Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in 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 23 November 2017 with a comparison to the same period in the previous 2 years.

Data Transformation
England > Yorkshire
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 295 323 349
Rank change year-on-year +28 +26 +12
Permanent jobs citing Data Transformation 14 15 13
As % of all permanent IT jobs advertised in Yorkshire 0.14% 0.13% 0.099%
As % of the Processes & Methodologies category 0.16% 0.15% 0.11%
Number of salaries quoted 13 10 13
Yorkshire median annual salary £35,000 £37,500 £40,000
Median salary % change year-on-year -6.67% -6.25% -
10th Percentile £32,500 £32,475 £33,900
90th Percentile £43,500 £48,250 £83,000
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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Permanent vacancies with a requirement for process or methodology skills 8883 10042 11835
As % of all permanent IT jobs advertised in Yorkshire 90.14% 89.67% 90.21%
Number of salaries quoted 7439 8453 9634
Yorkshire median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% +1.27%
10th Percentile £26,250 £26,250 £26,075
90th Percentile £61,250 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Transformation
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Data Transformation in Yorkshire

Data Transformation
Salary Trend in Yorkshire

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

Salary trend for Data Transformation in Yorkshire

Data Transformation
Job Locations in 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 Yorkshire region over the 6 months to 23 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
West Yorkshire +22 14 £35,000 -6.67% 1
Data Transformation
England

For the 6 months to 23 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 Yorkshire region with a requirement for Data Transformation.

1 14 (100.00%) ETL
1 14 (100.00%) Visualisation
1 14 (100.00%) Data Visualisation
1 14 (100.00%) Analytics
2 13 (92.86%) Data Analysis
3 12 (85.71%) SQL
3 12 (85.71%) Data Analytics
4 11 (78.57%) Business Analytics
4 11 (78.57%) Tableau
4 11 (78.57%) Predictive Analytics
4 11 (78.57%) Data Cleansing
4 11 (78.57%) SAS
4 11 (78.57%) Business Intelligence
4 11 (78.57%) Finance
4 11 (78.57%) Cognos
4 11 (78.57%) Data Warehouse
4 11 (78.57%) Data Mining
5 3 (21.43%) ETL Development
5 3 (21.43%) Data Munging
5 3 (21.43%) Software Engineering
5 3 (21.43%) Market Research
5 3 (21.43%) Hadoop
6 2 (14.29%) Android
6 2 (14.29%) QA
6 2 (14.29%) Performance Testing
6 2 (14.29%) Machine Learning
6 2 (14.29%) Apache Hive
6 2 (14.29%) Apple iOS
6 2 (14.29%) Apache Spark
6 2 (14.29%) Apache Pig

Data Transformation
Co-occurring IT Skills in 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 11 (78.57%) SAS
2 2 (14.29%) Apache Pig
2 2 (14.29%) Apache Spark
Applications
1 1 (7.14%) SPSS
Database & Business Intelligence
1 11 (78.57%) Data Mining
1 11 (78.57%) Data Warehouse
2 3 (21.43%) Hadoop
3 2 (14.29%) Apache Hive
General
1 11 (78.57%) Finance
Job Titles
1 11 (78.57%) Trainer
2 3 (21.43%) Analyst
2 3 (21.43%) Data Analyst
Operating Systems
1 2 (14.29%) Android
1 2 (14.29%) Apple iOS
2 1 (7.14%) Linux
2 1 (7.14%) Unix
Processes & Methodologies
1 14 (100.00%) Analytics
1 14 (100.00%) Data Visualisation
1 14 (100.00%) ETL
1 14 (100.00%) Visualisation
2 13 (92.86%) Data Analysis
3 12 (85.71%) Data Analytics
4 11 (78.57%) Business Analytics
4 11 (78.57%) Business Intelligence
4 11 (78.57%) Data Cleansing
4 11 (78.57%) Predictive Analytics
5 3 (21.43%) Data Munging
5 3 (21.43%) ETL Development
5 3 (21.43%) Market Research
5 3 (21.43%) Software Engineering
6 2 (14.29%) Customer Requirements
6 2 (14.29%) Machine Learning
6 2 (14.29%) Performance Testing
7 1 (7.14%) Agile Software Development
7 1 (7.14%) Data Modelling
7 1 (7.14%) Mathematics
Programming Languages
1 12 (85.71%) SQL
2 1 (7.14%) Python
2 1 (7.14%) R
Quality Assurance & Compliance
1 2 (14.29%) QA
Vendors
1 11 (78.57%) Cognos
1 11 (78.57%) Tableau