Period
to 21 February 2019

The following table provides summary statistics for permanent job vacancies advertised in Leeds with a requirement for Data Integration skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Integration over the 6 months to 21 February 2019 with a comparison to the same period in the previous 2 years.

Data Integration
6 months to
21 Feb 2019
Same period 2018 Same period 2017
Rank 148 183 197
Rank change year-on-year +35 +14 +31
Permanent jobs citing Data Integration 29 35 44
As % of all permanent IT jobs advertised in Leeds 0.91% 0.71% 0.83%
As % of the Processes & Methodologies category 0.99% 0.75% 0.90%
Number of salaries quoted 27 24 43
Leeds median annual salary £49,337 £46,250 £50,000
Median salary % change year-on-year +6.67% -7.50% -20.00%
10th Percentile £41,250 £40,000 £40,000
90th Percentile £63,354 £69,250 £62,000
West Yorkshire median annual salary £49,337 £47,500 £50,000
% change year-on-year +3.87% -5.00% -16.67%

Data Integration 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 2,933 4,686 4,916
As % of all permanent IT jobs advertised in Leeds 91.68% 94.49% 92.63%
Number of salaries quoted 2,484 3,979 4,247
Leeds median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £28,750 £29,750 £26,250
90th Percentile £65,000 £62,500 £60,000
West Yorkshire median annual salary £44,000 £42,500 £42,500
% change year-on-year +3.53% - +1.19%

Data Integration
Job Vacancy Trend in Leeds

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

Job vacancy trend for Data Integration in Leeds

Data Integration
Salary Trend in Leeds

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

Salary trend for Data Integration in Leeds

Data Integration
Salary Histogram in Leeds

The salary distribution of IT jobs citing Data Integration in Leeds over the 6 months to 21 February 2019.

Salary histogram for Data Integration in Leeds

For the 6 months to 21 February 2019, IT jobs citing Data Integration 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 Integration.

1 27 (93.10%) SQL
2 26 (89.66%) Analytics
3 25 (86.21%) Python
4 21 (72.41%) ETL
5 20 (68.97%) Data Analysis
5 20 (68.97%) Big Data
5 20 (68.97%) Coaching
6 19 (65.52%) Data Transformation
6 19 (65.52%) Agile Software Development
6 19 (65.52%) Scala
6 19 (65.52%) MongoDB
6 19 (65.52%) Java
7 14 (48.28%) Oracle
7 14 (48.28%) Unix
7 14 (48.28%) Apache Cassandra
7 14 (48.28%) NoSQL
7 14 (48.28%) Hadoop
7 14 (48.28%) Use Case
7 14 (48.28%) Oozie
7 14 (48.28%) Data Reconciliation
7 14 (48.28%) Apache Spark
7 14 (48.28%) Spark SQL
7 14 (48.28%) Spark Streaming
7 14 (48.28%) Data Engineering
7 14 (48.28%) Hortonworks
7 14 (48.28%) Cloudera
7 14 (48.28%) Apache Hive
7 14 (48.28%) HBase
7 14 (48.28%) Machine Learning
7 14 (48.28%) Sqoop

Data Integration
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 14 (48.28%) Apache Spark
Applications
1 6 (20.69%) Microsoft Excel
Cloud Services
1 14 (48.28%) GitHub
2 5 (17.24%) Amazon AWS
2 5 (17.24%) Amazon Kinesis
2 5 (17.24%) Amazon SageMaker
Database & Business Intelligence
1 20 (68.97%) Big Data
2 19 (65.52%) MongoDB
3 14 (48.28%) Apache Cassandra
3 14 (48.28%) Apache Hive
3 14 (48.28%) Hadoop
3 14 (48.28%) HBase
3 14 (48.28%) NoSQL
3 14 (48.28%) Spark SQL
3 14 (48.28%) Sqoop
4 11 (37.93%) Data Lake
5 9 (31.03%) Data Warehouse
6 6 (20.69%) Power BI
7 5 (17.24%) Amazon Aurora
7 5 (17.24%) Amazon RDS
7 5 (17.24%) Amazon Redshift
7 5 (17.24%) Pentaho
7 5 (17.24%) Snowflake Schema
8 2 (6.90%) SQL Server
9 1 (3.45%) DTS
9 1 (3.45%) OLAP
General
1 5 (17.24%) Finance
2 1 (3.45%) Games
2 1 (3.45%) Legal
Job Titles
1 14 (48.28%) Big Data Engineer
1 14 (48.28%) Data Engineer
2 8 (27.59%) Python Engineer
3 7 (24.14%) Analyst
3 7 (24.14%) Developer
4 6 (20.69%) Data Analyst
4 6 (20.69%) IT Analyst
4 6 (20.69%) IT Trainer
4 6 (20.69%) Senior Data Engineer
4 6 (20.69%) Trainer
5 5 (17.24%) ETL Developer
6 2 (6.90%) Architect
6 2 (6.90%) Enterprise Architect
7 1 (3.45%) Analyst Developer
7 1 (3.45%) Business Developer
7 1 (3.45%) Business Intelligence Analyst
7 1 (3.45%) Business Intelligence Developer
7 1 (3.45%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 14 (48.28%) Spark Streaming
2 8 (27.59%) Kafka
3 5 (17.24%) Web Services
4 1 (3.45%) MDX
Miscellaneous
1 6 (20.69%) Data Structures
1 6 (20.69%) e-Learning
2 2 (6.90%) Enterprise Software
3 1 (3.45%) Management Information System
Operating Systems
1 14 (48.28%) Unix
Processes & Methodologies
1 26 (89.66%) Analytics
2 21 (72.41%) ETL
3 20 (68.97%) Coaching
3 20 (68.97%) Data Analysis
4 19 (65.52%) Agile Software Development
4 19 (65.52%) Data Transformation
5 14 (48.28%) Data Engineering
5 14 (48.28%) Data Reconciliation
5 14 (48.28%) DevOps
5 14 (48.28%) Machine Learning
5 14 (48.28%) Mentoring
5 14 (48.28%) Use Case
6 13 (44.83%) Data Modelling
7 12 (41.38%) Project Management
8 9 (31.03%) Data Architecture
9 8 (27.59%) Service Delivery
10 7 (24.14%) Business Intelligence
10 7 (24.14%) Collaborative Working
11 6 (20.69%) Change Data Capture
11 6 (20.69%) Technical Leadership
Programming Languages
1 27 (93.10%) SQL
2 25 (86.21%) Python
3 19 (65.52%) Java
3 19 (65.52%) Scala
4 7 (24.14%) T-SQL
5 6 (20.69%) R
6 5 (17.24%) C#
6 5 (17.24%) JavaScript
6 5 (17.24%) Ruby
Qualifications
1 5 (17.24%) AWS Certification
2 3 (10.34%) Degree
3 1 (3.45%) Computer Science Degree
3 1 (3.45%) Microsoft Certification
Quality Assurance & Compliance
1 12 (41.38%) QA
2 6 (20.69%) Data Quality
System Software
1 14 (48.28%) Apache Flume
1 14 (48.28%) HDFS
Systems Management
1 14 (48.28%) Oozie
Vendors
1 14 (48.28%) Cloudera
1 14 (48.28%) Hortonworks
1 14 (48.28%) Oracle
2 6 (20.69%) Tableau
3 1 (3.45%) Microsoft