Period
to 9 December 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 9 December 2018 with a comparison to the same period in the previous 2 years.

Data Architecture
UK > England
6 months to
9 Dec 2018
Same period 2017 Same period 2016
Rank 461 469 497
Rank change year-on-year +8 +28 +7
Permanent jobs citing Data Architecture 926 979 1,013
As % of all permanent IT jobs advertised in England 0.63% 0.59% 0.58%
As % of the Processes & Methodologies category 0.68% 0.64% 0.63%
Number of salaries quoted 736 770 803
England median annual salary £72,500 £67,500 £70,000
Median salary % change year-on-year +7.41% -3.57% +3.70%
10th Percentile £47,500 £42,500 £43,750
90th Percentile £100,000 £97,500 £104,500
UK median annual salary £72,500 £65,000 £70,000
% change year-on-year +11.54% -7.14% +3.70%

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 135,387 153,608 160,772
As % of all permanent IT jobs advertised in England 91.63% 91.90% 91.26%
Number of salaries quoted 108,431 122,804 134,590
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £29,900 £28,500 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £52,000 £50,000 £48,000
% change year-on-year +4.00% +4.17% +1.05%

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 9 December 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 9 December 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 -39 438 £80,000 +6.67% 65
South East +118 224 £70,000 +27.27% 29
North of England +23 97 £68,750 +10.00% 11
Midlands +45 82 £60,000 +9.09% 23
North West +27 58 £83,000 +32.80% 6
West Midlands +58 57 £60,000 -11.11% 17
South West -8 47 £77,500 +59.79% 13
Yorkshire +26 33 £55,000 +4.76% 4
East of England +12 29 £60,000 +1.69% 3
East Midlands +26 25 £80,000 +77.78% 6
North East -21 6 £62,500 -7.41% 1
Data Architecture
UK

For the 6 months to 9 December 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.

1 398 (42.98%) Data Modelling
2 385 (41.58%) Agile Software Development
3 362 (39.09%) Data Warehouse
4 321 (34.67%) SQL
5 308 (33.26%) Big Data
5 308 (33.26%) Analytics
6 284 (30.67%) Business Intelligence
7 252 (27.21%) SQL Server
8 245 (26.46%) ETL
9 231 (24.95%) Finance
10 212 (22.89%) Data Management
10 212 (22.89%) Hadoop
11 207 (22.35%) Oracle
12 180 (19.44%) Microsoft Azure
13 172 (18.57%) Amazon AWS
14 171 (18.47%) Microsoft
15 166 (17.93%) Data Integration
16 159 (17.17%) Data Governance
17 157 (16.95%) Python
18 154 (16.63%) Degree
19 147 (15.87%) Data Quality
20 145 (15.66%) Analytical Skills
21 142 (15.33%) Java
22 136 (14.69%) Apache Spark
22 136 (14.69%) SDLC
23 134 (14.47%) NoSQL
24 127 (13.71%) SQL Server Integration Services
25 123 (13.28%) Migration
26 121 (13.07%) Visualisation
27 107 (11.56%) Project 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
1 136 (14.69%) Apache Spark
2 73 (7.88%) Apache
3 65 (7.02%) IIS
4 39 (4.21%) SAS
5 24 (2.59%) Apache Solr
6 15 (1.62%) SharePoint
7 14 (1.51%) Elasticsearch
8 13 (1.40%) Apache Pig
9 8 (0.86%) Apache Airflow
10 7 (0.76%) BizTalk Server
10 7 (0.76%) Oracle SOA Suite
10 7 (0.76%) SharePoint Server
11 6 (0.65%) Confluence
12 5 (0.54%) SharePoint 2010
12 5 (0.54%) SharePoint 2013
12 5 (0.54%) WebSphere
13 2 (0.22%) Jupyter
13 2 (0.22%) OpenStack
14 1 (0.11%) Luigi
14 1 (0.11%) NServiceBus
Applications
1 34 (3.67%) MS Visio
2 30 (3.24%) Microsoft Excel
3 8 (0.86%) Microsoft PowerPoint
4 7 (0.76%) Microsoft Office
5 4 (0.43%) Chatbot
6 3 (0.32%) Spreadsheet
7 1 (0.11%) Microsoft Project
7 1 (0.11%) SPSS
Business Applications
1 5 (0.54%) Magento
2 4 (0.43%) Cognos Business Intelligence
3 3 (0.32%) SAP Oil and Gas
4 2 (0.22%) Cognos TM1
4 2 (0.22%) Dynamics CRM
4 2 (0.22%) Workday HCM
5 1 (0.11%) Infor CloudSuite
5 1 (0.11%) Infor M3
5 1 (0.11%) Markit EDM
5 1 (0.11%) SAP ERP
5 1 (0.11%) SAP MDG
5 1 (0.11%) SAP MDM
5 1 (0.11%) SAP S/4HANA
5 1 (0.11%) Unica
5 1 (0.11%) WebTrends
Cloud Services
1 180 (19.44%) Microsoft Azure
2 172 (18.57%) Amazon AWS
3 45 (4.86%) Cloud Computing
4 43 (4.64%) Google Cloud Platform
5 37 (4.00%) SaaS
6 33 (3.56%) PaaS
7 27 (2.92%) Azure Data Factory
7 27 (2.92%) IaaS
8 23 (2.48%) Amazon EMR
9 16 (1.73%) Amazon EC2
9 16 (1.73%) Cortana Intelligence Suite
10 12 (1.30%) GitHub
10 12 (1.30%) Serverless
11 11 (1.19%) AWS Lambda
12 8 (0.86%) BPaaS
13 7 (0.76%) IBM Cloud
14 5 (0.54%) Azure Machine Learning
15 4 (0.43%) Apigee
15 4 (0.43%) Office 365
16 2 (0.22%) Boomi
Communications & Networking
1 20 (2.16%) Internet
2 6 (0.65%) DNS
2 6 (0.65%) SAN
3 3 (0.32%) HTTP
3 3 (0.32%) SSL
4 2 (0.22%) DHCP
4 2 (0.22%) LAN
4 2 (0.22%) PPP
4 2 (0.22%) VLAN
4 2 (0.22%) WAN
5 1 (0.11%) HTTPS
5 1 (0.11%) Intranet
5 1 (0.11%) Skype
Database & Business Intelligence
1 362 (39.09%) Data Warehouse
2 308 (33.26%) Big Data
3 252 (27.21%) SQL Server
4 212 (22.89%) Hadoop
5 134 (14.47%) NoSQL
6 127 (13.71%) SQL Server Integration Services
7 106 (11.45%) Data Lake
8 97 (10.48%) SQL Server Reporting Services
9 78 (8.42%) Relational Database
10 71 (7.67%) Power BI
10 71 (7.67%) SQL Server Analysis Services
11 70 (7.56%) Oracle Database
12 65 (7.02%) MongoDB
13 41 (4.43%) BusinessObjects
14 40 (4.32%) Amazon Redshift
14 40 (4.32%) Apache Hive
15 38 (4.10%) RDBMS
16 32 (3.46%) Azure SQL Database
17 31 (3.35%) PostgreSQL
17 31 (3.35%) QlikView
Development Applications
1 51 (5.51%) ERwin
2 39 (4.21%) JIRA
3 32 (3.46%) ER Studio
4 27 (2.92%) Visual Studio
5 21 (2.27%) Git (software)
6 13 (1.40%) Jasmine
6 13 (1.40%) Team Foundation Server
7 12 (1.30%) Subversion
8 11 (1.19%) Karma Test Runner
9 10 (1.08%) Jenkins
9 10 (1.08%) Visual Studio Team System
10 7 (0.76%) Bitbucket
11 6 (0.65%) RStudio
12 4 (0.43%) LSMW
12 4 (0.43%) PowerDesigner
13 2 (0.22%) Atlassian Bamboo
13 2 (0.22%) Octopus Deploy
13 2 (0.22%) TeamCity
13 2 (0.22%) VSS/SourceSafe
14 1 (0.11%) GitLab
General
1 231 (24.95%) Finance
2 77 (8.32%) Banking
3 64 (6.91%) Marketing
4 52 (5.62%) Retail
5 26 (2.81%) Investment Banking
6 19 (2.05%) Telecoms
7 15 (1.62%) Manufacturing
8 14 (1.51%) Corporate Banking
8 14 (1.51%) Financial Institution
9 12 (1.30%) Advertising
10 11 (1.19%) Front Office
11 6 (0.65%) Music Industry
11 6 (0.65%) Online Betting
12 5 (0.54%) Pharmaceutical
13 4 (0.43%) Automotive
13 4 (0.43%) Back Office
13 4 (0.43%) Electronics
13 4 (0.43%) Legal
13 4 (0.43%) Publishing
13 4 (0.43%) Social Science
Job Titles
1 458 (49.46%) Architect
2 383 (41.36%) Data Architect
3 146 (15.77%) Developer
4 83 (8.96%) Solutions Architect
5 67 (7.24%) Analyst
6 61 (6.59%) Senior Developer
7 58 (6.26%) Data Engineer
8 52 (5.62%) Enterprise Architect
9 51 (5.51%) Senior Architect
10 50 (5.40%) Senior Data Architect
11 47 (5.08%) Data Manager
12 42 (4.54%) Consultant
13 41 (4.43%) Enterprise Data Architect
14 39 (4.21%) Data Analyst
15 33 (3.56%) Business Intelligence Architect
16 32 (3.46%) Cloud Architect
16 32 (3.46%) Lead Architect
17 31 (3.35%) Lead Developer
18 29 (3.13%) Big Data Architect
18 29 (3.13%) Business Intelligence Developer
Libraries, Frameworks & Software Standards
1 72 (7.78%) Kafka
2 58 (6.26%) WPF
3 57 (6.16%) .NET
4 51 (5.51%) XML
5 42 (4.54%) Web Services
6 36 (3.89%) HTML
7 32 (3.46%) AngularJS
8 30 (3.24%) JSON
9 27 (2.92%) Node.js
10 21 (2.27%) Middleware
11 20 (2.16%) CSS
12 16 (1.73%) Spark Streaming
13 13 (1.40%) JSP
14 12 (1.30%) ASP.NET
15 11 (1.19%) Express
16 10 (1.08%) Apache Drill
16 10 (1.08%) SparkR
17 8 (0.86%) WCF
18 7 (0.76%) ASP.NET MVC
18 7 (0.76%) RESTful
Miscellaneous
1 145 (15.66%) Analytical Skills
2 60 (6.48%) Management Information System
3 56 (6.05%) Data Structures
4 43 (4.64%) Greenfield Project
5 32 (3.46%) Taxonomies
6 26 (2.81%) Reference Data
7 24 (2.59%) Algorithms
7 24 (2.59%) Self-Motivation
8 20 (2.16%) Credit Risk
9 19 (2.05%) Enterprise Software
9 19 (2.05%) Market Risk
10 18 (1.94%) User Experience
11 16 (1.73%) Data Centre
11 16 (1.73%) Internet of Things
12 13 (1.40%) Mobile App
13 12 (1.30%) Equities
14 11 (1.19%) Clustering
15 8 (0.86%) Foreign Exchange (FX)
16 7 (0.76%) Hybrid Cloud
16 7 (0.76%) Private Cloud
Operating Systems
1 95 (10.26%) Unix
2 71 (7.67%) Windows
3 45 (4.86%) Apple iOS
4 21 (2.27%) Linux
5 14 (1.51%) Windows Server
6 13 (1.40%) AIX
6 13 (1.40%) HPUX
6 13 (1.40%) Solaris
7 11 (1.19%) CentOS
7 11 (1.19%) Red Hat Enterprise Linux
7 11 (1.19%) Ubuntu
8 1 (0.11%) Windows 10
8 1 (0.11%) Windows Server 2008
8 1 (0.11%) Windows Server 2012
Processes & Methodologies
1 398 (42.98%) Data Modelling
2 385 (41.58%) Agile Software Development
3 308 (33.26%) Analytics
4 284 (30.67%) Business Intelligence
5 245 (26.46%) ETL
6 212 (22.89%) Data Management
7 166 (17.93%) Data Integration
8 159 (17.17%) Data Governance
9 136 (14.69%) SDLC
10 123 (13.28%) Migration
11 121 (13.07%) Visualisation
12 107 (11.56%) Project Management
13 106 (11.45%) Data Analytics
14 103 (11.12%) TOGAF
15 101 (10.91%) Master Data Management
16 98 (10.58%) Logical Data Model
17 97 (10.48%) Data Strategy
18 93 (10.04%) Data Science
19 87 (9.40%) Data Migration
20 83 (8.96%) Physical Data Model
Programming Languages
1 321 (34.67%) SQL
2 157 (16.95%) Python
3 142 (15.33%) Java
4 102 (11.02%) JavaScript
5 83 (8.96%) C#
6 59 (6.37%) T-SQL
7 52 (5.62%) Scala
8 51 (5.51%) R
9 14 (1.51%) PL/SQL
9 14 (1.51%) VBA
10 12 (1.30%) C
11 11 (1.19%) ES6
12 9 (0.97%) Bash Shell
12 9 (0.97%) Go
13 7 (0.76%) PowerShell
13 7 (0.76%) Shell Script
14 6 (0.65%) C++
15 4 (0.43%) ABAP
15 4 (0.43%) PHP
15 4 (0.43%) VB
Qualifications
1 154 (16.63%) Degree
2 32 (3.46%) Computer Science Degree
3 25 (2.70%) TOGAF Certification
4 18 (1.94%) Master's Degree
4 18 (1.94%) Numerate Degree
4 18 (1.94%) Security Cleared
5 17 (1.84%) SC Cleared
6 8 (0.86%) ISACA
6 8 (0.86%) ITIL Certification
7 7 (0.76%) CISSP
8 5 (0.54%) DV Cleared
8 5 (0.54%) PMI Certification
9 3 (0.32%) AWS Certification
9 3 (0.32%) ISEB
10 2 (0.22%) Microsoft Certification
10 2 (0.22%) PMP
11 1 (0.11%) PhD
11 1 (0.11%) Six Sigma Green Belt
Quality Assurance & Compliance
1 147 (15.87%) Data Quality
2 59 (6.37%) GDPR
3 39 (4.21%) QA
4 17 (1.84%) COBIT
5 13 (1.40%) ISO/IEC 27001
6 10 (1.08%) Dodd-Frank
6 10 (1.08%) FATCA
6 10 (1.08%) IFRS
7 9 (0.97%) Solvency II
8 8 (0.86%) PCI DSS
9 5 (0.54%) IFRS 9
10 4 (0.43%) ISO 20022
10 4 (0.43%) PA-DSS
11 3 (0.32%) SLA
12 2 (0.22%) MiFID
12 2 (0.22%) PMO
13 1 (0.11%) Actionable Recommendations
13 1 (0.11%) GxP
System Software
1 19 (2.05%) HDFS
2 10 (1.08%) Docker
3 4 (0.43%) Apache Flume
4 3 (0.32%) Apache ZooKeeper
5 2 (0.22%) VMware Infrastructure
6 1 (0.11%) Active Directory
6 1 (0.11%) Virtual Machines
Systems Management
1 28 (3.02%) Puppet
2 24 (2.59%) Opscode Chef
3 22 (2.38%) Terraform
4 11 (1.19%) Ansible
4 11 (1.19%) Oozie
5 3 (0.32%) Cobbler
6 1 (0.11%) Grafana
6 1 (0.11%) Hadoop YARN
6 1 (0.11%) Kibana
6 1 (0.11%) Kubernetes
Vendors
1 207 (22.35%) Oracle
2 171 (18.47%) Microsoft
3 95 (10.26%) Tableau
4 60 (6.48%) Google
5 51 (5.51%) SAP
6 50 (5.40%) Informatica
7 40 (4.32%) Cloudera
8 30 (3.24%) Talend
9 29 (3.13%) Hortonworks
10 26 (2.81%) Teradata
11 25 (2.70%) MapR
12 22 (2.38%) Databricks
13 21 (2.27%) Alteryx
13 21 (2.27%) IBM
14 20 (2.16%) Cognos
15 17 (1.84%) Ab Initio
16 16 (1.73%) CA Agile Central
17 14 (1.51%) Cognizant
17 14 (1.51%) Netezza
18 13 (1.40%) Salesforce.com