Period
to 17 November 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 November 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 Nov 2018
Same period 2017 Same period 2016
Rank 195 214 213
Rank change year-on-year +19 -1 +30
Permanent jobs citing Data Cleansing 33 11 6
As % of all permanent IT jobs advertised in Scotland 0.61% 0.19% 0.11%
As % of the Processes & Methodologies category 0.66% 0.21% 0.12%
Number of salaries quoted 12 6 4
Scotland median annual salary £50,000 £52,500 £36,500
Median salary % change year-on-year -4.76% +43.84% -23.16%
10th Percentile £26,250 £33,125 £31,500
90th Percentile £74,375 £65,000 £45,875
UK median annual salary £45,000 £45,000 £45,000

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 4,988 5,194 4,853
As % of all permanent IT jobs advertised in Scotland 92.87% 91.98% 92.63%
Number of salaries quoted 3,212 3,321 2,933
Scotland median annual salary £45,000 £44,500 £43,500
Median salary % change year-on-year +1.12% +2.30% +2.35%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £70,000 £66,250 £65,000
UK median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

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 November 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 November 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 21 £65,000 +23.81%
Edinburgh +19 12 £48,750 +8.33%
Data Cleansing
UK

For the 6 months to 17 November 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 30 (90.91%) Analytical Skills
2 22 (66.67%) Problem-Solving
3 21 (63.64%) Microsoft
4 19 (57.58%) Microsoft Excel
4 19 (57.58%) Finance
5 18 (54.55%) Migration
6 17 (51.52%) Data Migration
7 16 (48.48%) Coaching
7 16 (48.48%) ERP
7 16 (48.48%) Dynamics 365
8 15 (45.45%) Presales
8 15 (45.45%) Customer Requirements
8 15 (45.45%) Project Management
8 15 (45.45%) Customer Engagement
9 11 (33.33%) CRM
9 11 (33.33%) Manufacturing
9 11 (33.33%) Logistics
9 11 (33.33%) Dynamics CRM
9 11 (33.33%) Dynamics AX
10 9 (27.27%) Data Quality
10 9 (27.27%) Analytics
11 8 (24.24%) Banking
11 8 (24.24%) Data Modelling
11 8 (24.24%) SQL
11 8 (24.24%) Risk Management
12 7 (21.21%) Validation
12 7 (21.21%) Tableau
12 7 (21.21%) Data Enrichment
12 7 (21.21%) Data Science
13 6 (18.18%) Decision-Making

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 4 (12.12%) SAS
2 1 (3.03%) Apache Spark
Applications
1 19 (57.58%) Microsoft Excel
2 6 (18.18%) SPSS
3 4 (12.12%) Microsoft Office
4 3 (9.09%) Microsoft PowerPoint
Business Applications
1 11 (33.33%) Dynamics AX
1 11 (33.33%) Dynamics CRM
2 5 (15.15%) Dynamics NAV
Cloud Services
1 16 (48.48%) Dynamics 365
2 1 (3.03%) Amazon AWS
2 1 (3.03%) Google Cloud Platform
2 1 (3.03%) Microsoft Azure
Database & Business Intelligence
1 4 (12.12%) Big Data
1 4 (12.12%) NoSQL
1 4 (12.12%) QlikView
1 4 (12.12%) Spotfire
1 4 (12.12%) SQL Server
1 4 (12.12%) SQL Server Integration Services
2 3 (9.09%) Apache Cassandra
2 3 (9.09%) Crystal Reports
2 3 (9.09%) MongoDB
2 3 (9.09%) MySQL
2 3 (9.09%) Oracle Reports
2 3 (9.09%) Pentaho
2 3 (9.09%) Relational Database
3 2 (6.06%) SQL Server Analysis Services
3 2 (6.06%) SQL Server Reporting Services
4 1 (3.03%) Apache Hive
4 1 (3.03%) Azure SQL Data Warehouse
4 1 (3.03%) Data Warehouse
Development Applications
1 3 (9.09%) Git (software)
1 3 (9.09%) JIRA
General
1 19 (57.58%) Finance
2 11 (33.33%) Manufacturing
3 8 (24.24%) Banking
4 3 (9.09%) Corporate Banking
4 3 (9.09%) Marketing
5 1 (3.03%) Retail
Job Titles
1 16 (48.48%) Consultant
2 11 (33.33%) Dynamics AX Consultant
3 10 (30.30%) ERP Consultant
4 8 (24.24%) Analyst
5 7 (21.21%) Data Analyst
6 5 (15.15%) Dynamics NAV Consultant
7 4 (12.12%) Analytics Manager
7 4 (12.12%) Data Analytics Manager
7 4 (12.12%) Data Manager
7 4 (12.12%) Data Scientist
8 2 (6.06%) Senior Analytics Manager
8 2 (6.06%) Senior Data Scientist
8 2 (6.06%) Senior Manager
9 1 (3.03%) ETL Analyst
9 1 (3.03%) Head of Analytics
9 1 (3.03%) Migration Analyst
9 1 (3.03%) SQL Analyst
9 1 (3.03%) SQL Data Analyst
9 1 (3.03%) SQL Server Analyst
9 1 (3.03%) SSIS Analyst
Miscellaneous
1 30 (90.91%) Analytical Skills
2 4 (12.12%) PMI
3 3 (9.09%) Computer Science
3 3 (9.09%) Fintech
3 3 (9.09%) Management Information System
4 1 (3.03%) Algorithms
4 1 (3.03%) Data Structures
4 1 (3.03%) Self-Motivation
Processes & Methodologies
1 22 (66.67%) Problem-Solving
2 18 (54.55%) Migration
3 17 (51.52%) Data Migration
4 16 (48.48%) Coaching
4 16 (48.48%) ERP
5 15 (45.45%) Customer Engagement
5 15 (45.45%) Customer Requirements
5 15 (45.45%) Presales
5 15 (45.45%) Project Management
6 11 (33.33%) CRM
6 11 (33.33%) Logistics
7 9 (27.27%) Analytics
8 8 (24.24%) Data Modelling
8 8 (24.24%) Risk Management
9 7 (21.21%) Data Enrichment
9 7 (21.21%) Data Science
9 7 (21.21%) Validation
10 6 (18.18%) Data Analysis
10 6 (18.18%) Decision-Making
11 5 (15.15%) Stakeholder Management
Programming Languages
1 8 (24.24%) SQL
2 6 (18.18%) Python
3 3 (9.09%) R
3 3 (9.09%) T-SQL
4 2 (6.06%) MATLAB
5 1 (3.03%) Java
5 1 (3.03%) Scala
Qualifications
1 4 (12.12%) PMI Certification
2 3 (9.09%) Degree
Quality Assurance & Compliance
1 9 (27.27%) Data Quality
2 3 (9.09%) GDPR
3 1 (3.03%) QA
System Software
1 1 (3.03%) HDFS
Vendors
1 21 (63.64%) Microsoft
2 7 (21.21%) Tableau
3 3 (9.09%) CA
3 3 (9.09%) CA Agile Central
3 3 (9.09%) Oracle
4 1 (3.03%) BISAM
4 1 (3.03%) Google
4 1 (3.03%) IBM