Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Data Transformation skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Transformation over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Transformation
England > London
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 680 696 718
Rank change year-on-year +16 +22 +58
Permanent jobs citing Data Transformation 158 146 199
As % of all permanent IT jobs advertised in London 0.21% 0.19% 0.22%
As % of the Processes & Methodologies category 0.23% 0.21% 0.25%
Number of salaries quoted 104 107 158
London median annual salary £60,000 £65,000 £57,500
Median salary % change year-on-year -7.69% +13.04% +4.55%
10th Percentile £37,875 £32,500 £41,250
90th Percentile £116,875 £85,000 £82,500
England median annual salary £50,500 £47,500 £50,000
% change year-on-year +6.32% -5.00% +6.38%

Data Transformation 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 68735 68760 79859
As % of all permanent IT jobs advertised in London 91.61% 90.69% 89.57%
Number of salaries quoted 52944 59134 67322
London median annual salary £60,000 £58,500 £55,000
Median salary % change year-on-year +2.56% +6.36% -
10th Percentile £35,000 £33,750 £33,173
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 Transformation
Job Vacancy Trend in London

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

Job vacancy trend for Data Transformation in London

Data Transformation
Salary Trend in London

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

Salary trend for Data Transformation in London

Data Transformation
Salary Histogram in London

The salary distribution of IT jobs citing Data Transformation in London over the 6 months to 24 November 2017.

Salary histogram for Data Transformation in London

Data Transformation
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 Transformation within the London region over the 6 months to 24 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 +19 26 £67,500 +27.96% 7
South London +12 7 £40,000 -
West London +5 2 £55,000 -12.00%
North London - 1 £36,000 -
Data Transformation
England

For the 6 months to 24 November 2017, IT jobs citing Data Transformation 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 Transformation.

1 98 (62.03%) SQL
2 68 (43.04%) Agile Software Development
3 61 (38.61%) SQL Server
4 53 (33.54%) ETL
4 53 (33.54%) Finance
5 50 (31.65%) Data Warehouse
6 43 (27.22%) Performance Tuning
7 42 (26.58%) Java
8 40 (25.32%) XML
9 38 (24.05%) Oracle
10 37 (23.42%) Web Services
11 36 (22.78%) Business Intelligence
12 35 (22.15%) Visualisation
13 34 (21.52%) Relational Database
13 34 (21.52%) Data Modelling
14 33 (20.89%) Analytics
15 32 (20.25%) MySQL
16 31 (19.62%) Banking
16 31 (19.62%) Big Data
16 31 (19.62%) Analytical Skills
17 30 (18.99%) Replication
17 30 (18.99%) PL/SQL
17 30 (18.99%) Microsoft
18 25 (15.82%) Degree
19 24 (15.19%) Dimensional Modelling
19 24 (15.19%) ETL Development
20 23 (14.56%) Kimball Methodology
20 23 (14.56%) Oracle Database
20 23 (14.56%) Database Tuning
20 23 (14.56%) Oracle OLAP

Data Transformation
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 13 (8.23%) Apache Spark
2 7 (4.43%) SAS
3 4 (2.53%) Oracle Workflow
4 3 (1.90%) Oracle SOA Suite
5 2 (1.27%) Apache
5 2 (1.27%) Cloud Foundry
5 2 (1.27%) Elasticsearch
6 1 (0.63%) Apache Pig
6 1 (0.63%) SharePoint
Applications
1 4 (2.53%) Microsoft Excel
2 3 (1.90%) Spreadsheet
3 2 (1.27%) Microsoft Office
Business Applications
1 3 (1.90%) Oracle Retail
2 2 (1.27%) Salesforce.com CRM
3 1 (0.63%) Adobe Campaign
3 1 (0.63%) Dynamics AX
3 1 (0.63%) Dynamics CRM
3 1 (0.63%) SAP S/4HANA
Cloud Services
1 17 (10.76%) Amazon AWS
1 17 (10.76%) Microsoft Azure
2 12 (7.59%) SaaS
3 3 (1.90%) IaaS
4 2 (1.27%) Cloud Computing
4 2 (1.27%) PaaS
5 1 (0.63%) Amazon EC2
5 1 (0.63%) Amazon S3
5 1 (0.63%) AWS CloudFormation
5 1 (0.63%) AWS Lambda
5 1 (0.63%) Cortana Intelligence Suite
5 1 (0.63%) Dynamics 365
5 1 (0.63%) GitHub
5 1 (0.63%) Google Cloud Platform
5 1 (0.63%) npm
5 1 (0.63%) Serverless
5 1 (0.63%) Virtual Private Cloud
Communications & Networking
1 3 (1.90%) HTTP
2 2 (1.27%) Broadband
3 1 (0.63%) FTP
3 1 (0.63%) Internet
3 1 (0.63%) Kerberos
Database & Business Intelligence
1 61 (38.61%) SQL Server
2 50 (31.65%) Data Warehouse
3 34 (21.52%) Relational Database
4 32 (20.25%) MySQL
5 31 (19.62%) Big Data
6 23 (14.56%) OLAP
6 23 (14.56%) OLTP
6 23 (14.56%) Oracle Database
6 23 (14.56%) Oracle OLAP
7 20 (12.66%) DB2
7 20 (12.66%) OLAP Cube
8 18 (11.39%) Hadoop
8 18 (11.39%) SQL Server Integration Services
9 13 (8.23%) Oracle ODI
10 12 (7.59%) Power BI
11 10 (6.33%) NoSQL
12 8 (5.06%) QlikView
12 8 (5.06%) SQL Server Reporting Services
13 7 (4.43%) SQL Server 2008
14 6 (3.80%) Apache Hive
Development Applications
1 10 (6.33%) Git (software)
2 5 (3.16%) JIRA
2 5 (3.16%) Maven
3 3 (1.90%) gulp
3 3 (1.90%) JIRA Agile
3 3 (1.90%) Mercurial
4 2 (1.27%) Atlassian Bamboo
4 2 (1.27%) Babel
4 2 (1.27%) webpack
5 1 (0.63%) Ant
5 1 (0.63%) Mocha
5 1 (0.63%) Talend Open Studio
General
1 53 (33.54%) Finance
2 31 (19.62%) Banking
3 7 (4.43%) Front Office
3 7 (4.43%) Retail
4 6 (3.80%) Cantonese Language
4 6 (3.80%) International Banking
4 6 (3.80%) Investment Banking
4 6 (3.80%) Mandarin Language
5 5 (3.16%) Marketing
6 3 (1.90%) Back Office
6 3 (1.90%) Law
6 3 (1.90%) Legal
6 3 (1.90%) Prime Brokerage
7 2 (1.27%) Financial Institution
7 2 (1.27%) Pharmaceutical
7 2 (1.27%) Wholesale Banking
8 1 (0.63%) French Language
8 1 (0.63%) Games
Job Titles
1 73 (46.20%) Developer
2 23 (14.56%) Data Warehouse Developer
2 23 (14.56%) Oracle Data Warehouse Developer
2 23 (14.56%) Oracle Developer
3 20 (12.66%) SQL Developer
4 14 (8.86%) Analyst
4 14 (8.86%) Business Intelligence Developer
5 11 (6.96%) Architect
6 10 (6.33%) DBA
6 10 (6.33%) PL/SQL Developer
7 9 (5.70%) Business Developer
7 9 (5.70%) SQL DBA
8 8 (5.06%) Administrator
8 8 (5.06%) Lead Developer
9 7 (4.43%) Business Intelligence Lead
9 7 (4.43%) Data Engineer
9 7 (4.43%) Junior
9 7 (4.43%) SQL Server DBA
10 6 (3.80%) Data Analyst
10 6 (3.80%) Java Developer
Libraries, Frameworks & Software Standards
1 40 (25.32%) XML
2 37 (23.42%) Web Services
3 13 (8.23%) Oracle GoldenGate
4 11 (6.96%) D3.js
5 10 (6.33%) .NET
5 10 (6.33%) Kafka
6 8 (5.06%) Middleware
6 8 (5.06%) RESTful
7 7 (4.43%) .NET Framework
7 7 (4.43%) HTML
7 7 (4.43%) JSON
8 6 (3.80%) Murex MxML
8 6 (3.80%) XBRL
9 5 (3.16%) Node.js
9 5 (3.16%) Spring
9 5 (3.16%) XSLT
10 4 (2.53%) CSS
10 4 (2.53%) HTML5
10 4 (2.53%) Natural Language Processing
10 4 (2.53%) React
Miscellaneous
1 31 (19.62%) Analytical Skills
2 30 (18.99%) Replication
3 21 (13.29%) Computer Science
4 13 (8.23%) Management Information System
5 9 (5.70%) Algorithms
6 7 (4.43%) Data Structures
7 6 (3.80%) Fintech
7 6 (3.80%) Foreign Exchange (FX)
7 6 (3.80%) User Experience
8 5 (3.16%) Greenfield Project
9 4 (2.53%) Reference Data
10 3 (1.90%) Derivative
10 3 (1.90%) PlayStation
11 2 (1.27%) Bitcoin
11 2 (1.27%) Credit Risk
11 2 (1.27%) Digital TV
12 1 (0.63%) Client/Server
12 1 (0.63%) Internet of Things
12 1 (0.63%) Life Science
12 1 (0.63%) Taxonomies
Operating Systems
1 14 (8.86%) Linux
2 7 (4.43%) Unix
2 7 (4.43%) Windows
2 7 (4.43%) Windows Server
Processes & Methodologies
1 68 (43.04%) Agile Software Development
2 53 (33.54%) ETL
3 43 (27.22%) Performance Tuning
4 36 (22.78%) Business Intelligence
5 35 (22.15%) Visualisation
6 34 (21.52%) Data Modelling
7 33 (20.89%) Analytics
8 24 (15.19%) Dimensional Modelling
8 24 (15.19%) ETL Development
9 23 (14.56%) Database Tuning
9 23 (14.56%) Kimball Methodology
10 19 (12.03%) Data Visualisation
11 18 (11.39%) Workflow
12 17 (10.76%) Data Governance
13 15 (9.49%) Data Management
13 15 (9.49%) E-Commerce
13 15 (9.49%) Project Management
14 14 (8.86%) Data Architecture
15 13 (8.23%) CRM
15 13 (8.23%) Migration
Programming Languages
1 98 (62.03%) SQL
2 42 (26.58%) Java
3 30 (18.99%) PL/SQL
4 20 (12.66%) Python
5 19 (12.03%) JavaScript
6 15 (9.49%) Scala
7 14 (8.86%) C#
8 11 (6.96%) T-SQL
9 7 (4.43%) R
10 6 (3.80%) Shell Script
10 6 (3.80%) VBA
11 4 (2.53%) Bash Shell
11 4 (2.53%) Haskell
12 3 (1.90%) Clojure
12 3 (1.90%) Elixir
12 3 (1.90%) F#
12 3 (1.90%) PowerShell
12 3 (1.90%) Ruby
13 2 (1.27%) C
13 2 (1.27%) XQuery
Qualifications
1 25 (15.82%) Degree
2 10 (6.33%) Computer Science Degree
3 3 (1.90%) Master's Degree
4 2 (1.27%) PhD
5 1 (0.63%) PRINCE2 Certification
5 1 (0.63%) Security Cleared
Quality Assurance & Compliance
1 9 (5.70%) Data Quality
2 6 (3.80%) EMIR
3 5 (3.16%) GDPR
4 2 (1.27%) PMO
5 1 (0.63%) Cyber Essentials
5 1 (0.63%) Cyber Essentials PLUS
5 1 (0.63%) IFRS
5 1 (0.63%) IFRS 9
5 1 (0.63%) ISO/IEC 27001
5 1 (0.63%) QA
5 1 (0.63%) Solvency II
System Software
1 8 (5.06%) Docker
2 3 (1.90%) Apache ZooKeeper
3 1 (0.63%) GridGain
3 1 (0.63%) HDFS
Systems Management
1 1 (0.63%) Oozie
1 1 (0.63%) SCCM
Vendors
1 38 (24.05%) Oracle
2 30 (18.99%) Microsoft
3 13 (8.23%) Jaspersoft
4 8 (5.06%) Tableau
5 6 (3.80%) IBM
5 6 (3.80%) Murex
5 6 (3.80%) Salesforce.com
6 5 (3.16%) Google
7 3 (1.90%) ATG
7 3 (1.90%) Bloomberg
7 3 (1.90%) EXASOL
7 3 (1.90%) Hortonworks
7 3 (1.90%) IBM Sterling
8 2 (1.27%) Databricks
8 2 (1.27%) Salesforce Marketing Cloud
9 1 (0.63%) Apple
9 1 (0.63%) Charles River
9 1 (0.63%) Cloudera
9 1 (0.63%) MuleSoft
9 1 (0.63%) Talend