Period
to 18 February 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 18 February 2018 with a comparison to the same period in the previous 2 years.

Data Cleansing (Data Cleaning, Data Scrubbing)
UK > Scotland
6 months to
18 Feb 2018
Same period 2017 Same period 2016
Rank 219 197 231
Rank change year-on-year -22 +34 +5
Permanent jobs citing Data Cleansing 14 5 5
As % of all permanent IT jobs advertised in Scotland 0.25% 0.11% 0.081%
As % of the Processes & Methodologies category 0.27% 0.12% 0.090%
Number of salaries quoted 11 5 1
Scotland median annual salary £50,000 £44,500 £50,000
Median salary % change year-on-year +12.36% -11.00% +17.65%
UK median annual salary £47,500 £42,500 £42,500
% change year-on-year +11.76% - -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 5,134 4,226 5,583
As % of all permanent IT jobs advertised in Scotland 91.42% 91.47% 90.63%
Number of salaries quoted 3,410 2,684 3,527
Scotland median annual salary £45,000 £44,625 £43,000
Median salary % change year-on-year +0.84% +3.78% +1.18%
10th Percentile £28,250 £29,000 £28,222
90th Percentile £68,750 £64,925 £65,000
UK median annual salary £50,000 £48,500 £47,500
% change year-on-year +3.09% +2.11% +5.56%

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 18 February 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 18 February 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
Glasgow - 10 £50,000 -
Edinburgh -17 4 £66,250 +56.80%
Data Cleansing
UK

For the 6 months to 18 February 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 10 (71.43%) Business Intelligence
2 8 (57.14%) SQL
2 8 (57.14%) Microsoft
2 8 (57.14%) Power BI
3 7 (50.00%) ETL
4 6 (42.86%) SQL Server Reporting Services
4 6 (42.86%) Data Quality
4 6 (42.86%) Analytics
5 5 (35.71%) Big Data
5 5 (35.71%) Presales
5 5 (35.71%) Customer Requirements
5 5 (35.71%) Dynamics 365
5 5 (35.71%) Migration
6 4 (28.57%) SQL Server
6 4 (28.57%) CRM
6 4 (28.57%) Artificial Intelligence
6 4 (28.57%) Dynamics CRM
6 4 (28.57%) Data Migration
6 4 (28.57%) Machine Learning
6 4 (28.57%) Data Analytics
6 4 (28.57%) Analytical Skills
6 4 (28.57%) Microsoft Azure
7 3 (21.43%) Data Engineering
7 3 (21.43%) Data Modelling
7 3 (21.43%) Data Warehouse
8 2 (14.29%) ERP
8 2 (14.29%) SAP
8 2 (14.29%) Python
8 2 (14.29%) Microsoft Excel
8 2 (14.29%) Manufacturing

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 2 (14.29%) Apache Spark
1 2 (14.29%) SAS
2 1 (7.14%) SharePoint
Applications
1 2 (14.29%) Microsoft Excel
Business Applications
1 4 (28.57%) Dynamics CRM
2 2 (14.29%) Dynamics AX
3 1 (7.14%) FastStats
Cloud Services
1 5 (35.71%) Dynamics 365
2 4 (28.57%) Microsoft Azure
3 2 (14.29%) Azure Data Factory
4 1 (7.14%) Amazon AWS
4 1 (7.14%) Cortana Intelligence Suite
Database & Business Intelligence
1 8 (57.14%) Power BI
2 6 (42.86%) SQL Server Reporting Services
3 5 (35.71%) Big Data
4 4 (28.57%) SQL Server
5 3 (21.43%) Data Warehouse
6 2 (14.29%) Apache Cassandra
6 2 (14.29%) Apache Hive
6 2 (14.29%) Data Lake
6 2 (14.29%) Hadoop
6 2 (14.29%) HBase
6 2 (14.29%) QlikView
6 2 (14.29%) SQL Server Analysis Services
6 2 (14.29%) SQL Server Integration Services
7 1 (7.14%) BusinessObjects
7 1 (7.14%) MongoDB
7 1 (7.14%) Neo4j
7 1 (7.14%) Oracle BI EE
7 1 (7.14%) PostgreSQL
7 1 (7.14%) Snowflake Schema
7 1 (7.14%) Star Schema
Development Applications
1 2 (14.29%) Team Foundation Server
2 1 (7.14%) VSS/SourceSafe
General
1 2 (14.29%) Advertising
1 2 (14.29%) Manufacturing
2 1 (7.14%) Finance
Job Titles
1 5 (35.71%) Consultant
2 4 (28.57%) CRM Consultant
3 3 (21.43%) Data Engineer
3 3 (21.43%) Dynamics CRM Consultant
4 2 (14.29%) Analyst
4 2 (14.29%) Data Analyst
4 2 (14.29%) Developer
4 2 (14.29%) ETL Developer
5 1 (7.14%) Administrator
5 1 (7.14%) Architect
5 1 (7.14%) Asset Management Analyst
5 1 (7.14%) Big Data Engineer
5 1 (7.14%) Data Administrator
5 1 (7.14%) Data Architect
5 1 (7.14%) Dynamics AX Consultant
5 1 (7.14%) Functional Consultant
5 1 (7.14%) Quality Engineer
5 1 (7.14%) Real Time Engineer
5 1 (7.14%) Senior Consultant
Libraries, Frameworks & Software Standards
1 1 (7.14%) D3.js
1 1 (7.14%) Kafka
1 1 (7.14%) Natural Language Processing
1 1 (7.14%) XML
Miscellaneous
1 4 (28.57%) Analytical Skills
2 1 (7.14%) Computer Science
2 1 (7.14%) Greenfield Project
Processes & Methodologies
1 10 (71.43%) Business Intelligence
2 7 (50.00%) ETL
3 6 (42.86%) Analytics
4 5 (35.71%) Customer Requirements
4 5 (35.71%) Migration
4 5 (35.71%) Presales
5 4 (28.57%) Artificial Intelligence
5 4 (28.57%) CRM
5 4 (28.57%) Data Analytics
5 4 (28.57%) Data Migration
5 4 (28.57%) Machine Learning
6 3 (21.43%) Data Engineering
6 3 (21.43%) Data Modelling
7 2 (14.29%) Big Data Analytics
7 2 (14.29%) Coaching
7 2 (14.29%) ERP
7 2 (14.29%) Performance Tuning
7 2 (14.29%) Project Management
7 2 (14.29%) Visualisation
8 1 (7.14%) Test Automation
Programming Languages
1 8 (57.14%) SQL
2 2 (14.29%) Python
3 1 (7.14%) R
3 1 (7.14%) VBA
Qualifications
1 1 (7.14%) Security Cleared
Quality Assurance & Compliance
1 6 (42.86%) Data Quality
2 1 (7.14%) Dodd-Frank
2 1 (7.14%) EMIR
2 1 (7.14%) FATCA
2 1 (7.14%) MiFID
2 1 (7.14%) Solvency II
Vendors
1 8 (57.14%) Microsoft
2 2 (14.29%) SAP
2 2 (14.29%) Tableau
3 1 (7.14%) Apple
3 1 (7.14%) Capita
3 1 (7.14%) Cognos
3 1 (7.14%) Google
3 1 (7.14%) IBM