Period
to 24 June 2018

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 24 June 2018 with a comparison to the same period in the previous 2 years.

Data Architecture
UK > England
6 months to
24 Jun 2018
Same period 2017 Same period 2016
Rank 467 506 498
Rank change year-on-year +39 -8 +16
Permanent jobs citing Data Architecture 1,011 905 1,087
As % of all permanent IT jobs advertised in England 0.62% 0.56% 0.57%
As % of the Processes & Methodologies category 0.69% 0.61% 0.64%
Number of salaries quoted 829 667 867
England median annual salary £67,500 £70,000 £66,700
Median salary % change year-on-year -3.57% +4.95% -1.19%
10th Percentile £43,750 £42,500 £44,474
90th Percentile £100,000 £101,000 £97,500
UK median annual salary £65,000 £70,000 £66,500
% change year-on-year -7.14% +5.26% -1.48%

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 147,411 147,579 170,538
As % of all permanent IT jobs advertised in England 90.69% 90.57% 90.01%
Number of salaries quoted 119,115 121,047 143,530
England median annual salary £50,000 £50,000 £48,750
Median salary % change year-on-year - +2.56% +2.63%
10th Percentile £29,750 £28,000 £27,500
90th Percentile £82,500 £80,000 £77,500
UK median annual salary £50,000 £48,000 £47,500
% change year-on-year +4.17% +1.05% +1.06%

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 24 June 2018.

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 24 June 2018. 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 +34 555 £75,000 -3.23% 50
South East +47 150 £67,500 +8.00% 32
North of England +19 130 £55,000 +2.66% 12
Midlands +33 93 £60,000 +20.00% 17
North West -9 77 £56,250 +5.00% 7
South West +3 53 £65,000 +34.02% 3
East Midlands +37 52 £90,000 +100.00% 5
Yorkshire +41 47 £55,000 +4.76% 3
West Midlands +9 41 £60,000 +4.35% 12
East of England -27 27 £59,000 -1.67% 1
North East -18 6 £70,000 +55.56% 2
Data Architecture
UK

For the 6 months to 24 June 2018, IT jobs citing Data Architecture also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the England region with a requirement for Data Architecture.

1 425 (42.04%) Data Modelling
2 385 (38.08%) Data Warehouse
3 359 (35.51%) Business Intelligence
4 354 (35.01%) Agile Software Development
5 343 (33.93%) SQL
6 285 (28.19%) Big Data
7 284 (28.09%) Analytics
8 275 (27.20%) Finance
9 252 (24.93%) Data Management
10 239 (23.64%) ETL
11 238 (23.54%) Data Governance
12 222 (21.96%) SQL Server
13 221 (21.86%) Analytical Skills
14 209 (20.67%) Data Quality
15 197 (19.49%) Microsoft
16 186 (18.40%) Data Integration
17 181 (17.90%) Oracle
18 170 (16.82%) TOGAF
19 155 (15.33%) Enterprise Architecture
20 146 (14.44%) Java
21 145 (14.34%) Migration
22 140 (13.85%) Hadoop
23 131 (12.96%) Problem-Solving
24 129 (12.76%) Microsoft Azure
25 128 (12.66%) Amazon AWS
26 123 (12.17%) Data Strategy
27 119 (11.77%) Data Analytics
28 118 (11.67%) Python
29 115 (11.37%) SQL Server Integration Services
30 114 (11.28%) Logical Data Model

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 87 (8.61%) Apache Spark
2 69 (6.82%) SAS
3 40 (3.96%) IIS
4 37 (3.66%) Apache
5 21 (2.08%) SharePoint
6 17 (1.68%) Apache Solr
7 15 (1.48%) Elasticsearch
8 8 (0.79%) Apache Pig
8 8 (0.79%) Oracle SOA Suite
9 5 (0.49%) Apache Airflow
9 5 (0.49%) MS Exchange
10 4 (0.40%) Drupal
10 4 (0.40%) Oracle Workflow
10 4 (0.40%) SharePoint 2013
11 3 (0.30%) CMS
11 3 (0.30%) OpenStack
11 3 (0.30%) WebLogic
11 3 (0.30%) WebSphere
12 2 (0.20%) Jupyter
12 2 (0.20%) Oracle Application Server
Applications
1 39 (3.86%) Microsoft Excel
2 17 (1.68%) MS Visio
3 7 (0.69%) Microsoft Office
4 5 (0.49%) Spreadsheet
5 3 (0.30%) Microsoft PowerPoint
6 2 (0.20%) Chatbot
6 2 (0.20%) Microsoft Project
7 1 (0.099%) SPSS
Business Applications
1 28 (2.77%) Dynamics CRM
2 8 (0.79%) SAP Oil and Gas
3 7 (0.69%) SAP ERP
4 5 (0.49%) Cognos Business Intelligence
5 4 (0.40%) Markit EDM
5 4 (0.40%) SAP S/4HANA
6 3 (0.30%) Oracle BPM
6 3 (0.30%) SAP MDG
7 2 (0.20%) Cognos TM1
7 2 (0.20%) NetSuite
7 2 (0.20%) Oracle Procure-to-Pay
7 2 (0.20%) thinkFolio
8 1 (0.099%) Actimize
8 1 (0.099%) Oracle AML
8 1 (0.099%) SAP CO
8 1 (0.099%) SAP FI
8 1 (0.099%) SAP FI/CO
8 1 (0.099%) SAP MDM
8 1 (0.099%) SAP MM
8 1 (0.099%) Unica
Cloud Services
1 129 (12.76%) Microsoft Azure
2 128 (12.66%) Amazon AWS
3 54 (5.34%) SaaS
4 45 (4.45%) IaaS
5 34 (3.36%) PaaS
6 32 (3.17%) Google Cloud Platform
7 24 (2.37%) Cloud Computing
8 14 (1.38%) IBM Cloud
9 11 (1.09%) Amazon EMR
10 8 (0.79%) Cortana Intelligence Suite
11 5 (0.49%) AWS Lambda
11 5 (0.49%) Serverless
12 4 (0.40%) Force.com
12 4 (0.40%) GitHub
12 4 (0.40%) Salesforce Sales Cloud
12 4 (0.40%) Salesforce Service Cloud
13 3 (0.30%) Amazon Kinesis
13 3 (0.30%) Azure Data Factory
13 3 (0.30%) Google Play
13 3 (0.30%) iTunes
Communications & Networking
1 15 (1.48%) SSL
2 11 (1.09%) SAN
3 6 (0.59%) SMS
4 5 (0.49%) BIG-IP
4 5 (0.49%) Cisco Nexus
4 5 (0.49%) Firewall
4 5 (0.49%) LAN
4 5 (0.49%) MPLS
4 5 (0.49%) VoIP
4 5 (0.49%) WAN
4 5 (0.49%) Wireless
5 3 (0.30%) HTTP
6 2 (0.20%) DHCP
6 2 (0.20%) DNS
6 2 (0.20%) Internet
7 1 (0.099%) Intranet
Database & Business Intelligence
1 385 (38.08%) Data Warehouse
2 285 (28.19%) Big Data
3 222 (21.96%) SQL Server
4 140 (13.85%) Hadoop
5 115 (11.37%) SQL Server Integration Services
6 91 (9.00%) SQL Server Reporting Services
7 80 (7.91%) NoSQL
8 70 (6.92%) Relational Database
9 69 (6.82%) SQL Server Analysis Services
10 68 (6.73%) Data Lake
11 66 (6.53%) OLAP
12 56 (5.54%) MySQL
13 47 (4.65%) Power BI
14 44 (4.35%) BusinessObjects
14 44 (4.35%) OLTP
15 37 (3.66%) Star Schema
16 35 (3.46%) Apache Cassandra
17 34 (3.36%) Apache Hive
18 33 (3.26%) MongoDB
19 32 (3.17%) HBase
Development Applications
1 55 (5.44%) ERwin
2 32 (3.17%) Visual Studio
3 22 (2.18%) Team Foundation Server
4 17 (1.68%) JIRA
5 12 (1.19%) ER Studio
6 10 (0.99%) Jenkins
7 9 (0.89%) Git (software)
8 7 (0.69%) LSMW
9 6 (0.59%) RStudio
9 6 (0.59%) SQL Server Management Studio (SSMS)
10 4 (0.40%) Jasmine
10 4 (0.40%) Octopus Deploy
10 4 (0.40%) Subversion
10 4 (0.40%) TeamCity
11 3 (0.30%) Eclipse
11 3 (0.30%) LoadRunner
11 3 (0.30%) PowerDesigner
11 3 (0.30%) Selenium
11 3 (0.30%) VSS/SourceSafe
11 3 (0.30%) XMLSpy
General
1 275 (27.20%) Finance
2 80 (7.91%) Retail
3 73 (7.22%) Banking
4 43 (4.25%) Marketing
5 21 (2.08%) Automotive
6 19 (1.88%) Publishing
7 18 (1.78%) Law
8 16 (1.58%) Investment Banking
9 13 (1.29%) Legal
10 11 (1.09%) Advertising
11 10 (0.99%) Billing
11 10 (0.99%) Manufacturing
12 9 (0.89%) Back Office
12 9 (0.89%) Financial Institution
13 8 (0.79%) Electronics
14 7 (0.69%) Pharmaceutical
15 6 (0.59%) Local Government
15 6 (0.59%) Telecoms
16 4 (0.40%) French Language
16 4 (0.40%) International Banking
Job Titles
1 460 (45.50%) Architect
2 335 (33.14%) Data Architect
3 140 (13.85%) Developer
4 88 (8.70%) Analyst
5 60 (5.93%) Solutions Architect
6 56 (5.54%) Consultant
7 54 (5.34%) Data Analyst
8 53 (5.24%) Data Engineer
9 50 (4.95%) Enterprise Architect
10 42 (4.15%) Enterprise Data Architect
11 31 (3.07%) Business Intelligence Architect
11 31 (3.07%) Data Manager
12 30 (2.97%) Lead Architect
13 29 (2.87%) Business Intelligence Developer
13 29 (2.87%) Data Consultant
13 29 (2.87%) Domain Architect
14 28 (2.77%) Head of Architecture
15 25 (2.47%) Applications Manager
15 25 (2.47%) Lead Developer
15 25 (2.47%) Technical Architect
Libraries, Frameworks & Software Standards
1 84 (8.31%) .NET
2 78 (7.72%) Web Services
3 77 (7.62%) XML
4 48 (4.75%) JSON
5 40 (3.96%) Kafka
6 39 (3.86%) HTML
7 30 (2.97%) SOAP
8 26 (2.57%) WPF
9 25 (2.47%) AngularJS
10 23 (2.27%) Node.js
11 22 (2.18%) JSP
12 18 (1.78%) REST
13 16 (1.58%) CSS
13 16 (1.58%) Middleware
14 15 (1.48%) WSDL
15 13 (1.29%) ASP.NET
15 13 (1.29%) MDX
16 11 (1.09%) Natural Language Processing
16 11 (1.09%) Spring
17 10 (0.99%) WCF
Miscellaneous
1 221 (21.86%) Analytical Skills
2 83 (8.21%) Management Information System
3 68 (6.73%) Computer Science
4 51 (5.04%) Data Structures
5 42 (4.15%) Greenfield Project
6 39 (3.86%) Data Centre
7 36 (3.56%) Enterprise Software
8 32 (3.17%) Taxonomies
9 23 (2.27%) Credit Risk
9 23 (2.27%) Self-Motivation
10 22 (2.18%) Market Risk
11 21 (2.08%) Fintech
12 19 (1.88%) Hybrid Cloud
12 19 (1.88%) Reference Data
13 18 (1.78%) Mobile App
14 16 (1.58%) User Experience
15 14 (1.38%) Public Cloud
16 13 (1.29%) Life Science
17 12 (1.19%) Private Cloud
18 9 (0.89%) Replication
Operating Systems
1 79 (7.81%) Windows
2 66 (6.53%) Unix
3 35 (3.46%) Linux
4 27 (2.67%) Solaris
5 25 (2.47%) AIX
6 22 (2.18%) HPUX
7 14 (1.38%) Apple iOS
8 13 (1.29%) Windows Server
9 7 (0.69%) CentOS
10 5 (0.49%) Oracle Linux
11 4 (0.40%) Android
11 4 (0.40%) Red Hat Enterprise Linux
12 2 (0.20%) Mac OS X
12 2 (0.20%) Windows Server 2008
12 2 (0.20%) Windows Server 2012
Processes & Methodologies
1 425 (42.04%) Data Modelling
2 359 (35.51%) Business Intelligence
3 354 (35.01%) Agile Software Development
4 284 (28.09%) Analytics
5 252 (24.93%) Data Management
6 239 (23.64%) ETL
7 238 (23.54%) Data Governance
8 186 (18.40%) Data Integration
9 170 (16.82%) TOGAF
10 155 (15.33%) Enterprise Architecture
11 145 (14.34%) Migration
12 131 (12.96%) Problem-Solving
13 123 (12.17%) Data Strategy
14 119 (11.77%) Data Analytics
15 114 (11.28%) Logical Data Model
16 112 (11.08%) Project Management
17 110 (10.88%) Physical Data Model
18 107 (10.58%) Stakeholder Management
19 103 (10.19%) Master Data Management
20 102 (10.09%) Visualisation
Programming Languages
1 343 (33.93%) SQL
2 146 (14.44%) Java
3 118 (11.67%) Python
4 75 (7.42%) T-SQL
5 69 (6.82%) JavaScript
6 57 (5.64%) C#
7 50 (4.95%) R
8 43 (4.25%) Scala
9 18 (1.78%) C
10 17 (1.68%) PL/SQL
11 11 (1.09%) C++
11 11 (1.09%) VBA
12 10 (0.99%) Bash Shell
13 9 (0.89%) Go
13 9 (0.89%) PHP
13 9 (0.89%) PowerShell
14 6 (0.59%) ABAP
15 5 (0.49%) ES6
15 5 (0.49%) Shell Script
15 5 (0.49%) VB.NET
Qualifications
1 112 (11.08%) Degree
2 49 (4.85%) TOGAF Certification
3 25 (2.47%) Security Cleared
4 22 (2.18%) Computer Science Degree
5 14 (1.38%) SC Cleared
6 10 (0.99%) ITIL Certification
7 7 (0.69%) Cisco Certification
8 5 (0.49%) Master's Degree
8 5 (0.49%) PMI Certification
9 4 (0.40%) PhD
9 4 (0.40%) PMP
10 3 (0.30%) CISM
10 3 (0.30%) CISSP
10 3 (0.30%) Six Sigma Green Belt
11 2 (0.20%) APMP
11 2 (0.20%) CISA
11 2 (0.20%) DV Cleared
11 2 (0.20%) Microsoft Certification
12 1 (0.099%) DBS Check
12 1 (0.099%) Numerate Degree
Quality Assurance & Compliance
1 209 (20.67%) Data Quality
2 47 (4.65%) GDPR
3 38 (3.76%) QA
4 16 (1.58%) SLA
5 9 (0.89%) GCP
5 9 (0.89%) PMO
6 7 (0.69%) Solvency II
7 6 (0.59%) COBIT
8 4 (0.40%) Dodd-Frank
8 4 (0.40%) FATCA
8 4 (0.40%) ISO/IEC 27001
8 4 (0.40%) MiFID
9 3 (0.30%) IFRS
9 3 (0.30%) IFRS 9
10 2 (0.20%) Actionable Recommendations
10 2 (0.20%) GxP
11 1 (0.099%) Cyber Essentials
11 1 (0.099%) Cyber Essentials PLUS
11 1 (0.099%) HL7
11 1 (0.099%) SNOMED CT
System Software
1 23 (2.27%) HDFS
2 11 (1.09%) Docker
3 10 (0.99%) Active Directory
3 10 (0.99%) Apache Flume
4 7 (0.69%) Virtual Machines
5 5 (0.49%) VMware Infrastructure
6 2 (0.20%) Hyper-V
7 1 (0.099%) Apache ZooKeeper
Systems Management
1 13 (1.29%) Oozie
1 13 (1.29%) Puppet
2 11 (1.09%) Ansible
3 7 (0.69%) Opscode Chef
4 6 (0.59%) Terraform
5 5 (0.49%) BladeLogic
5 5 (0.49%) Control-M
5 5 (0.49%) Oracle Enterprise Manager
5 5 (0.49%) SCCM
6 4 (0.40%) Hadoop YARN
6 4 (0.40%) Kibana
7 3 (0.30%) HP Quality Center
7 3 (0.30%) Systems Management Server (SMS)
8 2 (0.20%) Istio
8 2 (0.20%) Kubernetes
8 2 (0.20%) Microsoft Intune
9 1 (0.099%) Consul
9 1 (0.099%) Failover Clustering
9 1 (0.099%) Mesos
9 1 (0.099%) Packer
Vendors
1 197 (19.49%) Microsoft
2 181 (17.90%) Oracle
3 72 (7.12%) Tableau
4 53 (5.24%) IBM
5 52 (5.14%) Google
5 52 (5.14%) SAP
6 41 (4.06%) Informatica
7 27 (2.67%) Talend
8 23 (2.27%) Cloudera
9 22 (2.18%) Cisco
10 19 (1.88%) Cognizant
11 14 (1.38%) Salesforce.com
11 14 (1.38%) Teradata
12 13 (1.29%) Siebel
13 10 (0.99%) MapR
14 9 (0.89%) Hortonworks
15 8 (0.79%) CA
15 8 (0.79%) Cognos
16 7 (0.69%) Twitter
17 6 (0.59%) HP