The table below looks at the statistics for Data Cleansing skills in IT contracts advertised for the England region. Included is a guide to the contractor rates offered in IT contracts that have cited Data Cleansing over the 3 months to 3 December 2016 with a comparison to the same period over the previous 2 years.

Note that daily contractor rates and hourly contractor rates are treated separately. When calculating average contractor rates, daily rates are not derived from quoted hourly rates or vice versa.

3 months to
3 Dec 2016
Same period 2015 Same period 2014
Data Cleansing (Data Cleaning, Data Scrubbing)
Rank 412 410 395
Rank change year-on-year
-2 -15
Contract jobs citing Data Cleansing 205 210 231
As % of all contract IT jobs located in England 0.45% 0.41% 0.44%
As % of the Processes & Methodologies category 0.54% 0.51% 0.57%
Number of daily rates quoted 131 149 143
Median daily rate £450 £400 £415
Median daily rate % change year-on-year
+12.50% -3.61%
90% offered a daily rate of more than £250 £318 £225
10% offered a daily rate of more than £609 £553 £550
UK excluding London median daily rate £425 £400 £350
% change year-on-year
+6.25% +14.28%
Number of hourly rates quoted 8 4 11
Median hourly rate £19.47 £16.00 £11.00
Median hourly rate % change year-on-year
+21.68% +45.45%
90% offered a hourly rate of more than £16.43 £12.71 £10.50
10% offered a hourly rate of more than £23.35 £18.10 £36.00
UK excluding London median hourly rate £19.72 £11.31 £10.50
% change year-on-year
+74.43% +7.66%
Data Cleansing
UK

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

Processes & Methodologies Category
England
Contract IT job ads with a match in the
Processes & Methodologies category
37877 41238 40628
As % of all contract IT jobs located in England 82.85% 81.42% 77.15%
Number of daily rates quoted 25375 27145 26819
Median daily rate £450 £425 £425
Median daily rate % change year-on-year
+5.88% -
90% offered a daily rate of more than £300 £300 £280
10% offered a daily rate of more than £600 £600 £600
UK excluding London median daily rate £413 £400 £385
% change year-on-year
+3.12% +3.89%
Number of hourly rates quoted 995 1232 1154
Median hourly rate £29.00 £30.90 £25.00
Median hourly rate % change year-on-year
-6.14% +23.60%
90% offered a hourly rate of more than £12.50 £12.50 £11.75
10% offered a hourly rate of more than £50.00 £49.80 £47.50
UK excluding London median hourly rate £31.00 £34.95 £25.00
% change year-on-year
-11.30% +39.80%

Data Cleansing
Jobs Demand Trend in England

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

Data Cleansing Jobs Demand Trend in England

Data Cleansing
Daily Rate Trend in England

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

Data Cleansing Daily Rate Trend in England

Data Cleansing
Daily Rate Histogram in England

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Cleansing across the England region over the 3 months to 3 December 2016.

Data Cleansing Daily Rate Histogram in England

Data Cleansing
Hourly Rate Trend in England

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

Data Cleansing Hourly Rate Trend in England

Data Cleansing
Hourly Rate Histogram in England

This chart provides a histogram of hourly rates quoted in contract IT jobs citing Data Cleansing across the England region over the 3 months to 3 December 2016.

Data Cleansing Hourly Rate Histogram 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 3 December 2016. 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
(Click see detailed
statistics and trends)
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 -25 91 £500 +17.64% 10
East of England +27 27 £450 +25.87% 3
East Midlands +13 27 £250 -37.50%
South East +18 21 £450 +20.00% 4
Yorkshire +12 12 £388 -6.06% 1
West Midlands -8 10 £444 +14.51% 1
South West +11 8 £359 -22.43% 3
North West +1 6 £650 +31.97% 2
Midlands +3 1 £500 +17.64%
Data Cleansing
UK

Data Cleansing
Top 30 Related IT Skills in England

For the 6 months to 3 December 2016, 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.

1 219 (56.88%) Migration
2 187 (48.57%) Data Migration
3 129 (33.51%) SQL
4 121 (31.43%) ETL
5 115 (29.87%) Data Quality
6 111 (28.83%) Finance
7 101 (26.23%) SAP
8 88 (22.86%) Oracle
8 88 (22.86%) Data Modelling
9 85 (22.08%) Data Analysis
10 58 (15.06%) ERP
11 56 (14.55%) Validation
12 55 (14.29%) SQL Server
13 47 (12.21%) MS Excel
14 46 (11.95%) Stakeholder Management
14 46 (11.95%) Data Management
15 43 (11.17%) Business Intelligence
16 42 (10.91%) Data Mapping
17 40 (10.39%) Data Extraction
18 39 (10.13%) Microsoft
19 37 (9.61%) SQL Server Integration Services
20 36 (9.35%) Analytical Skills
21 34 (8.83%) Data Warehouse
21 34 (8.83%) Data Governance
22 32 (8.31%) Data Transformation
23 31 (8.05%) LSMW
24 30 (7.79%) Data Conversion
25 29 (7.53%) Security Cleared
25 29 (7.53%) Agile Software Development
26 28 (7.27%) T-SQL

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 10 (2.60%) Apache Spark
2 9 (2.34%) SharePoint
3 7 (1.82%) Confluence
3 7 (1.82%) SAS
4 3 (0.78%) Elasticsearch
5 1 (0.26%) Apache
5 1 (0.26%) Oracle Workflow
5 1 (0.26%) Tomcat
5 1 (0.26%) WebLogic
Applications
1 47 (12.21%) MS Excel
2 17 (4.42%) MS PowerPoint
3 8 (2.08%) MS Office
3 8 (2.08%) Spreadsheet
4 7 (1.82%) MS Visio
5 5 (1.30%) MS Project
6 1 (0.26%) SPSS
Business Applications
1 25 (6.49%) Oracle EBS R12
2 19 (4.94%) Oracle EBS
3 18 (4.68%) SAP HR
4 14 (3.64%) Oracle ERP
5 13 (3.38%) SAP ERP
6 10 (2.60%) Dynamics CRM
7 9 (2.34%) SAP FI
8 8 (2.08%) Unit4 Business World
9 6 (1.56%) Oracle Procure-to-Pay
9 6 (1.56%) SAP Oil and Gas
10 5 (1.30%) Oracle Financials
10 5 (1.30%) Oracle Payables
11 4 (1.04%) Oracle Assets
11 4 (1.04%) Oracle Cash Management
11 4 (1.04%) Oracle Receivables
11 4 (1.04%) Salesforce.com CRM
11 4 (1.04%) SAP CRM
11 4 (1.04%) Workday HCM
12 3 (0.78%) Dynamics AX
12 3 (0.78%) SAP FI/CO
Cloud Services
1 9 (2.34%) SuccessFactors
2 7 (1.82%) SaaS
3 3 (0.78%) G Suite
4 2 (0.52%) Office 365
5 1 (0.26%) Amazon AWS
5 1 (0.26%) Google Analytics
Communications & Networking
1 3 (0.78%) Firewall
2 2 (0.52%) Internet
2 2 (0.52%) Intranet
2 2 (0.52%) NAS
3 1 (0.26%) BGP
3 1 (0.26%) Wireless
Database & Business Intelligence
1 55 (14.29%) SQL Server
2 37 (9.61%) SQL Server Integration Services
3 34 (8.83%) Data Warehouse
4 24 (6.23%) Relational Database
5 18 (4.68%) SAP Data Services
6 17 (4.42%) SQL Server Reporting Services
7 16 (4.16%) Big Data
8 13 (3.38%) SQL Server 2008
9 11 (2.86%) MS Access
10 10 (2.60%) Hadoop
11 8 (2.08%) SQL Server Analysis Services
12 7 (1.82%) BusinessObjects
12 7 (1.82%) Oracle Reports
13 6 (1.56%) DataStage
13 6 (1.56%) RDBMS
13 6 (1.56%) SQL Server 2012
14 5 (1.30%) Apache Hive
14 5 (1.30%) Star Schema
15 4 (1.04%) GIS
15 4 (1.04%) Snowflake Schema
Development Applications
1 31 (8.05%) LSMW
2 18 (4.68%) JIRA
3 11 (2.86%) ERwin
4 9 (2.34%) Talend Open Studio
5 4 (1.04%) Team Foundation Server
6 3 (0.78%) Visual Studio
7 2 (0.52%) SQL Server Management Studio (SSMS)
8 1 (0.26%) Git (software)
8 1 (0.26%) Jenkins
8 1 (0.26%) Oracle Forms
8 1 (0.26%) QAComplete
8 1 (0.26%) Sonatype Nexus
8 1 (0.26%) TestComplete
8 1 (0.26%) VersionOne
General
1 111 (28.83%) Finance
2 24 (6.23%) Retail
3 19 (4.94%) Banking
4 13 (3.38%) Manufacturing
5 12 (3.12%) Marketing
6 7 (1.82%) Law
6 7 (1.82%) Legal
7 5 (1.30%) Pharmaceutical
7 5 (1.30%) Retail Banking
8 4 (1.04%) Back Office
8 4 (1.04%) Local Government
9 3 (0.78%) Front Office
10 2 (0.52%) Advertising
10 2 (0.52%) Billing
10 2 (0.52%) Corporate Banking
10 2 (0.52%) Financial Institution
10 2 (0.52%) Investment Banking
10 2 (0.52%) Telecoms
11 1 (0.26%) General Ledger
11 1 (0.26%) Private Banking
Job Titles
1 150 (38.96%) Analyst
2 104 (27.01%) Data Analyst
3 48 (12.47%) Consultant
4 42 (10.91%) Developer
5 35 (9.09%) Architect
6 33 (8.57%) Data Manager
7 29 (7.53%) Data Consultant
8 28 (7.27%) Business Analyst
9 21 (5.45%) Data Architect
10 20 (5.19%) Data Migration Consultant
10 20 (5.19%) Migration Analyst
10 20 (5.19%) Migration Consultant
11 18 (4.68%) Data Migration Analyst
11 18 (4.68%) Data Migration Lead
11 18 (4.68%) SAP Consultant
12 16 (4.16%) Business Data Analyst
12 16 (4.16%) SAP Data Consultant
12 16 (4.16%) SQL Analyst
13 15 (3.90%) Oracle Analyst
14 14 (3.64%) SAP Manager
Libraries, Frameworks & Software Standards
1 21 (5.45%) BAPI
2 19 (4.94%) XML
3 6 (1.56%) Kafka
4 5 (1.30%) .NET
5 4 (1.04%) ActiveX
6 3 (0.78%) ADO
6 3 (0.78%) Akka
6 3 (0.78%) DAO
6 3 (0.78%) Oracle Fusion
7 2 (0.52%) AngularJS
7 2 (0.52%) ASP.NET
7 2 (0.52%) HTML
7 2 (0.52%) Node.js
7 2 (0.52%) Play Framework
7 2 (0.52%) REST
7 2 (0.52%) SOAP
8 1 (0.26%) MDX
8 1 (0.26%) Middleware
8 1 (0.26%) Spring
8 1 (0.26%) XML Schema
Miscellaneous
1 40 (10.39%) Data Extraction
2 36 (9.35%) Analytical Skills
3 30 (7.79%) Data Conversion
4 28 (7.27%) Data Structures
5 22 (5.71%) Management Information System
6 16 (4.16%) Statistics
7 14 (3.64%) Data Integration
8 12 (3.12%) Reference Data
9 6 (1.56%) FMCG
10 5 (1.30%) NHS
11 4 (1.04%) Credit Risk
12 3 (0.78%) AS400
12 3 (0.78%) Computer Science
12 3 (0.78%) Data Protection Act
12 3 (0.78%) Enterprise Software
12 3 (0.78%) Visualisation
13 2 (0.52%) Client/Server
13 2 (0.52%) New Media
13 2 (0.52%) Tandem
13 2 (0.52%) Virtual Team
Operating Systems
1 12 (3.12%) Windows
2 10 (2.60%) Unix
3 5 (1.30%) Linux
4 4 (1.04%) Solaris
5 3 (0.78%) Windows Server
6 1 (0.26%) Windows 7
6 1 (0.26%) Windows Server 2003
6 1 (0.26%) Windows Server 2008
Processes & Methodologies
1 219 (56.88%) Migration
2 187 (48.57%) Data Migration
3 121 (31.43%) ETL
4 88 (22.86%) Data Modelling
5 85 (22.08%) Data Analysis
6 58 (15.06%) ERP
7 56 (14.55%) Validation
8 46 (11.95%) Data Management
8 46 (11.95%) Stakeholder Management
9 43 (11.17%) Business Intelligence
10 42 (10.91%) Data Mapping
11 34 (8.83%) Data Governance
12 32 (8.31%) Data Transformation
13 29 (7.53%) Agile Software Development
14 27 (7.01%) Data Validation
15 26 (6.75%) Data Architecture
16 25 (6.49%) Analytics
16 25 (6.49%) CRM
17 22 (5.71%) User Acceptance Testing
18 19 (4.94%) Master Data Management
Programming Languages
1 129 (33.51%) SQL
2 28 (7.27%) T-SQL
3 17 (4.42%) PL/SQL
4 13 (3.38%) VBA
5 5 (1.30%) VB
6 4 (1.04%) C
6 4 (1.04%) Python
6 4 (1.04%) Scala
6 4 (1.04%) Shell Script
7 3 (0.78%) R
8 2 (0.52%) ABAP
8 2 (0.52%) C#
8 2 (0.52%) Java
8 2 (0.52%) JavaScript
9 1 (0.26%) COBOL
9 1 (0.26%) PHP
9 1 (0.26%) PowerShell
9 1 (0.26%) VB.NET
9 1 (0.26%) VBScript
Qualifications
1 29 (7.53%) Security Cleared
2 24 (6.23%) SC Cleared
3 14 (3.64%) Degree
4 4 (1.04%) BPSS Clearance
5 2 (0.52%) DBS Check
6 1 (0.26%) APMP
6 1 (0.26%) CCNP
6 1 (0.26%) Cisco Certification
6 1 (0.26%) CISSP
6 1 (0.26%) CTC Cleared
6 1 (0.26%) PMP
6 1 (0.26%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 115 (29.87%) Data Quality
2 15 (3.90%) QA
3 6 (1.56%) GxP
3 6 (1.56%) Sarbanes-Oxley
4 2 (0.52%) Disclosure Scotland
4 2 (0.52%) EMIR
4 2 (0.52%) FATCA
5 1 (0.26%) SLA
System Software
1 5 (1.30%) Active Directory
2 4 (1.04%) Virtual Machines
3 3 (0.78%) Hyper-V
3 3 (0.78%) VMware Infrastructure
4 1 (0.26%) Firmware
Systems Management
1 3 (0.78%) Control-M
2 2 (0.52%) Oracle EDQ
2 2 (0.52%) SCOM
3 1 (0.26%) HP Quality Center
Vendors
1 101 (26.23%) SAP
2 88 (22.86%) Oracle
3 39 (10.13%) Microsoft
4 22 (5.71%) Informatica
5 14 (3.64%) IBM
5 14 (3.64%) Salesforce.com
6 12 (3.12%) Cognos
7 11 (2.86%) Tableau
8 9 (2.34%) Talend
9 7 (1.82%) Workday
10 6 (1.56%) Teradata
11 4 (1.04%) Google
11 4 (1.04%) IFS
12 3 (0.78%) JD Edwards
12 3 (0.78%) Northgate
12 3 (0.78%) PeopleSoft
12 3 (0.78%) VMware
13 2 (0.52%) Alteryx
13 2 (0.52%) Calypso
13 2 (0.52%) Yardi
London
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