Period
to 22 May 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 22 May 2018 with a comparison to the same period in the previous 2 years.

Data Cleansing (Data Cleaning, Data Scrubbing)
UK > Scotland
6 months to
22 May 2018
Same period 2017 Same period 2016
Rank 226 202 234
Rank change year-on-year -24 +32 -3
Permanent jobs citing Data Cleansing 13 5 8
As % of all permanent IT jobs advertised in Scotland 0.23% 0.11% 0.14%
As % of the Processes & Methodologies category 0.25% 0.12% 0.15%
Number of salaries quoted 11 4 3
Scotland median annual salary £47,500 £44,500 £38,500
Median salary % change year-on-year +6.74% +15.58% -3.75%
10th Percentile £28,750 £40,050 £36,750
90th Percentile £71,250 £55,460 £48,050
UK median annual salary £48,750 £42,500 £42,500
% change year-on-year +14.71% - -15.00%

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 5,299 4,336 5,335
As % of all permanent IT jobs advertised in Scotland 92.70% 92.65% 92.06%
Number of salaries quoted 3,601 2,771 3,274
Scotland median annual salary £45,000 £45,000 £45,000
10th Percentile £29,250 £28,750 £27,500
90th Percentile £70,000 £68,750 £65,000
UK median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +3.26%

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 22 May 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 22 May 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 -30 8 £46,250 - 2
Edinburgh -2 5 £47,500 -14.41%
Data Cleansing
UK

For the 6 months to 22 May 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 9 (69.23%) Business Intelligence
2 7 (53.85%) ETL
2 7 (53.85%) Migration
2 7 (53.85%) SQL Server Reporting Services
2 7 (53.85%) Data Quality
2 7 (53.85%) Power BI
3 6 (46.15%) Data Migration
3 6 (46.15%) SQL Server
4 5 (38.46%) SQL
4 5 (38.46%) CRM
4 5 (38.46%) Dynamics CRM
4 5 (38.46%) Dynamics 365
4 5 (38.46%) Presales
4 5 (38.46%) Customer Requirements
5 4 (30.77%) Analytics
5 4 (30.77%) SQL Server Integration Services
5 4 (30.77%) Data Modelling
5 4 (30.77%) Finance
5 4 (30.77%) Microsoft
6 3 (23.08%) Python
6 3 (23.08%) SAP
6 3 (23.08%) Data Architecture
6 3 (23.08%) Analytical Skills
6 3 (23.08%) Big Data
7 2 (15.38%) Data Analytics
7 2 (15.38%) Apache Spark
7 2 (15.38%) Fintech
7 2 (15.38%) Data Transformation
7 2 (15.38%) HBase
7 2 (15.38%) Machine Learning

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 (15.38%) Apache Spark
1 2 (15.38%) SharePoint
2 1 (7.69%) SAS
Business Applications
1 5 (38.46%) Dynamics CRM
2 2 (15.38%) Dynamics AX
Cloud Services
1 5 (38.46%) Dynamics 365
2 2 (15.38%) Microsoft Azure
3 1 (7.69%) Amazon AWS
3 1 (7.69%) Cortana Intelligence Suite
Database & Business Intelligence
1 7 (53.85%) Power BI
1 7 (53.85%) SQL Server Reporting Services
2 6 (46.15%) SQL Server
3 4 (30.77%) SQL Server Integration Services
4 3 (23.08%) Big Data
5 2 (15.38%) Apache Cassandra
5 2 (15.38%) Apache Hive
5 2 (15.38%) BusinessObjects
5 2 (15.38%) Data Warehouse
5 2 (15.38%) Hadoop
5 2 (15.38%) HBase
5 2 (15.38%) QlikView
5 2 (15.38%) SQL Server Analysis Services
6 1 (7.69%) MongoDB
6 1 (7.69%) Neo4j
6 1 (7.69%) Oracle BI EE
6 1 (7.69%) Snowflake Schema
6 1 (7.69%) Star Schema
Development Applications
1 1 (7.69%) Team Foundation Server
General
1 4 (30.77%) Finance
2 1 (7.69%) Banking
2 1 (7.69%) Legal
2 1 (7.69%) Retail
2 1 (7.69%) Retail Finance
2 1 (7.69%) Telecoms
Job Titles
1 5 (38.46%) Consultant
1 5 (38.46%) CRM Consultant
2 4 (30.77%) Analyst
2 4 (30.77%) Data Analyst
2 4 (30.77%) Dynamics CRM Consultant
3 2 (15.38%) Data Migration Analyst
3 2 (15.38%) Developer
3 2 (15.38%) Dynamics AX Consultant
3 2 (15.38%) ETL Developer
3 2 (15.38%) Migration Analyst
3 2 (15.38%) Senior Consultant
4 1 (7.69%) Architect
4 1 (7.69%) Asset Management Analyst
4 1 (7.69%) Business Intelligence Analyst
4 1 (7.69%) Data Architect
4 1 (7.69%) Quality Engineer
4 1 (7.69%) Real Time Engineer
4 1 (7.69%) SQL Analyst
4 1 (7.69%) SQL Developer
4 1 (7.69%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 2 (15.38%) XML
2 1 (7.69%) D3.js
2 1 (7.69%) Kafka
2 1 (7.69%) Natural Language Processing
Miscellaneous
1 3 (23.08%) Analytical Skills
2 2 (15.38%) Fintech
3 1 (7.69%) Computer Science
3 1 (7.69%) Greenfield Project
Processes & Methodologies
1 9 (69.23%) Business Intelligence
2 7 (53.85%) ETL
2 7 (53.85%) Migration
3 6 (46.15%) Data Migration
4 5 (38.46%) CRM
4 5 (38.46%) Customer Requirements
4 5 (38.46%) Presales
5 4 (30.77%) Analytics
5 4 (30.77%) Data Modelling
6 3 (23.08%) Data Architecture
7 2 (15.38%) Artificial Intelligence
7 2 (15.38%) Data Analytics
7 2 (15.38%) Data Transformation
7 2 (15.38%) ERD
7 2 (15.38%) GAP Analysis
7 2 (15.38%) Machine Learning
7 2 (15.38%) Wealth Management
8 1 (7.69%) Business Analysis
8 1 (7.69%) Mathematics
8 1 (7.69%) Neural Network
Programming Languages
1 5 (38.46%) SQL
2 3 (23.08%) Python
3 1 (7.69%) C#
3 1 (7.69%) R
3 1 (7.69%) VBA
Qualifications
1 1 (7.69%) Degree
1 1 (7.69%) Security Cleared
Quality Assurance & Compliance
1 7 (53.85%) Data Quality
2 1 (7.69%) Dodd-Frank
2 1 (7.69%) EMIR
2 1 (7.69%) FATCA
2 1 (7.69%) MiFID
2 1 (7.69%) Solvency II
Vendors
1 4 (30.77%) Microsoft
2 3 (23.08%) SAP
3 2 (15.38%) Tableau
4 1 (7.69%) Apple
4 1 (7.69%) Capita
4 1 (7.69%) Google
4 1 (7.69%) IBM
4 1 (7.69%) Informatica