Period
to 19 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London 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 19 November 2017 with a comparison to the same period in the previous 2 years.

Data Architecture
England > London
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 387 365 400
Rank change year-on-year -22 +35 +43
Permanent jobs citing Data Architecture 566 621 678
As % of all permanent IT jobs advertised in London 0.76% 0.82% 0.76%
As % of the Processes & Methodologies category 0.83% 0.91% 0.85%
Number of salaries quoted 416 536 554
London median annual salary £75,000 £75,000 £75,000
10th Percentile £47,500 £52,000 £47,500
90th Percentile £108,750 £110,000 £95,000
England median annual salary £65,000 £71,250 £67,500
% change year-on-year -8.77% +5.56% +3.85%

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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 68400 68410 79775
As % of all permanent IT jobs advertised in London 91.62% 90.62% 89.57%
Number of salaries quoted 52517 58869 67204
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -
10th Percentile £35,000 £33,750 £33,000
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Architecture
Job Vacancy Trend in London

Job postings citing Data Architecture as a percentage of all IT jobs advertised in London.

Job vacancy trend for Data Architecture in London

Data Architecture
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Architecture in London.

Salary trend for Data Architecture in London

Data Architecture
Salary Histogram in London

The salary distribution of IT jobs citing Data Architecture in London over the 6 months to 19 November 2017.

Salary histogram for Data Architecture in London

Data Architecture
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Architecture within the London region over the 6 months to 19 November 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
Central London +35 116 £72,500 - 8
West London -7 23 £57,500 -23.33% 2
South London +3 11 £82,500 +22.22%
East London +7 7 £75,000 -16.67% 1
North London +2 1 £125,000 +66.67%
Data Architecture
England

For the 6 months to 19 November 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 London region with a requirement for Data Architecture.

1 241 (42.58%) Data Modelling
2 222 (39.22%) Business Intelligence
3 216 (38.16%) Finance
4 211 (37.28%) Analytics
5 191 (33.75%) SQL
6 175 (30.92%) Data Warehouse
7 165 (29.15%) Data Management
8 161 (28.45%) Big Data
9 157 (27.74%) ETL
10 133 (23.50%) Agile Software Development
11 119 (21.02%) SQL Server
12 115 (20.32%) Data Governance
13 112 (19.79%) Data Quality
14 106 (18.73%) Hadoop
15 104 (18.37%) Java
16 94 (16.61%) Degree
17 91 (16.08%) Python
17 91 (16.08%) Apache Spark
18 88 (15.55%) Oracle
19 80 (14.13%) Microsoft
19 80 (14.13%) Amazon AWS
20 78 (13.78%) Visualisation
21 71 (12.54%) Data Analytics
22 67 (11.84%) Analytical Skills
22 67 (11.84%) Enterprise Architecture
23 66 (11.66%) Data Integration
23 66 (11.66%) Banking
24 64 (11.31%) Migration
24 64 (11.31%) Scala
24 64 (11.31%) SQL Server Reporting Services

Data Architecture
Co-occurring IT Skills in London 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 91 (16.08%) Apache Spark
2 24 (4.24%) Apache Solr
3 15 (2.65%) Tomcat
4 14 (2.47%) Apache
4 14 (2.47%) SAS
5 12 (2.12%) Apache Pig
5 12 (2.12%) JBoss
6 9 (1.59%) IIS
7 8 (1.41%) Confluence
7 8 (1.41%) SharePoint
8 7 (1.24%) Oracle SOA Suite
9 6 (1.06%) WebSphere
10 5 (0.88%) Elasticsearch
10 5 (0.88%) MS Exchange
10 5 (0.88%) WebLogic
10 5 (0.88%) WebSphere Application Server
11 4 (0.71%) Oracle Coherence
12 2 (0.35%) CMS
13 1 (0.18%) OpenStack
Applications
1 20 (3.53%) Microsoft Excel
2 5 (0.88%) Microsoft Office
3 2 (0.35%) MS Visio
3 2 (0.35%) SPSS
4 1 (0.18%) Spreadsheet
Business Applications
1 17 (3.00%) Markit EDM
2 3 (0.53%) Dynamics CRM
2 3 (0.53%) Sage 200
3 2 (0.35%) SAP BPC
4 1 (0.18%) Adobe Campaign
4 1 (0.18%) FastStats PeopleStage
4 1 (0.18%) Oracle Applications
4 1 (0.18%) Oracle EBS
4 1 (0.18%) Oracle FAH
4 1 (0.18%) Unica
Cloud Services
1 80 (14.13%) Amazon AWS
2 41 (7.24%) Microsoft Azure
3 27 (4.77%) SaaS
4 23 (4.06%) Google Cloud Platform
5 15 (2.65%) PaaS
6 14 (2.47%) IaaS
7 9 (1.59%) Salesforce Service Cloud
8 4 (0.71%) IBM Cloud
9 3 (0.53%) BlueKai
9 3 (0.53%) Bluemix
9 3 (0.53%) Cloud Computing
9 3 (0.53%) GitHub
9 3 (0.53%) Office 365
9 3 (0.53%) Salesforce Sales Cloud
10 2 (0.35%) Amazon EMR
10 2 (0.35%) Cortana Intelligence Suite
11 1 (0.18%) AWS Lambda
11 1 (0.18%) Boomi
11 1 (0.18%) iPaaS
11 1 (0.18%) Serverless
Communications & Networking
1 13 (2.30%) Kerberos
2 7 (1.24%) SAN
2 7 (1.24%) SMS
3 6 (1.06%) SSL
4 5 (0.88%) Ethernet
4 5 (0.88%) Firewall
4 5 (0.88%) LAN
4 5 (0.88%) NAS
4 5 (0.88%) WAN
5 3 (0.53%) AMQP
6 1 (0.18%) HTTP
6 1 (0.18%) VoIP
Database & Business Intelligence
1 175 (30.92%) Data Warehouse
2 161 (28.45%) Big Data
3 119 (21.02%) SQL Server
4 106 (18.73%) Hadoop
5 64 (11.31%) SQL Server Reporting Services
6 63 (11.13%) NoSQL
7 50 (8.83%) SQL Server Integration Services
8 40 (7.07%) Relational Database
9 39 (6.89%) HBase
10 36 (6.36%) Apache Hive
11 35 (6.18%) Apache Cassandra
12 33 (5.83%) QlikView
13 28 (4.95%) SQL Server Analysis Services
14 26 (4.59%) RDBMS
15 24 (4.24%) Data Lake
15 24 (4.24%) MongoDB
15 24 (4.24%) MySQL
16 23 (4.06%) Data Mining
17 20 (3.53%) Impala
17 20 (3.53%) Power BI
Development Applications
1 29 (5.12%) Talend Open Studio
2 20 (3.53%) JIRA
3 10 (1.77%) ERwin
3 10 (1.77%) Jenkins
4 8 (1.41%) Cucumber
4 8 (1.41%) Visual Studio
5 7 (1.24%) Maven
6 5 (0.88%) SQL Server Management Studio (SSMS)
7 4 (0.71%) Artifactory
7 4 (0.71%) IntelliJ
7 4 (0.71%) Vagrant
8 3 (0.53%) Eclipse
8 3 (0.53%) Git (software)
8 3 (0.53%) Team Foundation Server
9 2 (0.35%) XMLSpy
10 1 (0.18%) NetBeans
10 1 (0.18%) Toad
General
1 216 (38.16%) Finance
2 66 (11.66%) Banking
3 48 (8.48%) Legal
4 47 (8.30%) Retail
5 35 (6.18%) Investment Banking
6 27 (4.77%) Front Office
7 21 (3.71%) Marketing
8 17 (3.00%) Law
9 11 (1.94%) Publishing
10 10 (1.77%) Telecoms
11 9 (1.59%) Financial Institution
12 7 (1.24%) Advertising
13 5 (0.88%) Pharmaceutical
14 3 (0.53%) Back Office
14 3 (0.53%) Electronics
14 3 (0.53%) Games
14 3 (0.53%) Manufacturing
15 2 (0.35%) Retail Banking
16 1 (0.18%) French Language
16 1 (0.18%) International Banking
Job Titles
1 270 (47.70%) Architect
2 197 (34.81%) Data Architect
3 76 (13.43%) Analyst
4 62 (10.95%) Developer
5 57 (10.07%) Solutions Architect
6 42 (7.42%) Data Engineer
7 38 (6.71%) Enterprise Architect
8 31 (5.48%) Data Analyst
9 29 (5.12%) Senior Architect
10 28 (4.95%) Business Analyst
11 26 (4.59%) Senior Data Architect
12 25 (4.42%) Enterprise Data Architect
13 24 (4.24%) Big Data Engineer
14 22 (3.89%) Data Business Analyst
15 18 (3.18%) Consultant
15 18 (3.18%) Report Analyst
15 18 (3.18%) Senior Manager
16 17 (3.00%) Big Data Architect
16 17 (3.00%) Business Intelligence Architect
17 16 (2.83%) Lead Architect
Libraries, Frameworks & Software Standards
1 48 (8.48%) Web Services
2 38 (6.71%) .NET
3 35 (6.18%) Kafka
4 21 (3.71%) Middleware
5 20 (3.53%) XML
6 19 (3.36%) REST
7 16 (2.83%) JSON
8 15 (2.65%) SOAP
9 13 (2.30%) .NET Framework
9 13 (2.30%) Spring
10 12 (2.12%) RESTful
11 11 (1.94%) MDX
12 10 (1.77%) Drools
12 10 (1.77%) Spark Streaming
12 10 (1.77%) WSDL
12 10 (1.77%) XSD
13 9 (1.59%) Spring Boot
14 8 (1.41%) Apache Camel
14 8 (1.41%) Oracle Fusion
15 7 (1.24%) HTML
Miscellaneous
1 67 (11.84%) Analytical Skills
2 49 (8.66%) Computer Science
3 47 (8.30%) Management Information System
4 35 (6.18%) Data Structures
5 26 (4.59%) Enterprise Software
6 21 (3.71%) Data Centre
7 18 (3.18%) Algorithms
8 14 (2.47%) Greenfield Project
8 14 (2.47%) Reference Data
8 14 (2.47%) Taxonomies
9 11 (1.94%) Equities
9 11 (1.94%) Fintech
10 8 (1.41%) Clustering
11 7 (1.24%) Market Risk
12 6 (1.06%) Credit Risk
12 6 (1.06%) Fixed Income
12 6 (1.06%) Foreign Exchange (FX)
12 6 (1.06%) Hedge funds
12 6 (1.06%) Reinsurance
12 6 (1.06%) User Experience
Operating Systems
1 26 (4.59%) Linux
2 25 (4.42%) Unix
3 21 (3.71%) Windows
4 7 (1.24%) Solaris
5 6 (1.06%) Mac OS X
6 5 (0.88%) Oracle Linux
Processes & Methodologies
1 241 (42.58%) Data Modelling
2 222 (39.22%) Business Intelligence
3 211 (37.28%) Analytics
4 165 (29.15%) Data Management
5 157 (27.74%) ETL
6 133 (23.50%) Agile Software Development
7 115 (20.32%) Data Governance
8 78 (13.78%) Visualisation
9 71 (12.54%) Data Analytics
10 67 (11.84%) Enterprise Architecture
11 66 (11.66%) Data Integration
12 64 (11.31%) Migration
13 59 (10.42%) Data Strategy
14 56 (9.89%) Software Engineering
15 55 (9.72%) Stakeholder Management
16 50 (8.83%) Master Data Management
17 48 (8.48%) TOGAF
18 45 (7.95%) Business Analysis
19 43 (7.60%) DevOps
20 40 (7.07%) Data Analysis
Programming Languages
1 191 (33.75%) SQL
2 104 (18.37%) Java
3 91 (16.08%) Python
4 64 (11.31%) Scala
5 32 (5.65%) C#
6 28 (4.95%) T-SQL
7 19 (3.36%) R
8 17 (3.00%) C
9 11 (1.94%) C++
9 11 (1.94%) JavaScript
9 11 (1.94%) PowerShell
10 10 (1.77%) MATLAB
11 9 (1.59%) Data Analysis Expressions (DAX)
12 7 (1.24%) VBA
13 6 (1.06%) PL/SQL
14 4 (0.71%) PHP
14 4 (0.71%) TypeScript
15 3 (0.53%) Bash Shell
15 3 (0.53%) XPath
16 2 (0.35%) Ruby
Qualifications
1 94 (16.61%) Degree
2 29 (5.12%) Computer Science Degree
3 21 (3.71%) Security Cleared
4 14 (2.47%) SC Cleared
5 13 (2.30%) DV Cleared
6 9 (1.59%) PhD
7 7 (1.24%) MCITP
7 7 (1.24%) MCTS
7 7 (1.24%) Microsoft Certification
8 5 (0.88%) Master's Degree
9 2 (0.35%) AAT
9 2 (0.35%) ACCA
9 2 (0.35%) CIMA
10 1 (0.18%) Numerate Degree
10 1 (0.18%) OCP
10 1 (0.18%) Oracle Certification
Quality Assurance & Compliance
1 112 (19.79%) Data Quality
2 31 (5.48%) GDPR
3 22 (3.89%) QA
4 17 (3.00%) GCP
5 13 (2.30%) MiFID
6 9 (1.59%) EMIR
7 8 (1.41%) Dodd-Frank
8 2 (0.35%) COBIT
8 2 (0.35%) PCI DSS
9 1 (0.18%) CRD IV
9 1 (0.18%) IFRS
9 1 (0.18%) IFRS 9
9 1 (0.18%) ISO/IEC 27001
9 1 (0.18%) PMO
System Software
1 20 (3.53%) Docker
1 20 (3.53%) HDFS
2 14 (2.47%) Apache Flume
3 12 (2.12%) Apache ZooKeeper
4 5 (0.88%) Active Directory
4 5 (0.88%) Virtual Machines
4 5 (0.88%) VMware Infrastructure
5 1 (0.18%) VMware ESXi
Systems Management
1 14 (2.47%) Ansible
2 8 (1.41%) Kubernetes
2 8 (1.41%) Terraform
3 6 (1.06%) Puppet
4 5 (0.88%) Ambari
4 5 (0.88%) Control-M
5 4 (0.71%) Opscode Chef
6 3 (0.53%) Hadoop YARN
7 2 (0.35%) Oozie
Vendors
1 88 (15.55%) Oracle
2 80 (14.13%) Microsoft
3 42 (7.42%) Tableau
4 29 (5.12%) Talend
5 24 (4.24%) Informatica
6 23 (4.06%) Salesforce.com
7 20 (3.53%) IBM
8 19 (3.36%) Cloudera
9 17 (3.00%) Google
10 16 (2.83%) SAP
11 15 (2.65%) Cognizant
11 15 (2.65%) Hortonworks
11 15 (2.65%) Teradata
12 12 (2.12%) Adobe
12 12 (2.12%) Charles River
13 10 (1.77%) Cisco
13 10 (1.77%) Cognos
13 10 (1.77%) TIBCO
14 8 (1.41%) Bloomberg
14 8 (1.41%) Murex