The following table provides summary statistics for permanent job vacancies 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 25 June 2017 with a comparison to the same period in the previous 2 years.

Data Cleansing (Data Cleaning, Data Scrubbing)
UK
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 684 705 733
Rank change year-on-year +21 +28  
Permanent jobs citing Data Cleansing 188 222 239
As % of all permanent IT jobs advertised in the UK 0.21% 0.23% 0.22%
As % of the Processes & Methodologies category 0.24% 0.26% 0.25%
Number of salaries quoted 137 191 161
Median salary £45,000 £42,500 £47,500
Median salary % change year-on-year +5.88% -10.52%  
90% offered a salary of more than £29,417 £31,600 £25,000
10% offered a salary of more than £70,000 £65,000 £72,500
UK excluding London median salary £40,000 £42,500 £40,000
% change year-on-year -5.88% +6.25%  

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 with a requirement for process and methodology skills.

Process & Methodology Skills
UK
Permanent job vacancies with a requirement for process and methodology skills 79039 86328 97439
As % of all permanent IT job vacancies advertised in the UK 89.73% 88.92% 88.03%
Number of salaries quoted 63711 72121 79644
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Data Cleansing
Job Vacancy Trend

The job posting trend of jobs advertised 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 the UK

Data Cleansing
Salary Trend

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

Salary trend for Data Cleansing in the UK

Data Cleansing
Salary Histogram

The salary distribution of IT jobs citing Data Cleansing over the 3 months to 25 June 2017.

Salary histogram for Data Cleansing in the UK

Data Cleansing
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Cleansing within the UK over the 3 months to 25 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
England +15 172 £50,000 +17.64% 23
London -5 76 £60,000 +33.33% 13
South East +50 40 £32,500 -23.52% 2
North West -27 20 £40,000 +33.33% 4
Yorkshire +26 18 £45,000 +33.33%
South Yorkshire 0 13 £50,000 -16.66%
Surrey +39 12 - -
City of London +25 12 £60,000 +20.00% 1
Egham +2 12 - -
Manchester -18 11 £50,000 +33.33% 1
Doncaster - 10 £51,250 -
Berkshire +35 9 £33,750 -20.58% 1
Hampshire +17 9 £29,417 -17.13%
South West -12 8 £42,500 +3.03% 1
Reading +26 7 £34,250 -19.41% 1
South Wales +24 6 £40,000 +14.28% 4
Wales +14 6 £40,000 +14.28% 4
Brighton +14 6 - -
East Sussex +13 6 - -
Cardiff +13 6 £40,000 +14.28% 4
Liverpool +6 5 £23,000 -23.33% 1
Winchester 0 5 £29,417 -17.13%
East of England -2 5 £45,000 -28.00%
Merseyside -4 5 £23,000 -23.33% 1
Hertfordshire -9 5 £45,000 -25.00%
Somerset -8 4 £42,500 -3.02%
Bath -13 4 £42,500 -3.02%
Bristol -30 4 £35,750 -4.66%
East Midlands - 4 - - 2
Nottingham - 4 - - 2

For the 6 months to 25 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 with a requirement for Data Cleansing.

1 193 (49.74%) SQL
2 133 (34.28%) ETL
3 123 (31.70%) Business Intelligence
4 119 (30.67%) Microsoft
4 119 (30.67%) Data Quality
5 109 (28.09%) SQL Server
6 97 (25.00%) Migration
7 96 (24.74%) Analytical Skills
8 93 (23.97%) Analytics
9 86 (22.16%) Data Modelling
10 84 (21.65%) Data Management
11 83 (21.39%) Data Analysis
12 77 (19.85%) Data Warehouse
13 76 (19.59%) Data Migration
14 71 (18.30%) Finance
15 69 (17.78%) Microsoft Excel
16 64 (16.49%) Oracle
17 62 (15.98%) SAP
18 60 (15.46%) CRM
19 59 (15.21%) Python
20 58 (14.95%) Project Management
21 55 (14.18%) SQL Server Integration Services
22 54 (13.92%) Degree
23 50 (12.89%) SQL Server Reporting Services
24 48 (12.37%) Data Integration
25 46 (11.86%) Visualisation
26 44 (11.34%) Apache Spark
27 43 (11.08%) Relational Database
27 43 (11.08%) Data Architecture
28 42 (10.82%) Tableau

Data Cleansing
Co-occurring IT Skills 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 44 (11.34%) Apache Spark
2 24 (6.19%) SAS
3 19 (4.90%) Elasticsearch
4 17 (4.38%) Apache
4 17 (4.38%) Apache Airflow
5 7 (1.80%) Tornado
6 6 (1.55%) IIS
7 5 (1.29%) SharePoint
8 3 (0.77%) Apache Pig
9 1 (0.26%) BizTalk Server
9 1 (0.26%) IPython
9 1 (0.26%) Oracle Self-Service HR
9 1 (0.26%) Oracle SOA Suite
Applications
1 69 (17.78%) Microsoft Excel
2 31 (7.99%) Microsoft Office
3 16 (4.12%) MS Visio
4 8 (2.06%) SPSS
5 3 (0.77%) Microsoft PowerPoint
6 1 (0.26%) Microsoft Project
6 1 (0.26%) Spreadsheet
6 1 (0.26%) SPSS Modeler
Business Applications
1 19 (4.90%) Dynamics CRM
2 11 (2.84%) SAP ERP
3 10 (2.58%) SAP CRM
4 9 (2.32%) Dynamics AX
5 6 (1.55%) Raiser's Edge
6 5 (1.29%) FastStats
7 4 (1.03%) SAP MDG
8 3 (0.77%) Dynamics GP
9 2 (0.52%) Dynamics NAV
9 2 (0.52%) NetSuite
10 1 (0.26%) Investran
10 1 (0.26%) Markit EDM
10 1 (0.26%) Oracle 11i
10 1 (0.26%) Oracle Applications
10 1 (0.26%) Oracle EBS
10 1 (0.26%) Oracle HRMS
10 1 (0.26%) Oracle iRecruitment
10 1 (0.26%) Oracle Payroll
10 1 (0.26%) SAP S/4HANA
10 1 (0.26%) SAP SD
Cloud Services
1 35 (9.02%) Amazon AWS
2 18 (4.64%) Amazon Kinesis
3 13 (3.35%) Microsoft Azure
4 6 (1.55%) Google Cloud Platform
5 5 (1.29%) Cloud Computing
5 5 (1.29%) Google Analytics
6 4 (1.03%) Cortana Intelligence Suite
7 3 (0.77%) SuccessFactors
8 2 (0.52%) Boomi
8 2 (0.52%) iTunes
9 1 (0.26%) Amazon EMR
9 1 (0.26%) Amazon S3
9 1 (0.26%) Amazon SQS
9 1 (0.26%) Dynamics 365
9 1 (0.26%) Force.com
9 1 (0.26%) PaaS
Communications & Networking
1 9 (2.32%) Internet
Database & Business Intelligence
1 109 (28.09%) SQL Server
2 77 (19.85%) Data Warehouse
3 55 (14.18%) SQL Server Integration Services
4 50 (12.89%) SQL Server Reporting Services
5 43 (11.08%) Relational Database
6 40 (10.31%) Big Data
6 40 (10.31%) Hadoop
7 33 (8.51%) Power BI
8 30 (7.73%) Data Mining
8 30 (7.73%) RDBMS
9 29 (7.47%) Amazon Redshift
10 28 (7.22%) SQL Server 2012
11 27 (6.96%) MySQL
11 27 (6.96%) SAP Data Services
11 27 (6.96%) SQL Server Analysis Services
12 26 (6.70%) SQL Server 2008
13 23 (5.93%) OLAP
14 22 (5.67%) SQL Server 2014
15 20 (5.15%) Impala
15 20 (5.15%) SQL Server 2005
Development Applications
1 26 (6.70%) Talend Open Studio
2 11 (2.84%) LSMW
3 9 (2.32%) ERwin
4 7 (1.80%) Git (software)
5 5 (1.29%) Rational Rhapsody
5 5 (1.29%) Team Foundation Server
6 2 (0.52%) Oracle Forms
6 2 (0.52%) Visual Studio
7 1 (0.26%) PowerDesigner
7 1 (0.26%) Rational Rose
General
1 71 (18.30%) Finance
2 38 (9.79%) Marketing
3 34 (8.76%) Legal
4 30 (7.73%) Retail
5 19 (4.90%) Manufacturing
6 17 (4.38%) Pharmaceutical
7 14 (3.61%) Banking
8 12 (3.09%) Games
9 11 (2.84%) Billing
10 9 (2.32%) Telecoms
11 5 (1.29%) Advertising
12 4 (1.03%) Law
13 3 (0.77%) Electronics
13 3 (0.77%) Publishing
14 2 (0.52%) Automotive
14 2 (0.52%) Music Industry
Job Titles
1 106 (27.32%) Analyst
2 65 (16.75%) Developer
3 64 (16.49%) Data Analyst
4 46 (11.86%) Consultant
5 32 (8.25%) Architect
6 30 (7.73%) Data Engineer
7 26 (6.70%) Business Intelligence Developer
7 26 (6.70%) Data Architect
8 22 (5.67%) Data Manager
9 21 (5.41%) SQL Developer
10 20 (5.15%) Data Quality Analyst
10 20 (5.15%) Microsoft Consultant
11 17 (4.38%) Business Intelligence Consultant
11 17 (4.38%) Microsoft BI Consultant
11 17 (4.38%) SAP Manager
12 16 (4.12%) Administrator
13 15 (3.87%) Data Scientist
14 14 (3.61%) Data Consultant
14 14 (3.61%) Quality Analyst
14 14 (3.61%) SSIS Developer
Libraries, Frameworks & Software Standards
1 27 (6.96%) Kafka
2 17 (4.38%) Scrapy
3 16 (4.12%) .NET
4 14 (3.61%) MDX
4 14 (3.61%) Web Services
5 13 (3.35%) GraphX
5 13 (3.35%) Serverless Framework
6 10 (2.58%) SAP Smart Forms
7 9 (2.32%) BAPI
7 9 (2.32%) IDoc
8 8 (2.06%) Middleware
8 8 (2.06%) Web Dynpro
9 7 (1.80%) D3.js
9 7 (1.80%) Flask
9 7 (1.80%) NumPy
9 7 (1.80%) Pandas
9 7 (1.80%) REST
9 7 (1.80%) scikit-learn
10 6 (1.55%) .NET Framework
10 6 (1.55%) Entity Framework
Miscellaneous
1 96 (24.74%) Analytical Skills
2 26 (6.70%) Management Information System
3 25 (6.44%) Computer Science
4 15 (3.87%) Life Science
5 14 (3.61%) Algorithms
6 12 (3.09%) Data Structures
7 9 (2.32%) Internet of Things
7 9 (2.32%) User Experience
8 8 (2.06%) Social Network
8 8 (2.06%) Virtual Team
9 6 (1.55%) Social Media
10 5 (1.29%) NHS
11 4 (1.03%) Data Protection Act
11 4 (1.03%) Digital Media
11 4 (1.03%) Fintech
12 3 (0.77%) Greenfield Project
12 3 (0.77%) Hedge funds
12 3 (0.77%) Mobile App
12 3 (0.77%) Replication
12 3 (0.77%) Smart Meter
Operating Systems
1 13 (3.35%) Linux
2 7 (1.80%) Windows
3 5 (1.29%) Unix
4 3 (0.77%) Windows Server
5 1 (0.26%) Mac OS X
Processes & Methodologies
1 133 (34.28%) ETL
2 123 (31.70%) Business Intelligence
3 97 (25.00%) Migration
4 93 (23.97%) Analytics
5 86 (22.16%) Data Modelling
6 84 (21.65%) Data Management
7 83 (21.39%) Data Analysis
8 76 (19.59%) Data Migration
9 60 (15.46%) CRM
10 58 (14.95%) Project Management
11 48 (12.37%) Data Integration
12 46 (11.86%) Visualisation
13 43 (11.08%) Data Architecture
14 39 (10.05%) ERP
15 38 (9.79%) Business Development
15 38 (9.79%) Coaching
16 34 (8.76%) Business Transformation
17 32 (8.25%) Agile Software Development
17 32 (8.25%) Risk Management
17 32 (8.25%) Validation
Programming Languages
1 193 (49.74%) SQL
2 59 (15.21%) Python
3 30 (7.73%) T-SQL
4 27 (6.96%) R
5 22 (5.67%) Java
6 17 (4.38%) C#
7 15 (3.87%) ABAP
8 12 (3.09%) PL/SQL
9 11 (2.84%) MATLAB
10 10 (2.58%) SAPscript
11 9 (2.32%) VBA
12 8 (2.06%) JavaScript
13 7 (1.80%) C
14 3 (0.77%) Scala
15 2 (0.52%) Apex Code
15 2 (0.52%) Bash Shell
16 1 (0.26%) ActionScript
16 1 (0.26%) FoxPro (VFP)
16 1 (0.26%) PHP
16 1 (0.26%) VB
Qualifications
1 54 (13.92%) Degree
2 20 (5.15%) Security Cleared
3 14 (3.61%) Numerate Degree
4 13 (3.35%) SC Cleared
5 6 (1.55%) Computer Science Degree
5 6 (1.55%) Master's Degree
5 6 (1.55%) PhD
6 4 (1.03%) Postgraduate
7 2 (0.52%) MCSA
7 2 (0.52%) MCSE
7 2 (0.52%) Microsoft Certification
8 1 (0.26%) APMP
8 1 (0.26%) ISEB
8 1 (0.26%) PMI Certification
8 1 (0.26%) PMP
Quality Assurance & Compliance
1 119 (30.67%) Data Quality
2 11 (2.84%) QA
3 2 (0.52%) GDPR
4 1 (0.26%) COBIT
4 1 (0.26%) ISO/IEC 19770
4 1 (0.26%) P3O
System Software
1 4 (1.03%) Docker
Systems Management
1 17 (4.38%) Kibana
Vendors
1 119 (30.67%) Microsoft
2 64 (16.49%) Oracle
3 62 (15.98%) SAP
4 42 (10.82%) Informatica
4 42 (10.82%) Tableau
5 26 (6.70%) Talend
6 20 (5.15%) IBM
7 12 (3.09%) Google
8 11 (2.84%) Adobe
9 9 (2.32%) Teradata
10 8 (2.06%) Salesforce.com
11 6 (1.55%) Alteryx
11 6 (1.55%) Capita
12 5 (1.29%) Cloudera
13 4 (1.03%) Progress
13 4 (1.03%) Trillium
14 3 (0.77%) Cisco
14 3 (0.77%) Siemens
14 3 (0.77%) Splunk
15 2 (0.52%) Pegasus
Liverpool
Hays Specialist Recruitment Ltd
Salary: £25000.00 - £35000.00 per annum
Posted: 2 days ago
London
Nigel Frank International
Salary: 31 Days Holiday + Bank Holidays
Posted: 2 days ago
Lichfield, Staffordshire
Computer People
Salary: £30000.00 - £40000.00 per annum
Posted: 3 days ago
London
Miller Maxwell Ltd
Salary: From £35,000 to £40,000 per annum
Posted: 6 days ago
Knutsford
Nigel Frank International
Salary: £40000 - £60000 per annum + pension, benefits, negotiable
Posted: 4 days ago
City, London
Best Practice Talent Solutions
Salary: From £25,000 to £35,000 per annum + health + pension + fast track prom
Posted: 4 days ago
Nottingham, Nottinghamshire
Computer People
Salary: £45000.00 - £55000.00 per annum + bonus
Posted: 3 days ago
London
Harrington Boyd
Salary: £55000 - £75000 per annum
Posted: 3 days ago
Harrow, Middlesex
Recruitment Genius
Posted: 2 days ago
Manchester
Hays Specialist Recruitment Ltd
Salary: £23000.00 - £25000.00 per annum
Posted: 12 days ago
West London
Profile 29 Limited
Salary: From £80,000 to £100,000 per annum + benefits
Posted: 5 days ago
Reading
Hays West And Wales
Salary: £28000.00 - £32000.00 per annum
Posted: 10 days ago
Cardiff, South Glamorgan
Lexis Nexis Risk Solutions
Salary: From £30,000 to £35,000 per annum
Posted: 3 days ago
London
UBS
Posted: 4 days ago
Cheshire
Hays Specialist Recruitment Ltd
Posted: 15 days ago
Cardiff, South Glamorgan
Lexis Nexis Risk Solutions
Salary: From £25,000 to £35,000 per annum Depending on experience
Posted: 3 days ago
South West London
Oil Gas UK
Salary: Competitive + excellent benefits
Posted: 4 days ago
Central London / West End
Reed Business Information Ltd
Salary: Generous + training + extensive benefits
Posted: 19 days ago
Nottingham, Nottinghamshire
Lexis Nexis Risk Solutions
Salary: Competitive salary
Posted: 24 days ago