The following table provides summary statistics for permanent job vacancies advertised in England 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 28 June 2017 with a comparison to the same period in the previous 2 years.

Data Cleansing (Data Cleaning, Data Scrubbing)
UK / England
3 months to
28 Jun 2017
Same period 2016 Same period 2015
Rank 691 701 735
Rank change year-on-year +10 +34  
Permanent jobs citing Data Cleansing 174 213 221
As % of all permanent IT jobs advertised in England 0.21% 0.23% 0.22%
As % of the Processes & Methodologies category 0.23% 0.26% 0.24%
Number of salaries quoted 122 203 146
Median salary £50,000 £42,500 £46,250
Median salary % change year-on-year +17.64% -8.10%  
90% offered a salary of more than £28,123 £30,000 £25,182
10% offered a salary of more than £72,500 £67,500 £80,000
UK excluding London median salary £40,000 £42,500 £37,500
% change year-on-year -5.88% +13.33%  

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 England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 74950 82225 90350
As % of all permanent IT job vacancies advertised in England 89.70% 88.98% 88.00%
Number of salaries quoted 249933 287723 295490
Median salary £52,000 £50,000 £50,000
Median salary % change year-on-year +4.00% -  
90% offered a salary of more than £31,250 £31,250 £30,000
10% offered a salary of more than £82,500 £77,500 £81,250
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Cleansing
Job Vacancy Trend in England

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

Job vacancy trend for Data Cleansing in England

Data Cleansing
Salary Trend in England

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

Salary trend for Data Cleansing in England

Data Cleansing
Salary Histogram in England

The salary distribution of IT jobs citing Data Cleansing in England over the 3 months to 28 June 2017.

Salary histogram for Data Cleansing in England

Data Cleansing
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Cleansing within the England region over the 3 months to 28 June 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
London -1 73 £60,000 +40.76% 9
South East +39 40 £32,500 -23.52% 3
North of England +15 40 £45,000 +28.57% 6
North West -25 21 £45,000 +33.33% 4
Yorkshire +17 19 £45,000 +33.33% 2
South West -24 8 £42,500 +6.25% 1
Midlands +16 7 £50,000 +33.33% 4
East of England -16 6 £45,000 -25.00%
East Midlands - 6 £50,000 - 2
West Midlands +8 1 - - 2
Data Cleansing
UK

For the 6 months to 28 June 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 England region with a requirement for Data Cleansing.

1 171 (47.11%) SQL
2 119 (32.78%) ETL
3 112 (30.85%) Business Intelligence
4 109 (30.03%) Data Quality
5 106 (29.20%) Microsoft
6 88 (24.24%) SQL Server
6 88 (24.24%) Migration
6 88 (24.24%) Analytical Skills
7 85 (23.42%) Data Management
8 77 (21.21%) Analytics
9 76 (20.94%) Data Modelling
10 74 (20.39%) Data Migration
11 72 (19.83%) Data Analysis
12 66 (18.18%) Microsoft Excel
13 65 (17.91%) Oracle
14 64 (17.63%) SAP
14 64 (17.63%) Finance
15 63 (17.36%) Data Warehouse
16 59 (16.25%) Project Management
17 58 (15.98%) CRM
18 52 (14.33%) Python
19 48 (13.22%) Degree
20 47 (12.95%) SQL Server Integration Services
21 46 (12.67%) SQL Server Reporting Services
22 43 (11.85%) Apache Spark
23 42 (11.57%) Relational Database
23 42 (11.57%) Data Integration
24 41 (11.29%) Visualisation
25 40 (11.02%) Business Development
26 39 (10.74%) Marketing

Data Cleansing
Co-occurring IT Skills in England 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 43 (11.85%) Apache Spark
2 22 (6.06%) SAS
3 19 (5.23%) Elasticsearch
4 17 (4.68%) Apache
4 17 (4.68%) Apache Airflow
5 7 (1.93%) Tornado
6 6 (1.65%) IIS
7 5 (1.38%) SharePoint
8 3 (0.83%) Apache Pig
9 1 (0.28%) IPython
Applications
1 66 (18.18%) Microsoft Excel
2 31 (8.54%) Microsoft Office
3 16 (4.41%) MS Visio
4 6 (1.65%) SPSS
5 3 (0.83%) Microsoft PowerPoint
6 1 (0.28%) Microsoft Project
6 1 (0.28%) Spreadsheet
6 1 (0.28%) SPSS Modeler
Business Applications
1 18 (4.96%) Dynamics CRM
2 11 (3.03%) SAP ERP
3 10 (2.75%) SAP CRM
4 8 (2.20%) Dynamics AX
5 6 (1.65%) FastStats
5 6 (1.65%) Raiser's Edge
6 4 (1.10%) SAP MDG
7 3 (0.83%) Dynamics GP
8 2 (0.55%) Dynamics NAV
8 2 (0.55%) NetSuite
9 1 (0.28%) Investran
9 1 (0.28%) Markit EDM
9 1 (0.28%) SAP S/4HANA
9 1 (0.28%) SAP SD
Cloud Services
1 28 (7.71%) Amazon AWS
2 17 (4.68%) Amazon Kinesis
3 12 (3.31%) Microsoft Azure
4 5 (1.38%) Cloud Computing
4 5 (1.38%) Google Analytics
5 4 (1.10%) Cortana Intelligence Suite
6 3 (0.83%) SuccessFactors
7 2 (0.55%) Boomi
7 2 (0.55%) iTunes
8 1 (0.28%) Amazon EMR
8 1 (0.28%) Force.com
8 1 (0.28%) PaaS
Communications & Networking
1 8 (2.20%) Internet
Database & Business Intelligence
1 88 (24.24%) SQL Server
2 63 (17.36%) Data Warehouse
3 47 (12.95%) SQL Server Integration Services
4 46 (12.67%) SQL Server Reporting Services
5 42 (11.57%) Relational Database
6 37 (10.19%) Hadoop
7 32 (8.82%) Power BI
8 30 (8.26%) Big Data
8 30 (8.26%) RDBMS
9 28 (7.71%) Data Mining
9 28 (7.71%) SAP Data Services
9 28 (7.71%) SQL Server 2012
10 27 (7.44%) MySQL
10 27 (7.44%) SQL Server 2008
10 27 (7.44%) SQL Server Analysis Services
11 23 (6.34%) OLAP
12 22 (6.06%) Amazon Redshift
13 20 (5.51%) Impala
13 20 (5.51%) SQL Server 2005
13 20 (5.51%) SQL Server 2014
Development Applications
1 20 (5.51%) Talend Open Studio
2 11 (3.03%) LSMW
3 9 (2.48%) ERwin
4 7 (1.93%) Git (software)
5 5 (1.38%) Rational Rhapsody
6 2 (0.55%) Oracle Forms
7 1 (0.28%) PowerDesigner
7 1 (0.28%) Rational Rose
General
1 64 (17.63%) Finance
2 39 (10.74%) Marketing
3 37 (10.19%) Legal
4 25 (6.89%) Retail
5 18 (4.96%) Manufacturing
6 17 (4.68%) Pharmaceutical
7 15 (4.13%) Banking
8 12 (3.31%) Games
9 11 (3.03%) Billing
10 9 (2.48%) Telecoms
11 6 (1.65%) Advertising
12 4 (1.10%) Law
13 3 (0.83%) Electronics
13 3 (0.83%) Publishing
14 2 (0.55%) Automotive
14 2 (0.55%) Music Industry
15 1 (0.28%) Investment Banking
15 1 (0.28%) Retail Banking
Job Titles
1 101 (27.82%) Analyst
2 62 (17.08%) Data Analyst
3 59 (16.25%) Developer
4 40 (11.02%) Consultant
5 28 (7.71%) Data Engineer
6 26 (7.16%) Architect
6 26 (7.16%) Business Intelligence Developer
7 24 (6.61%) Data Manager
8 20 (5.51%) Microsoft Consultant
9 19 (5.23%) Data Architect
9 19 (5.23%) Data Quality Analyst
10 18 (4.96%) SAP Manager
11 17 (4.68%) Business Intelligence Consultant
11 17 (4.68%) Microsoft BI Consultant
12 16 (4.41%) Administrator
13 15 (4.13%) SQL Developer
14 14 (3.86%) Quality Analyst
14 14 (3.86%) SAP Data Manager
14 14 (3.86%) SSIS Developer
15 13 (3.58%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 27 (7.44%) Kafka
2 17 (4.68%) Scrapy
3 14 (3.86%) MDX
3 14 (3.86%) Web Services
4 13 (3.58%) GraphX
4 13 (3.58%) Serverless Framework
5 11 (3.03%) .NET
6 10 (2.75%) SAP Smart Forms
7 9 (2.48%) BAPI
7 9 (2.48%) IDoc
8 8 (2.20%) Middleware
8 8 (2.20%) Web Dynpro
9 7 (1.93%) D3.js
9 7 (1.93%) Flask
9 7 (1.93%) NumPy
9 7 (1.93%) Pandas
9 7 (1.93%) REST
9 7 (1.93%) scikit-learn
10 6 (1.65%) .NET Framework
10 6 (1.65%) Entity Framework
Miscellaneous
1 88 (24.24%) Analytical Skills
2 25 (6.89%) Management Information System
3 23 (6.34%) Computer Science
4 15 (4.13%) Life Science
5 14 (3.86%) Algorithms
6 9 (2.48%) User Experience
7 8 (2.20%) Internet of Things
7 8 (2.20%) Social Network
7 8 (2.20%) Virtual Team
8 6 (1.65%) Data Structures
8 6 (1.65%) Social Media
9 5 (1.38%) NHS
10 4 (1.10%) Data Protection Act
10 4 (1.10%) Digital Media
10 4 (1.10%) Fintech
11 3 (0.83%) Greenfield Project
11 3 (0.83%) Hedge funds
11 3 (0.83%) Mobile App
11 3 (0.83%) Replication
11 3 (0.83%) Smart Meter
Operating Systems
1 13 (3.58%) Linux
2 7 (1.93%) Windows
3 5 (1.38%) Unix
4 3 (0.83%) Windows Server
5 1 (0.28%) Mac OS X
Processes & Methodologies
1 119 (32.78%) ETL
2 112 (30.85%) Business Intelligence
3 88 (24.24%) Migration
4 85 (23.42%) Data Management
5 77 (21.21%) Analytics
6 76 (20.94%) Data Modelling
7 74 (20.39%) Data Migration
8 72 (19.83%) Data Analysis
9 59 (16.25%) Project Management
10 58 (15.98%) CRM
11 42 (11.57%) Data Integration
12 41 (11.29%) Visualisation
13 40 (11.02%) Business Development
14 38 (10.47%) ERP
15 36 (9.92%) Business Transformation
15 36 (9.92%) Data Architecture
16 34 (9.37%) Risk Management
17 32 (8.82%) Coaching
17 32 (8.82%) Validation
18 30 (8.26%) Risk Identification and Mitigation
Programming Languages
1 171 (47.11%) SQL
2 52 (14.33%) Python
3 29 (7.99%) T-SQL
4 23 (6.34%) Java
5 20 (5.51%) R
6 16 (4.41%) ABAP
7 13 (3.58%) C#
8 11 (3.03%) PL/SQL
9 10 (2.75%) SAPscript
10 9 (2.48%) MATLAB
10 9 (2.48%) VBA
11 8 (2.20%) C
11 8 (2.20%) JavaScript
12 3 (0.83%) Scala
13 2 (0.55%) Apex Code
13 2 (0.55%) Bash Shell
14 1 (0.28%) FoxPro (VFP)
14 1 (0.28%) Ruby
14 1 (0.28%) Shell Script
14 1 (0.28%) VB6
Qualifications
1 48 (13.22%) Degree
2 20 (5.51%) Security Cleared
3 13 (3.58%) SC Cleared
4 7 (1.93%) Numerate Degree
5 6 (1.65%) Computer Science Degree
5 6 (1.65%) Master's Degree
5 6 (1.65%) PhD
6 4 (1.10%) Postgraduate
7 2 (0.55%) MCSA
7 2 (0.55%) MCSE
7 2 (0.55%) Microsoft Certification
8 1 (0.28%) APMP
8 1 (0.28%) ISEB
8 1 (0.28%) PMI Certification
8 1 (0.28%) PMP
Quality Assurance & Compliance
1 109 (30.03%) Data Quality
2 11 (3.03%) QA
3 2 (0.55%) GDPR
4 1 (0.28%) COBIT
4 1 (0.28%) ISO/IEC 19770
4 1 (0.28%) P3O
System Software
1 3 (0.83%) Docker
Systems Management
1 17 (4.68%) Kibana
Vendors
1 106 (29.20%) Microsoft
2 65 (17.91%) Oracle
3 64 (17.63%) SAP
4 38 (10.47%) Informatica
5 37 (10.19%) Tableau
6 21 (5.79%) IBM
7 20 (5.51%) Talend
8 11 (3.03%) Adobe
9 9 (2.48%) Teradata
10 8 (2.20%) Salesforce.com
11 6 (1.65%) Alteryx
11 6 (1.65%) Google
12 5 (1.38%) Cloudera
13 4 (1.10%) Progress
13 4 (1.10%) Trillium
14 3 (0.83%) Cisco
14 3 (0.83%) Siemens
14 3 (0.83%) Splunk
15 2 (0.55%) DataFlux
15 2 (0.55%) MapR
Cheshire
HAYS INFORMATION TECHNOLOGY
Posted: Yesterday
Nottingham, Nottinghamshire
Computer People
Salary: bonus
Posted: Yesterday
Liverpool
Hays Specialist Recruitment Ltd
Salary: £25000.00 - £35000.00 per annum
Posted: 5 days ago
Doncaster, South Yorkshire
MAPP - IT, Digital, Broadcasting & Media Recruitment Specialists
Salary: £50,000 per annum basic + bonus, pension, other great benefits
Posted: Yesterday
Lichfield, Staffordshire
Computer People
Salary: £30000.00 - £40000.00 per annum
Posted: 6 days ago
Knutsford
Nigel Frank International
Salary: £40000 - £60000 per annum + pension, benefits, negotiable
Posted: 7 days ago
Leeds
Tectre Limited
Salary: £30,000 - £40,000 per year
Posted: 7 days ago
London
Harrington Boyd
Salary: £55000 - £75000 per annum
Posted: 6 days ago
Manchester
Hays Specialist Recruitment Ltd
Salary: £23000.00 - £25000.00 per annum
Posted: 15 days ago
Reading
Hays West And Wales
Salary: £28000.00 - £32000.00 per annum
Posted: 13 days ago
London
UBS
Posted: 7 days ago
South West London
Oil Gas UK
Salary: Competitive + excellent benefits
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Central London / West End
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Salary: Generous + training + extensive benefits
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