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

Data Architecture
UK > England
6 months to
24 Feb 2018
Same period 2017 Same period 2016
Rank 439 473 480
Rank change year-on-year +34 +7 +66
Permanent jobs citing Data Architecture 1,058 992 1,177
As % of all permanent IT jobs advertised in England 0.65% 0.60% 0.59%
As % of the Processes & Methodologies category 0.72% 0.67% 0.67%
Number of salaries quoted 881 793 986
England median annual salary £70,000 £70,000 £70,000
10th Percentile £45,000 £42,500 £45,000
90th Percentile £97,500 £97,500 £92,500
UK median annual salary £70,000 £70,000 £67,500
% change year-on-year - +3.70% +8.00%

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 147,304 148,409 176,388
As % of all permanent IT jobs advertised in England 89.85% 89.54% 88.85%
Number of salaries quoted 120,843 123,123 147,688
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £29,750 £28,500 £27,750
90th Percentile £81,250 £80,000 £77,500
UK median annual salary £50,000 £48,500 £47,500
% change year-on-year +3.09% +2.11% +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 24 February 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 February 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 +35 649 £77,500 +3.33% 75
South East -9 130 £61,000 -9.63% 17
North of England +24 123 £62,500 +16.66% 10
Midlands +6 67 £65,000 +30.00% 12
Yorkshire +59 66 £55,000 - 5
North West -21 53 £65,000 +21.33% 5
South West +7 48 £54,375 +3.57% 3
East of England -25 42 £59,000 -9.23% 4
West Midlands +1 39 £67,500 +20.00% 10
East Midlands +6 28 £55,000 +15.79% 2
North East -18 4 £64,007 +128.60%
Data Architecture
UK

For the 6 months to 24 February 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.

1 457 (43.19%) Business Intelligence
2 454 (42.91%) Data Modelling
3 404 (38.19%) Data Warehouse
4 343 (32.42%) Data Management
5 342 (32.33%) Analytics
6 339 (32.04%) SQL
7 318 (30.06%) Finance
8 270 (25.52%) ETL
9 268 (25.33%) SQL Server
10 266 (25.14%) Big Data
11 251 (23.72%) Agile Software Development
12 249 (23.53%) Data Governance
13 218 (20.60%) Data Quality
14 190 (17.96%) Enterprise Architecture
14 190 (17.96%) Microsoft
15 177 (16.73%) Analytical Skills
16 170 (16.07%) Hadoop
17 163 (15.41%) Amazon AWS
17 163 (15.41%) TOGAF
18 157 (14.84%) Data Integration
19 141 (13.33%) Oracle
20 140 (13.23%) Microsoft Azure
21 139 (13.14%) Data Strategy
22 136 (12.85%) Visualisation
23 125 (11.81%) Migration
24 123 (11.63%) Degree
25 120 (11.34%) Master Data Management
26 119 (11.25%) Python
27 112 (10.59%) Tableau
28 110 (10.40%) SQL Server Reporting Services

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
1 104 (9.83%) Apache Spark
2 42 (3.97%) SAS
3 37 (3.50%) SharePoint
4 22 (2.08%) Apache Solr
5 11 (1.04%) Apache Pig
5 11 (1.04%) IIS
6 10 (0.95%) Apache
6 10 (0.95%) Elasticsearch
7 7 (0.66%) Oracle SOA Suite
8 6 (0.57%) BizTalk Server
9 5 (0.47%) SharePoint 2013
10 4 (0.38%) MS Exchange
10 4 (0.38%) Oracle Coherence
10 4 (0.38%) Oracle Workflow
10 4 (0.38%) SharePoint 2010
10 4 (0.38%) Tomcat
11 3 (0.28%) Confluence
11 3 (0.28%) Mule
11 3 (0.28%) OpenStack
11 3 (0.28%) Oracle Application Server
Applications
1 23 (2.17%) Microsoft Excel
2 7 (0.66%) Microsoft Office
2 7 (0.66%) Microsoft PowerPoint
3 6 (0.57%) Microsoft Project
4 4 (0.38%) InfoPath
5 3 (0.28%) MS Visio
6 2 (0.19%) SPSS
Business Applications
1 34 (3.21%) Dynamics CRM
2 17 (1.61%) Markit EDM
3 11 (1.04%) Elite 3E
4 3 (0.28%) Sage 200
4 3 (0.28%) SAP BPC
4 3 (0.28%) SAP CO
4 3 (0.28%) SAP ERP
4 3 (0.28%) SAP FI
4 3 (0.28%) SAP FI/CO
4 3 (0.28%) SAP Oil and Gas
5 2 (0.19%) Dynamics AX
5 2 (0.19%) Oracle EBS
5 2 (0.19%) Oracle FAH
6 1 (0.095%) Oracle Applications
6 1 (0.095%) Oracle BPM
6 1 (0.095%) Salesforce.com CRM
Cloud Services
1 163 (15.41%) Amazon AWS
2 140 (13.23%) Microsoft Azure
3 51 (4.82%) SaaS
4 42 (3.97%) IaaS
5 33 (3.12%) PaaS
6 26 (2.46%) Google Cloud Platform
7 8 (0.76%) Cloud Computing
8 7 (0.66%) Amazon EMR
8 7 (0.66%) Azure Data Factory
9 6 (0.57%) Cortana Intelligence Suite
10 5 (0.47%) Salesforce Sales Cloud
10 5 (0.47%) Salesforce Service Cloud
11 4 (0.38%) AWS Lambda
11 4 (0.38%) Force.com
11 4 (0.38%) GitHub
11 4 (0.38%) IBM Cloud
11 4 (0.38%) Office 365
11 4 (0.38%) Serverless
12 2 (0.19%) Dynamics 365
12 2 (0.19%) iPaaS
Communications & Networking
1 12 (1.13%) SMS
1 12 (1.13%) SSL
2 8 (0.76%) Kerberos
2 8 (0.76%) SAN
3 5 (0.47%) VoIP
4 4 (0.38%) BIG-IP
4 4 (0.38%) Cisco Nexus
4 4 (0.38%) Firewall
4 4 (0.38%) LAN
4 4 (0.38%) MPLS
4 4 (0.38%) WAN
4 4 (0.38%) Wireless
5 3 (0.28%) AMQP
6 2 (0.19%) HTTP
6 2 (0.19%) NAS
7 1 (0.095%) Internet
7 1 (0.095%) Network Security
Database & Business Intelligence
1 404 (38.19%) Data Warehouse
2 268 (25.33%) SQL Server
3 266 (25.14%) Big Data
4 170 (16.07%) Hadoop
5 110 (10.40%) SQL Server Reporting Services
6 103 (9.74%) SQL Server Integration Services
7 100 (9.45%) Relational Database
8 84 (7.94%) NoSQL
9 67 (6.33%) Power BI
10 66 (6.24%) SQL Server Analysis Services
11 61 (5.77%) Data Lake
12 54 (5.10%) MySQL
13 53 (5.01%) HBase
13 53 (5.01%) QlikView
14 45 (4.25%) Apache Hive
14 45 (4.25%) BusinessObjects
15 44 (4.16%) Apache Cassandra
15 44 (4.16%) OLAP
16 42 (3.97%) Star Schema
17 40 (3.78%) Data Mining
Development Applications
1 34 (3.21%) ERwin
2 15 (1.42%) Jenkins
3 11 (1.04%) JIRA
4 10 (0.95%) Maven
5 9 (0.85%) Visual Studio
6 8 (0.76%) Team Foundation Server
7 6 (0.57%) SQL Server Management Studio (SSMS)
8 5 (0.47%) Octopus Deploy
8 5 (0.47%) Rational Rose
8 5 (0.47%) TeamCity
9 4 (0.38%) Artifactory
9 4 (0.38%) Atlassian Bamboo
9 4 (0.38%) Git (software)
9 4 (0.38%) Subversion
9 4 (0.38%) Vagrant
9 4 (0.38%) VSS/SourceSafe
10 3 (0.28%) Cucumber
10 3 (0.28%) IntelliJ
10 3 (0.28%) LINQPad
11 2 (0.19%) Oracle Forms
General
1 318 (30.06%) Finance
2 75 (7.09%) Retail
3 69 (6.52%) Banking
4 40 (3.78%) Marketing
5 38 (3.59%) Publishing
6 36 (3.40%) Legal
7 32 (3.02%) Law
8 31 (2.93%) Automotive
9 21 (1.98%) Investment Banking
10 19 (1.80%) Telecoms
11 17 (1.61%) Front Office
12 9 (0.85%) Financial Institution
13 8 (0.76%) Manufacturing
14 7 (0.66%) Back Office
15 6 (0.57%) Advertising
15 6 (0.57%) Electronics
16 5 (0.47%) Pharmaceutical
17 4 (0.38%) Billing
17 4 (0.38%) Retail Banking
18 2 (0.19%) General Ledger
Job Titles
1 487 (46.03%) Architect
2 342 (32.33%) Data Architect
3 124 (11.72%) Analyst
4 113 (10.68%) Developer
5 80 (7.56%) Solutions Architect
6 63 (5.95%) Data Engineer
7 56 (5.29%) Business Analyst
8 55 (5.20%) Enterprise Architect
9 54 (5.10%) Consultant
10 52 (4.91%) Data Analyst
11 43 (4.06%) Business Intelligence Analyst
12 38 (3.59%) Enterprise Data Architect
13 36 (3.40%) Business Intelligence Developer
14 32 (3.02%) Senior Architect
15 31 (2.93%) Data Manager
16 30 (2.84%) Data Consultant
16 30 (2.84%) Lead Architect
17 29 (2.74%) Data Business Analyst
18 28 (2.65%) Business Intelligence Architect
18 28 (2.65%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 94 (8.88%) Web Services
2 54 (5.10%) .NET
3 48 (4.54%) Kafka
4 45 (4.25%) XML
5 34 (3.21%) JSON
6 30 (2.84%) Middleware
7 26 (2.46%) MDX
8 24 (2.27%) SOAP
9 22 (2.08%) HTML
10 16 (1.51%) .NET Framework
11 15 (1.42%) ASP.NET
11 15 (1.42%) CSS
11 15 (1.42%) REST
12 14 (1.32%) HTML5
13 13 (1.23%) Spring
13 13 (1.23%) WSDL
14 12 (1.13%) RESTful
15 10 (0.95%) D3.js
15 10 (0.95%) WCF
16 9 (0.85%) ASP.NET MVC
Miscellaneous
1 177 (16.73%) Analytical Skills
2 91 (8.60%) Computer Science
3 60 (5.67%) Data Structures
4 59 (5.58%) Management Information System
5 53 (5.01%) Enterprise Software
6 41 (3.88%) Data Centre
7 38 (3.59%) Greenfield Project
8 24 (2.27%) Taxonomies
9 17 (1.61%) User Experience
10 16 (1.51%) Algorithms
10 16 (1.51%) Hybrid Cloud
11 15 (1.42%) PMI
12 14 (1.32%) Reference Data
13 13 (1.23%) Public Cloud
14 12 (1.13%) Fintech
14 12 (1.13%) Mobile App
14 12 (1.13%) Replication
15 11 (1.04%) Equities
16 10 (0.95%) Private Cloud
17 9 (0.85%) Clustering
Operating Systems
1 52 (4.91%) Windows
2 40 (3.78%) Linux
3 27 (2.55%) Unix
4 13 (1.23%) Windows Server
5 7 (0.66%) CentOS
5 7 (0.66%) Mac OS X
5 7 (0.66%) Solaris
6 6 (0.57%) Windows Server 2008
7 4 (0.38%) Oracle Linux
8 3 (0.28%) Red Hat Enterprise Linux
8 3 (0.28%) Windows Server 2012
9 2 (0.19%) AIX
10 1 (0.095%) HPUX
Processes & Methodologies
1 457 (43.19%) Business Intelligence
2 454 (42.91%) Data Modelling
3 343 (32.42%) Data Management
4 342 (32.33%) Analytics
5 270 (25.52%) ETL
6 251 (23.72%) Agile Software Development
7 249 (23.53%) Data Governance
8 190 (17.96%) Enterprise Architecture
9 163 (15.41%) TOGAF
10 157 (14.84%) Data Integration
11 139 (13.14%) Data Strategy
12 136 (12.85%) Visualisation
13 125 (11.81%) Migration
14 120 (11.34%) Master Data Management
15 109 (10.30%) Data Analytics
16 100 (9.45%) Logical Data Model
17 99 (9.36%) Data Science
18 94 (8.88%) Stakeholder Management
19 86 (8.13%) Data Analysis
20 85 (8.03%) Physical Data Model
Programming Languages
1 339 (32.04%) SQL
2 119 (11.25%) Python
3 99 (9.36%) Java
4 72 (6.81%) T-SQL
5 51 (4.82%) Scala
6 46 (4.35%) C#
7 42 (3.97%) R
8 40 (3.78%) JavaScript
9 23 (2.17%) PowerShell
10 14 (1.32%) PL/SQL
11 13 (1.23%) Data Analysis Expressions (DAX)
12 12 (1.13%) Bash Shell
12 12 (1.13%) C
13 11 (1.04%) C++
14 10 (0.95%) MATLAB
15 8 (0.76%) VB.NET
16 6 (0.57%) PHP
17 4 (0.38%) Apex Code
17 4 (0.38%) SOQL
17 4 (0.38%) TypeScript
Qualifications
1 123 (11.63%) Degree
2 47 (4.44%) Computer Science Degree
3 19 (1.80%) PMI Certification
4 16 (1.51%) Security Cleared
5 13 (1.23%) ITIL Certification
6 12 (1.13%) Microsoft Certification
7 8 (0.76%) APMP
7 8 (0.76%) Numerate Degree
8 7 (0.66%) SC Cleared
9 6 (0.57%) Master's Degree
10 5 (0.47%) MCITP
10 5 (0.47%) MCTS
11 4 (0.38%) Cisco Certification
11 4 (0.38%) DV Cleared
11 4 (0.38%) PhD
11 4 (0.38%) PMP
12 3 (0.28%) CISM
12 3 (0.28%) CISSP
13 2 (0.19%) CCSA
13 2 (0.19%) ISEB
Quality Assurance & Compliance
1 218 (20.60%) Data Quality
2 64 (6.05%) GDPR
3 24 (2.27%) QA
4 15 (1.42%) GCP
5 14 (1.32%) SLA
6 9 (0.85%) PMO
7 6 (0.57%) COBIT
8 5 (0.47%) Actionable Recommendations
8 5 (0.47%) ISO/IEC 27001
9 4 (0.38%) MiFID
9 4 (0.38%) Solvency II
10 3 (0.28%) PCI DSS
11 2 (0.19%) EMIR
11 2 (0.19%) HL7
11 2 (0.19%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
11 2 (0.19%) SNOMED CT
12 1 (0.095%) CRD IV
12 1 (0.095%) Dodd-Frank
12 1 (0.095%) FATCA
12 1 (0.095%) IFRS
System Software
1 32 (3.02%) HDFS
2 19 (1.80%) Docker
3 15 (1.42%) Apache Flume
4 12 (1.13%) Apache ZooKeeper
5 7 (0.66%) Virtual Machines
6 4 (0.38%) Active Directory
6 4 (0.38%) VMware Infrastructure
7 2 (0.19%) Firmware
8 1 (0.095%) Oracle RAC
8 1 (0.095%) VMware ESXi
Systems Management
1 16 (1.51%) Oozie
2 15 (1.42%) Ansible
3 14 (1.32%) Puppet
4 7 (0.66%) Systems Management Server (SMS)
5 6 (0.57%) Kubernetes
5 6 (0.57%) Opscode Chef
6 5 (0.47%) Hadoop YARN
6 5 (0.47%) Terraform
7 4 (0.38%) BladeLogic
7 4 (0.38%) Control-M
7 4 (0.38%) Nagios
7 4 (0.38%) Oracle Enterprise Manager
8 2 (0.19%) Ambari
8 2 (0.19%) Failover Clustering
8 2 (0.19%) Mesos
8 2 (0.19%) Microsoft Clustering
8 2 (0.19%) SCCM
8 2 (0.19%) SCOM
9 1 (0.095%) EMC NetWorker
9 1 (0.095%) Microsoft Intune
Vendors
1 190 (17.96%) Microsoft
2 141 (13.33%) Oracle
3 112 (10.59%) Tableau
4 58 (5.48%) SAP
5 42 (3.97%) Google
6 38 (3.59%) IBM
7 31 (2.93%) Talend
8 28 (2.65%) Cloudera
8 28 (2.65%) Informatica
9 20 (1.89%) Hortonworks
9 20 (1.89%) Teradata
10 19 (1.80%) Salesforce.com
11 16 (1.51%) Cisco
12 13 (1.23%) TIBCO
13 11 (1.04%) Aderant
13 11 (1.04%) Cognizant
14 10 (0.95%) Ab Initio
14 10 (0.95%) Cognos
14 10 (0.95%) Sybase
15 8 (0.76%) MapR