Period
to 18 September 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 18 September 2018 with a comparison to the same period in the previous 2 years.

Data Architecture
UK > England
6 months to
18 Sep 2018
Same period 2017 Same period 2016
Rank 463 532 517
Rank change year-on-year +69 -15 -8
Permanent jobs citing Data Architecture 959 860 971
As % of all permanent IT jobs advertised in England 0.61% 0.52% 0.53%
As % of the Processes & Methodologies category 0.67% 0.57% 0.59%
Number of salaries quoted 750 633 752
England median annual salary £70,000 £70,000 £67,500
Median salary % change year-on-year - +3.70% -
10th Percentile £44,950 £42,500 £45,000
90th Percentile £100,000 £102,000 £101,250
UK median annual salary £70,000 £67,875 £67,500
% change year-on-year +3.13% +0.56% -

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 142,556 151,609 165,130
As % of all permanent IT jobs advertised in England 91.09% 91.54% 90.91%
Number of salaries quoted 114,362 120,484 139,283
England median annual salary £50,000 £50,000 £50,000
10th Percentile £29,750 £28,500 £27,750
90th Percentile £83,750 £80,000 £78,750
UK median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +2.11%

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 18 September 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 18 September 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 +7 480 £77,500 +3.33% 45
South East +122 207 £67,500 +22.73% 13
North of England +18 110 £62,500 +4.17% 18
Midlands +69 86 £65,000 +23.81% 12
North West +32 65 £65,000 +13.04% 12
South West -16 53 £65,000 +34.02% 23
West Midlands +45 43 £60,000 -7.69% 5
East Midlands +39 43 £85,000 +88.89% 7
Yorkshire +29 36 £58,250 +10.95% 5
East of England -14 20 £55,000 -4.35% 2
North East -36 9 £62,500 -7.41% 1
Data Architecture
UK

For the 6 months to 18 September 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.

1 408 (42.54%) Agile Software Development
2 388 (40.46%) Data Modelling
3 372 (38.79%) Data Warehouse
4 352 (36.70%) SQL
5 310 (32.33%) Big Data
6 293 (30.55%) Analytics
7 279 (29.09%) Business Intelligence
8 267 (27.84%) Finance
9 237 (24.71%) ETL
9 237 (24.71%) SQL Server
10 224 (23.36%) Data Management
11 196 (20.44%) Oracle
12 195 (20.33%) Analytical Skills
13 192 (20.02%) Microsoft
14 191 (19.92%) Hadoop
15 186 (19.40%) Data Governance
16 183 (19.08%) Data Quality
17 175 (18.25%) Data Integration
18 165 (17.21%) Python
19 163 (17.00%) Java
20 146 (15.22%) Microsoft Azure
21 136 (14.18%) Amazon AWS
22 132 (13.76%) TOGAF
23 127 (13.24%) Migration
24 126 (13.14%) NoSQL
25 125 (13.03%) SQL Server Integration Services
26 121 (12.62%) Degree
27 120 (12.51%) Problem-Solving
28 118 (12.30%) Project Management
29 117 (12.20%) Apache Spark

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
1 117 (12.20%) Apache Spark
2 67 (6.99%) Apache
3 64 (6.67%) IIS
4 52 (5.42%) SAS
5 20 (2.09%) Apache Solr
5 20 (2.09%) Elasticsearch
6 18 (1.88%) Apache Pig
7 11 (1.15%) Apache Airflow
8 9 (0.94%) Oracle SOA Suite
8 9 (0.94%) SharePoint
9 4 (0.42%) Drupal
9 4 (0.42%) Jupyter
10 3 (0.31%) WebLogic
10 3 (0.31%) WebSphere
11 2 (0.21%) CMS
12 1 (0.10%) ArcGIS
12 1 (0.10%) BizTalk Server
12 1 (0.10%) Luigi
12 1 (0.10%) SharePoint 2013
12 1 (0.10%) Sitecore CMS
Applications
1 41 (4.28%) Microsoft Excel
2 24 (2.50%) MS Visio
3 9 (0.94%) Microsoft Office
4 6 (0.63%) Microsoft PowerPoint
4 6 (0.63%) Spreadsheet
5 4 (0.42%) Chatbot
6 3 (0.31%) Microsoft Project
7 1 (0.10%) SPSS
Business Applications
1 10 (1.04%) SAP Oil and Gas
2 6 (0.63%) Dynamics CRM
2 6 (0.63%) SAP ERP
3 5 (0.52%) SAP S/4HANA
4 4 (0.42%) SAP MDG
5 3 (0.31%) Oracle BPM
6 2 (0.21%) Cognos Business Intelligence
6 2 (0.21%) Oracle Procure-to-Pay
6 2 (0.21%) SAP MDM
6 2 (0.21%) Workday HCM
7 1 (0.10%) Cognos TM1
7 1 (0.10%) Markit EDM
7 1 (0.10%) SAP Hybris
7 1 (0.10%) SAP MM
7 1 (0.10%) Unica
Cloud Services
1 146 (15.22%) Microsoft Azure
2 136 (14.18%) Amazon AWS
3 42 (4.38%) SaaS
4 34 (3.55%) PaaS
5 33 (3.44%) Cloud Computing
5 33 (3.44%) IaaS
6 32 (3.34%) Google Cloud Platform
7 19 (1.98%) Amazon EMR
8 14 (1.46%) Azure Data Factory
9 13 (1.36%) IBM Cloud
10 11 (1.15%) Cortana Intelligence Suite
10 11 (1.15%) Serverless
11 10 (1.04%) AWS Lambda
12 7 (0.73%) BPaaS
13 5 (0.52%) Amazon EC2
13 5 (0.52%) Amazon Kinesis
14 3 (0.31%) Amazon S3
14 3 (0.31%) GitHub
14 3 (0.31%) Google Play
14 3 (0.31%) iTunes
Communications & Networking
1 10 (1.04%) Internet
1 10 (1.04%) SAN
2 9 (0.94%) SSL
3 6 (0.63%) DNS
4 3 (0.31%) DHCP
4 3 (0.31%) HTTP
5 2 (0.21%) Calico
5 2 (0.21%) PPP
6 1 (0.10%) Intranet
6 1 (0.10%) LAN
6 1 (0.10%) SMS
6 1 (0.10%) VLAN
6 1 (0.10%) WAN
Database & Business Intelligence
1 372 (38.79%) Data Warehouse
2 310 (32.33%) Big Data
3 237 (24.71%) SQL Server
4 191 (19.92%) Hadoop
5 126 (13.14%) NoSQL
6 125 (13.03%) SQL Server Integration Services
7 100 (10.43%) SQL Server Reporting Services
8 78 (8.13%) Data Lake
9 73 (7.61%) SQL Server Analysis Services
10 62 (6.47%) Relational Database
11 57 (5.94%) OLAP
12 54 (5.63%) MongoDB
12 54 (5.63%) Power BI
13 47 (4.90%) BusinessObjects
14 46 (4.80%) Apache Hive
15 42 (4.38%) MySQL
16 41 (4.28%) Oracle Database
16 41 (4.28%) PostgreSQL
17 33 (3.44%) Apache Cassandra
18 31 (3.23%) OLTP
Development Applications
1 43 (4.48%) ERwin
2 40 (4.17%) Visual Studio
3 31 (3.23%) Team Foundation Server
4 25 (2.61%) JIRA
5 15 (1.56%) ER Studio
5 15 (1.56%) Git (software)
6 10 (1.04%) RStudio
6 10 (1.04%) Subversion
7 8 (0.83%) Jenkins
7 8 (0.83%) LSMW
8 7 (0.73%) PowerDesigner
9 6 (0.63%) Jasmine
10 4 (0.42%) SQL Server Management Studio (SSMS)
11 3 (0.31%) Atlassian Bamboo
11 3 (0.31%) JMeter
11 3 (0.31%) Karma Test Runner
11 3 (0.31%) LoadRunner
11 3 (0.31%) Octopus Deploy
11 3 (0.31%) Selenium
11 3 (0.31%) SoapUI
General
1 267 (27.84%) Finance
2 80 (8.34%) Banking
3 57 (5.94%) Marketing
3 57 (5.94%) Retail
4 25 (2.61%) Investment Banking
5 16 (1.67%) Manufacturing
6 14 (1.46%) Advertising
6 14 (1.46%) Corporate Banking
7 11 (1.15%) Front Office
8 10 (1.04%) Legal
9 9 (0.94%) Electronics
10 7 (0.73%) Financial Institution
10 7 (0.73%) Law
10 7 (0.73%) Music Industry
11 6 (0.63%) Local Government
11 6 (0.63%) Publishing
11 6 (0.63%) Telecoms
12 5 (0.52%) Back Office
12 5 (0.52%) Pharmaceutical
13 4 (0.42%) Games
Job Titles
1 428 (44.63%) Architect
2 351 (36.60%) Data Architect
3 161 (16.79%) Developer
4 72 (7.51%) Analyst
5 68 (7.09%) Solutions Architect
6 67 (6.99%) Data Engineer
7 49 (5.11%) Data Analyst
7 49 (5.11%) Data Manager
8 48 (5.01%) Enterprise Architect
9 46 (4.80%) Senior Developer
10 42 (4.38%) Consultant
11 38 (3.96%) Enterprise Data Architect
12 34 (3.55%) Business Intelligence Developer
12 34 (3.55%) Lead Architect
13 31 (3.23%) Big Data Architect
14 30 (3.13%) Lead Developer
14 30 (3.13%) Senior Architect
15 29 (3.02%) Senior Data Architect
16 24 (2.50%) Data Scientist
16 24 (2.50%) Lead Data Architect
Libraries, Frameworks & Software Standards
1 72 (7.51%) .NET
1 72 (7.51%) XML
2 60 (6.26%) Kafka
3 53 (5.53%) Web Services
4 47 (4.90%) WPF
5 41 (4.28%) JSON
6 40 (4.17%) HTML
7 29 (3.02%) AngularJS
8 26 (2.71%) JSP
8 26 (2.71%) Node.js
9 15 (1.56%) SAP Fiori
9 15 (1.56%) SOAP
10 14 (1.46%) REST
11 13 (1.36%) Middleware
12 12 (1.25%) CSS
12 12 (1.25%) SAPUI5
13 11 (1.15%) Akka
14 10 (1.04%) Apache Drill
14 10 (1.04%) SparkR
14 10 (1.04%) WCF
Miscellaneous
1 195 (20.33%) Analytical Skills
2 76 (7.92%) Management Information System
3 59 (6.15%) Data Structures
4 52 (5.42%) Computer Science
5 32 (3.34%) Credit Risk
6 31 (3.23%) Greenfield Project
7 30 (3.13%) Market Risk
8 29 (3.02%) Reference Data
9 27 (2.82%) Taxonomies
10 23 (2.40%) Enterprise Software
11 21 (2.19%) Data Centre
12 20 (2.09%) Algorithms
12 20 (2.09%) Fintech
13 19 (1.98%) Self-Motivation
14 16 (1.67%) Mobile App
15 14 (1.46%) Life Science
16 13 (1.36%) Equities
17 12 (1.25%) Hybrid Cloud
18 11 (1.15%) User Experience
19 8 (0.83%) Foreign Exchange (FX)
Operating Systems
1 88 (9.18%) Unix
1 88 (9.18%) Windows
2 33 (3.44%) Apple iOS
3 29 (3.02%) AIX
4 26 (2.71%) HPUX
4 26 (2.71%) Solaris
5 16 (1.67%) Linux
6 11 (1.15%) Windows Server
7 4 (0.42%) Android
8 2 (0.21%) CentOS
8 2 (0.21%) Red Hat Enterprise Linux
8 2 (0.21%) Ubuntu
Processes & Methodologies
1 408 (42.54%) Agile Software Development
2 388 (40.46%) Data Modelling
3 293 (30.55%) Analytics
4 279 (29.09%) Business Intelligence
5 237 (24.71%) ETL
6 224 (23.36%) Data Management
7 186 (19.40%) Data Governance
8 175 (18.25%) Data Integration
9 132 (13.76%) TOGAF
10 127 (13.24%) Migration
11 120 (12.51%) Problem-Solving
12 118 (12.30%) Project Management
13 112 (11.68%) Visualisation
14 105 (10.95%) SDLC
15 100 (10.43%) Data Strategy
16 99 (10.32%) Data Analytics
17 97 (10.11%) Logical Data Model
18 93 (9.70%) Master Data Management
19 91 (9.49%) Data Science
20 88 (9.18%) Physical Data Model
Programming Languages
1 352 (36.70%) SQL
2 165 (17.21%) Python
3 163 (17.00%) Java
4 87 (9.07%) JavaScript
5 79 (8.24%) C#
6 60 (6.26%) T-SQL
7 53 (5.53%) Scala
8 49 (5.11%) R
9 24 (2.50%) C
10 17 (1.77%) Go
11 15 (1.56%) VBA
12 12 (1.25%) PL/SQL
13 10 (1.04%) PHP
14 8 (0.83%) ABAP
14 8 (0.83%) C++
15 7 (0.73%) Shell Script
16 6 (0.63%) Bash Shell
16 6 (0.63%) PowerShell
17 5 (0.52%) Data Analysis Expressions (DAX)
18 3 (0.31%) TypeScript
Qualifications
1 121 (12.62%) Degree
2 34 (3.55%) TOGAF Certification
3 24 (2.50%) Security Cleared
4 21 (2.19%) Computer Science Degree
5 18 (1.88%) SC Cleared
6 13 (1.36%) ITIL Certification
7 10 (1.04%) Master's Degree
8 7 (0.73%) ISACA
9 6 (0.63%) Numerate Degree
10 5 (0.52%) DV Cleared
10 5 (0.52%) PMI Certification
11 4 (0.42%) CISSP
11 4 (0.42%) Six Sigma Green Belt
12 3 (0.31%) AWS Certification
13 2 (0.21%) Cisco Certification
13 2 (0.21%) Microsoft Certification
13 2 (0.21%) PMP
14 1 (0.10%) PhD
Quality Assurance & Compliance
1 183 (19.08%) Data Quality
2 40 (4.17%) QA
3 39 (4.07%) GDPR
4 12 (1.25%) COBIT
5 7 (0.73%) GCP
6 5 (0.52%) Dodd-Frank
6 5 (0.52%) FATCA
6 5 (0.52%) IFRS
6 5 (0.52%) IFRS 9
6 5 (0.52%) SLA
6 5 (0.52%) Solvency II
7 3 (0.31%) ISO/IEC 27001
8 2 (0.21%) PA-DSS
8 2 (0.21%) PCI DSS
8 2 (0.21%) PMO
9 1 (0.10%) Actionable Recommendations
9 1 (0.10%) GxP
9 1 (0.10%) MiFID
System Software
1 24 (2.50%) HDFS
2 14 (1.46%) Docker
3 9 (0.94%) Apache Flume
4 5 (0.52%) Active Directory
5 3 (0.31%) Apache ZooKeeper
6 2 (0.21%) Hyper-V
7 1 (0.10%) VMware Infrastructure
Systems Management
1 15 (1.56%) Opscode Chef
1 15 (1.56%) Puppet
1 15 (1.56%) Terraform
2 14 (1.46%) Oozie
3 10 (1.04%) Ansible
4 5 (0.52%) Kibana
4 5 (0.52%) SCCM
5 4 (0.42%) Hadoop YARN
6 3 (0.31%) Cobbler
6 3 (0.31%) HP Quality Center
7 2 (0.21%) Istio
7 2 (0.21%) Kubernetes
7 2 (0.21%) Microsoft Intune
8 1 (0.10%) Consul
8 1 (0.10%) Grafana
8 1 (0.10%) Mesos
8 1 (0.10%) Packer
Vendors
1 196 (20.44%) Oracle
2 192 (20.02%) Microsoft
3 64 (6.67%) Tableau
4 62 (6.47%) SAP
5 49 (5.11%) Google
6 44 (4.59%) Informatica
7 41 (4.28%) Cloudera
8 39 (4.07%) IBM
9 30 (3.13%) Talend
10 29 (3.02%) MapR
11 24 (2.50%) Hortonworks
12 16 (1.67%) Ab Initio
13 15 (1.56%) Cognizant
13 15 (1.56%) Teradata
14 13 (1.36%) Cognos
14 13 (1.36%) Databricks
14 13 (1.36%) Siebel
15 12 (1.25%) Alteryx
15 12 (1.25%) Salesforce.com
16 9 (0.94%) Cisco