Period
to 21 April 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of 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 21 April 2018 with a comparison to the same period in the previous 2 years.

Data Architecture
Central London > City of London
6 months to
21 Apr 2018
Same period 2017 Same period 2016
Rank 253 265 257
Rank change year-on-year +12 -8 +83
Permanent jobs citing Data Architecture 92 72 117
As % of all permanent IT jobs advertised in the City of London 0.85% 0.69% 0.85%
As % of the Processes & Methodologies category 0.92% 0.77% 0.93%
Number of salaries quoted 87 66 110
City of London median annual salary £77,500 £86,250 £73,750
Median salary % change year-on-year -10.14% +16.95% +13.46%
10th Percentile £45,750 £41,875 £50,875
90th Percentile £97,500 £118,750 £91,875
Central London median annual salary £77,500 £82,500 £75,000
% change year-on-year -6.06% +10.00% +15.38%

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 the City of London with a requirement for process or methodology skills.

All Process and Methodology Skills
City of London
Permanent vacancies with a requirement for process or methodology skills 9,989 9,394 12,569
As % of all permanent IT jobs advertised in the City of London 92.44% 90.59% 91.40%
Number of salaries quoted 8,802 8,522 11,252
City of London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £36,250 £36,250 £35,000
90th Percentile £94,250 £92,500 £90,000
Central London median annual salary £60,000 £60,000 £57,500
% change year-on-year - +4.35% +4.55%

Data Architecture
Job Vacancy Trend in the City of London

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

Job vacancy trend for Data Architecture in the City of London

Data Architecture
Salary Trend in the City of London

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

Salary trend for Data Architecture in the City of London

Data Architecture
Salary Histogram in the City of London

The salary distribution of IT jobs citing Data Architecture in the City of London over the 6 months to 21 April 2018.

Salary histogram for Data Architecture in the City of London

For the 6 months to 21 April 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 City of London region with a requirement for Data Architecture.

1 45 (48.91%) Agile Software Development
2 40 (43.48%) Microsoft
3 38 (41.30%) SQL
4 33 (35.87%) Finance
5 31 (33.70%) CRM
6 29 (31.52%) Dynamics CRM
6 29 (31.52%) Decision-Making
7 28 (30.43%) Business Intelligence
8 26 (28.26%) ITIL
9 21 (22.83%) SQL Server
9 21 (22.83%) Data Modelling
10 20 (21.74%) SQL Server Reporting Services
11 19 (20.65%) Data Warehouse
11 19 (20.65%) SQL Server Integration Services
12 18 (19.57%) ETL
12 18 (19.57%) Stakeholder Management
13 17 (18.48%) Content Management
13 17 (18.48%) ITIL V3
13 17 (18.48%) Artefact Management
14 16 (17.39%) Big Data
14 16 (17.39%) Analytics
15 15 (16.30%) Project Management
16 13 (14.13%) Data Governance
16 13 (14.13%) Data Quality
17 12 (13.04%) OLTP
17 12 (13.04%) Python
18 11 (11.96%) B2B
18 11 (11.96%) NoSQL
18 11 (11.96%) Microsoft Azure
18 11 (11.96%) Waterfall

Data Architecture
Co-occurring IT Skills in the City of 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 6 (6.52%) Apache Spark
2 5 (5.43%) SharePoint
3 4 (4.35%) Apache
3 4 (4.35%) Apache Airflow
3 4 (4.35%) SAS
Applications
1 3 (3.26%) Microsoft Excel
2 1 (1.09%) MS Visio
Business Applications
1 29 (31.52%) Dynamics CRM
2 4 (4.35%) Elite 3E
3 2 (2.17%) thinkFolio
4 1 (1.09%) Markit EDM
Cloud Services
1 11 (11.96%) Microsoft Azure
2 8 (8.70%) Amazon AWS
3 6 (6.52%) Azure Data Factory
4 2 (2.17%) Cortana Intelligence Suite
4 2 (2.17%) SaaS
5 1 (1.09%) Google Cloud Platform
Communications & Networking
1 1 (1.09%) HTTP
Database & Business Intelligence
1 21 (22.83%) SQL Server
2 20 (21.74%) SQL Server Reporting Services
3 19 (20.65%) Data Warehouse
3 19 (20.65%) SQL Server Integration Services
4 16 (17.39%) Big Data
5 12 (13.04%) OLTP
6 11 (11.96%) NoSQL
6 11 (11.96%) SQL Server Analysis Services
7 10 (10.87%) Hadoop
8 9 (9.78%) OLAP
8 9 (9.78%) Power BI
9 7 (7.61%) QlikView
9 7 (7.61%) Siebel EIM
9 7 (7.61%) SQL Server 2012
9 7 (7.61%) SQL Server 2014
10 6 (6.52%) Azure SQL Database
10 6 (6.52%) Relational Database
11 5 (5.43%) Apache Cassandra
12 4 (4.35%) Data Lake
12 4 (4.35%) MongoDB
Development Applications
1 8 (8.70%) Visual Studio
2 7 (7.61%) ERwin
2 7 (7.61%) Team Foundation Server
3 3 (3.26%) ER Studio
3 3 (3.26%) JIRA
4 2 (2.17%) Git (software)
4 2 (2.17%) LINQPad
4 2 (2.17%) Maven
4 2 (2.17%) Octopus Deploy
4 2 (2.17%) TeamCity
4 2 (2.17%) Visual Studio Team System
5 1 (1.09%) Eclipse
5 1 (1.09%) RStudio
5 1 (1.09%) SQL Server Management Studio (SSMS)
5 1 (1.09%) Toad
5 1 (1.09%) XMLSpy
General
1 33 (35.87%) Finance
2 6 (6.52%) Banking
3 4 (4.35%) Law
3 4 (4.35%) Legal
4 3 (3.26%) Front Office
4 3 (3.26%) International Banking
4 3 (3.26%) Retail
5 2 (2.17%) Back Office
5 2 (2.17%) Retail Banking
6 1 (1.09%) Investment Banking
6 1 (1.09%) Marketing
Job Titles
1 27 (29.35%) Applications Manager
2 18 (19.57%) Architect
2 18 (19.57%) Service Manager
3 13 (14.13%) Data Architect
4 12 (13.04%) Applications Support
4 12 (13.04%) Developer
5 11 (11.96%) Data Engineer
6 10 (10.87%) Applications Support Manager
7 9 (9.78%) CRM Manager
7 9 (9.78%) SSIS Developer
7 9 (9.78%) Support Manager
8 8 (8.70%) Analyst
9 6 (6.52%) Consultant
10 5 (5.43%) Azure Engineer
11 4 (4.35%) AWS Engineer
11 4 (4.35%) Finance Systems Analyst
11 4 (4.35%) Financial Analyst
11 4 (4.35%) Report Analyst
11 4 (4.35%) Senior Architect
11 4 (4.35%) Senior Data Architect
Libraries, Frameworks & Software Standards
1 4 (4.35%) .NET
1 4 (4.35%) .NET Framework
1 4 (4.35%) ASP.NET
1 4 (4.35%) ASP.NET MVC
1 4 (4.35%) Entity Framework
1 4 (4.35%) Web Services
2 3 (3.26%) Kafka
2 3 (3.26%) REST
3 2 (2.17%) D3.js
3 2 (2.17%) LINQ
3 2 (2.17%) Natural Language Processing
3 2 (2.17%) SOAP
3 2 (2.17%) XML
4 1 (1.09%) CSS
4 1 (1.09%) HTML
4 1 (1.09%) WSDL
4 1 (1.09%) XML Messaging
4 1 (1.09%) XSD
Miscellaneous
1 8 (8.70%) Analytical Skills
1 8 (8.70%) Management Information System
2 7 (7.61%) Computer Science
3 5 (5.43%) Data Structures
4 3 (3.26%) Enterprise Software
4 3 (3.26%) Fintech
5 2 (2.17%) Derivative
5 2 (2.17%) Hybrid Cloud
5 2 (2.17%) Self-Motivation
5 2 (2.17%) Taxonomies
6 1 (1.09%) Equities
6 1 (1.09%) Fixed Income
6 1 (1.09%) Market Risk
6 1 (1.09%) Reference Data
6 1 (1.09%) Reinsurance
6 1 (1.09%) Replication
Operating Systems
1 2 (2.17%) Windows
1 2 (2.17%) Windows Server 2008
1 2 (2.17%) Windows Server 2012
Processes & Methodologies
1 45 (48.91%) Agile Software Development
2 31 (33.70%) CRM
3 29 (31.52%) Decision-Making
4 28 (30.43%) Business Intelligence
5 26 (28.26%) ITIL
6 21 (22.83%) Data Modelling
7 18 (19.57%) ETL
7 18 (19.57%) Stakeholder Management
8 17 (18.48%) Artefact Management
8 17 (18.48%) Content Management
8 17 (18.48%) ITIL V3
9 16 (17.39%) Analytics
10 15 (16.30%) Project Management
11 13 (14.13%) Data Governance
12 11 (11.96%) B2B
12 11 (11.96%) Waterfall
13 10 (10.87%) Agile Project Management
13 10 (10.87%) B2C
13 10 (10.87%) Service Delivery
13 10 (10.87%) Visualisation
Programming Languages
1 38 (41.30%) SQL
2 12 (13.04%) Python
3 8 (8.70%) T-SQL
4 5 (5.43%) C#
5 4 (4.35%) PL/SQL
5 4 (4.35%) R
6 3 (3.26%) Java
6 3 (3.26%) PowerShell
7 2 (2.17%) Java 8
8 1 (1.09%) F#
8 1 (1.09%) JavaScript
8 1 (1.09%) SAS Macro
Qualifications
1 7 (7.61%) Degree
2 4 (4.35%) Computer Science Degree
3 2 (2.17%) Security Cleared
3 2 (2.17%) TOGAF Certification
4 1 (1.09%) CISM
4 1 (1.09%) CISSP
4 1 (1.09%) Microsoft Certification
Quality Assurance & Compliance
1 13 (14.13%) Data Quality
2 10 (10.87%) SLA
3 4 (4.35%) Actionable Recommendations
3 4 (4.35%) MiFID
4 2 (2.17%) GDPR
4 2 (2.17%) Solvency II
5 1 (1.09%) Cyber Essentials
5 1 (1.09%) Cyber Essentials PLUS
5 1 (1.09%) Dodd-Frank
5 1 (1.09%) EMIR
5 1 (1.09%) FATCA
5 1 (1.09%) ISO/IEC 27001
5 1 (1.09%) PCI DSS
System Software
1 2 (2.17%) Docker
1 2 (2.17%) HDFS
1 2 (2.17%) Virtual Machines
Systems Management
1 2 (2.17%) Hadoop YARN
1 2 (2.17%) Kubernetes
1 2 (2.17%) Oozie
2 1 (1.09%) Failover Clustering
Vendors
1 40 (43.48%) Microsoft
2 8 (8.70%) Tableau
3 7 (7.61%) Informatica
3 7 (7.61%) Siebel
4 5 (5.43%) Google
4 5 (5.43%) Oracle
5 4 (4.35%) Aderant
5 4 (4.35%) IBM
6 3 (3.26%) Salesforce.com
7 2 (2.17%) Apple
7 2 (2.17%) Cloudera
7 2 (2.17%) Cognizant
7 2 (2.17%) Sybase
7 2 (2.17%) Teradata
8 1 (1.09%) Callidus
8 1 (1.09%) Cognos
8 1 (1.09%) Guidewire
8 1 (1.09%) Hortonworks
8 1 (1.09%) SAP
8 1 (1.09%) Trillium