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 3 months to 24 April 2017 with a comparison to the same period in the previous 2 years.

Data Cleansing (Data Cleaning, Data Scrubbing)
England / London
3 months to
24 Apr 2017
Same period 2016 Same period 2015
Rank 484 554 547
Rank change year-on-year +70 -7  
Permanent jobs citing Data Cleansing 112 95 131
As % of all permanent IT jobs advertised in London 0.33% 0.22% 0.29%
As % of the Processes & Methodologies category 0.36% 0.25% 0.33%
Number of salaries quoted 97 83 108
Median salary £51,500 £42,500 £63,750
Median salary % change year-on-year +21.17% -33.33%  
90% offered a salary of more than £30,000 £30,800 £31,850
10% offered a salary of more than £85,000 £77,500 £85,000
UK excluding London median salary £40,000 £41,500 £41,000
% change year-on-year -3.61% +1.21%  

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 30852 38441 39962
As % of all permanent IT job vacancies advertised in London 90.42% 90.12% 88.10%
Number of salaries quoted 25719 33008 33379
Median salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.34%  
90% offered a salary of more than £40,000 £38,500 £37,500
10% offered a salary of more than £85,000 £80,000 £85,000
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Cleansing
Job Vacancy Trend in London

The job posting trend of jobs advertised in London citing Data Cleansing as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

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 3 months to 24 April 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 3 months to 24 April 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
City of London +42 16 £39,000 -8.23% 1
Mayfair - 1 £100,000 -
Data Cleansing
England

For the 6 months to 24 April 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 96 (46.60%) SQL
2 71 (34.47%) ETL
3 66 (32.04%) Data Quality
4 64 (31.07%) Business Intelligence
5 63 (30.58%) Data Analysis
6 57 (27.67%) Microsoft
6 57 (27.67%) Analytical Skills
7 53 (25.73%) Analytics
8 50 (24.27%) SQL Server
9 48 (23.30%) Finance
10 47 (22.82%) Migration
11 44 (21.36%) CRM
12 43 (20.87%) Python
13 42 (20.39%) Data Management
14 39 (18.93%) Data Integration
14 39 (18.93%) Data Modelling
15 37 (17.96%) Data Migration
16 35 (16.99%) Apache Spark
17 34 (16.50%) Microsoft Excel
18 33 (16.02%) Validation
19 32 (15.53%) Data Warehouse
20 28 (13.59%) Degree
21 27 (13.11%) Data Architecture
21 27 (13.11%) Hadoop
21 27 (13.11%) Relational Database
22 26 (12.62%) Oracle
23 25 (12.14%) ERP
23 25 (12.14%) Project Management
23 25 (12.14%) Amazon AWS
24 24 (11.65%) Tableau

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 35 (16.99%) Apache Spark
2 17 (8.25%) Elasticsearch
3 14 (6.80%) Apache
3 14 (6.80%) Apache Airflow
3 14 (6.80%) SAS
4 7 (3.40%) Tornado
5 3 (1.46%) Apache Pig
6 1 (0.49%) IPython
Applications
1 34 (16.50%) Microsoft Excel
2 10 (4.85%) Microsoft Office
3 6 (2.91%) Microsoft Project
3 6 (2.91%) SPSS
4 5 (2.43%) MS Visio
5 2 (0.97%) Microsoft PowerPoint
Business Applications
1 22 (10.68%) Dynamics CRM
2 7 (3.40%) Dynamics AX
3 6 (2.91%) NetSuite
3 6 (2.91%) Raiser's Edge
4 3 (1.46%) SAP ERP
5 1 (0.49%) Markit EDM
Cloud Services
1 25 (12.14%) Amazon AWS
2 15 (7.28%) Amazon Kinesis
3 6 (2.91%) Cloud Computing
3 6 (2.91%) Google Analytics
4 5 (2.43%) Boomi
4 5 (2.43%) Microsoft Azure
5 3 (1.46%) iTunes
6 2 (0.97%) Amazon S3
7 1 (0.49%) Amazon EC2
7 1 (0.49%) Amazon EMR
7 1 (0.49%) Amazon SQS
7 1 (0.49%) Force.com
7 1 (0.49%) SuccessFactors
Communications & Networking
1 4 (1.94%) Internet
Database & Business Intelligence
1 50 (24.27%) SQL Server
2 32 (15.53%) Data Warehouse
3 27 (13.11%) Hadoop
3 27 (13.11%) Relational Database
4 23 (11.17%) MySQL
5 22 (10.68%) RDBMS
6 20 (9.71%) Amazon Redshift
7 19 (9.22%) Data Mining
8 18 (8.74%) Big Data
9 17 (8.25%) Impala
9 17 (8.25%) SQL Server Reporting Services
10 16 (7.77%) PostgreSQL
10 16 (7.77%) SQL Server Integration Services
11 15 (7.28%) OLAP
12 14 (6.80%) MariaDB
12 14 (6.80%) Presto
13 12 (5.83%) Power BI
13 12 (5.83%) QlikView
14 11 (5.34%) SQL Server 2012
14 11 (5.34%) SQL Server Analysis Services
Development Applications
1 19 (9.22%) Talend Open Studio
2 8 (3.88%) ERwin
3 6 (2.91%) Git (software)
4 5 (2.43%) LSMW
5 4 (1.94%) Rational Rhapsody
6 3 (1.46%) Oracle Forms
7 1 (0.49%) Selenium
7 1 (0.49%) Visual Studio
General
1 48 (23.30%) Finance
2 24 (11.65%) Marketing
3 16 (7.77%) Pharmaceutical
4 13 (6.31%) Banking
5 9 (4.37%) Games
5 9 (4.37%) Retail
6 7 (3.40%) Billing
6 7 (3.40%) Manufacturing
7 5 (2.43%) Law
7 5 (2.43%) Legal
7 5 (2.43%) Telecoms
8 4 (1.94%) Advertising
9 3 (1.46%) Music Industry
9 3 (1.46%) Publishing
Job Titles
1 58 (28.16%) Analyst
2 46 (22.33%) Data Analyst
3 29 (14.08%) Developer
4 23 (11.17%) Administrator
5 22 (10.68%) Architect
6 19 (9.22%) Data Architect
7 18 (8.74%) Consultant
8 17 (8.25%) Business Intelligence Developer
8 17 (8.25%) Data Quality Analyst
9 16 (7.77%) Data Engineer
10 12 (5.83%) Business Developer
10 12 (5.83%) CRM Analyst
10 12 (5.83%) Data Manager
11 11 (5.34%) Data Scientist
11 11 (5.34%) Quality Analyst
11 11 (5.34%) SQL Analyst
12 10 (4.85%) Data Administrator
12 10 (4.85%) Python Software Engineer
12 10 (4.85%) Software Engineer
13 9 (4.37%) SAP Manager
Libraries, Frameworks & Software Standards
1 17 (8.25%) Kafka
2 14 (6.80%) Scrapy
3 10 (4.85%) GraphX
3 10 (4.85%) Serverless Framework
4 8 (3.88%) NumPy
4 8 (3.88%) scikit-learn
5 7 (3.40%) D3.js
5 7 (3.40%) Flask
5 7 (3.40%) Pandas
6 5 (2.43%) EDI
7 4 (1.94%) .NET
7 4 (1.94%) MDX
7 4 (1.94%) ODBC
7 4 (1.94%) Web Services
8 3 (1.46%) COM
8 3 (1.46%) J2EE
8 3 (1.46%) Mason
8 3 (1.46%) Swing
9 2 (0.97%) XML
10 1 (0.49%) HTML
Miscellaneous
1 57 (27.67%) Analytical Skills
2 19 (9.22%) Computer Science
3 13 (6.31%) Management Information System
4 12 (5.83%) Life Science
5 8 (3.88%) Algorithms
5 8 (3.88%) Social Network
6 6 (2.91%) User Experience
7 5 (2.43%) Digital Media
8 4 (1.94%) Internet of Things
8 4 (1.94%) Mobile App
9 3 (1.46%) Data Structures
9 3 (1.46%) Fintech
9 3 (1.46%) Hedge funds
10 2 (0.97%) Credit Risk
10 2 (0.97%) Data Protection Act
10 2 (0.97%) Linked Data
10 2 (0.97%) NHS
10 2 (0.97%) Reinsurance
11 1 (0.49%) PMI
11 1 (0.49%) Replication
Operating Systems
1 12 (5.83%) Linux
2 4 (1.94%) Windows
Processes & Methodologies
1 71 (34.47%) ETL
2 64 (31.07%) Business Intelligence
3 63 (30.58%) Data Analysis
4 53 (25.73%) Analytics
5 47 (22.82%) Migration
6 44 (21.36%) CRM
7 42 (20.39%) Data Management
8 39 (18.93%) Data Integration
8 39 (18.93%) Data Modelling
9 37 (17.96%) Data Migration
10 33 (16.02%) Validation
11 27 (13.11%) Data Architecture
12 25 (12.14%) ERP
12 25 (12.14%) Project Management
13 23 (11.17%) Time Management
13 23 (11.17%) User Acceptance Testing
14 21 (10.19%) Stakeholder Management
15 20 (9.71%) Visualisation
16 17 (8.25%) Data Extraction
16 17 (8.25%) Mentoring
Programming Languages
1 96 (46.60%) SQL
2 43 (20.87%) Python
3 21 (10.19%) Java
4 14 (6.80%) R
5 12 (5.83%) T-SQL
6 10 (4.85%) JavaScript
7 9 (4.37%) PL/SQL
8 7 (3.40%) VBA
9 6 (2.91%) MATLAB
10 2 (0.97%) Apex Code
10 2 (0.97%) Bash Shell
10 2 (0.97%) C#
11 1 (0.49%) ActionScript
11 1 (0.49%) C
Qualifications
1 28 (13.59%) Degree
2 3 (1.46%) PhD
3 2 (0.97%) Postgraduate
3 2 (0.97%) SC Cleared
3 2 (0.97%) Security Cleared
4 1 (0.49%) APMP
4 1 (0.49%) PMI Certification
4 1 (0.49%) PMP
Quality Assurance & Compliance
1 66 (32.04%) Data Quality
2 3 (1.46%) QA
3 2 (0.97%) GDPR
4 1 (0.49%) P3O
System Software
1 1 (0.49%) Docker
Systems Management
1 14 (6.80%) Kibana
Vendors
1 57 (27.67%) Microsoft
2 26 (12.62%) Oracle
3 24 (11.65%) Tableau
4 19 (9.22%) Talend
5 15 (7.28%) Informatica
6 11 (5.34%) SAP
7 8 (3.88%) IBM
7 8 (3.88%) Salesforce.com
8 6 (2.91%) Alteryx
8 6 (2.91%) Google
9 5 (2.43%) Cloudera
9 5 (2.43%) Dell
9 5 (2.43%) Teradata
10 4 (1.94%) Progress
11 3 (1.46%) Cisco
11 3 (1.46%) Splunk
12 2 (0.97%) Hortonworks
12 2 (0.97%) MapR
13 1 (0.49%) Facebook
13 1 (0.49%) Pardot
West London
Spargonet Consulting Plc
Salary: £55000 - £65000 per annum
Posted: Yesterday
London
Best Practice Talent Solutions, Ltd
Salary: health + Pension + salary review
Posted: 5 days ago
Central London / West End
Third Republic Ltd
Salary: Up to £80,000 per annum
Posted: 5 days ago
North London
The Bridge Ltd
Salary: From £60,000 to £70,000 per annum 20% Bonus, Healthcare, Contributory
Posted: 4 days ago
London
Engage PSG
Salary: £65000 - £75000 per annum + equity, benefits
Posted: 6 days ago
London
Harrington Starr
Salary: £50000 - £90000 per annum + equity + bonus
Posted: 5 days ago
City of London
Huxley
Salary: competitive
Posted: 18 days ago
London
Mason Frank International
Salary: £20000 - £24000 per annum + Bonus
Posted: 26 days ago