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 March 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 Mar 2017
Same period 2016 Same period 2015
Rank 654 766 708
Rank change year-on-year +112 -58  
Permanent jobs citing Data Cleansing 189 181 229
As % of all permanent IT jobs advertised in England 0.24% 0.19% 0.23%
As % of the Processes & Methodologies category 0.26% 0.21% 0.26%
Number of salaries quoted 151 135 172
Median salary £42,500 £41,500 £47,500
Median salary % change year-on-year +2.40% -12.63%  
90% offered a salary of more than £30,000 £32,100 £30,000
10% offered a salary of more than £75,000 £70,000 £74,750
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 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 71349 86405 87982
As % of all permanent IT job vacancies advertised in England 89.14% 88.62% 86.98%
Number of salaries quoted 59178 72302 71950
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 £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Data Cleansing
Job Vacancy Trend in England

The job posting trend of jobs advertised in England 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 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 March 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 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
London +108 121 £42,500 - 16
South East +53 44 £37,500 -9.63% 5
North West -8 10 £50,000 +117.39% 1
West Midlands +33 4 £45,000 -8.16%
South West +17 3 £37,500 -8.53%
East of England +13 3 £35,000 -14.63%
Yorkshire +30 2 £30,000 +25.00%
East Midlands +7 1 £45,000 -
North East +6 1 £35,000 -12.50%
Data Cleansing
UK

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

1 150 (43.48%) SQL
2 116 (33.62%) ETL
3 105 (30.43%) Migration
4 87 (25.22%) Data Quality
5 84 (24.35%) Analytical Skills
5 84 (24.35%) Business Intelligence
6 79 (22.90%) Data Migration
7 77 (22.32%) Microsoft
8 71 (20.58%) Data Management
9 70 (20.29%) Data Analysis
10 65 (18.84%) Analytics
11 64 (18.55%) SQL Server
12 61 (17.68%) Data Modelling
13 59 (17.10%) Finance
14 57 (16.52%) Project Management
15 55 (15.94%) CRM
15 55 (15.94%) Oracle
16 53 (15.36%) MS Excel
17 48 (13.91%) Python
18 45 (13.04%) Data Warehouse
18 45 (13.04%) SAP
18 45 (13.04%) Degree
19 43 (12.46%) Data Integration
20 41 (11.88%) Apache Spark
21 37 (10.72%) Visualisation
21 37 (10.72%) Stakeholder Management
22 36 (10.43%) Validation
23 35 (10.14%) Agile Software Development
23 35 (10.14%) Business Development
24 34 (9.86%) Tableau

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 41 (11.88%) Apache Spark
2 19 (5.51%) SAS
3 15 (4.35%) Elasticsearch
4 12 (3.48%) Apache
5 11 (3.19%) Apache Airflow
6 6 (1.74%) Tornado
7 4 (1.16%) Apache Pig
8 3 (0.87%) Tomcat
9 2 (0.58%) IIS
9 2 (0.58%) SharePoint
10 1 (0.29%) Confluence
10 1 (0.29%) WordPress
Applications
1 53 (15.36%) MS Excel
2 16 (4.64%) MS Office
3 10 (2.90%) SPSS
4 7 (2.03%) MS Project
5 4 (1.16%) MS PowerPoint
6 3 (0.87%) SPSS Modeler
7 1 (0.29%) MS Visio
7 1 (0.29%) Stata
Business Applications
1 22 (6.38%) Dynamics CRM
2 8 (2.32%) Dynamics AX
3 5 (1.45%) NetSuite
3 5 (1.45%) Raiser's Edge
4 3 (0.87%) SAP ERP
5 2 (0.58%) Dynamics NAV
6 1 (0.29%) Dynamics GP
6 1 (0.29%) Oracle Assets
6 1 (0.29%) Oracle ERP
6 1 (0.29%) Oracle General Ledger
6 1 (0.29%) Oracle Subledger Accounting
6 1 (0.29%) Salesforce.com CRM
6 1 (0.29%) SAP S/4HANA
Cloud Services
1 25 (7.25%) Amazon AWS
2 15 (4.35%) Microsoft Azure
3 12 (3.48%) Amazon Kinesis
4 6 (1.74%) Google Analytics
5 5 (1.45%) Cloud Computing
6 4 (1.16%) Boomi
7 3 (0.87%) iTunes
7 3 (0.87%) SuccessFactors
8 2 (0.58%) Amazon S3
9 1 (0.29%) Amazon EC2
9 1 (0.29%) Amazon EMR
9 1 (0.29%) Amazon SQS
9 1 (0.29%) Force.com
Database & Business Intelligence
1 64 (18.55%) SQL Server
2 45 (13.04%) Data Warehouse
3 34 (9.86%) Hadoop
3 34 (9.86%) Relational Database
4 33 (9.57%) SAP Data Services
5 28 (8.12%) Data Mining
5 28 (8.12%) SQL Server Integration Services
6 26 (7.54%) Big Data
7 25 (7.25%) MySQL
8 24 (6.96%) SQL Server Reporting Services
9 20 (5.80%) BusinessObjects
9 20 (5.80%) QlikView
10 19 (5.51%) DataStage
11 18 (5.22%) RDBMS
12 17 (4.93%) Amazon Redshift
13 15 (4.35%) Apache Hive
14 14 (4.06%) NoSQL
14 14 (4.06%) OLAP
15 13 (3.77%) PostgreSQL
15 13 (3.77%) SQL Server Analysis Services
Development Applications
1 21 (6.09%) Talend Open Studio
2 6 (1.74%) ERwin
2 6 (1.74%) Git (software)
2 6 (1.74%) LSMW
3 4 (1.16%) Octopus Deploy
4 3 (0.87%) Oracle Forms
4 3 (0.87%) Rational Rhapsody
5 2 (0.58%) MSBuild
5 2 (0.58%) Visual Studio
6 1 (0.29%) JIRA
6 1 (0.29%) Selenium
General
1 59 (17.10%) Finance
2 33 (9.57%) Marketing
3 30 (8.70%) Legal
4 20 (5.80%) Banking
5 16 (4.64%) Retail
6 14 (4.06%) Pharmaceutical
7 11 (3.19%) Manufacturing
8 9 (2.61%) Games
9 8 (2.32%) Advertising
9 8 (2.32%) Billing
10 7 (2.03%) Law
11 5 (1.45%) Publishing
12 4 (1.16%) Telecoms
13 3 (0.87%) Corporate Banking
13 3 (0.87%) Music Industry
14 2 (0.58%) Automotive
14 2 (0.58%) General Ledger
15 1 (0.29%) International Banking
Job Titles
1 105 (30.43%) Analyst
2 62 (17.97%) Data Analyst
3 48 (13.91%) Developer
4 34 (9.86%) Data Manager
5 28 (8.12%) Administrator
6 24 (6.96%) Architect
7 23 (6.67%) SAP Data Manager
7 23 (6.67%) SAP Manager
8 19 (5.51%) Data Architect
9 17 (4.93%) Data Engineer
10 16 (4.64%) Business Analyst
10 16 (4.64%) Consultant
11 15 (4.35%) Business Intelligence Developer
11 15 (4.35%) Data Scientist
12 13 (3.77%) Data Quality Analyst
12 13 (3.77%) DBA
13 12 (3.48%) Business Developer
13 12 (3.48%) CRM Analyst
14 11 (3.19%) Senior Analyst
14 11 (3.19%) SQL Developer
Libraries, Frameworks & Software Standards
1 19 (5.51%) Kafka
2 15 (4.35%) Web Services
3 12 (3.48%) .NET
4 11 (3.19%) Scrapy
5 8 (2.32%) GraphX
5 8 (2.32%) Serverless Framework
6 7 (2.03%) D3.js
6 7 (2.03%) NumPy
6 7 (2.03%) scikit-learn
7 6 (1.74%) Flask
7 6 (1.74%) Pandas
7 6 (1.74%) REST
7 6 (1.74%) XML
8 4 (1.16%) ASP.NET Web API
8 4 (1.16%) CSS
8 4 (1.16%) EDI
8 4 (1.16%) Mason
8 4 (1.16%) ODBC
8 4 (1.16%) WCF
8 4 (1.16%) WPF
Miscellaneous
1 84 (24.35%) Analytical Skills
2 21 (6.09%) Computer Science
2 21 (6.09%) Management Information System
3 14 (4.06%) Algorithms
4 10 (2.90%) Data Structures
4 10 (2.90%) Life Science
5 8 (2.32%) Replication
5 8 (2.32%) Social Network
6 7 (2.03%) Clustering
6 7 (2.03%) User Experience
7 6 (1.74%) Social Media
7 6 (1.74%) Virtual Team
8 5 (1.45%) Credit Risk
8 5 (1.45%) Data Protection Act
9 4 (1.16%) Mobile App
10 3 (0.87%) Fintech
10 3 (0.87%) Hedge funds
10 3 (0.87%) Reference Data
11 2 (0.58%) Linked Data
11 2 (0.58%) Reinsurance
Operating Systems
1 10 (2.90%) Linux
1 10 (2.90%) Windows
Processes & Methodologies
1 116 (33.62%) ETL
2 105 (30.43%) Migration
3 84 (24.35%) Business Intelligence
4 79 (22.90%) Data Migration
5 71 (20.58%) Data Management
6 70 (20.29%) Data Analysis
7 65 (18.84%) Analytics
8 61 (17.68%) Data Modelling
9 57 (16.52%) Project Management
10 55 (15.94%) CRM
11 43 (12.46%) Data Integration
12 37 (10.72%) Stakeholder Management
12 37 (10.72%) Visualisation
13 36 (10.43%) Validation
14 35 (10.14%) Agile Software Development
14 35 (10.14%) Business Development
15 33 (9.57%) ERP
16 30 (8.70%) Risk Management
17 26 (7.54%) Mentoring
18 25 (7.25%) Coaching
Programming Languages
1 150 (43.48%) SQL
2 48 (13.91%) Python
3 26 (7.54%) Java
4 19 (5.51%) R
5 18 (5.22%) T-SQL
6 14 (4.06%) JavaScript
7 13 (3.77%) VBA
8 11 (3.19%) PL/SQL
9 6 (1.74%) C#
9 6 (1.74%) MATLAB
9 6 (1.74%) PowerShell
10 5 (1.45%) Bash Shell
11 3 (0.87%) Apex Code
11 3 (0.87%) C
11 3 (0.87%) PHP
12 1 (0.29%) ActionScript
12 1 (0.29%) VB.NET
Qualifications
1 45 (13.04%) Degree
2 7 (2.03%) PhD
3 6 (1.74%) Security Cleared
4 5 (1.45%) SC Cleared
5 2 (0.58%) AAT
5 2 (0.58%) ACCA
5 2 (0.58%) CIMA
5 2 (0.58%) ISEB
5 2 (0.58%) Postgraduate
6 1 (0.29%) APMP
6 1 (0.29%) DBS Check
6 1 (0.29%) PMI Certification
6 1 (0.29%) PMP
Quality Assurance & Compliance
1 87 (25.22%) Data Quality
2 12 (3.48%) QA
3 3 (0.87%) PMO
4 2 (0.58%) GDPR
5 1 (0.29%) P3O
5 1 (0.29%) SLA
System Software
1 2 (0.58%) Docker
2 1 (0.29%) Apache ZooKeeper
Systems Management
1 11 (3.19%) Kibana
2 1 (0.29%) Hadoop YARN
Vendors
1 77 (22.32%) Microsoft
2 55 (15.94%) Oracle
3 45 (13.04%) SAP
4 34 (9.86%) Tableau
5 30 (8.70%) Informatica
6 21 (6.09%) Talend
7 13 (3.77%) Salesforce.com
8 11 (3.19%) IBM
9 8 (2.32%) Alteryx
10 6 (1.74%) Google
11 5 (1.45%) Cloudera
12 4 (1.16%) Dell
12 4 (1.16%) Teradata
13 3 (0.87%) Hortonworks
13 3 (0.87%) hybris
13 3 (0.87%) MapR
13 3 (0.87%) Progress
13 3 (0.87%) Splunk
14 2 (0.58%) Pardot
14 2 (0.58%) Trillium
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Central London / West End
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