Period
to 22 January 2019

The following table provides summary statistics for permanent job vacancies advertised in Leeds 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 22 January 2019 with a comparison to the same period in the previous 2 years.

Data Transformation
6 months to
22 Jan 2019
Same period 2018 Same period 2017
Rank 157 199 232
Rank change year-on-year +42 +33 +38
Permanent jobs citing Data Transformation 25 14 7
As % of all permanent IT jobs advertised in Leeds 0.74% 0.29% 0.13%
As % of the Processes & Methodologies category 0.81% 0.31% 0.14%
Number of salaries quoted 19 14 2
Leeds median annual salary £50,000 £39,000 £41,250
Median salary % change year-on-year +28.21% -5.45% +25.00%
10th Percentile £42,500 £32,500 £37,875
90th Percentile £63,354 £70,000 £43,625
West Yorkshire median annual salary £50,000 £39,000 £41,250
% change year-on-year +28.21% -5.45% +25.00%

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 Leeds with a requirement for process or methodology skills.

All Process and Methodology Skills
Leeds
Permanent vacancies with a requirement for process or methodology skills 3,088 4,465 4,871
As % of all permanent IT jobs advertised in Leeds 91.47% 94.04% 92.68%
Number of salaries quoted 2,605 3,796 4,169
Leeds median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £28,250 £28,500 £26,250
90th Percentile £65,000 £62,500 £60,000
West Yorkshire median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +1.19%

Data Transformation
Job Vacancy Trend in Leeds

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

Job vacancy trend for Data Transformation in Leeds

Data Transformation
Salary Trend in Leeds

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

Salary trend for Data Transformation in Leeds

Data Transformation
Salary Histogram in Leeds

The salary distribution of IT jobs citing Data Transformation in Leeds over the 6 months to 22 January 2019.

Salary histogram for Data Transformation in Leeds

For the 6 months to 22 January 2019, IT jobs citing Data Transformation 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 Leeds region with a requirement for Data Transformation.

1 23 (92.00%) SQL
2 19 (76.00%) Python
2 19 (76.00%) Agile Software Development
3 18 (72.00%) Data Integration
3 18 (72.00%) Scala
3 18 (72.00%) MongoDB
3 18 (72.00%) Java
3 18 (72.00%) ETL
3 18 (72.00%) Analytics
4 15 (60.00%) Oracle
5 14 (56.00%) NoSQL
5 14 (56.00%) Data Analysis
5 14 (56.00%) Mentoring
5 14 (56.00%) Coaching
5 14 (56.00%) Data Engineering
6 13 (52.00%) Apache Spark
6 13 (52.00%) Spark SQL
6 13 (52.00%) Spark Streaming
6 13 (52.00%) HDFS
6 13 (52.00%) DevOps
6 13 (52.00%) Sqoop
6 13 (52.00%) Oozie
6 13 (52.00%) Data Reconciliation
6 13 (52.00%) HBase
6 13 (52.00%) Apache Hive
6 13 (52.00%) Machine Learning
6 13 (52.00%) Big Data
6 13 (52.00%) Hortonworks
6 13 (52.00%) Cloudera
6 13 (52.00%) Apache Flume

Data Transformation
Co-occurring IT Skills in Leeds 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 (52.00%) Apache Spark
2 1 (4.00%) BizTalk Server
2 1 (4.00%) SAS
Cloud Services
1 13 (52.00%) GitHub
2 5 (20.00%) Amazon AWS
2 5 (20.00%) Amazon Kinesis
2 5 (20.00%) Amazon SageMaker
Database & Business Intelligence
1 18 (72.00%) MongoDB
2 14 (56.00%) NoSQL
3 13 (52.00%) Apache Cassandra
3 13 (52.00%) Apache Hive
3 13 (52.00%) Big Data
3 13 (52.00%) Hadoop
3 13 (52.00%) HBase
3 13 (52.00%) Spark SQL
3 13 (52.00%) Sqoop
4 10 (40.00%) Data Lake
5 9 (36.00%) Data Warehouse
6 5 (20.00%) Amazon Aurora
6 5 (20.00%) Amazon RDS
6 5 (20.00%) Amazon Redshift
6 5 (20.00%) Pentaho
6 5 (20.00%) Snowflake Schema
7 4 (16.00%) BusinessObjects
8 2 (8.00%) SQL Server
8 2 (8.00%) SQL Server Integration Services
9 1 (4.00%) SQL Server Reporting Services
Development Applications
1 1 (4.00%) MSBuild
1 1 (4.00%) SpecFlow
General
1 9 (36.00%) Finance
2 4 (16.00%) Banking
3 1 (4.00%) Legal
Job Titles
1 13 (52.00%) Big Data Engineer
1 13 (52.00%) Data Engineer
2 8 (32.00%) Developer
2 8 (32.00%) Python Engineer
3 5 (20.00%) ETL Developer
3 5 (20.00%) Senior Data Engineer
4 4 (16.00%) Data Manager
4 4 (16.00%) Data Warehouse Manager
5 1 (4.00%) Administrator
5 1 (4.00%) Database Developer
5 1 (4.00%) DBA
5 1 (4.00%) Integration Developer
Libraries, Frameworks & Software Standards
1 13 (52.00%) Spark Streaming
2 8 (32.00%) Kafka
3 5 (20.00%) Web Services
4 1 (4.00%) .NET
4 1 (4.00%) JSON
4 1 (4.00%) Middleware
4 1 (4.00%) REST
4 1 (4.00%) SOAP
4 1 (4.00%) WCF
4 1 (4.00%) XML
4 1 (4.00%) XSD
4 1 (4.00%) XSLT
Miscellaneous
1 4 (16.00%) Market Risk
2 1 (4.00%) Analytical Skills
2 1 (4.00%) Management Information System
Operating Systems
1 13 (52.00%) Unix
2 1 (4.00%) Linux
2 1 (4.00%) Solaris
2 1 (4.00%) Windows
2 1 (4.00%) Windows Server
Processes & Methodologies
1 19 (76.00%) Agile Software Development
2 18 (72.00%) Analytics
2 18 (72.00%) Data Integration
2 18 (72.00%) ETL
3 14 (56.00%) Coaching
3 14 (56.00%) Data Analysis
3 14 (56.00%) Data Engineering
3 14 (56.00%) Mentoring
4 13 (52.00%) Data Reconciliation
4 13 (52.00%) DevOps
4 13 (52.00%) Machine Learning
4 13 (52.00%) Use Case
5 12 (48.00%) Data Modelling
6 11 (44.00%) Project Management
7 9 (36.00%) Data Architecture
8 6 (24.00%) Data Management
8 6 (24.00%) Data Science
8 6 (24.00%) Waterfall
9 5 (20.00%) Collaborative Working
9 5 (20.00%) Technical Leadership
Programming Languages
1 23 (92.00%) SQL
2 19 (76.00%) Python
3 18 (72.00%) Java
3 18 (72.00%) Scala
4 6 (24.00%) C#
5 5 (20.00%) JavaScript
5 5 (20.00%) Ruby
5 5 (20.00%) T-SQL
6 1 (4.00%) PowerShell
6 1 (4.00%) R
Qualifications
1 5 (20.00%) AWS Certification
Quality Assurance & Compliance
1 9 (36.00%) Data Quality
2 5 (20.00%) QA
System Software
1 13 (52.00%) Apache Flume
1 13 (52.00%) HDFS
2 1 (4.00%) VMware Infrastructure
Systems Management
1 13 (52.00%) Oozie
2 1 (4.00%) Oracle RMAN
Vendors
1 15 (60.00%) Oracle
2 13 (52.00%) Cloudera
2 13 (52.00%) Hortonworks
3 1 (4.00%) Microsoft
3 1 (4.00%) VMware