Period
to 22 January 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 22 January 2018 with a comparison to the same period in the previous 2 years.

Data Architecture
Central London > City of London
6 months to
22 Jan 2018
Same period 2017 Same period 2016
Rank 232 248 284
Rank change year-on-year +16 +36 +24
Permanent jobs citing Data Architecture 101 80 99
As % of all permanent IT jobs advertised in the City of London 0.96% 0.76% 0.70%
As % of the Processes & Methodologies category 1.06% 0.85% 0.78%
Number of salaries quoted 95 75 92
City of London median annual salary £75,000 £87,500 £75,000
Median salary % change year-on-year -14.29% +16.67% +20.00%
10th Percentile £47,500 £42,500 £50,125
90th Percentile £97,500 £118,750 £97,500
Central London median annual salary £77,500 £80,000 £77,500
% change year-on-year -3.13% +3.23% +19.23%

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 9,514 9,378 12,682
As % of all permanent IT jobs advertised in the City of London 90.90% 89.20% 89.69%
Number of salaries quoted 8,468 8,536 11,165
City of London median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +4.55%
10th Percentile £36,250 £36,250 £35,000
90th Percentile £95,000 £92,500 £90,000
Central London median annual salary £60,000 £57,500 £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 22 January 2018.

Salary histogram for Data Architecture in the City of London

For the 6 months to 22 January 2018, 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 City of London region with a requirement for Data Architecture.

1 49 (48.51%) Finance
2 48 (47.52%) SQL
3 45 (44.55%) Business Intelligence
4 38 (37.62%) ETL
5 37 (36.63%) Analytics
6 32 (31.68%) Data Modelling
6 32 (31.68%) Data Warehouse
7 31 (30.69%) Microsoft
8 29 (28.71%) Data Management
9 27 (26.73%) Agile Software Development
9 27 (26.73%) Big Data
10 26 (25.74%) Visualisation
11 25 (24.75%) SQL Server Reporting Services
12 23 (22.77%) Hadoop
13 22 (21.78%) Data Quality
14 21 (20.79%) Data Governance
14 21 (20.79%) Statistical Analysis
15 19 (18.81%) CRM
16 18 (17.82%) Amazon AWS
16 18 (17.82%) Information Architecture
17 17 (16.83%) Master Data Management
18 16 (15.84%) NoSQL
18 16 (15.84%) Legal
19 15 (14.85%) Validation
19 15 (14.85%) SQL Server
19 15 (14.85%) Microsoft Azure
19 15 (14.85%) Data Reconciliation
20 14 (13.86%) Dynamics CRM
20 14 (13.86%) Law
21 13 (12.87%) Python

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 13 (12.87%) Apache Spark
2 4 (3.96%) SAS
3 3 (2.97%) Apache
3 3 (2.97%) SharePoint
4 2 (1.98%) Apache Airflow
4 2 (1.98%) Apache Pig
4 2 (1.98%) Apache Solr
Applications
1 2 (1.98%) Microsoft Excel
2 1 (0.99%) MS Visio
Business Applications
1 14 (13.86%) Dynamics CRM
2 2 (1.98%) Markit EDM
3 1 (0.99%) Adobe Campaign
3 1 (0.99%) FastStats PeopleStage
3 1 (0.99%) Oracle Applications
3 1 (0.99%) Unica
Cloud Services
1 18 (17.82%) Amazon AWS
2 15 (14.85%) Microsoft Azure
3 6 (5.94%) Azure Data Factory
4 4 (3.96%) Google Cloud Platform
5 3 (2.97%) BlueKai
5 3 (2.97%) Cloud Computing
6 2 (1.98%) Cortana Intelligence Suite
6 2 (1.98%) IaaS
6 2 (1.98%) PaaS
6 2 (1.98%) SaaS
Communications & Networking
1 1 (0.99%) SMS
Database & Business Intelligence
1 32 (31.68%) Data Warehouse
2 27 (26.73%) Big Data
3 25 (24.75%) SQL Server Reporting Services
4 23 (22.77%) Hadoop
5 16 (15.84%) NoSQL
6 15 (14.85%) SQL Server
7 11 (10.89%) MongoDB
8 10 (9.90%) Apache Cassandra
8 10 (9.90%) Power BI
8 10 (9.90%) QlikView
9 8 (7.92%) SQL Server Integration Services
10 7 (6.93%) Apache Hive
11 6 (5.94%) Data Lake
11 6 (5.94%) HBase
11 6 (5.94%) Relational Database
12 5 (4.95%) Azure SQL Database
13 4 (3.96%) OLAP
13 4 (3.96%) RDBMS
13 4 (3.96%) SQL Server 2008
13 4 (3.96%) SQL Server Analysis Services
Development Applications
1 4 (3.96%) Visual Studio
2 2 (1.98%) Maven
2 2 (1.98%) Octopus Deploy
2 2 (1.98%) TeamCity
2 2 (1.98%) Visual Studio Team System
3 1 (0.99%) ERwin
3 1 (0.99%) LINQPad
3 1 (0.99%) Toad
General
1 49 (48.51%) Finance
2 16 (15.84%) Legal
3 14 (13.86%) Law
4 8 (7.92%) Banking
5 7 (6.93%) Retail
6 6 (5.94%) Marketing
7 4 (3.96%) Publishing
8 3 (2.97%) Games
8 3 (2.97%) Investment Banking
9 2 (1.98%) Front Office
10 1 (0.99%) International Banking
Job Titles
1 29 (28.71%) Architect
2 25 (24.75%) Analyst
3 22 (21.78%) Data Architect
4 19 (18.81%) Report Analyst
5 15 (14.85%) Financial Analyst
6 14 (13.86%) Finance Systems Analyst
6 14 (13.86%) Systems Analyst
7 12 (11.88%) Applications Manager
8 11 (10.89%) Data Engineer
9 8 (7.92%) Business Analyst
9 8 (7.92%) Developer
9 8 (7.92%) Senior Architect
10 7 (6.93%) Service Manager
11 6 (5.94%) Applications Support
11 6 (5.94%) Applications Support Manager
11 6 (5.94%) Senior Data Architect
11 6 (5.94%) Senior Manager
12 5 (4.95%) CRM Manager
12 5 (4.95%) Solutions Architect
12 5 (4.95%) Support Manager
Libraries, Frameworks & Software Standards
1 9 (8.91%) .NET
2 6 (5.94%) .NET Framework
3 4 (3.96%) ASP.NET
3 4 (3.96%) ASP.NET MVC
3 4 (3.96%) Entity Framework
3 4 (3.96%) Web Services
4 3 (2.97%) Kafka
5 2 (1.98%) Apache Avro
5 2 (1.98%) D3.js
5 2 (1.98%) Natural Language Processing
5 2 (1.98%) Spark Streaming
6 1 (0.99%) LINQ
6 1 (0.99%) REST
6 1 (0.99%) SOAP
6 1 (0.99%) WSDL
6 1 (0.99%) XML
6 1 (0.99%) XML Messaging
6 1 (0.99%) XSD
Miscellaneous
1 12 (11.88%) Analytical Skills
1 12 (11.88%) Management Information System
2 8 (7.92%) Computer Science
3 4 (3.96%) Enterprise Software
4 3 (2.97%) Data Structures
4 3 (2.97%) Fintech
4 3 (2.97%) User Experience
5 2 (1.98%) Clustering
5 2 (1.98%) Taxonomies
6 1 (0.99%) Derivative
6 1 (0.99%) Greenfield Project
6 1 (0.99%) Market Risk
6 1 (0.99%) Replication
Operating Systems
1 4 (3.96%) Windows
2 3 (2.97%) Linux
3 2 (1.98%) Mac OS X
4 1 (0.99%) Windows Server 2008
4 1 (0.99%) Windows Server 2012
Processes & Methodologies
1 45 (44.55%) Business Intelligence
2 38 (37.62%) ETL
3 37 (36.63%) Analytics
4 32 (31.68%) Data Modelling
5 29 (28.71%) Data Management
6 27 (26.73%) Agile Software Development
7 26 (25.74%) Visualisation
8 21 (20.79%) Data Governance
8 21 (20.79%) Statistical Analysis
9 19 (18.81%) CRM
10 18 (17.82%) Information Architecture
11 17 (16.83%) Master Data Management
12 15 (14.85%) Data Reconciliation
12 15 (14.85%) Validation
13 12 (11.88%) Stakeholder Management
14 10 (9.90%) Data Lineage
14 10 (9.90%) Project Management
15 9 (8.91%) B2B
15 9 (8.91%) Enterprise Architecture
15 9 (8.91%) Service Delivery
Programming Languages
1 48 (47.52%) SQL
2 13 (12.87%) Python
3 10 (9.90%) Java
4 8 (7.92%) C#
4 8 (7.92%) T-SQL
5 5 (4.95%) Scala
6 3 (2.97%) PowerShell
6 3 (2.97%) R
7 2 (1.98%) C
8 1 (0.99%) C++
8 1 (0.99%) F#
8 1 (0.99%) PHP
8 1 (0.99%) PL/SQL
8 1 (0.99%) SAS Macro
Qualifications
1 8 (7.92%) Degree
2 5 (4.95%) Computer Science Degree
3 4 (3.96%) Security Cleared
4 2 (1.98%) DV Cleared
5 1 (0.99%) Microsoft Certification
5 1 (0.99%) Numerate Degree
5 1 (0.99%) OCP
5 1 (0.99%) Oracle Certification
Quality Assurance & Compliance
1 22 (21.78%) Data Quality
2 6 (5.94%) SLA
3 5 (4.95%) GDPR
4 4 (3.96%) Actionable Recommendations
4 4 (3.96%) GCP
4 4 (3.96%) QA
5 2 (1.98%) MiFID
5 2 (1.98%) Solvency II
6 1 (0.99%) Dodd-Frank
6 1 (0.99%) EMIR
6 1 (0.99%) FATCA
6 1 (0.99%) IFRS
6 1 (0.99%) IFRS 9
6 1 (0.99%) PCI DSS
System Software
1 4 (3.96%) HDFS
2 2 (1.98%) Apache Flume
2 2 (1.98%) Apache ZooKeeper
2 2 (1.98%) Docker
3 1 (0.99%) Virtual Machines
Systems Management
1 2 (1.98%) Hadoop YARN
1 2 (1.98%) Kubernetes
1 2 (1.98%) Oozie
1 2 (1.98%) Opscode Chef
1 2 (1.98%) Puppet
2 1 (0.99%) Failover Clustering
Vendors
1 31 (30.69%) Microsoft
2 12 (11.88%) Tableau
3 7 (6.93%) Adobe
3 7 (6.93%) Oracle
4 5 (4.95%) IBM
5 4 (3.96%) Cloudera
5 4 (3.96%) Google
6 3 (2.97%) Facebook
6 3 (2.97%) Talend
6 3 (2.97%) Twitter
7 2 (1.98%) Apple
7 2 (1.98%) Cognizant
7 2 (1.98%) Cognos
7 2 (1.98%) Informatica
7 2 (1.98%) MicroStrategy
7 2 (1.98%) Salesforce.com
8 1 (0.99%) Ab Initio
8 1 (0.99%) Hortonworks
8 1 (0.99%) Sybase
8 1 (0.99%) Teradata