The table below looks at the statistics for Data Cleansing skills in IT contracts advertised across the UK. Included is a guide to the contractor rates offered in IT contracts that have cited Data Cleansing over the 3 months to 28 September 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
28 Sep 2016
Same period 2015 Same period 2014
Data Cleansing (Data Scrubbing)
Rank 469 505 445
Rank change year-on-year
+36 -60
Contract jobs citing Data Cleansing 181 156 191
As % of all contract IT jobs located in the UK 0.34% 0.27% 0.33%
As % of the Processes & Methodologies category 0.41% 0.33% 0.43%
Number of daily rates quoted 121 96 112
Median daily rate £425 £375 £400
Median daily rate % change year-on-year
+13.33% -6.25%
90% offered a daily rate of more than £236 £200 £225
10% offered a daily rate of more than £600 £500 £525
UK excluding London median daily rate £400 £338 £338
% change year-on-year
+18.51% -
Number of hourly rates quoted 5 5 3
Median hourly rate £20.00 £15.00 £17.50
Median hourly rate % change year-on-year
+33.33% -14.28%
90% offered a hourly rate of more than £15.50 £10.32 £15.81
10% offered a hourly rate of more than £28.47 £17.60 £57.10
UK excluding London median hourly rate £20.50 £15.00 £17.50
% change year-on-year
+36.66% -14.28%

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

Processes & Methodologies Category
UK
Contract IT job ads with a match in the
Processes & Methodologies category
44398 47091 44154
As % of all contract IT jobs located in the UK 83.09% 81.05% 77.15%
Number of daily rates quoted 29424 30767 27622
Median daily rate £438 £425 £413
Median daily rate % change year-on-year
+3.05% +3.03%
90% offered a daily rate of more than £300 £288 £275
10% offered a daily rate of more than £590 £580 £575
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 1153 1296 1206
Median hourly rate £31.00 £32.00 £24.00
Median hourly rate % change year-on-year
-3.12% +33.33%
90% offered a hourly rate of more than £12.50 £12.50 £12.50
10% offered a hourly rate of more than £50.00 £49.82 £53.50
UK excluding London median hourly rate £32.50 £33.64 £26.25
% change year-on-year
-3.38% +28.15%

Data Cleansing
Jobs Demand Trend

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

Data Cleansing Jobs Demand Trend in the UK

Data Cleansing
Daily Rate Trend

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

Data Cleansing Daily Rate Trend in the UK

Data Cleansing
Daily Rate Histogram

This chart provides a histogram of daily rates quoted in contract IT jobs citing Data Cleansing within the UK over the 3 months to 28 September 2016.

Data Cleansing Daily Rate Histogram in the UK

Data Cleansing
Hourly Rate Trend

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

Data Cleansing Hourly Rate Trend in the UK

Data Cleansing
Hourly Rate Histogram

This chart provides a histogram of hourly rates quoted in contract IT jobs citing Data Cleansing within the UK over the 3 months to 28 September 2016.

Data Cleansing Hourly Rate Histogram in the UK

Data Cleansing
Top 30 Contract Locations

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 UK over the 3 months to 28 September 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
England +47 169 £425 +13.33% 19
London -8 69 £475 +18.75% 11
South East +10 33 £390 +20.00% 4
East Midlands +13 17 £400 -15.78% 1
Berkshire +16 16 £436 +16.16%
City of London +20 13 £388 -4.61% 2
Northamptonshire +8 13 £375 -21.05%
South West +19 12 £366 +83.12% 1
West Midlands -17 11 £475 +65.21%
Yorkshire +13 9 £419 -23.86% 1
East of England +5 8 £375 +9.09%
M4 Corridor - 7 - -
Gloucestershire - 7 £550 - 1
West Sussex +2 5 £200 -37.25%
West Yorkshire +15 4 £475 -13.63%
Leeds +9 4 £475 -13.63%
Hertfordshire +6 4 £400 -13.51%
North West +5 4 £375 - 1
Croydon - 4 £544 -
Crawley +11 3 £250 -19.35%
Glasgow +7 3 £450 +6.50%
Scotland +2 3 £450 +24.13%
Warwickshire +1 3 £475 -
Bristol - 3 £300 -
South Yorkshire - 3 £294 - 1
Watford - 3 £400 -
Reading +18 2 £300 -14.28%
Northampton 0 2 - -
Oxfordshire -11 2 £450 +11.80%
Surrey - 2 £190 -

Data Cleansing
Top 30 Related IT Skills

For the 6 months to 28 September 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 with a requirement for Data Cleansing.

1 172 (54.60%) Migration
2 141 (44.76%) Data Migration
3 118 (37.46%) Data Quality
4 103 (32.70%) SQL
5 81 (25.71%) ETL
6 78 (24.76%) Finance
7 74 (23.49%) Data Modelling
8 69 (21.90%) SAP
8 69 (21.90%) Data Analysis
9 58 (18.41%) Validation
9 58 (18.41%) Oracle
10 49 (15.56%) SQL Server
11 47 (14.92%) Data Mapping
12 45 (14.29%) Data Management
13 36 (11.43%) MS Excel
13 36 (11.43%) Data Extraction
14 32 (10.16%) Data Architecture
15 31 (9.84%) Data Governance
15 31 (9.84%) Data Warehouse
16 30 (9.52%) ERP
16 30 (9.52%) Business Intelligence
16 30 (9.52%) Data Conversion
17 29 (9.21%) Informatica
18 28 (8.89%) Microsoft
18 28 (8.89%) Data Transformation
19 27 (8.57%) Analytics
19 27 (8.57%) CRM
20 24 (7.62%) Agile Software Development
21 23 (7.30%) Analytical Skills
22 22 (6.98%) Data Validation

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 8 (2.54%) SAS
1 8 (2.54%) SharePoint
2 6 (1.90%) Apache Spark
3 5 (1.59%) Confluence
4 3 (0.95%) Elasticsearch
5 1 (0.32%) Tomcat
Applications
1 36 (11.43%) MS Excel
2 12 (3.81%) MS Office
2 12 (3.81%) Spreadsheet
3 6 (1.90%) MS PowerPoint
3 6 (1.90%) MS Visio
4 5 (1.59%) MS Project
5 2 (0.63%) SPSS
Business Applications
1 18 (5.71%) Oracle EBS R12
2 16 (5.08%) Oracle EBS
3 10 (3.17%) Unit4 Business World
4 9 (2.86%) Dynamics CRM
4 9 (2.86%) SAP FI
5 8 (2.54%) Oracle Payables
5 8 (2.54%) Oracle Receivables
6 7 (2.22%) Maximo
6 7 (2.22%) Oracle Assets
6 7 (2.22%) Oracle Cash Management
6 7 (2.22%) Oracle Financials
7 6 (1.90%) Oracle General Ledger
7 6 (1.90%) SAP CRM
8 5 (1.59%) Oracle ERP
8 5 (1.59%) Salesforce.com CRM
8 5 (1.59%) SAP ERP
8 5 (1.59%) SAP Oil and Gas
8 5 (1.59%) SAP PM
9 4 (1.27%) SAP HR
10 3 (0.95%) SAP APO
Cloud Services
1 11 (3.49%) SuccessFactors
2 3 (0.95%) Amazon AWS
2 3 (0.95%) Google Apps
2 3 (0.95%) SaaS
3 1 (0.32%) Google Cloud Platform
3 1 (0.32%) Microsoft Azure
3 1 (0.32%) Office 365
Communications & Networking
1 4 (1.27%) TACACS
2 3 (0.95%) Firewall
2 3 (0.95%) Intranet
3 2 (0.63%) Internet
4 1 (0.32%) Wireless
Database & Business Intelligence
1 49 (15.56%) SQL Server
2 31 (9.84%) Data Warehouse
3 19 (6.03%) SAP Data Services
4 18 (5.71%) Relational Database
4 18 (5.71%) SQL Server Integration Services
5 17 (5.40%) Big Data
6 14 (4.44%) SQL Server Reporting Services
7 12 (3.81%) SQL Server 2008
8 10 (3.17%) SQL Server Analysis Services
9 9 (2.86%) Data Mining
10 8 (2.54%) BusinessObjects
10 8 (2.54%) PostgreSQL
11 7 (2.22%) MySQL
12 6 (1.90%) Hadoop
12 6 (1.90%) MS Access
12 6 (1.90%) Qlik Sense
12 6 (1.90%) RDBMS
13 5 (1.59%) Apache Hive
13 5 (1.59%) Oracle Reports
13 5 (1.59%) Star Schema
Development Applications
1 19 (6.03%) LSMW
2 15 (4.76%) JIRA
3 8 (2.54%) ERwin
3 8 (2.54%) Talend Open Studio
4 6 (1.90%) Team Foundation Server
5 2 (0.63%) SQL Server Management Studio (SSMS)
5 2 (0.63%) Visual Studio
6 1 (0.32%) Oracle Forms
6 1 (0.32%) QAComplete
6 1 (0.32%) TestComplete
6 1 (0.32%) VersionOne
General
1 78 (24.76%) Finance
2 15 (4.76%) Banking
2 15 (4.76%) Retail
3 13 (4.13%) Manufacturing
3 13 (4.13%) Marketing
4 10 (3.17%) Law
5 8 (2.54%) Legal
6 6 (1.90%) Pharmaceutical
7 5 (1.59%) Retail Banking
8 4 (1.27%) Local Government
9 3 (0.95%) Front Office
10 2 (0.63%) Back Office
10 2 (0.63%) Financial Institution
10 2 (0.63%) General Ledger
11 1 (0.32%) Advertising
11 1 (0.32%) Automotive
11 1 (0.32%) Billing
11 1 (0.32%) Investment Banking
11 1 (0.32%) Publishing
11 1 (0.32%) Telecoms
Job Titles
1 146 (46.35%) Analyst
2 102 (32.38%) Data Analyst
3 37 (11.75%) Architect
4 33 (10.48%) Developer
5 32 (10.16%) Consultant
6 31 (9.84%) Business Analyst
7 26 (8.25%) Data Architect
8 23 (7.30%) Migration Analyst
9 20 (6.35%) Data Migration Analyst
9 20 (6.35%) Data Migration Lead
10 17 (5.40%) Data Consultant
11 16 (5.08%) Oracle Analyst
12 14 (4.44%) ETL Developer
12 14 (4.44%) Financial Analyst
12 14 (4.44%) SQL Analyst
13 13 (4.13%) Data Manager
13 13 (4.13%) SAP Consultant
14 12 (3.81%) SAP Data Consultant
15 11 (3.49%) SQL Data Analyst
16 10 (3.17%) Data Migration Consultant
Libraries, Frameworks & Software Standards
1 8 (2.54%) BAPI
2 6 (1.90%) XML
3 4 (1.27%) MDX
4 3 (0.95%) .NET
4 3 (0.95%) Akka
4 3 (0.95%) Kafka
5 2 (0.63%) AngularJS
5 2 (0.63%) HTML
5 2 (0.63%) Node.js
5 2 (0.63%) Oracle Fusion
5 2 (0.63%) Play Framework
5 2 (0.63%) REST
5 2 (0.63%) SOAP
5 2 (0.63%) Web Services
6 1 (0.32%) jQuery
6 1 (0.32%) Middleware
6 1 (0.32%) Spring
Miscellaneous
1 36 (11.43%) Data Extraction
2 30 (9.52%) Data Conversion
3 23 (7.30%) Analytical Skills
4 20 (6.35%) Management Information System
5 19 (6.03%) Data Integration
5 19 (6.03%) Data Structures
6 10 (3.17%) Statistics
7 5 (1.59%) FMCG
7 5 (1.59%) Virtual Team
7 5 (1.59%) Visualisation
8 4 (1.27%) Credit Risk
8 4 (1.27%) Data Protection Act
8 4 (1.27%) Reference Data
9 3 (0.95%) AS400
9 3 (0.95%) Computer Science
9 3 (0.95%) New Media
10 2 (0.63%) Client/Server
10 2 (0.63%) e-Learning
11 1 (0.32%) NHS
11 1 (0.32%) Thin Client
Operating Systems
1 12 (3.81%) Unix
2 11 (3.49%) Windows
3 5 (1.59%) Linux
4 4 (1.27%) Solaris
5 2 (0.63%) Windows Server
6 1 (0.32%) Windows 7
6 1 (0.32%) Windows Server 2003
6 1 (0.32%) Windows Server 2008
Processes & Methodologies
1 172 (54.60%) Migration
2 141 (44.76%) Data Migration
3 81 (25.71%) ETL
4 74 (23.49%) Data Modelling
5 69 (21.90%) Data Analysis
6 58 (18.41%) Validation
7 47 (14.92%) Data Mapping
8 45 (14.29%) Data Management
9 32 (10.16%) Data Architecture
10 31 (9.84%) Data Governance
11 30 (9.52%) Business Intelligence
11 30 (9.52%) ERP
12 28 (8.89%) Data Transformation
13 27 (8.57%) Analytics
13 27 (8.57%) CRM
14 24 (7.62%) Agile Software Development
15 22 (6.98%) Data Validation
15 22 (6.98%) Stakeholder Management
15 22 (6.98%) User Acceptance Testing
16 19 (6.03%) Master Data Management
Programming Languages
1 103 (32.70%) SQL
2 21 (6.67%) T-SQL
3 17 (5.40%) PL/SQL
4 12 (3.81%) C
5 11 (3.49%) VBA
6 4 (1.27%) ABAP
6 4 (1.27%) JavaScript
6 4 (1.27%) Python
7 3 (0.95%) R
7 3 (0.95%) Scala
7 3 (0.95%) Shell Script
7 3 (0.95%) VB
8 2 (0.63%) Java
8 2 (0.63%) PowerShell
9 1 (0.32%) C#
9 1 (0.32%) COBOL
9 1 (0.32%) PHP
9 1 (0.32%) VBScript
Qualifications
1 11 (3.49%) Security Cleared
2 10 (3.17%) Degree
3 7 (2.22%) SC Cleared
4 4 (1.27%) BPSS Clearance
5 2 (0.63%) DBS Check
6 1 (0.32%) CISSP
6 1 (0.32%) CTC Cleared
6 1 (0.32%) ITIL Foundation Certificate
6 1 (0.32%) PMP
Quality Assurance & Compliance
1 118 (37.46%) Data Quality
2 11 (3.49%) QA
3 6 (1.90%) GxP
3 6 (1.90%) Sarbanes-Oxley
4 2 (0.63%) Disclosure Scotland
4 2 (0.63%) EMIR
4 2 (0.63%) FATCA
4 2 (0.63%) Solvency II
5 1 (0.32%) GCP
5 1 (0.32%) SLA
System Software
1 4 (1.27%) Active Directory
2 3 (0.95%) Hyper-V
2 3 (0.95%) VMware Infrastructure
Systems Management
1 3 (0.95%) Control-M
1 3 (0.95%) Oracle EDQ
2 2 (0.63%) SCOM
3 1 (0.32%) HP Quality Center
Vendors
1 69 (21.90%) SAP
2 58 (18.41%) Oracle
3 29 (9.21%) Informatica
4 28 (8.89%) Microsoft
5 13 (4.13%) Salesforce.com
6 12 (3.81%) IBM
7 8 (2.54%) Tableau
7 8 (2.54%) Talend
8 5 (1.59%) Teradata
9 4 (1.27%) Cognos
9 4 (1.27%) Google
10 3 (0.95%) Alteryx
10 3 (0.95%) VMware
11 2 (0.63%) Calypso
11 2 (0.63%) CODA
11 2 (0.63%) HP
11 2 (0.63%) JD Edwards
11 2 (0.63%) Yardi
12 1 (0.32%) Ariba
12 1 (0.32%) MicroStrategy
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