Period
to 26 July 2017

The following table provides summary statistics for permanent job vacancies advertised in London 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 26 July 2017 with a comparison to the same period in the previous 2 years.

Data Cleansing (Data Cleaning, Data Scrubbing)
England > London
6 months to
26 Jul 2017
Same period 2016 Same period 2015
Rank 648 687 722
Rank change year-on-year +39 +35 +26
Permanent jobs citing Data Cleansing 183 206 201
As % of all permanent IT jobs advertised in London 0.25% 0.25% 0.22%
As % of the Processes & Methodologies category 0.27% 0.28% 0.25%
Number of salaries quoted 131 225 156
London median annual salary £60,000 £42,500 £65,000
Median salary % change year-on-year +41.18% -34.62% +30.00%
10th Percentile £30,500 £28,750 £32,250
90th Percentile £85,000 £73,650 £86,250
England median annual salary £45,000 £42,500 £45,000
% change year-on-year +5.88% -5.56% -

Data Cleansing is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for process and methodology skills.

Process & Methodology Skills
London
Permanent job vacancies with a requirement for process and methodology skills 67000 74479 79587
As % of all permanent IT job vacancies advertised in London 91.10% 90.35% 88.75%
Number of salaries quoted 52787 64257 66647
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -
10th Percentile £35,000 £33,750 £32,500
90th Percentile £90,000 £87,500 £85,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Cleansing
Job Vacancy Trend in London

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

Job vacancy trend for Data Cleansing in London

Data Cleansing
Salary Trend in London

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

Salary trend for Data Cleansing in London

Data Cleansing
Salary Histogram in London

The salary distribution of IT jobs citing Data Cleansing in London over the 6 months to 26 July 2017.

Salary histogram for Data Cleansing in London

Data Cleansing
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Cleansing within the London region over the 6 months to 26 July 2017. 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
Central London +24 28 £42,000 -16.00% 1
West London +24 17 £60,000 +41.18%
East London -10 1 £29,500 -30.99%
Data Cleansing
England

For the 6 months to 26 July 2017, 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 London region with a requirement for Data Cleansing.

1 81 (44.26%) SQL
2 63 (34.43%) Finance
3 58 (31.69%) Business Intelligence
4 57 (31.15%) Microsoft
5 54 (29.51%) Degree
6 53 (28.96%) Data Management
7 50 (27.32%) SQL Server
7 50 (27.32%) Data Quality
8 47 (25.68%) ETL
9 46 (25.14%) Data Analysis
10 44 (24.04%) Python
11 42 (22.95%) Analytics
11 42 (22.95%) Analytical Skills
12 38 (20.77%) Oracle
13 37 (20.22%) Microsoft Excel
14 36 (19.67%) Java
15 34 (18.58%) Data Modelling
16 32 (17.49%) Project Management
17 30 (16.39%) Banking
17 30 (16.39%) Apache Spark
18 29 (15.85%) Master Data Management
18 29 (15.85%) Asset Management
19 28 (15.30%) Retail
20 27 (14.75%) Validation
20 27 (14.75%) Legal
20 27 (14.75%) SQL Server Reporting Services
21 26 (14.21%) Hadoop
21 26 (14.21%) Data Warehouse
21 26 (14.21%) CRM
22 25 (13.66%) Migration

Data Cleansing
Co-occurring IT Skills in 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 30 (16.39%) Apache Spark
2 16 (8.74%) Elasticsearch
3 14 (7.65%) Apache
3 14 (7.65%) Apache Airflow
4 11 (6.01%) SAS
5 7 (3.83%) Tornado
6 1 (0.55%) Apache Pig
6 1 (0.55%) IPython
Applications
1 37 (20.22%) Microsoft Excel
2 17 (9.29%) Microsoft Office
3 13 (7.10%) MS Visio
4 4 (2.19%) SPSS
5 3 (1.64%) Microsoft PowerPoint
Business Applications
1 12 (6.56%) Dynamics CRM
2 5 (2.73%) Raiser's Edge
3 4 (2.19%) Dynamics AX
4 2 (1.09%) NetSuite
5 1 (0.55%) Investran
5 1 (0.55%) Markit EDM
Cloud Services
1 25 (13.66%) Amazon AWS
2 14 (7.65%) Amazon Kinesis
3 9 (4.92%) Microsoft Azure
4 4 (2.19%) Cloud Computing
4 4 (2.19%) Google Analytics
5 2 (1.09%) Boomi
5 2 (1.09%) Salesforce Service Cloud
6 1 (0.55%) Amazon EMR
6 1 (0.55%) PaaS
Communications & Networking
1 5 (2.73%) Internet
Database & Business Intelligence
1 50 (27.32%) SQL Server
2 27 (14.75%) SQL Server Reporting Services
3 26 (14.21%) Data Warehouse
3 26 (14.21%) Hadoop
4 25 (13.66%) SQL Server Integration Services
5 22 (12.02%) Oracle Database
5 22 (12.02%) Oracle Database 10g
5 22 (12.02%) RDBMS
5 22 (12.02%) Relational Database
6 20 (10.93%) SQL Server 2012
7 19 (10.38%) Power BI
7 19 (10.38%) SQL Server Analysis Services
8 18 (9.84%) OLAP
9 17 (9.29%) Amazon Redshift
9 17 (9.29%) Impala
10 16 (8.74%) PostgreSQL
11 15 (8.20%) Big Data
11 15 (8.20%) MySQL
12 14 (7.65%) MariaDB
12 14 (7.65%) Presto
Development Applications
1 15 (8.20%) Talend Open Studio
2 8 (4.37%) ERwin
3 7 (3.83%) Git (software)
4 5 (2.73%) Rational Rhapsody
General
1 63 (34.43%) Finance
2 30 (16.39%) Banking
3 28 (15.30%) Retail
4 27 (14.75%) Legal
5 22 (12.02%) Investment Banking
5 22 (12.02%) Retail Banking
6 21 (11.48%) Marketing
7 12 (6.56%) Pharmaceutical
8 8 (4.37%) Telecoms
9 7 (3.83%) Billing
10 6 (3.28%) Games
11 5 (2.73%) Law
12 4 (2.19%) Manufacturing
13 1 (0.55%) Advertising
Job Titles
1 44 (24.04%) Analyst
2 34 (18.58%) Data Analyst
3 28 (15.30%) Developer
4 23 (12.57%) Consultant
5 22 (12.02%) Technical Leader
6 21 (11.48%) Architect
7 17 (9.29%) Business Intelligence Developer
7 17 (9.29%) Data Architect
7 17 (9.29%) Data Engineer
8 16 (8.74%) Microsoft Consultant
9 13 (7.10%) Business Intelligence Consultant
9 13 (7.10%) Microsoft BI Consultant
9 13 (7.10%) Microsoft BI Developer
9 13 (7.10%) Microsoft Developer
9 13 (7.10%) SSAS Developer
9 13 (7.10%) SSIS Consultant
9 13 (7.10%) SSIS Developer
10 12 (6.56%) Data Scientist
10 12 (6.56%) Python Software Engineer
10 12 (6.56%) Software Engineer
Libraries, Frameworks & Software Standards
1 22 (12.02%) J2EE
2 18 (9.84%) Kafka
3 14 (7.65%) Scrapy
4 13 (7.10%) MDX
5 12 (6.56%) GraphX
5 12 (6.56%) Serverless Framework
6 7 (3.83%) D3.js
6 7 (3.83%) Flask
6 7 (3.83%) NumPy
6 7 (3.83%) Pandas
6 7 (3.83%) scikit-learn
7 3 (1.64%) HTML
7 3 (1.64%) Node.js
7 3 (1.64%) Regular Expression
7 3 (1.64%) XML
8 2 (1.09%) EDI
9 1 (0.55%) COM
9 1 (0.55%) JSON
9 1 (0.55%) Natural Language Processing
9 1 (0.55%) REST
Miscellaneous
1 42 (22.95%) Analytical Skills
2 22 (12.02%) Reference Data
3 21 (11.48%) Computer Science
4 18 (9.84%) Management Information System
5 11 (6.01%) Life Science
6 10 (5.46%) Algorithms
7 8 (4.37%) Social Network
8 6 (3.28%) User Experience
9 5 (2.73%) Fintech
9 5 (2.73%) Internet of Things
9 5 (2.73%) NHS
10 4 (2.19%) Digital Media
11 3 (1.64%) Hedge funds
11 3 (1.64%) Social Media
12 2 (1.09%) Blackberry
12 2 (1.09%) iPad
13 1 (0.55%) Blog
13 1 (0.55%) Data Protection Act
13 1 (0.55%) Mobile App
13 1 (0.55%) Replication
Operating Systems
1 11 (6.01%) Linux
2 1 (0.55%) Mac OS X
2 1 (0.55%) Unix
Processes & Methodologies
1 58 (31.69%) Business Intelligence
2 53 (28.96%) Data Management
3 47 (25.68%) ETL
4 46 (25.14%) Data Analysis
5 42 (22.95%) Analytics
6 34 (18.58%) Data Modelling
7 32 (17.49%) Project Management
8 29 (15.85%) Asset Management
8 29 (15.85%) Master Data Management
9 27 (14.75%) Validation
10 26 (14.21%) CRM
11 25 (13.66%) Data Integration
11 25 (13.66%) Migration
12 24 (13.11%) Mathematics
13 23 (12.57%) Data Architecture
14 22 (12.02%) Wealth Management
15 19 (10.38%) Software Engineering
15 19 (10.38%) Visualisation
16 18 (9.84%) Statistics
17 17 (9.29%) Data Migration
Programming Languages
1 81 (44.26%) SQL
2 44 (24.04%) Python
3 36 (19.67%) Java
4 19 (10.38%) R
5 10 (5.46%) JavaScript
6 9 (4.92%) Scala
7 8 (4.37%) T-SQL
8 7 (3.83%) MATLAB
8 7 (3.83%) PL/SQL
9 5 (2.73%) C#
10 2 (1.09%) VBA
11 1 (0.55%) ActionScript
11 1 (0.55%) Apex Code
11 1 (0.55%) Bash Shell
11 1 (0.55%) Ruby
11 1 (0.55%) Shell Script
Qualifications
1 54 (29.51%) Degree
2 8 (4.37%) Numerate Degree
3 6 (3.28%) Computer Science Degree
4 4 (2.19%) PhD
4 4 (2.19%) Postgraduate
5 3 (1.64%) SC Cleared
5 3 (1.64%) Security Cleared
6 2 (1.09%) MCSA
6 2 (1.09%) MCSE
6 2 (1.09%) Microsoft Certification
Quality Assurance & Compliance
1 50 (27.32%) Data Quality
2 4 (2.19%) QA
3 1 (0.55%) GDPR
System Software
1 2 (1.09%) Docker
Systems Management
1 14 (7.65%) Kibana
Vendors
1 57 (31.15%) Microsoft
2 38 (20.77%) Oracle
3 20 (10.93%) Tableau
4 15 (8.20%) Talend
5 13 (7.10%) Informatica
6 8 (4.37%) IBM
7 7 (3.83%) Salesforce.com
8 5 (2.73%) Cloudera
8 5 (2.73%) Progress
8 5 (2.73%) Teradata
9 4 (2.19%) Google
10 3 (1.64%) Alteryx
10 3 (1.64%) Cisco
10 3 (1.64%) SAP
10 3 (1.64%) Splunk
11 2 (1.09%) Dell
11 2 (1.09%) Hortonworks
11 2 (1.09%) MapR
12 1 (0.55%) Pardot
12 1 (0.55%) Sage
London
Miller Maxwell Ltd
Salary: From £35,000 to £40,000 per annum
Posted: Yesterday
City of London
Michael Page Technology
Salary: £32000 - £40000 per annum + Bonus
Posted: 7 days ago
London
Mason Frank International
Salary: £40000 - £45000 per annum
Posted: 2 days ago
London
Senitor Associates
Salary: £40000 - £45000 per annum
Posted: 15 hours ago