The table below looks at the statistics for Data Cleansing skills in IT jobs advertised for the City of London region. Included is a guide to the salaries offered in IT jobs that have cited Data Cleansing over the 3 months to 9 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
9 Dec 2016
Same period 2015 Same period 2014
Data Cleansing (Data Cleaning, Data Scrubbing)
Rank 228 251 306
Rank change year-on-year
+23 +55
Permanent jobs citing Data Cleansing 8 12 23
As % of all permanent IT jobs located in the City of London 0.15% 0.18% 0.21%
As % of the Processes & Methodologies category 0.17% 0.20% 0.25%
Number of salaries quoted 7 8 16
Median salary £37,500 £60,000 £55,000
Median salary % change year-on-year
-37.50% +9.09%
90% offered a salary of more than £35,500 £59,250 £27,500
10% offered a salary of more than £65,000 £66,500 £67,500
UK excluding London median salary £37,500 £35,000 £41,500
% change year-on-year
+7.14% -15.66%
Data Cleansing
London

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the City of London region.

Processes & Methodologies Category
City of London
Permanent IT job ads with a match in the
Processes & Methodologies category
4617 5994 9322
As % of all permanent IT jobs located in the City of London 86.82% 88.29% 84.71%
Number of salaries quoted 4164 5295 8061
Median salary £59,000 £60,000 £57,500
Median salary % change year-on-year
-1.66% +4.34%
90% offered a salary of more than £40,000 £40,000 £39,000
10% offered a salary of more than £90,000 £80,000 £85,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Cleansing
Jobs Demand Trend in the City of London

The demand trend of job ads across the City of London region citing Data Cleansing as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Cleansing Jobs Demand Trend in the City of London

Data Cleansing
Salary Trend in the City of London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Cleansing across the City of London region.

Data Cleansing Salary Trend in the City of London

Data Cleansing
Salary Histogram in the City of London

This chart provides a salary histogram for IT jobs citing Data Cleansing across the City of London region over the 3 months to 9 December 2016.

Data Cleansing Salary Histogram in the City of London

Data Cleansing
Top 30 Related IT Skills in the City of London

For the 6 months to 9 December 2016, 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 City of London region with a requirement for Data Cleansing.

1 27 (75.00%) SQL
2 24 (66.67%) Finance
3 19 (52.78%) MS Excel
3 19 (52.78%) Microsoft
3 19 (52.78%) Data Analysis
4 17 (47.22%) Business Intelligence
4 17 (47.22%) Legal
5 15 (41.67%) SQL Server Reporting Services
5 15 (41.67%) Data Quality
6 14 (38.89%) PowerPivot
6 14 (38.89%) Visualisation
7 13 (36.11%) T-SQL
7 13 (36.11%) VBA
7 13 (36.11%) Power BI
8 12 (33.33%) Analytical Skills
9 11 (30.56%) Management Information System
9 11 (30.56%) Tableau
9 11 (30.56%) Billing
9 11 (30.56%) Data Management
9 11 (30.56%) MDX
10 10 (27.78%) Microsoft Analysis Services
11 9 (25.00%) Data Analysis Expressions (DAX)
12 8 (22.22%) SQL Server Analysis Services
12 8 (22.22%) Python
13 7 (19.44%) SQL Server
13 7 (19.44%) ETL
13 7 (19.44%) Computer Science
13 7 (19.44%) Kimball Methodology
13 7 (19.44%) Relational Database
14 6 (16.67%) Statistics

Data Cleansing
Top Related IT Skills in the City of London 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 3 (8.33%) SharePoint
2 1 (2.78%) Apache Spark
Applications
1 19 (52.78%) MS Excel
2 4 (11.11%) MS Office
3 3 (8.33%) MS PowerPoint
3 3 (8.33%) MS Visio
Cloud Services
1 2 (5.56%) Amazon AWS
1 2 (5.56%) Cloud Computing
Database & Business Intelligence
1 15 (41.67%) SQL Server Reporting Services
2 14 (38.89%) PowerPivot
3 13 (36.11%) Power BI
4 10 (27.78%) Microsoft Analysis Services
5 8 (22.22%) SQL Server Analysis Services
6 7 (19.44%) Relational Database
6 7 (19.44%) SQL Server
7 6 (16.67%) MS Access
8 5 (13.89%) Data Mining
9 4 (11.11%) Big Data
9 4 (11.11%) SQL Server Integration Services
10 3 (8.33%) SQL Server 2012
10 3 (8.33%) SQL Server 2014
10 3 (8.33%) SQL Server 2016
11 2 (5.56%) Data Mart
11 2 (5.56%) Data Warehouse
11 2 (5.56%) NoSQL
11 2 (5.56%) RDBMS
12 1 (2.78%) MySQL
12 1 (2.78%) OLAP
Development Applications
1 3 (8.33%) Git (software)
2 1 (2.78%) GitLab
2 1 (2.78%) IntelliJ
2 1 (2.78%) Subversion
General
1 24 (66.67%) Finance
2 17 (47.22%) Legal
3 11 (30.56%) Billing
4 5 (13.89%) Marketing
5 3 (8.33%) Banking
6 2 (5.56%) Pharmaceutical
7 1 (2.78%) Corporate Banking
7 1 (2.78%) Financial Institution
7 1 (2.78%) Law
Job Titles
1 7 (19.44%) Analyst
1 7 (19.44%) Business Intelligence Lead
1 7 (19.44%) Team Leader
2 6 (16.67%) Administrator
2 6 (16.67%) Developer
3 4 (11.11%) Business Intelligence Analyst
3 4 (11.11%) Data Scientist
3 4 (11.11%) Report Analyst
3 4 (11.11%) Senior Data Scientist
3 4 (11.11%) SQL Developer
3 4 (11.11%) SSRS Analyst
4 3 (8.33%) Business Process Administrator
4 3 (8.33%) Business Process Project Manager
4 3 (8.33%) Data Engineer
4 3 (8.33%) Excel Analyst
4 3 (8.33%) Microsoft BI Developer
4 3 (8.33%) Senior Business Intelligence Developer
4 3 (8.33%) SQL BI Developer
4 3 (8.33%) SSAS Developer
4 3 (8.33%) SSIS Developer
Libraries, Frameworks & Software Standards
1 11 (30.56%) MDX
2 4 (11.11%) NumPy
2 4 (11.11%) Pandas
2 4 (11.11%) scikit-learn
3 3 (8.33%) COM
4 2 (5.56%) Web Services
5 1 (2.78%) D3.js
5 1 (2.78%) Matplotlib
Miscellaneous
1 14 (38.89%) Visualisation
2 12 (33.33%) Analytical Skills
3 11 (30.56%) Management Information System
4 7 (19.44%) Computer Science
5 6 (16.67%) Mathematics
5 6 (16.67%) Statistics
6 4 (11.11%) Data Integration
6 4 (11.11%) Replication
7 3 (8.33%) Algorithms
7 3 (8.33%) Data Centre
7 3 (8.33%) Neural Network
8 1 (2.78%) Fintech
8 1 (2.78%) Hedge funds
8 1 (2.78%) Life Science
8 1 (2.78%) Market Risk
8 1 (2.78%) Reference Data
8 1 (2.78%) Social Media
8 1 (2.78%) Social Network
8 1 (2.78%) Swaptions
8 1 (2.78%) Taxonomies
Operating Systems
1 1 (2.78%) Linux
1 1 (2.78%) Ubuntu
Processes & Methodologies
1 19 (52.78%) Data Analysis
2 17 (47.22%) Business Intelligence
3 11 (30.56%) Data Management
4 7 (19.44%) ETL
4 7 (19.44%) Kimball Methodology
5 6 (16.67%) CRM
5 6 (16.67%) Data Modelling
6 5 (13.89%) Data Visualisation
6 5 (13.89%) Machine Learning
6 5 (13.89%) Performance Tuning
6 5 (13.89%) Process Improvement
7 4 (11.11%) Time Management
7 4 (11.11%) Validation
8 3 (8.33%) Analytics
8 3 (8.33%) Asset Management
8 3 (8.33%) Line Management
8 3 (8.33%) Master Data Management
8 3 (8.33%) Project Management
8 3 (8.33%) Reverse Engineering
8 3 (8.33%) User Acceptance Testing
Programming Languages
1 27 (75.00%) SQL
2 13 (36.11%) T-SQL
2 13 (36.11%) VBA
3 9 (25.00%) Data Analysis Expressions (DAX)
4 8 (22.22%) Python
5 6 (16.67%) C#
6 2 (5.56%) Bash Shell
6 2 (5.56%) C
7 1 (2.78%) Java
7 1 (2.78%) R
7 1 (2.78%) Scala
Qualifications
1 4 (11.11%) PhD
2 2 (5.56%) Degree
Quality Assurance & Compliance
1 15 (41.67%) Data Quality
2 5 (13.89%) PCI DSS
3 3 (8.33%) QA
3 3 (8.33%) SLA
Vendors
1 19 (52.78%) Microsoft
2 11 (30.56%) Tableau
3 3 (8.33%) Salesforce.com
4 2 (5.56%) Oracle
5 1 (2.78%) Atlassian
5 1 (2.78%) EXASOL
5 1 (2.78%) MicroStrategy
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