
Salary: From £50,000 to £70,000 per annum healthcare, pension and some remote
Posted: 6 days ago
Bath
People Source Consulting
Salary: £37000 - £43000 per annum
Posted: 10 days ago
Bedfordshire
Ampersand Consulting
Salary: £70000 per annum + Bonus and Fantastic Benefits
Posted: 22 days ago
Slough
Interquest - Korus Group - Brighton
Salary: £70000 - £80000 per annum
Posted: 17 days ago