The table below looks at the statistics for Data Cleansing skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Data Cleansing over the 3 months to 16 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
16 Jan 2017
Same period 2016 Same period 2015
Data Cleansing (Data Cleaning, Data Scrubbing)
UK / England
Rank 659 726 711
Rank change year-on-year
+67 -15
Permanent jobs citing Data Cleansing 167 179 219
As % of all permanent IT jobs located in England 0.21% 0.19% 0.22%
As % of the Processes & Methodologies category 0.24% 0.22% 0.26%
Number of salaries quoted 141 122 165
Median salary £40,000 £39,250 £50,000
Median salary % change year-on-year
+1.91% -21.50%
90% offered a salary of more than £29,100 £30,000 £30,000
10% offered a salary of more than £67,500 £70,000 £72,500
UK excluding London median salary £37,500 £35,000 £42,500
% change year-on-year
+7.14% -17.64%

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
69546 80540 84082
As % of all permanent IT jobs located in England 88.19% 87.71% 85.99%
Number of salaries quoted 57648 67741 69879
Median salary £50,000 £50,000 £48,000
Median salary % change year-on-year
- +4.16%
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £72,500 £77,500
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Data Cleansing
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Data Cleansing as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Data Cleansing Jobs Demand Trend 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 across the England region.

Data Cleansing Salary Trend in England

Data Cleansing
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Data Cleansing across the England region over the 3 months to 16 January 2017.

Data Cleansing Salary Histogram 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 16 January 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 +79 88 £42,500 -10.52% 19
South East +31 30 £36,500 +4.28%
South West +10 10 £40,000 +10.34% 1
Yorkshire +26 9 £52,500 +23.52%
East of England +25 9 £33,396 -8.50% 1
West Midlands +10 9 £37,000 -17.77%
North West -7 7 £33,750 +22.72% 1
East Midlands - 5 £42,500 - 1
Data Cleansing
UK

Data Cleansing
Top 30 Related IT Skills in England

For the 6 months to 16 January 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.

1 191 (51.62%) SQL
2 135 (36.49%) ETL
3 124 (33.51%) Business Intelligence
4 115 (31.08%) Migration
5 104 (28.11%) Finance
6 100 (27.03%) Data Management
7 98 (26.49%) Data Quality
8 95 (25.68%) SQL Server
9 94 (25.41%) Data Migration
10 91 (24.59%) Microsoft
11 84 (22.70%) Oracle
12 83 (22.43%) Analytical Skills
13 75 (20.27%) Data Modelling
14 74 (20.00%) Data Analysis
15 68 (18.38%) MS Excel
16 66 (17.84%) Analytics
17 63 (17.03%) Data Warehouse
18 57 (15.41%) Degree
19 55 (14.86%) CRM
20 49 (13.24%) SQL Server Integration Services
21 45 (12.16%) Project Management
21 45 (12.16%) Management Information System
22 44 (11.89%) Data Integration
23 41 (11.08%) Agile Software Development
23 41 (11.08%) T-SQL
24 39 (10.54%) SAP
25 38 (10.27%) MS Office
25 38 (10.27%) Python
25 38 (10.27%) Visualisation
26 35 (9.46%) Informatica

Data Cleansing
Top Related 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 20 (5.41%) SAS
2 18 (4.86%) Apache Spark
3 15 (4.05%) IIS
4 6 (1.62%) Apache Pig
4 6 (1.62%) Elasticsearch
5 5 (1.35%) Oracle SOA Suite
6 3 (0.81%) Apache
6 3 (0.81%) Confluence
6 3 (0.81%) Tomcat
7 2 (0.54%) SharePoint
8 1 (0.27%) Apache Airflow
8 1 (0.27%) PowerExchange
8 1 (0.27%) WordPress
Applications
1 68 (18.38%) MS Excel
2 38 (10.27%) MS Office
3 13 (3.51%) MS PowerPoint
4 11 (2.97%) SPSS
5 6 (1.62%) MS Project
6 5 (1.35%) MS Visio
7 2 (0.54%) CPLEX
8 1 (0.27%) Stata
Business Applications
1 11 (2.97%) Dynamics CRM
2 5 (1.35%) Dynamics AX
2 5 (1.35%) OpenText VIM for SAP
2 5 (1.35%) SAP CO
2 5 (1.35%) SAP FI
2 5 (1.35%) SAP FI/CO
2 5 (1.35%) SAP MDM
2 5 (1.35%) SAP MM
2 5 (1.35%) SAP SD
3 4 (1.08%) Adobe Campaign
3 4 (1.08%) SAP ERP
4 3 (0.81%) SAP Oil and Gas
5 2 (0.54%) Oracle CRM
5 2 (0.54%) Oracle ERP
5 2 (0.54%) Oracle Internet Expenses
5 2 (0.54%) Oracle Procure-to-Pay
5 2 (0.54%) Salesforce.com CRM
5 2 (0.54%) SAP CRM
6 1 (0.27%) Oracle Assets
6 1 (0.27%) Oracle Subledger Accounting
Cloud Services
1 14 (3.78%) Amazon AWS
2 11 (2.97%) Microsoft Azure
3 8 (2.16%) Cloud Computing
4 3 (0.81%) Boomi
4 3 (0.81%) iTunes
5 2 (0.54%) Amazon Kinesis
5 2 (0.54%) Amazon S3
6 1 (0.27%) Amazon EC2
6 1 (0.27%) Amazon EMR
6 1 (0.27%) Amazon SQS
6 1 (0.27%) Force.com
6 1 (0.27%) Google Analytics
6 1 (0.27%) SaaS
6 1 (0.27%) SuccessFactors
Communications & Networking
1 10 (2.70%) Internet
2 5 (1.35%) Intranet
3 1 (0.27%) HTTP
Database & Business Intelligence
1 95 (25.68%) SQL Server
2 63 (17.03%) Data Warehouse
3 49 (13.24%) SQL Server Integration Services
4 33 (8.92%) Big Data
5 32 (8.65%) Data Mining
5 32 (8.65%) Relational Database
6 25 (6.76%) SQL Server Reporting Services
7 24 (6.49%) QlikView
8 23 (6.22%) Star Schema
9 22 (5.95%) SAP Data Services
10 20 (5.41%) Hadoop
11 19 (5.14%) SQL Server Analysis Services
12 18 (4.86%) SQL Server 2012
13 16 (4.32%) DataStage
13 16 (4.32%) MySQL
14 13 (3.51%) BusinessObjects
15 12 (3.24%) Oracle Database
16 11 (2.97%) SQL Server 2014
17 10 (2.70%) MS Access
17 10 (2.70%) Oracle Database 11g
Development Applications
1 16 (4.32%) Talend Open Studio
2 14 (3.78%) ERwin
3 5 (1.35%) LSMW
3 5 (1.35%) MSBuild
3 5 (1.35%) Octopus Deploy
4 4 (1.08%) Git (software)
5 3 (0.81%) JIRA
5 3 (0.81%) Oracle Forms
5 3 (0.81%) Visual Studio
6 2 (0.54%) GitLab
6 2 (0.54%) IntelliJ
7 1 (0.27%) Atlassian Bamboo
7 1 (0.27%) Selenium
7 1 (0.27%) Subversion
General
1 104 (28.11%) Finance
2 34 (9.19%) Legal
2 34 (9.19%) Marketing
3 33 (8.92%) Retail
4 21 (5.68%) Banking
5 10 (2.70%) Music Industry
6 9 (2.43%) Games
6 9 (2.43%) Manufacturing
7 8 (2.16%) Billing
7 8 (2.16%) Pharmaceutical
8 7 (1.89%) Advertising
9 6 (1.62%) Telecoms
10 4 (1.08%) Corporate Banking
10 4 (1.08%) Law
10 4 (1.08%) Publishing
11 3 (0.81%) General Ledger
12 2 (0.54%) Financial Institution
12 2 (0.54%) International Banking
13 1 (0.27%) Electronics
13 1 (0.27%) Front Office
Job Titles
1 115 (31.08%) Analyst
2 78 (21.08%) Developer
3 76 (20.54%) Data Analyst
4 33 (8.92%) Data Manager
5 30 (8.11%) Administrator
6 29 (7.84%) Architect
7 27 (7.30%) Data Architect
8 25 (6.76%) SQL Developer
9 24 (6.49%) Business Intelligence Developer
10 22 (5.95%) SAP Data Manager
10 22 (5.95%) SAP Manager
11 17 (4.59%) ETL Developer
12 15 (4.05%) Business Analyst
12 15 (4.05%) Junior
12 15 (4.05%) SSIS Developer
13 14 (3.78%) Data Scientist
14 12 (3.24%) Data Administrator
14 12 (3.24%) Data Quality Analyst
14 12 (3.24%) Oracle Architect
14 12 (3.24%) Release Engineer
Libraries, Frameworks & Software Standards
1 32 (8.65%) .NET
2 23 (6.22%) Web Services
3 12 (3.24%) HTML
4 11 (2.97%) XML
5 8 (2.16%) ODBC
6 7 (1.89%) Regular Expression
7 6 (1.62%) ASP.NET
7 6 (1.62%) ASP.NET Web API
7 6 (1.62%) MDX
8 5 (1.35%) COM
8 5 (1.35%) WCF
8 5 (1.35%) WPF
9 4 (1.08%) EDI
9 4 (1.08%) Kafka
9 4 (1.08%) Mason
9 4 (1.08%) NumPy
9 4 (1.08%) scikit-learn
10 3 (0.81%) Pandas
10 3 (0.81%) Spring
10 3 (0.81%) Swing
Miscellaneous
1 83 (22.43%) Analytical Skills
2 45 (12.16%) Management Information System
3 44 (11.89%) Data Integration
4 38 (10.27%) Visualisation
5 22 (5.95%) Computer Science
6 18 (4.86%) Data Extraction
6 18 (4.86%) Statistics
7 17 (4.59%) Mathematics
8 12 (3.24%) Data Structures
9 10 (2.70%) Algorithms
10 9 (2.43%) Social Media
11 8 (2.16%) Economics
12 7 (1.89%) Credit Risk
12 7 (1.89%) Replication
13 6 (1.62%) Social Network
14 5 (1.35%) Clustering
14 5 (1.35%) Life Science
14 5 (1.35%) Neural Network
15 3 (0.81%) Chemistry
15 3 (0.81%) Physics
Operating Systems
1 13 (3.51%) Windows
2 9 (2.43%) Linux
3 2 (0.54%) Ubuntu
4 1 (0.27%) AIX
4 1 (0.27%) Unix
Processes & Methodologies
1 135 (36.49%) ETL
2 124 (33.51%) Business Intelligence
3 115 (31.08%) Migration
4 100 (27.03%) Data Management
5 94 (25.41%) Data Migration
6 75 (20.27%) Data Modelling
7 74 (20.00%) Data Analysis
8 66 (17.84%) Analytics
9 55 (14.86%) CRM
10 45 (12.16%) Project Management
11 41 (11.08%) Agile Software Development
12 33 (8.92%) Master Data Management
13 31 (8.38%) Stakeholder Management
14 28 (7.57%) Data Visualisation
14 28 (7.57%) Mentoring
15 25 (6.76%) ERP
16 24 (6.49%) Risk Management
16 24 (6.49%) User Acceptance Testing
17 23 (6.22%) Data Architecture
17 23 (6.22%) E-Commerce
Programming Languages
1 191 (51.62%) SQL
2 41 (11.08%) T-SQL
3 38 (10.27%) Python
4 21 (5.68%) Java
5 17 (4.59%) C#
5 17 (4.59%) JavaScript
5 17 (4.59%) VBA
6 14 (3.78%) R
7 13 (3.51%) PowerShell
8 8 (2.16%) Bash Shell
8 8 (2.16%) PL/SQL
9 5 (1.35%) Data Analysis Expressions (DAX)
10 3 (0.81%) C
10 3 (0.81%) Scala
11 2 (0.54%) C++
11 2 (0.54%) Clojure
11 2 (0.54%) MATLAB
11 2 (0.54%) PHP
11 2 (0.54%) Ruby
12 1 (0.27%) VBScript
Qualifications
1 57 (15.41%) Degree
2 10 (2.70%) PhD
2 10 (2.70%) Security Cleared
3 3 (0.81%) AAT
3 3 (0.81%) ACCA
3 3 (0.81%) CIMA
3 3 (0.81%) PRINCE2 Certification
4 2 (0.54%) ISEB
4 2 (0.54%) ITIL Certification
5 1 (0.27%) APMP
5 1 (0.27%) DBS Check
5 1 (0.27%) ISTQB
5 1 (0.27%) PMI Certification
5 1 (0.27%) PMP
5 1 (0.27%) Postgraduate
5 1 (0.27%) SC Cleared
Quality Assurance & Compliance
1 98 (26.49%) Data Quality
2 12 (3.24%) QA
3 4 (1.08%) SLA
4 1 (0.27%) Dodd-Frank
4 1 (0.27%) EMIR
4 1 (0.27%) FATCA
4 1 (0.27%) GDPR
4 1 (0.27%) P3O
4 1 (0.27%) PCI DSS
System Software
1 2 (0.54%) Apache ZooKeeper
1 2 (0.54%) Docker
Systems Management
1 2 (0.54%) Ansible
1 2 (0.54%) Hadoop YARN
2 1 (0.27%) Kibana
2 1 (0.27%) Oracle EDQ
Vendors
1 91 (24.59%) Microsoft
2 84 (22.70%) Oracle
3 39 (10.54%) SAP
4 35 (9.46%) Informatica
5 30 (8.11%) IBM
5 30 (8.11%) Tableau
6 16 (4.32%) Talend
7 15 (4.05%) Teradata
8 12 (3.24%) Salesforce.com
9 11 (2.97%) Trillium
10 6 (1.62%) Cognos
11 5 (1.35%) Alteryx
11 5 (1.35%) Netezza
12 4 (1.08%) NetSuite
13 3 (0.81%) Dell
13 3 (0.81%) hybris
14 2 (0.54%) Cloudera
14 2 (0.54%) Hortonworks
14 2 (0.54%) IFS
14 2 (0.54%) MapR
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Salary: £55000 - £80000 per annum
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Nottingham
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Salary: £25000 - £30000 per annum
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Kingston upon Thames
Client Server
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South East London
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