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 24 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
24 Mar 2017
Same period 2016 Same period 2015
Data Cleansing (Data Cleaning, Data Scrubbing)
UK
Rank 659 745 719
Rank change year-on-year +86 -26  
Permanent jobs citing Data Cleansing 200 203 243
As % of all permanent IT jobs advertised in the UK 0.24% 0.20% 0.23%
As % of the Processes & Methodologies category 0.26% 0.22% 0.26%
Number of salaries quoted 155 150 183
Median salary £43,011 £42,000 £45,000
Median salary % change year-on-year +2.40% -6.66%  
90% offered a salary of more than £30,500 £29,000 £30,000
10% offered a salary of more than £75,000 £70,000 £72,500
UK excluding London median salary £44,500 £41,500 £40,000
% change year-on-year +7.22% +3.75%  

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 75650 91140 91950
As % of all permanent IT job vacancies advertised in the UK 89.04% 88.53% 87.02%
Number of salaries quoted 62160 75461 74357
Median salary £50,000 £50,000 £49,500
Median salary % change year-on-year - +1.01%  
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £75,000
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 24 March 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 24 March 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 +101 186 £42,500 +1.19% 26
London +96 119 £42,500 -5.02% 12
South East +57 43 £38,250 -8.92% 9
City of London +55 23 £39,000 -10.85% 3
Surrey +37 17 £50,000 +20.48% 1
Egham +8 16 - -
Berkshire +36 11 £37,500 -10.71% 3
North West -12 10 £50,000 +117.39% 4
Manchester -15 10 £50,000 +117.39% 2
Reading +29 7 £39,000 -7.14% 3
Oxfordshire -2 5 £31,500 -30.00% 2
Scotland +24 4 £44,500 -11.00% 2
Slough +21 4 £37,000 -5.12%
West Midlands +20 4 £45,000 -8.16% 1
Oxford 0 4 £31,500 - 1
East of England +16 3 £35,000 -14.63%
South West +4 3 £37,500 -8.53%
Dundee - 3 £44,500 -
Milton Keynes - 3 £65,000 -
Buckinghamshire - 3 £65,000 - 1
Yorkshire +21 2 £30,000 +25.00%
Brighton +14 2 £43,011 -3.98%
Birmingham +9 2 £35,750 -28.50%
Hertfordshire +7 2 £42,500 +3.65%
East Sussex +3 2 £43,011 -3.98%
Bristol -2 2 £35,000 -14.63%
Herefordshire - 2 £45,000 -
Kent - 2 £32,500 -
Hereford - 2 £45,000 -
Welwyn Garden City - 2 £42,500 -

Data Cleansing
Top 30 Related IT Skills

For the 6 months to 24 March 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.

1 164 (44.93%) SQL
2 131 (35.89%) ETL
3 117 (32.05%) Migration
4 93 (25.48%) Business Intelligence
5 90 (24.66%) Data Quality
6 88 (24.11%) Microsoft
7 86 (23.56%) Analytical Skills
8 84 (23.01%) Data Migration
9 74 (20.27%) Data Management
9 74 (20.27%) Data Analysis
10 73 (20.00%) Analytics
11 72 (19.73%) SQL Server
12 71 (19.45%) Data Modelling
12 71 (19.45%) Finance
13 62 (16.99%) Oracle
14 59 (16.16%) Project Management
15 58 (15.89%) CRM
15 58 (15.89%) Data Warehouse
16 57 (15.62%) MS Excel
17 51 (13.97%) Python
18 50 (13.70%) Data Integration
18 50 (13.70%) Degree
19 47 (12.88%) SAP
20 43 (11.78%) Apache Spark
21 39 (10.68%) Tableau
22 38 (10.41%) Visualisation
22 38 (10.41%) Stakeholder Management
23 36 (9.86%) Agile Software Development
23 36 (9.86%) Hadoop
24 35 (9.59%) Big Data

Data Cleansing
Top Related 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 43 (11.78%) Apache Spark
2 20 (5.48%) SAS
3 15 (4.11%) Elasticsearch
4 12 (3.29%) Apache
5 11 (3.01%) Apache Airflow
6 7 (1.92%) Apache Pig
7 6 (1.64%) Tornado
8 3 (0.82%) Tomcat
9 2 (0.55%) IIS
9 2 (0.55%) Oracle SOA Suite
9 2 (0.55%) Oracle Workflow
9 2 (0.55%) SharePoint
10 1 (0.27%) BizTalk Server
10 1 (0.27%) Confluence
10 1 (0.27%) WordPress
Applications
1 57 (15.62%) MS Excel
2 17 (4.66%) MS Office
3 11 (3.01%) SPSS
4 7 (1.92%) MS Project
5 4 (1.10%) MS PowerPoint
6 3 (0.82%) SPSS Modeler
7 1 (0.27%) MS Visio
7 1 (0.27%) Stata
Business Applications
1 22 (6.03%) Dynamics CRM
2 8 (2.19%) Dynamics AX
3 5 (1.37%) NetSuite
4 4 (1.10%) Raiser's Edge
4 4 (1.10%) SAP ERP
5 1 (0.27%) Dynamics GP
5 1 (0.27%) Dynamics NAV
5 1 (0.27%) Oracle Assets
5 1 (0.27%) Oracle ERP
5 1 (0.27%) Oracle General Ledger
5 1 (0.27%) Oracle Subledger Accounting
5 1 (0.27%) Salesforce.com CRM
5 1 (0.27%) SAP S/4HANA
Cloud Services
1 31 (8.49%) Amazon AWS
2 17 (4.66%) Microsoft Azure
3 12 (3.29%) Amazon Kinesis
4 6 (1.64%) Google Analytics
4 6 (1.64%) Google Cloud Platform
5 5 (1.37%) Cloud Computing
6 4 (1.10%) Boomi
7 3 (0.82%) iTunes
7 3 (0.82%) SuccessFactors
8 2 (0.55%) Amazon S3
8 2 (0.55%) Force.com
9 1 (0.27%) Amazon EC2
9 1 (0.27%) Amazon EMR
9 1 (0.27%) Amazon SQS
Communications & Networking
1 1 (0.27%) Internet
1 1 (0.27%) Intranet
Database & Business Intelligence
1 72 (19.73%) SQL Server
2 58 (15.89%) Data Warehouse
3 36 (9.86%) Hadoop
4 35 (9.59%) Big Data
4 35 (9.59%) Relational Database
5 34 (9.32%) SAP Data Services
6 31 (8.49%) SQL Server Integration Services
7 28 (7.67%) Data Mining
8 26 (7.12%) MySQL
8 26 (7.12%) SQL Server Reporting Services
9 23 (6.30%) Amazon Redshift
10 21 (5.75%) BusinessObjects
11 20 (5.48%) DataStage
11 20 (5.48%) QlikView
12 19 (5.21%) RDBMS
13 18 (4.93%) Apache Hive
14 15 (4.11%) OLAP
15 14 (3.84%) NoSQL
15 14 (3.84%) Presto
16 13 (3.56%) Power BI
Development Applications
1 25 (6.85%) Talend Open Studio
2 6 (1.64%) ERwin
2 6 (1.64%) Git (software)
2 6 (1.64%) LSMW
3 5 (1.37%) Octopus Deploy
4 4 (1.10%) Visual Studio
5 3 (0.82%) Oracle Forms
6 2 (0.55%) MSBuild
6 2 (0.55%) Rational Rhapsody
7 1 (0.27%) JIRA
7 1 (0.27%) Selenium
General
1 71 (19.45%) Finance
2 33 (9.04%) Marketing
3 30 (8.22%) Legal
4 23 (6.30%) Retail
5 19 (5.21%) Banking
6 12 (3.29%) Pharmaceutical
7 11 (3.01%) Manufacturing
8 9 (2.47%) Games
9 8 (2.19%) Advertising
9 8 (2.19%) Billing
10 6 (1.64%) Law
11 4 (1.10%) Publishing
12 3 (0.82%) Corporate Banking
12 3 (0.82%) General Ledger
12 3 (0.82%) Music Industry
12 3 (0.82%) Telecoms
13 2 (0.55%) Automotive
14 1 (0.27%) International Banking
Job Titles
1 106 (29.04%) Analyst
2 61 (16.71%) Data Analyst
3 52 (14.25%) Developer
4 35 (9.59%) Data Manager
5 31 (8.49%) Architect
6 29 (7.95%) Administrator
7 26 (7.12%) Data Architect
8 24 (6.58%) SAP Data Manager
8 24 (6.58%) SAP Manager
9 23 (6.30%) Data Engineer
10 21 (5.75%) Consultant
11 16 (4.38%) Business Analyst
12 15 (4.11%) Business Intelligence Developer
12 15 (4.11%) Data Scientist
13 13 (3.56%) Data Quality Analyst
13 13 (3.56%) DBA
14 12 (3.29%) Business Developer
14 12 (3.29%) CRM Analyst
14 12 (3.29%) Senior Analyst
14 12 (3.29%) SQL Developer
Libraries, Frameworks & Software Standards
1 19 (5.21%) Web Services
2 18 (4.93%) Kafka
3 12 (3.29%) .NET
4 11 (3.01%) Scrapy
5 8 (2.19%) GraphX
5 8 (2.19%) Serverless Framework
6 7 (1.92%) D3.js
6 7 (1.92%) NumPy
6 7 (1.92%) scikit-learn
7 6 (1.64%) Flask
7 6 (1.64%) Pandas
7 6 (1.64%) REST
7 6 (1.64%) XML
8 5 (1.37%) ASP.NET Web API
8 5 (1.37%) Mason
8 5 (1.37%) WCF
8 5 (1.37%) WPF
9 4 (1.10%) COM
9 4 (1.10%) CSS
9 4 (1.10%) ODBC
Miscellaneous
1 86 (23.56%) Analytical Skills
2 23 (6.30%) Computer Science
3 20 (5.48%) Management Information System
4 16 (4.38%) Data Structures
5 14 (3.84%) Algorithms
6 8 (2.19%) Life Science
6 8 (2.19%) Replication
6 8 (2.19%) Social Network
7 7 (1.92%) Clustering
7 7 (1.92%) User Experience
8 6 (1.64%) Social Media
8 6 (1.64%) Virtual Team
9 5 (1.37%) Credit Risk
9 5 (1.37%) Data Protection Act
10 4 (1.10%) Mobile App
11 3 (0.82%) Fintech
11 3 (0.82%) Hedge funds
11 3 (0.82%) Reference Data
12 2 (0.55%) Reinsurance
12 2 (0.55%) Smart Energy
Operating Systems
1 10 (2.74%) Linux
1 10 (2.74%) Windows
2 3 (0.82%) Unix
Processes & Methodologies
1 131 (35.89%) ETL
2 117 (32.05%) Migration
3 93 (25.48%) Business Intelligence
4 84 (23.01%) Data Migration
5 74 (20.27%) Data Analysis
5 74 (20.27%) Data Management
6 73 (20.00%) Analytics
7 71 (19.45%) Data Modelling
8 59 (16.16%) Project Management
9 58 (15.89%) CRM
10 50 (13.70%) Data Integration
11 38 (10.41%) Stakeholder Management
11 38 (10.41%) Visualisation
12 36 (9.86%) Agile Software Development
13 35 (9.59%) Business Development
13 35 (9.59%) Validation
14 34 (9.32%) ERP
15 32 (8.77%) Coaching
15 32 (8.77%) Risk Management
16 31 (8.49%) Data Architecture
Programming Languages
1 164 (44.93%) SQL
2 51 (13.97%) Python
3 25 (6.85%) Java
4 23 (6.30%) R
5 19 (5.21%) T-SQL
6 15 (4.11%) JavaScript
7 13 (3.56%) VBA
8 10 (2.74%) PL/SQL
9 7 (1.92%) C#
9 7 (1.92%) PowerShell
10 6 (1.64%) MATLAB
11 5 (1.37%) Bash Shell
12 4 (1.10%) PHP
13 3 (0.82%) Apex Code
14 2 (0.55%) C
15 1 (0.27%) ActionScript
15 1 (0.27%) VB.NET
Qualifications
1 50 (13.70%) Degree
2 7 (1.92%) PhD
3 6 (1.64%) Security Cleared
4 5 (1.37%) SC Cleared
5 2 (0.55%) AAT
5 2 (0.55%) ACCA
5 2 (0.55%) CIMA
5 2 (0.55%) ISEB
6 1 (0.27%) APMP
6 1 (0.27%) DBS Check
6 1 (0.27%) PMI Certification
6 1 (0.27%) PMP
6 1 (0.27%) Postgraduate
Quality Assurance & Compliance
1 90 (24.66%) Data Quality
2 12 (3.29%) QA
3 3 (0.82%) PMO
4 2 (0.55%) GDPR
5 1 (0.27%) P3O
5 1 (0.27%) SLA
System Software
1 3 (0.82%) HDFS
2 2 (0.55%) Docker
3 1 (0.27%) Apache ZooKeeper
Systems Management
1 11 (3.01%) Kibana
2 1 (0.27%) Hadoop YARN
Vendors
1 88 (24.11%) Microsoft
2 62 (16.99%) Oracle
3 47 (12.88%) SAP
4 39 (10.68%) Tableau
5 35 (9.59%) Informatica
6 25 (6.85%) Talend
7 14 (3.84%) Salesforce.com
8 12 (3.29%) Google
9 11 (3.01%) IBM
10 8 (2.19%) Alteryx
11 6 (1.64%) Capita
12 5 (1.37%) Teradata
13 4 (1.10%) Cloudera
13 4 (1.10%) Dell
14 3 (0.82%) Hortonworks
14 3 (0.82%) hybris
14 3 (0.82%) MapR
14 3 (0.82%) Splunk
15 2 (0.55%) Pardot
15 2 (0.55%) Sun
Reading, Berkshire
HAYS INFORMATION TECHNOLOGY
Salary: £26500.00 - £28000.00 per annum
Posted: 9 hours ago
City, London
Venturi
Salary: £30000 - £48000 per annum + bonus +Full bens
Posted: 13 hours ago
Central London / West End
X4 Group
Salary: £50k - 70k per year
Posted: 7 hours ago
Reading, Berkshire
HAYS INFORMATION TECHNOLOGY
Salary: £26000.00 - £28500.00 per annum
Posted: 2 days ago
Winchester, Hampshire
Spectrum IT Recruitment (South) Ltd
Salary: £26000 - £35000 per annum
Posted: 2 days ago
London
Engage PSG
Salary: £65000 - £75000 per annum + equity, benefits
Posted: 14 hours ago
London
Harrington Boyd
Salary: £55000 - £75000 per annum
Posted: Yesterday
South West London
Mason Frank International
Salary: £35000 - £45000 per annum
Posted: 2 days ago
Hampshire
Stott & May
Salary: £25000 - £35000 per annum
Posted: 3 days ago
City, London
Venturi
Salary: £65000 - £71500 per annum + benefits
Posted: Yesterday
Salford, Lancashire
Oscar
Salary: £32000 - £37000 per annum + Benefits
Posted: 3 days ago
Buckinghamshire
Nigel Frank International
Salary: £50000 per annum + Additional Benefits
Posted: 2 days ago
Kingston Upon Thames, Surrey
Client Server
Salary: £35k to £40k + benefits
Posted: 4 days ago
North West London
Win Technologies
Posted: 2 days ago
North London
The Bridge Ltd
Salary: From £45,000 to £58,000 per annum 15% Bonus, Pension, Healthcare, Life
Posted: 3 days ago
Edinburgh
Cathcart Associates
Salary: £25000 - £30000 per annum
Posted: 7 days ago
Edinburgh
Churchill Frank
Salary: £55000 - £61000 per annum
Posted: 8 days ago
Cardiff, South Glamorgan
Lexis Nexis Risk Solutions
Salary: From £20,000 to £30,000 per annum plus generous package
Posted: Yesterday
Manchester
Hays Specialist Recruitment Ltd
Salary: £23000.00 per annum
Posted: 25 days ago
Oxfordshire
Hays West And Wales
Salary: £30000.00 - £32000.00 per annum
Posted: 16 days ago
Reading, Oxfordshire
Oracle
Salary: Competitive
Posted: 7 days ago
London
Energize Recruitment Solutions Ltd
Salary: £40000 - £75000 per annum
Posted: 11 days ago
Cardiff, South Glamorgan
Lexis Nexis Risk Solutions
Salary: From £40,000 to £50,000 per annum plus generous package
Posted: 17 days ago
Cardiff, South Glamorgan
Lexis Nexis Risk Solutions
Salary: Up to £35,000 per annum plus package
Posted: 8 days ago
Oxford, Oxfordshire
IAD
Salary: Up to £24,000 per annum depending on skills and experience.
Posted: 21 days ago