Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Wales with a requirement for Data Cleansing skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Cleansing over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Data Cleansing (Data Cleaning, Data Scrubbing)
UK > Wales
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 128 146 138
Rank change year-on-year +18 -8 -3
Permanent jobs citing Data Cleansing 9 11 18
As % of all permanent IT jobs advertised in Wales 0.43% 0.42% 0.66%
As % of the Processes & Methodologies category 0.48% 0.47% 0.77%
Number of salaries quoted 9 10 17
Wales median annual salary £37,500 £36,750 £30,000
Median salary % change year-on-year +2.04% +22.50% -20.00%
10th Percentile £23,700 £31,500 £24,100
90th Percentile £42,750 £57,750 £34,795
UK median annual salary £45,000 £45,000 £41,500
% change year-on-year - +8.43% -2.35%

Data Cleansing 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 Wales with a requirement for process or methodology skills.

All Process and Methodology Skills
Wales
Permanent vacancies with a requirement for process or methodology skills 1868 2356 2340
As % of all permanent IT jobs advertised in Wales 89.94% 89.07% 85.34%
Number of salaries quoted 1603 2008 1970
Wales median annual salary £40,000 £37,500 £36,500
Median salary % change year-on-year +6.67% +2.74% +4.29%
10th Percentile £23,500 £22,500 £22,500
90th Percentile £56,250 £55,250 £55,000
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

Data Cleansing
Job Vacancy Trend in Wales

Job postings citing Data Cleansing as a percentage of all IT jobs advertised in Wales.

Job vacancy trend for Data Cleansing in Wales

Data Cleansing
Salary Trend in Wales

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

Salary trend for Data Cleansing in Wales

Data Cleansing
Salary Histogram in Wales

The salary distribution of IT jobs citing Data Cleansing in Wales over the 6 months to 24 November 2017.

Salary histogram for Data Cleansing in Wales

Data Cleansing
Job Locations in Wales

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Cleansing within the Wales region over the 6 months to 24 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
South Wales +27 7 £38,500 +4.76% 4
West Wales - 2 £27,000 -
Data Cleansing
UK

For the 6 months to 24 November 2017, IT jobs citing Data Cleansing 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 Wales region with a requirement for Data Cleansing.

1 6 (66.67%) SQL Server
2 5 (55.56%) Agile Software Development
3 4 (44.44%) Data Migration
3 4 (44.44%) SQL
3 4 (44.44%) Migration
3 4 (44.44%) Scrum
3 4 (44.44%) Data Quality
4 3 (33.33%) Analytics
4 3 (33.33%) Data Structures
4 3 (33.33%) Data Warehouse
4 3 (33.33%) MySQL
4 3 (33.33%) Oracle
4 3 (33.33%) PHP
4 3 (33.33%) Microsoft Excel
4 3 (33.33%) Web Services
5 2 (22.22%) QA
5 2 (22.22%) Software Engineering
5 2 (22.22%) Data Extraction
5 2 (22.22%) Kanban
5 2 (22.22%) Spreadsheet
5 2 (22.22%) Database Tuning
5 2 (22.22%) Product Management
5 2 (22.22%) Microsoft Azure
5 2 (22.22%) C#
5 2 (22.22%) T-SQL
5 2 (22.22%) ETL
5 2 (22.22%) Business Intelligence
5 2 (22.22%) .NET
5 2 (22.22%) Finance
5 2 (22.22%) HPCC

Data Cleansing
Co-occurring IT Skills in Wales 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 3 (33.33%) Microsoft Excel
2 2 (22.22%) Spreadsheet
3 1 (11.11%) Microsoft Office
3 1 (11.11%) Microsoft PowerPoint
Cloud Services
1 2 (22.22%) Microsoft Azure
Database & Business Intelligence
1 6 (66.67%) SQL Server
2 3 (33.33%) Data Warehouse
2 3 (33.33%) MySQL
3 2 (22.22%) Big Data
3 2 (22.22%) HPCC
3 2 (22.22%) Relational Database
4 1 (11.11%) MS Access
4 1 (11.11%) PowerPivot
4 1 (11.11%) SQL Server Integration Services
4 1 (11.11%) SQL Server Reporting Services
Development Applications
1 1 (11.11%) Cucumber
1 1 (11.11%) JIRA
1 1 (11.11%) Selenium
1 1 (11.11%) SQL Server Management Studio (SSMS)
General
1 2 (22.22%) Finance
Job Titles
1 3 (33.33%) Analyst
1 3 (33.33%) Data Analyst
2 2 (22.22%) Data Engineer
2 2 (22.22%) Data Migration Analyst
2 2 (22.22%) Migration Analyst
2 2 (22.22%) PHP Software Engineer
2 2 (22.22%) Software Engineer
3 1 (11.11%) Business Intelligence Developer
3 1 (11.11%) Data Warehouse Developer
3 1 (11.11%) Developer
3 1 (11.11%) Graduate
3 1 (11.11%) Graduate Analyst
3 1 (11.11%) Graduate Data Analyst
3 1 (11.11%) Junior
3 1 (11.11%) Junior Data Analyst
3 1 (11.11%) Senior Data Engineer
3 1 (11.11%) Senior Quality Engineer
3 1 (11.11%) Senior Software Engineer
3 1 (11.11%) Senior Test Engineer
3 1 (11.11%) Test Engineer
Libraries, Frameworks & Software Standards
1 3 (33.33%) Web Services
2 2 (22.22%) .NET
3 1 (11.11%) jQuery
3 1 (11.11%) JSON
3 1 (11.11%) XML
Miscellaneous
1 3 (33.33%) Data Structures
2 1 (11.11%) Analytical Skills
Operating Systems
1 1 (11.11%) Linux
Processes & Methodologies
1 5 (55.56%) Agile Software Development
2 4 (44.44%) Data Migration
2 4 (44.44%) Migration
2 4 (44.44%) Scrum
3 3 (33.33%) Analytics
4 2 (22.22%) Business Intelligence
4 2 (22.22%) Data Engineering
4 2 (22.22%) Data Extraction
4 2 (22.22%) Database Tuning
4 2 (22.22%) ETL
4 2 (22.22%) Kanban
4 2 (22.22%) Performance Tuning
4 2 (22.22%) Product Management
4 2 (22.22%) SDLC
4 2 (22.22%) Software Engineering
5 1 (11.11%) Data Modelling
5 1 (11.11%) MVC
5 1 (11.11%) Regression Testing
5 1 (11.11%) Service Delivery
5 1 (11.11%) SOA
Programming Languages
1 4 (44.44%) SQL
2 3 (33.33%) PHP
3 2 (22.22%) C#
3 2 (22.22%) T-SQL
4 1 (11.11%) JavaScript
4 1 (11.11%) RPG
4 1 (11.11%) VBA
Quality Assurance & Compliance
1 4 (44.44%) Data Quality
2 2 (22.22%) QA
Vendors
1 3 (33.33%) Oracle
2 1 (11.11%) Informatica
2 1 (11.11%) Microsoft
2 1 (11.11%) Zend