Period
to 19 November 2017

The following table provides summary statistics for permanent job vacancies advertised in West Yorkshire 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 19 November 2017 with a comparison to the same period in the previous 2 years.

Data Transformation
Yorkshire > West Yorkshire
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 247 272 297
Rank change year-on-year +25 +25 +10
Permanent jobs citing Data Transformation 13 8 9
As % of all permanent IT jobs advertised in West Yorkshire 0.19% 0.11% 0.097%
As % of the Processes & Methodologies category 0.21% 0.12% 0.11%
Number of salaries quoted 12 4 9
West Yorkshire median annual salary £35,000 £37,500 £77,000
Median salary % change year-on-year -6.67% -51.30% +92.50%
10th Percentile £32,500 £36,250 £36,600
90th Percentile £43,500 £38,750 £83,150
Yorkshire median annual salary £35,000 £37,500 £40,000
% change year-on-year -6.67% -6.25% -

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 West Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
West Yorkshire
Permanent vacancies with a requirement for process or methodology skills 6139 6930 8419
As % of all permanent IT jobs advertised in West Yorkshire 91.54% 91.08% 91.03%
Number of salaries quoted 5156 5943 6747
West Yorkshire median annual salary £42,500 £42,500 £42,000
Median salary % change year-on-year - +1.19% +5.00%
10th Percentile £26,750 £26,750 £26,250
90th Percentile £62,500 £64,950 £60,000
Yorkshire median annual salary £42,500 £42,000 £40,000
% change year-on-year +1.19% +5.00% +1.27%

Data Transformation
Job Vacancy Trend in West Yorkshire

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

Job vacancy trend for Data Transformation in West Yorkshire

Data Transformation
Salary Trend in West Yorkshire

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

Salary trend for Data Transformation in West Yorkshire

Data Transformation
Job Locations in West Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Transformation within the West Yorkshire region over the 6 months to 19 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
Leeds +13 13 £35,000 -6.67%
Data Transformation
Yorkshire

For the 6 months to 19 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 West Yorkshire region with a requirement for Data Transformation.

1 13 (100.00%) ETL
1 13 (100.00%) Visualisation
1 13 (100.00%) Data Visualisation
1 13 (100.00%) Analytics
2 12 (92.31%) Data Analysis
3 11 (84.62%) SQL
3 11 (84.62%) Data Analytics
4 10 (76.92%) Business Analytics
4 10 (76.92%) Tableau
4 10 (76.92%) Predictive Analytics
4 10 (76.92%) Data Cleansing
4 10 (76.92%) SAS
4 10 (76.92%) Business Intelligence
4 10 (76.92%) Finance
4 10 (76.92%) Cognos
4 10 (76.92%) Data Warehouse
4 10 (76.92%) Data Mining
5 3 (23.08%) ETL Development
5 3 (23.08%) Data Munging
5 3 (23.08%) Software Engineering
5 3 (23.08%) Market Research
5 3 (23.08%) Hadoop
6 2 (15.38%) Android
6 2 (15.38%) QA
6 2 (15.38%) Performance Testing
6 2 (15.38%) Machine Learning
6 2 (15.38%) Apache Hive
6 2 (15.38%) Apple iOS
6 2 (15.38%) Apache Spark
6 2 (15.38%) Apache Pig

Data Transformation
Co-occurring IT Skills in West Yorkshire 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 10 (76.92%) SAS
2 2 (15.38%) Apache Pig
2 2 (15.38%) Apache Spark
Applications
1 1 (7.69%) SPSS
Database & Business Intelligence
1 10 (76.92%) Data Mining
1 10 (76.92%) Data Warehouse
2 3 (23.08%) Hadoop
3 2 (15.38%) Apache Hive
General
1 10 (76.92%) Finance
Job Titles
1 10 (76.92%) Trainer
2 3 (23.08%) Analyst
2 3 (23.08%) Data Analyst
Operating Systems
1 2 (15.38%) Android
1 2 (15.38%) Apple iOS
2 1 (7.69%) Linux
2 1 (7.69%) Unix
Processes & Methodologies
1 13 (100.00%) Analytics
1 13 (100.00%) Data Visualisation
1 13 (100.00%) ETL
1 13 (100.00%) Visualisation
2 12 (92.31%) Data Analysis
3 11 (84.62%) Data Analytics
4 10 (76.92%) Business Analytics
4 10 (76.92%) Business Intelligence
4 10 (76.92%) Data Cleansing
4 10 (76.92%) Predictive Analytics
5 3 (23.08%) Data Munging
5 3 (23.08%) ETL Development
5 3 (23.08%) Market Research
5 3 (23.08%) Software Engineering
6 2 (15.38%) Customer Requirements
6 2 (15.38%) Machine Learning
6 2 (15.38%) Performance Testing
7 1 (7.69%) Agile Software Development
7 1 (7.69%) Data Modelling
7 1 (7.69%) Mathematics
Programming Languages
1 11 (84.62%) SQL
2 1 (7.69%) Python
2 1 (7.69%) R
Quality Assurance & Compliance
1 2 (15.38%) QA
Vendors
1 10 (76.92%) Cognos
1 10 (76.92%) Tableau