Period
to 11 December 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 11 December 2017 with a comparison to the same period in the previous 2 years.

Data Architecture
UK > England
6 months to
11 Dec 2017
Same period 2016 Same period 2015
Rank 469 480 500
Rank change year-on-year +11 +20 +62
Permanent jobs citing Data Architecture 989 1007 1153
As % of all permanent IT jobs advertised in England 0.59% 0.58% 0.57%
As % of the Processes & Methodologies category 0.65% 0.65% 0.64%
Number of salaries quoted 779 799 916
England median annual salary £67,500 £70,000 £67,500
Median salary % change year-on-year -3.57% +3.70% +3.85%
10th Percentile £42,500 £43,750 £43,750
90th Percentile £97,500 £102,500 £90,500
UK median annual salary £65,000 £70,000 £67,500
% change year-on-year -7.14% +3.70% +7.14%

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 151338 156057 180320
As % of all permanent IT jobs advertised in England 89.94% 89.43% 88.86%
Number of salaries quoted 120893 130537 150730
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £29,000 £28,500 £27,500
90th Percentile £80,000 £80,000 £77,500
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 11 December 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 11 December 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 -5 604 £75,000 - 41
South East -21 115 £55,000 -18.52% 9
North of England +20 105 £62,500 +13.64% 5
South West +48 73 £48,500 -7.62% 5
Midlands +18 51 £55,000 +15.79% 4
North West -27 44 £62,500 +13.64% 2
East of England -20 42 £59,000 -4.45% 1
Yorkshire +26 40 £52,500 -19.23% 3
West Midlands +16 32 £67,500 +34.86% 2
North East - 21 £67,500 -
East Midlands +27 19 £45,000 - 2
Data Architecture
UK

For the 6 months to 11 December 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.

1 436 (44.08%) Data Modelling
2 427 (43.17%) Business Intelligence
3 335 (33.87%) Data Warehouse
4 325 (32.86%) Finance
5 318 (32.15%) Analytics
6 317 (32.05%) Data Management
7 314 (31.75%) SQL
8 254 (25.68%) ETL
9 252 (25.48%) SQL Server
10 233 (23.56%) Big Data
11 225 (22.75%) Data Quality
12 224 (22.65%) Agile Software Development
13 211 (21.33%) Data Governance
14 172 (17.39%) Microsoft
15 149 (15.07%) Hadoop
16 148 (14.96%) Analytical Skills
16 148 (14.96%) Degree
17 144 (14.56%) Enterprise Architecture
18 140 (14.16%) Oracle
18 140 (14.16%) Data Strategy
19 135 (13.65%) TOGAF
20 132 (13.35%) Amazon AWS
21 122 (12.34%) SQL Server Reporting Services
22 120 (12.13%) Python
23 119 (12.03%) Java
23 119 (12.03%) Visualisation
24 118 (11.93%) Master Data Management
25 113 (11.43%) Data Integration
26 112 (11.32%) SQL Server Integration Services
27 110 (11.12%) Migration

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 99 (10.01%) Apache Spark
2 40 (4.04%) SharePoint
3 24 (2.43%) Apache Solr
4 19 (1.92%) SAS
5 17 (1.72%) Apache Pig
6 13 (1.31%) Apache
6 13 (1.31%) IIS
7 12 (1.21%) Tomcat
8 10 (1.01%) JBoss
9 8 (0.81%) Confluence
9 8 (0.81%) Oracle SOA Suite
10 7 (0.71%) BizTalk Server
11 6 (0.61%) Elasticsearch
11 6 (0.61%) SharePoint 2013
12 5 (0.51%) WebLogic
12 5 (0.51%) WebSphere
13 4 (0.40%) MS Exchange
13 4 (0.40%) Oracle Coherence
13 4 (0.40%) SharePoint 2010
14 3 (0.30%) Mule
Applications
1 38 (3.84%) Microsoft Excel
2 9 (0.91%) Microsoft Office
3 7 (0.71%) Microsoft PowerPoint
4 5 (0.51%) Microsoft Project
5 4 (0.40%) InfoPath
6 3 (0.30%) MS Visio
7 2 (0.20%) SPSS
Business Applications
1 19 (1.92%) Markit EDM
2 11 (1.11%) Dynamics CRM
3 5 (0.51%) SAP ERP
4 3 (0.30%) Sage 200
4 3 (0.30%) SAP BPC
5 2 (0.20%) Dynamics AX
5 2 (0.20%) NetSuite
5 2 (0.20%) Oracle EBS
5 2 (0.20%) Oracle FAH
6 1 (0.10%) Adobe Campaign
6 1 (0.10%) FastStats PeopleStage
6 1 (0.10%) Oracle Applications
6 1 (0.10%) Oracle BPM
6 1 (0.10%) Salesforce.com CRM
6 1 (0.10%) SAP CO
6 1 (0.10%) SAP FI
6 1 (0.10%) SAP FI/CO
6 1 (0.10%) SAP Oil and Gas
6 1 (0.10%) Unica
Cloud Services
1 132 (13.35%) Amazon AWS
2 98 (9.91%) Microsoft Azure
3 36 (3.64%) SaaS
4 32 (3.24%) Google Cloud Platform
5 21 (2.12%) IaaS
6 20 (2.02%) PaaS
7 10 (1.01%) Salesforce Service Cloud
8 8 (0.81%) Cloud Computing
9 5 (0.51%) Amazon EMR
9 5 (0.51%) Office 365
10 4 (0.40%) Cortana Intelligence Suite
10 4 (0.40%) IBM Cloud
10 4 (0.40%) Oracle Service Cloud
11 3 (0.30%) Azure Data Factory
11 3 (0.30%) BlueKai
11 3 (0.30%) Bluemix
11 3 (0.30%) Dynamics 365
11 3 (0.30%) GitHub
11 3 (0.30%) Salesforce Sales Cloud
12 2 (0.20%) IBM Blueworks
Communications & Networking
1 14 (1.42%) Kerberos
2 12 (1.21%) SAN
3 11 (1.11%) SMS
3 11 (1.11%) SSL
4 9 (0.91%) NAS
5 7 (0.71%) LAN
5 7 (0.71%) WAN
6 5 (0.51%) Skype
7 4 (0.40%) Ethernet
7 4 (0.40%) Firewall
7 4 (0.40%) VoIP
8 3 (0.30%) AMQP
8 3 (0.30%) Cisco ASA
8 3 (0.30%) Network Security
8 3 (0.30%) WLAN
9 2 (0.20%) HTTP
10 1 (0.10%) Internet
Database & Business Intelligence
1 335 (33.87%) Data Warehouse
2 252 (25.48%) SQL Server
3 233 (23.56%) Big Data
4 149 (15.07%) Hadoop
5 122 (12.34%) SQL Server Reporting Services
6 112 (11.32%) SQL Server Integration Services
7 99 (10.01%) Relational Database
8 91 (9.20%) NoSQL
9 68 (6.88%) SQL Server Analysis Services
10 61 (6.17%) Power BI
11 51 (5.16%) HBase
12 47 (4.75%) RDBMS
13 44 (4.45%) Apache Hive
13 44 (4.45%) QlikView
14 42 (4.25%) Data Mining
15 41 (4.15%) MySQL
16 40 (4.04%) BusinessObjects
17 36 (3.64%) OLAP
18 34 (3.44%) Apache Cassandra
18 34 (3.44%) Data Lake
Development Applications
1 31 (3.13%) Talend Open Studio
2 25 (2.53%) ERwin
3 21 (2.12%) JIRA
4 11 (1.11%) Jenkins
4 11 (1.11%) Visual Studio
5 8 (0.81%) Cucumber
5 8 (0.81%) Maven
5 8 (0.81%) Team Foundation Server
6 6 (0.61%) Git (software)
6 6 (0.61%) SQL Server Management Studio (SSMS)
7 4 (0.40%) Artifactory
7 4 (0.40%) Eclipse
7 4 (0.40%) IntelliJ
7 4 (0.40%) Subversion
7 4 (0.40%) Vagrant
7 4 (0.40%) VSS/SourceSafe
8 3 (0.30%) Rational Rose
9 2 (0.20%) NetBeans
9 2 (0.20%) XMLSpy
10 1 (0.10%) JMeter
General
1 325 (32.86%) Finance
2 76 (7.68%) Marketing
3 75 (7.58%) Banking
3 75 (7.58%) Legal
4 62 (6.27%) Retail
5 51 (5.16%) Telecoms
6 45 (4.55%) Manufacturing
7 41 (4.15%) Electronics
8 32 (3.24%) Investment Banking
9 28 (2.83%) Publishing
10 24 (2.43%) Front Office
11 19 (1.92%) Law
12 9 (0.91%) Automotive
12 9 (0.91%) Financial Institution
13 7 (0.71%) Advertising
13 7 (0.71%) Pharmaceutical
14 4 (0.40%) Games
14 4 (0.40%) Retail Banking
15 3 (0.30%) Back Office
15 3 (0.30%) German Language
Job Titles
1 453 (45.80%) Architect
2 335 (33.87%) Data Architect
3 127 (12.84%) Analyst
4 123 (12.44%) Developer
5 86 (8.70%) Solutions Architect
6 74 (7.48%) Enterprise Architect
7 61 (6.17%) Data Analyst
8 52 (5.26%) Business Analyst
9 49 (4.95%) Data Engineer
9 49 (4.95%) Enterprise Data Architect
10 47 (4.75%) Senior Architect
11 42 (4.25%) Senior Data Architect
12 37 (3.74%) Business Intelligence Developer
13 33 (3.34%) Business Intelligence Analyst
14 32 (3.24%) Consultant
14 32 (3.24%) Data Manager
15 31 (3.13%) Data Business Analyst
16 26 (2.63%) Lead Architect
17 25 (2.53%) Big Data Engineer
18 24 (2.43%) Big Data Architect
Libraries, Frameworks & Software Standards
1 73 (7.38%) Web Services
2 46 (4.65%) .NET
3 44 (4.45%) XML
4 38 (3.84%) Kafka
5 31 (3.13%) Middleware
6 24 (2.43%) JSON
6 24 (2.43%) SOAP
7 22 (2.22%) REST
8 20 (2.02%) MDX
9 18 (1.82%) HTML
10 17 (1.72%) .NET Framework
11 14 (1.42%) Spring
11 14 (1.42%) WSDL
12 13 (1.31%) RESTful
13 12 (1.21%) CSS
13 12 (1.21%) HTML5
14 11 (1.11%) XSD
15 9 (0.91%) ASP.NET
15 9 (0.91%) Drools
15 9 (0.91%) EDI
Miscellaneous
1 148 (14.96%) Analytical Skills
2 83 (8.39%) Computer Science
3 75 (7.58%) Management Information System
4 64 (6.47%) Data Structures
5 38 (3.84%) Enterprise Software
6 28 (2.83%) Data Centre
7 23 (2.33%) Algorithms
7 23 (2.33%) Reference Data
8 22 (2.22%) Taxonomies
9 19 (1.92%) Replication
10 18 (1.82%) Greenfield Project
11 16 (1.62%) Clustering
12 12 (1.21%) Equities
12 12 (1.21%) Fintech
12 12 (1.21%) PMI
13 11 (1.11%) Hybrid Cloud
14 9 (0.91%) Mobile App
15 7 (0.71%) Fixed Income
15 7 (0.71%) Foreign Exchange (FX)
16 6 (0.61%) Credit Risk
Operating Systems
1 43 (4.35%) Windows
2 27 (2.73%) Linux
2 27 (2.73%) Unix
3 8 (0.81%) Windows Server
4 7 (0.71%) Mac OS X
5 6 (0.61%) Solaris
6 4 (0.40%) Oracle Linux
6 4 (0.40%) Windows Server 2008
7 1 (0.10%) AIX
7 1 (0.10%) Windows Server 2012
Processes & Methodologies
1 436 (44.08%) Data Modelling
2 427 (43.17%) Business Intelligence
3 318 (32.15%) Analytics
4 317 (32.05%) Data Management
5 254 (25.68%) ETL
6 224 (22.65%) Agile Software Development
7 211 (21.33%) Data Governance
8 144 (14.56%) Enterprise Architecture
9 140 (14.16%) Data Strategy
10 135 (13.65%) TOGAF
11 119 (12.03%) Visualisation
12 118 (11.93%) Master Data Management
13 113 (11.43%) Data Integration
14 110 (11.12%) Migration
15 96 (9.71%) Stakeholder Management
16 94 (9.50%) Data Analysis
17 91 (9.20%) Data Analytics
18 80 (8.09%) Software Engineering
19 78 (7.89%) Project Management
20 77 (7.79%) Logical Data Model
Programming Languages
1 314 (31.75%) SQL
2 120 (12.13%) Python
3 119 (12.03%) Java
4 70 (7.08%) T-SQL
5 63 (6.37%) Scala
6 38 (3.84%) C#
7 22 (2.22%) JavaScript
8 19 (1.92%) C
9 18 (1.82%) PowerShell
10 17 (1.72%) R
11 15 (1.52%) PL/SQL
12 12 (1.21%) C++
12 12 (1.21%) Data Analysis Expressions (DAX)
13 8 (0.81%) MATLAB
14 7 (0.71%) PHP
15 5 (0.51%) VB.NET
16 4 (0.40%) Bash Shell
16 4 (0.40%) TypeScript
17 3 (0.30%) Shell Script
17 3 (0.30%) VB
Qualifications
1 148 (14.96%) Degree
2 55 (5.56%) Computer Science Degree
3 25 (2.53%) Security Cleared
4 20 (2.02%) Microsoft Certification
5 17 (1.72%) CCSA
5 17 (1.72%) CISM
5 17 (1.72%) CISSP
6 15 (1.52%) SC Cleared
7 12 (1.21%) DV Cleared
7 12 (1.21%) PMI Certification
8 11 (1.11%) ITIL Certification
9 8 (0.81%) MCDBA
9 8 (0.81%) MCITP
9 8 (0.81%) MCSA
9 8 (0.81%) MCTS
10 7 (0.71%) APMP
10 7 (0.71%) Numerate Degree
11 6 (0.61%) Master's Degree
12 5 (0.51%) PhD
13 3 (0.30%) Cisco Certification
Quality Assurance & Compliance
1 225 (22.75%) Data Quality
2 54 (5.46%) GDPR
3 32 (3.24%) QA
4 25 (2.53%) GCP
5 23 (2.33%) ISO/IEC 27001
6 22 (2.22%) PCI DSS
7 17 (1.72%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
8 12 (1.21%) MiFID
9 7 (0.71%) EMIR
10 6 (0.61%) Dodd-Frank
11 4 (0.40%) COBIT
11 4 (0.40%) ISO 9001
12 3 (0.30%) SLA
13 2 (0.20%) Actionable Recommendations
13 2 (0.20%) PMO
14 1 (0.10%) CRD IV
14 1 (0.10%) HL7
14 1 (0.10%) IFRS
14 1 (0.10%) IFRS 9
14 1 (0.10%) SNOMED CT
System Software
1 27 (2.73%) HDFS
2 23 (2.33%) Docker
3 19 (1.92%) Apache Flume
4 14 (1.42%) Apache ZooKeeper
5 5 (0.51%) Firmware
5 5 (0.51%) VMware Infrastructure
6 4 (0.40%) Active Directory
6 4 (0.40%) Virtual Machines
7 1 (0.10%) Hyper-V
7 1 (0.10%) Oracle RAC
7 1 (0.10%) VMware ESXi
Systems Management
1 16 (1.62%) Ansible
2 9 (0.91%) Kubernetes
2 9 (0.91%) Oozie
2 9 (0.91%) Terraform
3 8 (0.81%) Microsoft Clustering
4 7 (0.71%) Puppet
5 6 (0.61%) Hadoop YARN
5 6 (0.61%) Systems Management Server (SMS)
6 5 (0.51%) Ambari
6 5 (0.51%) SCCM
6 5 (0.51%) SCOM
7 4 (0.40%) Control-M
7 4 (0.40%) Nagios
7 4 (0.40%) Opscode Chef
8 3 (0.30%) Cisco CUCM
8 3 (0.30%) FortiGate
9 1 (0.10%) EMC NetWorker
9 1 (0.10%) Mesos
9 1 (0.10%) Microsoft Intune
9 1 (0.10%) Packer
Vendors
1 172 (17.39%) Microsoft
2 140 (14.16%) Oracle
3 93 (9.40%) SAP
4 76 (7.68%) Tableau
5 31 (3.13%) Talend
6 30 (3.03%) Informatica
7 27 (2.73%) Cloudera
8 25 (2.53%) IBM
9 24 (2.43%) Salesforce.com
10 21 (2.12%) Google
11 20 (2.02%) Teradata
12 18 (1.82%) Hortonworks
13 16 (1.62%) Cisco
13 16 (1.62%) Cognizant
14 12 (1.21%) Adobe
14 12 (1.21%) Cognos
15 11 (1.11%) TIBCO
16 10 (1.01%) Charles River
17 9 (0.91%) Ab Initio
18 8 (0.81%) Sybase