Period
to 17 August 2018

The following table provides summary statistics for permanent job vacancies advertised in Scotland 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 17 August 2018 with a comparison to the same period in the previous 2 years.

Data Cleansing (Data Cleaning, Data Scrubbing)
UK > Scotland
6 months to
17 Aug 2018
Same period 2017 Same period 2016
Rank 217 211 235
Rank change year-on-year -6 +24 -4
Permanent jobs citing Data Cleansing 10 8 6
As % of all permanent IT jobs advertised in Scotland 0.18% 0.15% 0.11%
As % of the Processes & Methodologies category 0.19% 0.16% 0.11%
Number of salaries quoted 8 4 4
Scotland median annual salary £50,000 £50,250 £35,750
Median salary % change year-on-year -0.50% +40.56% -24.74%
10th Percentile £34,000 £29,375 £31,500
90th Percentile £68,000 £64,725 £40,250
UK median annual salary £47,500 £45,000 £42,500
% change year-on-year +5.56% +5.88% -5.56%

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 Scotland with a requirement for process or methodology skills.

All Process and Methodology Skills
Scotland
Permanent vacancies with a requirement for process or methodology skills 5,129 4,928 5,249
As % of all permanent IT jobs advertised in Scotland 92.92% 92.53% 92.48%
Number of salaries quoted 3,417 3,065 3,109
Scotland median annual salary £45,000 £44,000 £45,000
Median salary % change year-on-year +2.27% -2.22% +5.88%
10th Percentile £29,750 £28,250 £26,750
90th Percentile £70,000 £68,700 £65,000
UK median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% -

Data Cleansing
Job Vacancy Trend in Scotland

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

Job vacancy trend for Data Cleansing in Scotland

Data Cleansing
Salary Trend in Scotland

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

Salary trend for Data Cleansing in Scotland

Data Cleansing
Salary Histogram in Scotland

The salary distribution of IT jobs citing Data Cleansing in Scotland over the 6 months to 17 August 2018.

Salary histogram for Data Cleansing in Scotland

Data Cleansing
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Cleansing within the Scotland region over the 6 months to 17 August 2018. 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
Edinburgh -5 5 £50,000 -0.50% 2
Glasgow -20 5 £50,000 +81.82%
Data Cleansing
UK

For the 6 months to 17 August 2018, IT jobs citing Data Cleansing 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 Scotland region with a requirement for Data Cleansing.

1 7 (70.00%) Finance
2 6 (60.00%) Business Intelligence
2 6 (60.00%) SQL Server Integration Services
3 5 (50.00%) SQL Server Reporting Services
3 5 (50.00%) Data Migration
3 5 (50.00%) Migration
4 4 (40.00%) ETL
4 4 (40.00%) SQL Server
4 4 (40.00%) Data Quality
4 4 (40.00%) Analytical Skills
4 4 (40.00%) Fintech
5 3 (30.00%) Dynamics 365
5 3 (30.00%) Data Science
5 3 (30.00%) Tableau
5 3 (30.00%) Python
5 3 (30.00%) CRM
5 3 (30.00%) Data Modelling
5 3 (30.00%) Microsoft
5 3 (30.00%) SQL Server Analysis Services
5 3 (30.00%) Validation
5 3 (30.00%) Dynamics CRM
5 3 (30.00%) Dynamics AX
5 3 (30.00%) Marketing
6 2 (20.00%) Statistical Analysis
6 2 (20.00%) Retail
6 2 (20.00%) ERD
6 2 (20.00%) R
6 2 (20.00%) Data Architecture
6 2 (20.00%) SPSS
6 2 (20.00%) MATLAB

Data Cleansing
Co-occurring IT Skills in Scotland 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 1 (10.00%) SharePoint
Applications
1 2 (20.00%) SPSS
2 1 (10.00%) Microsoft Excel
Business Applications
1 3 (30.00%) Dynamics AX
1 3 (30.00%) Dynamics CRM
Cloud Services
1 3 (30.00%) Dynamics 365
2 1 (10.00%) Microsoft Azure
Database & Business Intelligence
1 6 (60.00%) SQL Server Integration Services
2 5 (50.00%) SQL Server Reporting Services
3 4 (40.00%) SQL Server
4 3 (30.00%) SQL Server Analysis Services
5 2 (20.00%) Data Warehouse
5 2 (20.00%) Power BI
6 1 (10.00%) Azure SQL Data Warehouse
6 1 (10.00%) BusinessObjects
6 1 (10.00%) Snowflake Schema
6 1 (10.00%) Star Schema
General
1 7 (70.00%) Finance
2 3 (30.00%) Marketing
3 2 (20.00%) Retail
4 1 (10.00%) Banking
4 1 (10.00%) Legal
4 1 (10.00%) Manufacturing
4 1 (10.00%) Retail Finance
4 1 (10.00%) Telecoms
Job Titles
1 3 (30.00%) Consultant
1 3 (30.00%) Data Scientist
1 3 (30.00%) Dynamics AX Consultant
2 2 (20.00%) Analyst
2 2 (20.00%) CRM Consultant
2 2 (20.00%) Data Analyst
2 2 (20.00%) Data Migration Analyst
2 2 (20.00%) Dynamics CRM Consultant
2 2 (20.00%) Migration Analyst
2 2 (20.00%) Senior Data Scientist
3 1 (10.00%) Business Intelligence Analyst
3 1 (10.00%) Developer
3 1 (10.00%) ETL Analyst
3 1 (10.00%) ETL Developer
3 1 (10.00%) Head of Analytics
3 1 (10.00%) Microsoft Consultant
3 1 (10.00%) Senior Consultant
3 1 (10.00%) SQL Developer
3 1 (10.00%) SQL Server Analyst
3 1 (10.00%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 1 (10.00%) XML
Miscellaneous
1 4 (40.00%) Analytical Skills
1 4 (40.00%) Fintech
2 1 (10.00%) Self-Motivation
Processes & Methodologies
1 6 (60.00%) Business Intelligence
2 5 (50.00%) Data Migration
2 5 (50.00%) Migration
3 4 (40.00%) ETL
4 3 (30.00%) CRM
4 3 (30.00%) Data Modelling
4 3 (30.00%) Data Science
4 3 (30.00%) Validation
5 2 (20.00%) Customer Requirements
5 2 (20.00%) Data Architecture
5 2 (20.00%) Data Transformation
5 2 (20.00%) ERD
5 2 (20.00%) GAP Analysis
5 2 (20.00%) Machine Learning
5 2 (20.00%) Presales
5 2 (20.00%) Statistical Analysis
6 1 (10.00%) ERP
6 1 (10.00%) Project Management
6 1 (10.00%) Quality Management
6 1 (10.00%) Workflow
Programming Languages
1 3 (30.00%) Python
2 2 (20.00%) MATLAB
2 2 (20.00%) R
2 2 (20.00%) SQL
3 1 (10.00%) C#
Qualifications
1 1 (10.00%) Degree
Quality Assurance & Compliance
1 4 (40.00%) Data Quality
2 1 (10.00%) QA
Vendors
1 3 (30.00%) Microsoft
1 3 (30.00%) Tableau
2 1 (10.00%) Informatica
2 1 (10.00%) SAP