Period
to 15 November 2018

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 15 November 2018 with a comparison to the same period in the previous 2 years.

Data Integration
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 177 185 189
Rank change year-on-year +8 +4 +66
Permanent jobs citing Data Integration 15 31 46
As % of all permanent IT jobs advertised in Leeds 0.38% 0.62% 0.84%
As % of the Processes & Methodologies category 0.42% 0.66% 0.91%
Number of salaries quoted 8 27 42
Leeds median annual salary £50,000 £45,000 £48,750
Median salary % change year-on-year +11.11% -7.69% +11.43%
10th Percentile £41,250 £40,000 £41,500
90th Percentile £57,500 £68,500 £62,500
West Yorkshire median annual salary £55,000 £45,000 £51,000
% change year-on-year +22.22% -11.76% +36.00%

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 3,556 4,670 5,072
As % of all permanent IT jobs advertised in Leeds 90.92% 93.76% 93.03%
Number of salaries quoted 2,953 3,931 4,334
Leeds median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% -
10th Percentile £27,500 £27,500 £26,250
90th Percentile £63,750 £63,250 £62,500
West Yorkshire median annual salary £44,000 £42,500 £42,500
% change year-on-year +3.53% - +3.66%

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

For the 6 months to 15 November 2018, 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 12 (80.00%) Data Modelling
2 11 (73.33%) SQL
3 8 (53.33%) Finance
3 8 (53.33%) Data Management
3 8 (53.33%) Data Quality
3 8 (53.33%) Data Transformation
4 7 (46.67%) Data Warehouse
5 6 (40.00%) Python
5 6 (40.00%) Agile Software Development
5 6 (40.00%) Analytics
5 6 (40.00%) Logical Data Model
5 6 (40.00%) Physical Data Model
6 5 (33.33%) ETL
6 5 (33.33%) T-SQL
6 5 (33.33%) Business Intelligence
7 4 (26.67%) RDBMS
7 4 (26.67%) Snowflake Schema
7 4 (26.67%) IBM
7 4 (26.67%) Web Services
7 4 (26.67%) Oracle
7 4 (26.67%) C#
7 4 (26.67%) Java
7 4 (26.67%) JavaScript
7 4 (26.67%) Change Management
7 4 (26.67%) Quality Management
7 4 (26.67%) Trillium
7 4 (26.67%) PowerDesigner
7 4 (26.67%) ERwin
7 4 (26.67%) Project Management
7 4 (26.67%) Data Governance

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:

Applications
1 2 (13.33%) Microsoft Excel
Cloud Services
1 4 (26.67%) Amazon AWS
1 4 (26.67%) Amazon Kinesis
1 4 (26.67%) Amazon SageMaker
2 2 (13.33%) Microsoft Azure
Database & Business Intelligence
1 7 (46.67%) Data Warehouse
2 4 (26.67%) Amazon Aurora
2 4 (26.67%) Amazon RDS
2 4 (26.67%) Amazon Redshift
2 4 (26.67%) Data Lake
2 4 (26.67%) MongoDB
2 4 (26.67%) Oracle Database
2 4 (26.67%) Oracle ODI
2 4 (26.67%) Pentaho
2 4 (26.67%) RDBMS
2 4 (26.67%) Relational Database
2 4 (26.67%) SAP Data Services
2 4 (26.67%) Snowflake Schema
3 2 (13.33%) Big Data
3 2 (13.33%) Power BI
4 1 (6.67%) SQL Server
Development Applications
1 4 (26.67%) ERwin
1 4 (26.67%) PowerDesigner
General
1 8 (53.33%) Finance
2 1 (6.67%) Games
2 1 (6.67%) Legal
Job Titles
1 6 (40.00%) Analyst
1 6 (40.00%) Data Analyst
2 5 (33.33%) Developer
3 4 (26.67%) Architect
3 4 (26.67%) Data Modeller
3 4 (26.67%) ETL Developer
4 2 (13.33%) Data Architect
4 2 (13.33%) Enterprise Architect
4 2 (13.33%) IT Analyst
4 2 (13.33%) IT Trainer
4 2 (13.33%) Solutions Architect
4 2 (13.33%) Trainer
5 1 (6.67%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 4 (26.67%) Oracle GoldenGate
1 4 (26.67%) Web Services
Miscellaneous
1 2 (13.33%) Data Structures
1 2 (13.33%) e-Learning
1 2 (13.33%) Enterprise Software
1 2 (13.33%) NHS
Processes & Methodologies
1 12 (80.00%) Data Modelling
2 8 (53.33%) Data Management
2 8 (53.33%) Data Transformation
3 6 (40.00%) Agile Software Development
3 6 (40.00%) Analytics
3 6 (40.00%) Logical Data Model
3 6 (40.00%) Physical Data Model
4 5 (33.33%) Business Intelligence
4 5 (33.33%) ETL
5 4 (26.67%) Change Data Capture
5 4 (26.67%) Change Management
5 4 (26.67%) Data Analytics
5 4 (26.67%) Data Architecture
5 4 (26.67%) Data Cleansing
5 4 (26.67%) Data Governance
5 4 (26.67%) Data Science
5 4 (26.67%) Project Management
5 4 (26.67%) Quality Management
6 3 (20.00%) Service Delivery
7 2 (13.33%) TOGAF
Programming Languages
1 11 (73.33%) SQL
2 6 (40.00%) Python
3 5 (33.33%) T-SQL
4 4 (26.67%) C#
4 4 (26.67%) Java
4 4 (26.67%) JavaScript
4 4 (26.67%) Ruby
4 4 (26.67%) Scala
5 2 (13.33%) R
Qualifications
1 4 (26.67%) AWS Certification
1 4 (26.67%) Degree
Quality Assurance & Compliance
1 8 (53.33%) Data Quality
2 2 (13.33%) QA
Vendors
1 4 (26.67%) IBM
1 4 (26.67%) Oracle
1 4 (26.67%) Trillium
2 2 (13.33%) Microsoft
2 2 (13.33%) Tableau