Period
to 19 October 2017

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 6 months to 19 October 2017 with a comparison to the same period in the previous 2 years.

Data Architecture
UK > England
6 months to
19 Oct 2017
Same period 2016 Same period 2015
Rank 506 492 496
Rank change year-on-year -14 +4 +38
Permanent jobs citing Data Architecture 900 978 1173
As % of all permanent IT jobs advertised in England 0.55% 0.54% 0.57%
As % of the Processes & Methodologies category 0.61% 0.61% 0.64%
Number of salaries quoted 680 761 883
England median annual salary £67,500 £70,000 £67,500
Median salary % change year-on-year -3.57% +3.70% -
10th Percentile £42,500 £46,250 £42,500
90th Percentile £103,750 £102,500 £90,500
UK median annual salary £67,500 £70,000 £67,500
% change year-on-year -3.57% +3.70% +1.50%

Data Architecture is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 147346 161034 182583
As % of all permanent IT jobs advertised in England 89.96% 89.22% 88.51%
Number of salaries quoted 116796 135349 151663
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,000
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

Data Architecture
Job Vacancy Trend in England

Job postings citing Data Architecture as a percentage of all IT jobs advertised in England.

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 6 months to 19 October 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 6 months to 19 October 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -12 555 £75,000 - 25
North of England +23 110 £62,500 +8.70% 10
South East -17 85 £55,000 -8.33% 4
South West +65 68 £48,500 -15.65% 3
North West -12 57 £60,000 +6.67% 6
East of England -3 45 £60,000 -1.64%
Midlands +44 38 £57,500 +9.52% 5
Yorkshire +35 30 £52,500 -8.70% 3
West Midlands +27 25 £67,500 +28.31% 3
North East +34 23 £67,500 +69.81% 1
East Midlands +26 13 £45,000 -5.26% 2
Data Architecture
UK

For the 6 months to 19 October 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.

1 393 (43.67%) Data Modelling
2 360 (40.00%) Business Intelligence
3 310 (34.44%) Finance
4 290 (32.22%) Analytics
5 284 (31.56%) SQL
6 283 (31.44%) Data Warehouse
7 278 (30.89%) Data Management
8 222 (24.67%) Agile Software Development
9 215 (23.89%) Big Data
10 214 (23.78%) ETL
11 213 (23.67%) Data Quality
12 203 (22.56%) SQL Server
13 184 (20.44%) Data Governance
14 150 (16.67%) Microsoft
15 142 (15.78%) Degree
16 135 (15.00%) Enterprise Architecture
16 135 (15.00%) Hadoop
17 134 (14.89%) Analytical Skills
18 130 (14.44%) Java
19 121 (13.44%) Oracle
20 117 (13.00%) SQL Server Reporting Services
21 115 (12.78%) Data Strategy
22 114 (12.67%) Migration
23 113 (12.56%) SQL Server Integration Services
24 110 (12.22%) Amazon AWS
25 109 (12.11%) Python
26 106 (11.78%) Master Data Management
27 104 (11.56%) NoSQL
28 103 (11.44%) Visualisation
28 103 (11.44%) Stakeholder Management

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 96 (10.67%) Apache Spark
2 33 (3.67%) Apache Solr
3 26 (2.89%) SharePoint
4 21 (2.33%) Apache
4 21 (2.33%) Apache Pig
4 21 (2.33%) CMS
5 18 (2.00%) SAS
6 16 (1.78%) Tomcat
7 13 (1.44%) JBoss
8 10 (1.11%) Mule
8 10 (1.11%) nginx
9 9 (1.00%) BizTalk Server
9 9 (1.00%) Elasticsearch
10 8 (0.89%) IIS
10 8 (0.89%) Oracle SOA Suite
11 7 (0.78%) WebSphere
12 6 (0.67%) Confluence
12 6 (0.67%) WebLogic
13 5 (0.56%) MS Exchange
13 5 (0.56%) WebSphere Application Server
Applications
1 43 (4.78%) Microsoft Excel
2 10 (1.11%) Microsoft Office
3 6 (0.67%) MS Visio
4 4 (0.44%) Microsoft PowerPoint
5 2 (0.22%) Spreadsheet
6 1 (0.11%) Adobe Illustrator
6 1 (0.11%) Photoshop
6 1 (0.11%) SPSS
Business Applications
1 14 (1.56%) Markit EDM
2 6 (0.67%) SAP ERP
3 5 (0.56%) Dynamics CRM
4 4 (0.44%) Salesforce.com CRM
5 3 (0.33%) Oracle EBS
5 3 (0.33%) Sage 200
6 2 (0.22%) Dynamics AX
6 2 (0.22%) NetSuite
6 2 (0.22%) SAP BPC
6 2 (0.22%) SAP R/3
7 1 (0.11%) Adobe Campaign
7 1 (0.11%) FastStats PeopleStage
7 1 (0.11%) Oracle Applications
7 1 (0.11%) Oracle BPM
7 1 (0.11%) Oracle FAH
7 1 (0.11%) Pega PRPC
7 1 (0.11%) SAP MDG
7 1 (0.11%) Temenos Globus
7 1 (0.11%) Unica
Cloud Services
1 110 (12.22%) Amazon AWS
2 67 (7.44%) Microsoft Azure
3 38 (4.22%) SaaS
4 36 (4.00%) Google Cloud Platform
5 17 (1.89%) PaaS
6 16 (1.78%) IaaS
7 12 (1.33%) GitHub
8 11 (1.22%) Salesforce Service Cloud
9 8 (0.89%) Cortana Intelligence Suite
10 7 (0.78%) Amazon EMR
11 6 (0.67%) Cloud Computing
12 4 (0.44%) IBM Cloud
12 4 (0.44%) Oracle Service Cloud
13 3 (0.33%) BlueKai
13 3 (0.33%) Bluemix
13 3 (0.33%) Dynamics 365
13 3 (0.33%) Salesforce Sales Cloud
14 2 (0.22%) Office 365
15 1 (0.11%) AWS Lambda
15 1 (0.11%) IBM Blueworks
Communications & Networking
1 11 (1.22%) LAN
1 11 (1.22%) SAN
1 11 (1.22%) WAN
2 10 (1.11%) NAS
3 9 (1.00%) Kerberos
4 7 (0.78%) SSL
5 6 (0.67%) Cisco ASA
5 6 (0.67%) SMS
5 6 (0.67%) VoIP
5 6 (0.67%) WLAN
6 5 (0.56%) Ethernet
6 5 (0.56%) Firewall
6 5 (0.56%) Skype
7 3 (0.33%) HTTP
7 3 (0.33%) PPP
8 2 (0.22%) AMQP
8 2 (0.22%) Internet
8 2 (0.22%) Network Security
9 1 (0.11%) Extranet
9 1 (0.11%) Intranet
Database & Business Intelligence
1 283 (31.44%) Data Warehouse
2 215 (23.89%) Big Data
3 203 (22.56%) SQL Server
4 135 (15.00%) Hadoop
5 117 (13.00%) SQL Server Reporting Services
6 113 (12.56%) SQL Server Integration Services
7 104 (11.56%) NoSQL
8 93 (10.33%) Relational Database
9 69 (7.67%) SQL Server Analysis Services
10 55 (6.11%) Power BI
10 55 (6.11%) RDBMS
11 46 (5.11%) Apache Hive
12 44 (4.89%) QlikView
13 42 (4.67%) Data Mining
14 40 (4.44%) HBase
15 36 (4.00%) MongoDB
16 35 (3.89%) OLAP
17 34 (3.78%) MySQL
18 33 (3.67%) Apache Cassandra
19 30 (3.33%) BusinessObjects
Development Applications
1 32 (3.56%) Talend Open Studio
2 29 (3.22%) JIRA
3 25 (2.78%) ERwin
4 18 (2.00%) Jenkins
5 16 (1.78%) Git (software)
6 12 (1.33%) Visual Studio
7 10 (1.11%) Hudson
8 6 (0.67%) Cucumber
9 4 (0.44%) Eclipse
9 4 (0.44%) Maven
10 3 (0.33%) IntelliJ
10 3 (0.33%) Team Foundation Server
11 2 (0.22%) Artifactory
11 2 (0.22%) NetBeans
11 2 (0.22%) SQL Server Management Studio (SSMS)
11 2 (0.22%) Vagrant
11 2 (0.22%) XMLSpy
12 1 (0.11%) LSMW
12 1 (0.11%) Oracle APEX
12 1 (0.11%) SoapUI
General
1 310 (34.44%) Finance
2 87 (9.67%) Marketing
3 84 (9.33%) Legal
4 72 (8.00%) Banking
5 61 (6.78%) Retail
6 58 (6.44%) Telecoms
7 53 (5.89%) Manufacturing
8 48 (5.33%) Electronics
9 39 (4.33%) Investment Banking
10 21 (2.33%) Front Office
11 16 (1.78%) Publishing
12 12 (1.33%) Law
13 10 (1.11%) Pharmaceutical
14 8 (0.89%) Advertising
14 8 (0.89%) Financial Institution
15 6 (0.67%) Games
16 3 (0.33%) Automotive
16 3 (0.33%) German Language
17 2 (0.22%) Italian Language
17 2 (0.22%) Portuguese Language
Job Titles
1 413 (45.89%) Architect
2 319 (35.44%) Data Architect
3 105 (11.67%) Analyst
4 104 (11.56%) Developer
5 76 (8.44%) Enterprise Architect
6 63 (7.00%) Solutions Architect
7 55 (6.11%) Enterprise Data Architect
8 54 (6.00%) Data Analyst
9 40 (4.44%) Data Engineer
9 40 (4.44%) Senior Architect
10 37 (4.11%) Senior Data Architect
11 31 (3.44%) Big Data Architect
12 29 (3.22%) Business Analyst
13 28 (3.11%) Business Intelligence Developer
14 25 (2.78%) Data Manager
15 24 (2.67%) Consultant
16 23 (2.56%) Big Data Engineer
16 23 (2.56%) Business Intelligence Analyst
17 21 (2.33%) Integration Architect
18 20 (2.22%) Lead Architect
Libraries, Frameworks & Software Standards
1 57 (6.33%) XML
2 53 (5.89%) Web Services
3 48 (5.33%) .NET
4 29 (3.22%) Kafka
5 25 (2.78%) SOAP
6 24 (2.67%) JSON
6 24 (2.67%) Middleware
6 24 (2.67%) REST
7 23 (2.56%) HTML
8 22 (2.44%) Spring
9 16 (1.78%) RESTful
10 15 (1.67%) Hibernate
11 13 (1.44%) .NET Framework
11 13 (1.44%) XSD
12 12 (1.33%) WSDL
13 11 (1.22%) AngularJS
13 11 (1.22%) CSS
13 11 (1.22%) HTML5
14 10 (1.11%) Drools
14 10 (1.11%) EDI
Miscellaneous
1 134 (14.89%) Analytical Skills
2 83 (9.22%) Management Information System
3 65 (7.22%) Computer Science
3 65 (7.22%) Data Structures
4 29 (3.22%) Reference Data
5 27 (3.00%) Greenfield Project
6 25 (2.78%) Enterprise Software
7 21 (2.33%) Algorithms
8 18 (2.00%) Data Centre
9 17 (1.89%) Replication
10 15 (1.67%) Clustering
11 14 (1.56%) Taxonomies
11 14 (1.56%) User Experience
12 10 (1.11%) Blog
12 10 (1.11%) Fintech
13 8 (0.89%) Hybrid Cloud
14 6 (0.67%) Data Protection Act
14 6 (0.67%) Hedge funds
14 6 (0.67%) Mobile App
14 6 (0.67%) Reinsurance
Operating Systems
1 39 (4.33%) Linux
2 32 (3.56%) Windows
3 19 (2.11%) Unix
4 7 (0.78%) Solaris
5 6 (0.67%) Mac OS X
6 5 (0.56%) Oracle Linux
7 2 (0.22%) Windows Server
7 2 (0.22%) Windows Server 2008
8 1 (0.11%) AIX
8 1 (0.11%) Windows Server 2012
Processes & Methodologies
1 393 (43.67%) Data Modelling
2 360 (40.00%) Business Intelligence
3 290 (32.22%) Analytics
4 278 (30.89%) Data Management
5 222 (24.67%) Agile Software Development
6 214 (23.78%) ETL
7 184 (20.44%) Data Governance
8 135 (15.00%) Enterprise Architecture
9 115 (12.78%) Data Strategy
10 114 (12.67%) Migration
11 106 (11.78%) Master Data Management
12 103 (11.44%) Stakeholder Management
12 103 (11.44%) Visualisation
13 101 (11.22%) TOGAF
14 97 (10.78%) Data Integration
15 91 (10.11%) Data Analytics
16 88 (9.78%) Data Analysis
17 77 (8.56%) SOA
18 72 (8.00%) Data Migration
18 72 (8.00%) Project Management
Programming Languages
1 284 (31.56%) SQL
2 130 (14.44%) Java
3 109 (12.11%) Python
4 70 (7.78%) T-SQL
5 67 (7.44%) Scala
6 28 (3.11%) C#
7 25 (2.78%) R
8 24 (2.67%) C
9 20 (2.22%) JavaScript
10 12 (1.33%) C++
11 10 (1.11%) Groovy
11 10 (1.11%) PL/SQL
12 9 (1.00%) MATLAB
12 9 (1.00%) PowerShell
12 9 (1.00%) VBA
13 8 (0.89%) Data Analysis Expressions (DAX)
14 5 (0.56%) PHP
14 5 (0.56%) VB
15 3 (0.33%) Shell Script
16 2 (0.22%) Ruby
Qualifications
1 142 (15.78%) Degree
2 34 (3.78%) Computer Science Degree
2 34 (3.78%) Security Cleared
3 24 (2.67%) SC Cleared
4 19 (2.11%) CCSA
4 19 (2.11%) CISM
4 19 (2.11%) CISSP
5 18 (2.00%) DV Cleared
6 17 (1.89%) Microsoft Certification
7 10 (1.11%) APMP
7 10 (1.11%) PhD
8 8 (0.89%) MCDBA
8 8 (0.89%) MCSA
9 7 (0.78%) MCITP
9 7 (0.78%) MCTS
10 6 (0.67%) CCNA
10 6 (0.67%) CCNP
10 6 (0.67%) Cisco Certification
10 6 (0.67%) ITIL Certification
11 5 (0.56%) Master's Degree
Quality Assurance & Compliance
1 213 (23.67%) Data Quality
2 54 (6.00%) GDPR
3 39 (4.33%) QA
4 28 (3.11%) ISO/IEC 27001
5 25 (2.78%) GCP
5 25 (2.78%) PCI DSS
6 19 (2.11%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
7 18 (2.00%) MiFID
8 11 (1.22%) Dodd-Frank
8 11 (1.22%) EMIR
9 5 (0.56%) ISO 9001
10 3 (0.33%) COBIT
11 2 (0.22%) Solvency II
12 1 (0.11%) FATCA
12 1 (0.11%) IFRS
12 1 (0.11%) IFRS 9
12 1 (0.11%) PMO
12 1 (0.11%) SLA
System Software
1 21 (2.33%) HDFS
2 20 (2.22%) Apache Flume
3 15 (1.67%) Docker
4 9 (1.00%) Apache ZooKeeper
5 6 (0.67%) VMware Infrastructure
6 5 (0.56%) Active Directory
6 5 (0.56%) Firmware
6 5 (0.56%) Virtual Machines
7 1 (0.11%) Hyper-V
7 1 (0.11%) VMware ESXi
Systems Management
1 11 (1.22%) Ansible
2 8 (0.89%) Microsoft Clustering
3 7 (0.78%) Puppet
4 6 (0.67%) Cisco CUCM
4 6 (0.67%) FortiGate
4 6 (0.67%) Kubernetes
4 6 (0.67%) Oozie
4 6 (0.67%) Terraform
5 5 (0.56%) Ambari
5 5 (0.56%) Control-M
5 5 (0.56%) SCCM
5 5 (0.56%) SCOM
6 4 (0.44%) Nagios
6 4 (0.44%) Opscode Chef
7 3 (0.33%) Hadoop YARN
7 3 (0.33%) Systems Management Server (SMS)
8 1 (0.11%) Failover Clustering
8 1 (0.11%) Perfmon
Vendors
1 150 (16.67%) Microsoft
2 121 (13.44%) Oracle
3 87 (9.67%) SAP
4 55 (6.11%) Tableau
5 32 (3.56%) Salesforce.com
5 32 (3.56%) Talend
6 28 (3.11%) Cloudera
7 23 (2.56%) Google
7 23 (2.56%) Informatica
8 21 (2.33%) IBM
9 17 (1.89%) Cognizant
10 16 (1.78%) Cisco
10 16 (1.78%) Teradata
11 15 (1.67%) Adobe
11 15 (1.67%) Charles River
12 13 (1.44%) MuleSoft
13 11 (1.22%) Calypso
13 11 (1.22%) Cognos
13 11 (1.22%) Murex
14 10 (1.11%) Hortonworks