Period
to 16 October 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 16 October 2018 with a comparison to the same period in the previous 2 years.

Data Architecture
Central London > City of London
6 months to
16 Oct 2018
Same period 2017 Same period 2016
Rank 292 240 279
Rank change year-on-year -52 +39 +23
Permanent jobs citing Data Architecture 57 87 83
As % of all permanent IT jobs advertised in the City of London 0.51% 0.87% 0.69%
As % of the Processes & Methodologies category 0.56% 0.95% 0.76%
Number of salaries quoted 52 79 72
City of London median annual salary £69,500 £70,000 £70,000
Median salary % change year-on-year -0.71% - -6.67%
10th Percentile £42,150 £46,750 £47,875
90th Percentile £88,750 £102,750 £102,500
Central London median annual salary £65,000 £70,000 £70,000
% change year-on-year -7.14% - -9.68%

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 10,177 9,134 10,882
As % of all permanent IT jobs advertised in the City of London 91.88% 91.61% 90.97%
Number of salaries quoted 9,102 8,246 9,936
City of London median annual salary £65,000 £60,000 £60,000
Median salary % change year-on-year +8.33% - +4.35%
10th Percentile £36,750 £36,250 £35,000
90th Percentile £95,000 £93,750 £88,750
Central London median annual salary £62,500 £60,000 £57,500
% change year-on-year +4.17% +4.35% +2.68%

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 16 October 2018.

Salary histogram for Data Architecture in the City of London

Data Architecture
Job Locations in the City of 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 City of London region over the 6 months to 16 October 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 Bridge - 1 £44,000 -
Data Architecture
Central London

For the 6 months to 16 October 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 32 (56.14%) SQL
2 26 (45.61%) SQL Server
2 26 (45.61%) ETL
3 25 (43.86%) Data Warehouse
4 23 (40.35%) Analytics
5 20 (35.09%) Data Modelling
5 20 (35.09%) Business Intelligence
5 20 (35.09%) Agile Software Development
6 18 (31.58%) SQL Server Integration Services
6 18 (31.58%) Microsoft
7 16 (28.07%) Data Management
7 16 (28.07%) Big Data
8 14 (24.56%) SDLC
9 13 (22.81%) Finance
10 12 (21.05%) SQL Server Analysis Services
10 12 (21.05%) Hadoop
11 11 (19.30%) Data Governance
11 11 (19.30%) SQL Server Reporting Services
11 11 (19.30%) Visual Studio
12 10 (17.54%) Python
12 10 (17.54%) NoSQL
12 10 (17.54%) Team Foundation Server
12 10 (17.54%) SQL Server 2012
12 10 (17.54%) Data Development
13 9 (15.79%) Data Integration
13 9 (15.79%) R
13 9 (15.79%) Data Quality
14 8 (14.04%) Data Analytics
14 8 (14.04%) Tableau
14 8 (14.04%) Data Mapping

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 8 (14.04%) Apache Spark
2 6 (10.53%) Apache
3 3 (5.26%) Apache Airflow
3 3 (5.26%) SAS
4 2 (3.51%) SharePoint
5 1 (1.75%) Apache Pig
5 1 (1.75%) Apache Solr
5 1 (1.75%) Elasticsearch
Applications
1 3 (5.26%) Microsoft Excel
Business Applications
1 1 (1.75%) Dynamics CRM
1 1 (1.75%) Markit EDM
Cloud Services
1 7 (12.28%) Microsoft Azure
2 6 (10.53%) Amazon AWS
3 2 (3.51%) Amazon EMR
3 2 (3.51%) Amazon Kinesis
3 2 (3.51%) Azure Data Factory
3 2 (3.51%) Azure Machine Learning
3 2 (3.51%) Cortana Intelligence Suite
4 1 (1.75%) Boomi
4 1 (1.75%) Google Analytics
4 1 (1.75%) Google Cloud Platform
Communications & Networking
1 3 (5.26%) HTTP
2 1 (1.75%) Internet
Database & Business Intelligence
1 26 (45.61%) SQL Server
2 25 (43.86%) Data Warehouse
3 18 (31.58%) SQL Server Integration Services
4 16 (28.07%) Big Data
5 12 (21.05%) Hadoop
5 12 (21.05%) SQL Server Analysis Services
6 11 (19.30%) SQL Server Reporting Services
7 10 (17.54%) NoSQL
7 10 (17.54%) SQL Server 2012
8 8 (14.04%) OLTP
8 8 (14.04%) SQL Server 2014
9 7 (12.28%) Siebel EIM
10 6 (10.53%) Data Lake
11 5 (8.77%) Apache Hive
11 5 (8.77%) Power BI
12 3 (5.26%) Apache Cassandra
12 3 (5.26%) Enterprise Data Warehouse
12 3 (5.26%) HBase
12 3 (5.26%) MySQL
12 3 (5.26%) PostgreSQL
Development Applications
1 11 (19.30%) Visual Studio
2 10 (17.54%) Team Foundation Server
3 6 (10.53%) Git (software)
4 4 (7.02%) ER Studio
4 4 (7.02%) ERwin
4 4 (7.02%) RStudio
4 4 (7.02%) Subversion
5 3 (5.26%) Atlassian Bamboo
5 3 (5.26%) Jasmine
5 3 (5.26%) Jenkins
5 3 (5.26%) Octopus Deploy
5 3 (5.26%) TeamCity
6 2 (3.51%) JIRA
7 1 (1.75%) PowerDesigner
General
1 13 (22.81%) Finance
2 4 (7.02%) Banking
3 3 (5.26%) Retail
4 1 (1.75%) Front Office
4 1 (1.75%) Games
4 1 (1.75%) International Banking
4 1 (1.75%) Social Science
Job Titles
1 23 (40.35%) Developer
2 11 (19.30%) Architect
3 8 (14.04%) Data Engineer
4 7 (12.28%) Data Architect
4 7 (12.28%) SQL Developer
5 6 (10.53%) Analyst
5 6 (10.53%) Senior Developer
5 6 (10.53%) SSIS Developer
6 5 (8.77%) Business Intelligence Developer
6 5 (8.77%) Consultant
6 5 (8.77%) Data Consultant
6 5 (8.77%) Data Governance Consultant
6 5 (8.77%) Database Developer
6 5 (8.77%) Governance Consultant
6 5 (8.77%) SQL Database Developer
6 5 (8.77%) SQL Server Developer
7 4 (7.02%) Data Analyst
7 4 (7.02%) Data Manager
7 4 (7.02%) Sybase Developer
8 3 (5.26%) Lead Architect
Libraries, Frameworks & Software Standards
1 7 (12.28%) .NET
2 4 (7.02%) AngularJS
3 3 (5.26%) Angular 2
3 3 (5.26%) ASP.NET Web API
3 3 (5.26%) CSS
3 3 (5.26%) HTML
3 3 (5.26%) HTML5
3 3 (5.26%) jQuery
3 3 (5.26%) Kafka
3 3 (5.26%) KnockoutJS
3 3 (5.26%) REST
3 3 (5.26%) RESTful
3 3 (5.26%) RxJS
3 3 (5.26%) Web Services
4 2 (3.51%) Natural Language Processing
4 2 (3.51%) Node.js
5 1 (1.75%) Middleware
5 1 (1.75%) PySpark
Miscellaneous
1 7 (12.28%) Data Structures
2 6 (10.53%) Fintech
3 5 (8.77%) Derivative
4 4 (7.02%) Analytical Skills
4 4 (7.02%) Computer Science
5 2 (3.51%) Management Information System
6 1 (1.75%) Algorithms
6 1 (1.75%) CMDB
6 1 (1.75%) Credit Risk
6 1 (1.75%) Greenfield Project
6 1 (1.75%) Pricing Data
Operating Systems
1 1 (1.75%) Windows
1 1 (1.75%) Windows Server 2008
1 1 (1.75%) Windows Server 2012
Processes & Methodologies
1 26 (45.61%) ETL
2 23 (40.35%) Analytics
3 20 (35.09%) Agile Software Development
3 20 (35.09%) Business Intelligence
3 20 (35.09%) Data Modelling
4 16 (28.07%) Data Management
5 14 (24.56%) SDLC
6 11 (19.30%) Data Governance
7 10 (17.54%) Data Development
8 9 (15.79%) Data Integration
9 8 (14.04%) Data Analytics
9 8 (14.04%) Data Mapping
9 8 (14.04%) Data Science
9 8 (14.04%) ITIL
10 7 (12.28%) Continuous Improvement
10 7 (12.28%) Continuous Integration
10 7 (12.28%) Master Data Management
10 7 (12.28%) Performance Tuning
10 7 (12.28%) Release Management
10 7 (12.28%) Test Automation
Programming Languages
1 32 (56.14%) SQL
2 10 (17.54%) Python
3 9 (15.79%) R
4 8 (14.04%) C#
5 7 (12.28%) T-SQL
6 6 (10.53%) JavaScript
7 3 (5.26%) TypeScript
8 2 (3.51%) Go
8 2 (3.51%) Java
8 2 (3.51%) Scala
9 1 (1.75%) Bash Shell
9 1 (1.75%) PL/SQL
9 1 (1.75%) PowerShell
9 1 (1.75%) VBA
Qualifications
1 3 (5.26%) Computer Science Degree
1 3 (5.26%) Degree
2 1 (1.75%) Master's Degree
Quality Assurance & Compliance
1 9 (15.79%) Data Quality
2 1 (1.75%) MiFID
2 1 (1.75%) QA
2 1 (1.75%) SLA
System Software
1 2 (3.51%) HDFS
2 1 (1.75%) Virtual Machines
Systems Management
1 3 (5.26%) HP Quality Center
2 1 (1.75%) Kibana
2 1 (1.75%) Opscode Chef
2 1 (1.75%) Puppet
2 1 (1.75%) Terraform
Vendors
1 18 (31.58%) Microsoft
2 8 (14.04%) Tableau
3 7 (12.28%) Oracle
3 7 (12.28%) Siebel
4 4 (7.02%) Sybase
5 3 (5.26%) HP
5 3 (5.26%) IBM
6 2 (3.51%) SAP
7 1 (1.75%) Charles River
7 1 (1.75%) Databricks
7 1 (1.75%) Dell
7 1 (1.75%) Google
7 1 (1.75%) Informatica
7 1 (1.75%) MuleSoft
7 1 (1.75%) ServiceNow
7 1 (1.75%) SnapLogic
7 1 (1.75%) Trillium
7 1 (1.75%) Workday