The following table provides summary statistics for contract job vacancies advertised in England with a requirement for Data Cleansing skills. Included is a benchmarking guide to the contractor rates 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.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Data Cleansing (Data Cleaning, Data Scrubbing)
UK / England
3 months to
25 Jun 2017
Same period 2016 Same period 2015
Rank 403 487 411
Rank change year-on-year +84 -76  
Contract jobs citing Data Cleansing 179 140 203
As % of all contract IT jobs advertised in England 0.42% 0.29% 0.40%
As % of the Processes & Methodologies category 0.50% 0.34% 0.49%
Number of daily rates quoted 98 79 131
Median daily rate £450 £413 £388
Median daily rate % change year-on-year +9.09% +6.45%  
90% offered a daily rate of more than £294 £273 £275
10% offered a daily rate of more than £550 £550 £550
UK excluding London median daily rate £408 £400 £350
% change year-on-year +1.87% +14.28%  
Number of hourly rates quoted 3 4 6
Median hourly rate £18.00 £15.25 £27.00
Median hourly rate % change year-on-year +18.03% -43.51%  
UK excluding London median hourly rate £18.00 £15.25 £33.00
% change year-on-year +18.03% -53.78%  

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 contract job vacancies advertised in England with a requirement for process and methodology skills.

Contract Process & Methodology Skills
England
Contract job vacancies with a requirement for process and methodology skills 36004 40667 41211
As % of all contract IT job vacancies advertised in England 84.73% 83.47% 80.82%
Number of daily rates quoted 23651 27315 26961
Median daily rate £450 £450 £415
Median daily rate % change year-on-year - +8.43%  
90% offered a daily rate of more than £313 £300 £288
10% offered a daily rate of more than £600 £600 £588
UK excluding London median daily rate £415 £400 £380
% change year-on-year +3.75% +5.26%  
Number of hourly rates quoted 936 954 1137
Median hourly rate £32.50 £27.50 £26.00
Median hourly rate % change year-on-year +18.18% +5.76%  
90% offered a hourly rate of more than £12.53 £12.58 £12.00
10% offered a hourly rate of more than £52.50 £49.46 £50.00
UK excluding London median hourly rate £34.00 £28.50 £30.00
% change year-on-year +19.29% -5.00%  

Data Cleansing
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Data Cleansing as a proportion of all contract or permanent IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Data Cleansing in England

Data Cleansing
Contractor Daily Rate Trend in England

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Data Cleansing in England.

Contractor daily rate trend for Data Cleansing in England

Data Cleansing
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Data Cleansing in England over the 3 months to 25 June 2017.

Contractor daily rate histogram for Data Cleansing in England

Data Cleansing
Contractor Hourly Rate Trend in England

This chart provides the 3-month moving average for contractor hourly rates quoted in IT jobs citing Data Cleansing in England.

Contractor hourly rate trend for Data Cleansing in England

Data Cleansing
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Data Cleansing within the England region 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
Contract
IT Job Ads
Median
Daily Rate
Last 3 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +23 91 £450 +5.88% 13
South East +39 20 £430 +7.50% 2
West Midlands +30 13 £365 -14.11% 1
Yorkshire +29 12 £531 +6.25%
East Midlands -2 12 £450 - 2
East of England -11 12 £256 -35.93%
North West +28 9 £413 +57.14% 4
South West +2 3 £153 -65.14% 1
Midlands +14 2 - - 3
North East +66 1 £190 -60.00%
Data Cleansing
UK

For the 6 months to 25 June 2017, IT contractor 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 contract ads across the England region with a requirement for Data Cleansing.

1 136 (38.75%) SQL
2 126 (35.90%) Migration
3 113 (32.19%) Data Migration
4 100 (28.49%) Finance
5 99 (28.21%) Data Modelling
6 93 (26.50%) Data Quality
7 91 (25.93%) ETL
8 90 (25.64%) Business Intelligence
9 75 (21.37%) Microsoft
10 73 (20.80%) Oracle
11 63 (17.95%) Data Warehouse
11 63 (17.95%) Agile Software Development
12 58 (16.52%) Data Analysis
13 56 (15.95%) SAP
14 52 (14.81%) SQL Server
15 48 (13.68%) Microsoft Excel
16 47 (13.39%) Analytics
16 47 (13.39%) Analytical Skills
17 46 (13.11%) SQL Server Integration Services
17 46 (13.11%) Data Management
18 43 (12.25%) Data Transformation
19 38 (10.83%) ERP
20 35 (9.97%) Data Mapping
20 35 (9.97%) Security Cleared
21 32 (9.12%) Relational Database
22 31 (8.83%) Degree
22 31 (8.83%) Validation
23 29 (8.26%) Python
23 29 (8.26%) Project Management
23 29 (8.26%) Power BI

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 10 (2.85%) Apache Spark
2 9 (2.56%) SAS
3 8 (2.28%) Smallworld
4 4 (1.14%) Elasticsearch
4 4 (1.14%) Oracle SOA Suite
5 3 (0.85%) Confluence
6 2 (0.57%) Oracle Self-Service HR
6 2 (0.57%) SharePoint
6 2 (0.57%) WebSphere
7 1 (0.28%) ArcGIS
7 1 (0.28%) BizTalk Server
7 1 (0.28%) JBoss
7 1 (0.28%) Oracle Spatial
Applications
1 48 (13.68%) Microsoft Excel
2 12 (3.42%) Microsoft Office
3 9 (2.56%) Spreadsheet
4 6 (1.71%) Microsoft PowerPoint
4 6 (1.71%) MS Visio
5 4 (1.14%) Stata
6 2 (0.57%) Microsoft Project
7 1 (0.28%) SPSS
7 1 (0.28%) Weka
Business Applications
1 21 (5.98%) Oracle EBS
2 14 (3.99%) Oracle EBS R12
3 10 (2.85%) Maximo
4 9 (2.56%) Dynamics CRM
4 9 (2.56%) SAP FI
5 8 (2.28%) Dynamics AX
6 7 (1.99%) SAP ERP
7 6 (1.71%) Oracle ERP
7 6 (1.71%) SAP Oil and Gas
8 5 (1.42%) Oracle Financials
9 4 (1.14%) SAP CO
9 4 (1.14%) SAP FI/CO
10 3 (0.85%) Oracle Payables
10 3 (0.85%) Oracle Payroll
10 3 (0.85%) SAP HCM
11 2 (0.57%) Endur
11 2 (0.57%) Markit EDM
11 2 (0.57%) NetSuite
11 2 (0.57%) Oracle iRecruitment
12 1 (0.28%) Unit4 Business World
Cloud Services
1 20 (5.70%) Microsoft Azure
2 6 (1.71%) SaaS
3 4 (1.14%) Amazon AWS
3 4 (1.14%) Office 365
3 4 (1.14%) PaaS
4 2 (0.57%) Salesforce Sales Cloud
4 2 (0.57%) Salesforce Service Cloud
4 2 (0.57%) SuccessFactors
5 1 (0.28%) Dynamics 365
5 1 (0.28%) Force.com
5 1 (0.28%) Slack
5 1 (0.28%) Trello
Communications & Networking
1 4 (1.14%) Internet
2 3 (0.85%) SNA
Database & Business Intelligence
1 63 (17.95%) Data Warehouse
2 52 (14.81%) SQL Server
3 46 (13.11%) SQL Server Integration Services
4 32 (9.12%) Relational Database
5 29 (8.26%) Power BI
6 28 (7.98%) SQL Server Reporting Services
7 21 (5.98%) QlikView
8 20 (5.70%) Data Mining
9 18 (5.13%) Azure SQL Data Warehouse
9 18 (5.13%) Azure SQL Database
10 16 (4.56%) Big Data
11 12 (3.42%) MS Access
11 12 (3.42%) SQL Server Analysis Services
12 11 (3.13%) Hadoop
12 11 (3.13%) Oracle Database
13 10 (2.85%) Enterprise Data Warehouse
13 10 (2.85%) MySQL
14 8 (2.28%) GIS
15 7 (1.99%) Oracle Reports
15 7 (1.99%) RDBMS
Development Applications
1 17 (4.84%) Visual Studio
2 13 (3.70%) Team Foundation Server
3 10 (2.85%) Talend Open Studio
4 6 (1.71%) ERwin
5 4 (1.14%) LSMW
6 3 (0.85%) JIRA
6 3 (0.85%) SQL Server Management Studio (SSMS)
7 2 (0.57%) Rational Rhapsody
7 2 (0.57%) Selenium
8 1 (0.28%) Cucumber
8 1 (0.28%) Jenkins
8 1 (0.28%) JMeter
8 1 (0.28%) JUnit
8 1 (0.28%) LoadRunner
8 1 (0.28%) Toad
8 1 (0.28%) WebDriver
General
1 100 (28.49%) Finance
2 21 (5.98%) Banking
3 15 (4.27%) Pharmaceutical
4 13 (3.70%) Legal
4 13 (3.70%) Marketing
4 13 (3.70%) Retail
5 10 (2.85%) Manufacturing
6 8 (2.28%) Publishing
6 8 (2.28%) Telecoms
7 5 (1.42%) Electronics
8 4 (1.14%) Billing
8 4 (1.14%) Investment Banking
9 3 (0.85%) Local Government
10 2 (0.57%) Advertising
10 2 (0.57%) Financial Institution
10 2 (0.57%) General Ledger
10 2 (0.57%) Law
11 1 (0.28%) Aerospace
11 1 (0.28%) French Language
11 1 (0.28%) Spanish Language
Job Titles
1 123 (35.04%) Analyst
2 96 (27.35%) Data Analyst
3 76 (21.65%) Developer
4 24 (6.84%) Architect
5 20 (5.70%) Consultant
6 17 (4.84%) ETL Developer
6 17 (4.84%) SQL Developer
7 16 (4.56%) Business Analyst
8 15 (4.27%) Data Architect
8 15 (4.27%) Data Migration Analyst
8 15 (4.27%) Migration Analyst
9 13 (3.70%) Data Migration Lead
10 12 (3.42%) Administrator
10 12 (3.42%) Business Intelligence Developer
11 11 (3.13%) Data Consultant
11 11 (3.13%) Oracle Analyst
11 11 (3.13%) Oracle Developer
12 10 (2.85%) Data Warehouse Developer
12 10 (2.85%) Migration Consultant
12 10 (2.85%) Project Manager
Libraries, Frameworks & Software Standards
1 10 (2.85%) Oracle Fusion
2 6 (1.71%) SAML
3 5 (1.42%) HTML
3 5 (1.42%) XML
4 4 (1.14%) .NET
4 4 (1.14%) HTML5
4 4 (1.14%) IDoc
4 4 (1.14%) Kafka
5 3 (0.85%) AngularJS
5 3 (0.85%) D3.js
5 3 (0.85%) GraphX
5 3 (0.85%) SOAP
6 2 (0.57%) BAPI
6 2 (0.57%) CSS
6 2 (0.57%) Lucene
6 2 (0.57%) Mason
6 2 (0.57%) Oracle GoldenGate
6 2 (0.57%) REST
6 2 (0.57%) Web Services
7 1 (0.28%) MXNet
Miscellaneous
1 47 (13.39%) Analytical Skills
2 26 (7.41%) Data Structures
3 19 (5.41%) Management Information System
4 18 (5.13%) Private Cloud
5 14 (3.99%) Reference Data
6 10 (2.85%) Virtual Team
7 8 (2.28%) Blog
7 8 (2.28%) Computer Science
7 8 (2.28%) W3C
8 6 (1.71%) User Experience
9 4 (1.14%) Credit Risk
9 4 (1.14%) Greenfield Project
10 3 (0.85%) NHS
10 3 (0.85%) Replication
11 2 (0.57%) Algorithms
11 2 (0.57%) Hedge funds
11 2 (0.57%) Life Science
11 2 (0.57%) PMI
11 2 (0.57%) Social Network
11 2 (0.57%) Tandem
Operating Systems
1 17 (4.84%) Unix
2 10 (2.85%) Linux
2 10 (2.85%) Windows
3 8 (2.28%) Mac OS X
4 4 (1.14%) Windows 10
4 4 (1.14%) Windows Server
Processes & Methodologies
1 126 (35.90%) Migration
2 113 (32.19%) Data Migration
3 99 (28.21%) Data Modelling
4 91 (25.93%) ETL
5 90 (25.64%) Business Intelligence
6 63 (17.95%) Agile Software Development
7 58 (16.52%) Data Analysis
8 47 (13.39%) Analytics
9 46 (13.11%) Data Management
10 43 (12.25%) Data Transformation
11 38 (10.83%) ERP
12 35 (9.97%) Data Mapping
13 31 (8.83%) Validation
14 29 (8.26%) Project Management
15 25 (7.12%) CRM
16 24 (6.84%) Visualisation
17 21 (5.98%) Data Analytics
17 21 (5.98%) Stakeholder Management
18 20 (5.70%) Data Extraction
18 20 (5.70%) Data Visualisation
Programming Languages
1 136 (38.75%) SQL
2 29 (8.26%) Python
3 18 (5.13%) T-SQL
4 14 (3.99%) Java
4 14 (3.99%) PL/SQL
5 10 (2.85%) C#
6 9 (2.56%) VBA
7 6 (1.71%) C
7 6 (1.71%) R
8 5 (1.42%) Data Analysis Expressions (DAX)
8 5 (1.42%) Ruby
9 4 (1.14%) Go
9 4 (1.14%) JavaScript
9 4 (1.14%) PHP
9 4 (1.14%) Scala
10 3 (0.85%) MATLAB
11 2 (0.57%) ABAP
11 2 (0.57%) Magik
11 2 (0.57%) SAS Macro
11 2 (0.57%) Shell Script
Qualifications
1 35 (9.97%) Security Cleared
2 31 (8.83%) Degree
3 24 (6.84%) SC Cleared
4 6 (1.71%) BPSS Clearance
5 5 (1.42%) Numerate Degree
6 4 (1.14%) BC Cleared
7 3 (0.85%) ISEB
8 2 (0.57%) APMP
8 2 (0.57%) IIBA
8 2 (0.57%) PMI Certification
8 2 (0.57%) PMP
9 1 (0.28%) DV Cleared
9 1 (0.28%) HND
9 1 (0.28%) Postgraduate
Quality Assurance & Compliance
1 93 (26.50%) Data Quality
2 17 (4.84%) QA
3 8 (2.28%) WCAG
4 7 (1.99%) PMO
5 3 (0.85%) Disclosure Scotland
5 3 (0.85%) GDPR
6 2 (0.57%) GxP
6 2 (0.57%) IFRS
6 2 (0.57%) IFRS 9
6 2 (0.57%) P3O
6 2 (0.57%) Solvency II
7 1 (0.28%) FATCA
7 1 (0.28%) GMP
7 1 (0.28%) SLA
System Software
1 2 (0.57%) Apache Flume
2 1 (0.28%) Active Directory
2 1 (0.28%) IAG
Systems Management
1 1 (0.28%) Forefront Identity Manager
Vendors
1 75 (21.37%) Microsoft
2 73 (20.80%) Oracle
3 56 (15.95%) SAP
4 17 (4.84%) Salesforce.com
5 16 (4.56%) Informatica
6 14 (3.99%) IBM
7 13 (3.70%) Greenplum
8 10 (2.85%) Talend
9 7 (1.99%) Ariba
10 6 (1.71%) Tableau
11 5 (1.42%) Teradata
11 5 (1.42%) Trillium
12 4 (1.14%) Cognos
12 4 (1.14%) HP
12 4 (1.14%) Remedy
13 3 (0.85%) Bloomberg
13 3 (0.85%) Hyperion
13 3 (0.85%) Siebel
14 2 (0.57%) Dell
14 2 (0.57%) Sybase
London
Nigel Frank International
Posted: 3 days ago
Wiltshire
NCC Group
Rate: Competitive rates
Posted: 8 days ago
North London
The Bridge Ltd
Rate: Unspecified
Posted: 5 days ago
High Wycombe, Buckinghamshire
GM Financial
Rate: Competitive
Posted: 5 days ago
London
AMS contingency
Posted: 22 days ago
London
Washington Frank
Rate: £4035.51 - £60532.69 per month + flights/acc
Posted: 2 days ago