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 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 455 502 446
Rank change year-on-year
+47 -56
Contract jobs citing Data Cleansing 169 141 171
As % of all contract IT jobs located in England 0.34% 0.27% 0.33%
As % of the Processes & Methodologies category 0.41% 0.33% 0.42%
Number of daily rates quoted 116 89 105
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 £233 £200 £216
10% offered a daily rate of more than £601 £500 £540
UK excluding London median daily rate £400 £338 £338
% change year-on-year
+18.51% -
Number of hourly rates quoted 5 4 3
Median hourly rate £20.00 £13.15 £17.50
Median hourly rate % change year-on-year
+52.06% -24.84%
90% offered a hourly rate of more than £15.50 £10.16 £15.81
10% offered a hourly rate of more than £28.47 £17.80 £57.10
UK excluding London median hourly rate £20.50 £15.00 £17.50
% change year-on-year
+36.66% -14.28%
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
41418 42868 40272
As % of all contract IT jobs located in England 83.42% 81.15% 77.48%
Number of daily rates quoted 27632 28487 25583
Median daily rate £450 £425 £413
Median daily rate % change year-on-year
+5.88% +2.96%
90% offered a daily rate of more than £300 £290 £275
10% offered a daily rate of more than £600 £600 £575
UK excluding London median daily rate £400 £400 £375
% change year-on-year
- +6.66%
Number of hourly rates quoted 1049 1180 1121
Median hourly rate £31.50 £32.00 £23.50
Median hourly rate % change year-on-year
-1.56% +36.17%
90% offered a hourly rate of more than £13.00 £13.00 £12.50
10% offered a hourly rate of more than £50.00 £47.83 £48.00
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 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 28 September 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 28 September 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 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
London -8 69 £475 +18.75% 11
South East +10 33 £390 +20.00% 4
East Midlands +13 17 £400 -15.78% 1
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%
North West +5 4 £375 - 1
Midlands - 1 £450 -
North East - 1 £450 -
Data Cleansing
UK

Data Cleansing
Top 30 Related IT Skills in England

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 across the England region with a requirement for Data Cleansing.

1 161 (54.58%) Migration
2 132 (44.75%) Data Migration
3 109 (36.95%) Data Quality
4 99 (33.56%) SQL
5 73 (24.75%) ETL
6 70 (23.73%) Finance
7 68 (23.05%) Data Modelling
8 67 (22.71%) Data Analysis
9 65 (22.03%) SAP
10 51 (17.29%) Validation
11 50 (16.95%) Oracle
12 47 (15.93%) Data Mapping
13 44 (14.92%) SQL Server
14 40 (13.56%) Data Management
15 33 (11.19%) MS Excel
15 33 (11.19%) Data Extraction
16 31 (10.51%) Data Architecture
17 30 (10.17%) Data Governance
18 28 (9.49%) Business Intelligence
19 27 (9.15%) CRM
19 27 (9.15%) ERP
20 26 (8.81%) Data Warehouse
20 26 (8.81%) Microsoft
20 26 (8.81%) Data Conversion
21 25 (8.47%) Analytics
21 25 (8.47%) Data Transformation
22 23 (7.80%) Informatica
23 22 (7.46%) Analytical Skills
24 21 (7.12%) User Acceptance Testing
24 21 (7.12%) 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 8 (2.71%) SAS
1 8 (2.71%) SharePoint
2 6 (2.03%) Apache Spark
3 4 (1.36%) Confluence
4 3 (1.02%) Elasticsearch
5 1 (0.34%) Tomcat
Applications
1 33 (11.19%) MS Excel
2 12 (4.07%) Spreadsheet
3 9 (3.05%) MS Office
4 6 (2.03%) MS PowerPoint
4 6 (2.03%) MS Visio
5 5 (1.69%) MS Project
6 2 (0.68%) SPSS
Business Applications
1 14 (4.75%) Oracle EBS R12
2 13 (4.41%) Oracle EBS
3 9 (3.05%) Dynamics CRM
3 9 (3.05%) SAP FI
3 9 (3.05%) Unit4 Business World
4 6 (2.03%) SAP CRM
5 5 (1.69%) Maximo
5 5 (1.69%) Oracle ERP
5 5 (1.69%) Oracle Payables
5 5 (1.69%) Salesforce.com CRM
5 5 (1.69%) SAP ERP
6 4 (1.36%) Oracle Assets
6 4 (1.36%) Oracle Cash Management
6 4 (1.36%) Oracle Financials
6 4 (1.36%) Oracle Receivables
6 4 (1.36%) SAP HR
7 3 (1.02%) Oracle Procure-to-Pay
7 3 (1.02%) SAP APO
7 3 (1.02%) SAP CO
7 3 (1.02%) SAP FI/CO
Cloud Services
1 11 (3.73%) SuccessFactors
2 3 (1.02%) Amazon AWS
2 3 (1.02%) Google Apps
2 3 (1.02%) SaaS
3 1 (0.34%) Google Cloud Platform
3 1 (0.34%) Office 365
Communications & Networking
1 4 (1.36%) TACACS
2 3 (1.02%) Firewall
2 3 (1.02%) Intranet
3 2 (0.68%) Internet
4 1 (0.34%) Wireless
Database & Business Intelligence
1 44 (14.92%) SQL Server
2 26 (8.81%) Data Warehouse
3 19 (6.44%) SAP Data Services
4 18 (6.10%) Relational Database
5 16 (5.42%) SQL Server Integration Services
6 13 (4.41%) Big Data
6 13 (4.41%) SQL Server Reporting Services
7 12 (4.07%) SQL Server 2008
8 9 (3.05%) Data Mining
9 8 (2.71%) BusinessObjects
9 8 (2.71%) PostgreSQL
9 8 (2.71%) SQL Server Analysis Services
10 6 (2.03%) Hadoop
10 6 (2.03%) MS Access
10 6 (2.03%) MySQL
10 6 (2.03%) Qlik Sense
10 6 (2.03%) RDBMS
11 5 (1.69%) Crystal Reports
11 5 (1.69%) DB2
11 5 (1.69%) Oracle Reports
Development Applications
1 19 (6.44%) LSMW
2 14 (4.75%) JIRA
3 8 (2.71%) ERwin
3 8 (2.71%) Talend Open Studio
4 5 (1.69%) Team Foundation Server
5 2 (0.68%) SQL Server Management Studio (SSMS)
5 2 (0.68%) Visual Studio
6 1 (0.34%) Oracle Forms
6 1 (0.34%) QAComplete
6 1 (0.34%) TestComplete
6 1 (0.34%) VersionOne
General
1 70 (23.73%) Finance
2 14 (4.75%) Banking
2 14 (4.75%) Retail
3 13 (4.41%) Marketing
4 11 (3.73%) Manufacturing
5 10 (3.39%) Law
6 8 (2.71%) Legal
7 6 (2.03%) Pharmaceutical
8 4 (1.36%) Local Government
8 4 (1.36%) Retail Banking
9 3 (1.02%) Front Office
10 2 (0.68%) Back Office
10 2 (0.68%) Financial Institution
11 1 (0.34%) Advertising
11 1 (0.34%) Automotive
11 1 (0.34%) Billing
11 1 (0.34%) General Ledger
11 1 (0.34%) Investment Banking
11 1 (0.34%) Publishing
11 1 (0.34%) Telecoms
Job Titles
1 137 (46.44%) Analyst
2 96 (32.54%) Data Analyst
3 35 (11.86%) Architect
4 32 (10.85%) Consultant
5 31 (10.51%) Developer
6 30 (10.17%) Business Analyst
7 24 (8.14%) Data Architect
8 22 (7.46%) Migration Analyst
9 20 (6.78%) Data Migration Analyst
10 18 (6.10%) Data Migration Lead
11 17 (5.76%) Data Consultant
12 14 (4.75%) SQL Analyst
13 13 (4.41%) ETL Developer
13 13 (4.41%) Oracle Analyst
13 13 (4.41%) SAP Consultant
14 12 (4.07%) Data Manager
14 12 (4.07%) Financial Analyst
14 12 (4.07%) SAP Data Consultant
15 11 (3.73%) SQL Data Analyst
16 10 (3.39%) Data Migration Consultant
Libraries, Frameworks & Software Standards
1 8 (2.71%) BAPI
2 5 (1.69%) XML
3 4 (1.36%) MDX
4 3 (1.02%) .NET
4 3 (1.02%) Akka
4 3 (1.02%) Kafka
5 2 (0.68%) AngularJS
5 2 (0.68%) HTML
5 2 (0.68%) Node.js
5 2 (0.68%) Play Framework
5 2 (0.68%) REST
5 2 (0.68%) SOAP
6 1 (0.34%) Middleware
6 1 (0.34%) Oracle Fusion
6 1 (0.34%) Spring
6 1 (0.34%) Web Services
Miscellaneous
1 33 (11.19%) Data Extraction
2 26 (8.81%) Data Conversion
3 22 (7.46%) Analytical Skills
4 20 (6.78%) Management Information System
5 18 (6.10%) Data Integration
5 18 (6.10%) Data Structures
6 10 (3.39%) Statistics
7 5 (1.69%) FMCG
7 5 (1.69%) Visualisation
8 4 (1.36%) Credit Risk
8 4 (1.36%) Data Protection Act
8 4 (1.36%) Reference Data
9 3 (1.02%) AS400
9 3 (1.02%) New Media
10 2 (0.68%) Client/Server
10 2 (0.68%) e-Learning
10 2 (0.68%) Virtual Team
11 1 (0.34%) NHS
11 1 (0.34%) PACS
11 1 (0.34%) Thin Client
Operating Systems
1 11 (3.73%) Windows
2 10 (3.39%) Unix
3 4 (1.36%) Linux
3 4 (1.36%) Solaris
4 2 (0.68%) Windows Server
5 1 (0.34%) Windows 7
5 1 (0.34%) Windows Server 2003
5 1 (0.34%) Windows Server 2008
Processes & Methodologies
1 161 (54.58%) Migration
2 132 (44.75%) Data Migration
3 73 (24.75%) ETL
4 68 (23.05%) Data Modelling
5 67 (22.71%) Data Analysis
6 51 (17.29%) Validation
7 47 (15.93%) Data Mapping
8 40 (13.56%) Data Management
9 31 (10.51%) Data Architecture
10 30 (10.17%) Data Governance
11 28 (9.49%) Business Intelligence
12 27 (9.15%) CRM
12 27 (9.15%) ERP
13 25 (8.47%) Analytics
13 25 (8.47%) Data Transformation
14 21 (7.12%) User Acceptance Testing
15 20 (6.78%) Agile Software Development
16 19 (6.44%) Data Validation
16 19 (6.44%) Master Data Management
16 19 (6.44%) Stakeholder Management
Programming Languages
1 99 (33.56%) SQL
2 21 (7.12%) T-SQL
3 17 (5.76%) PL/SQL
4 10 (3.39%) VBA
5 9 (3.05%) C
6 4 (1.36%) ABAP
6 4 (1.36%) Python
7 3 (1.02%) JavaScript
7 3 (1.02%) R
7 3 (1.02%) Scala
7 3 (1.02%) Shell Script
7 3 (1.02%) VB
8 2 (0.68%) Java
8 2 (0.68%) PowerShell
9 1 (0.34%) C#
9 1 (0.34%) COBOL
9 1 (0.34%) VBScript
Qualifications
1 11 (3.73%) Security Cleared
2 9 (3.05%) Degree
3 7 (2.37%) SC Cleared
4 4 (1.36%) BPSS Clearance
5 2 (0.68%) DBS Check
6 1 (0.34%) CISSP
6 1 (0.34%) CTC Cleared
6 1 (0.34%) ITIL Foundation Certificate
6 1 (0.34%) PMP
Quality Assurance & Compliance
1 109 (36.95%) Data Quality
2 11 (3.73%) QA
3 6 (2.03%) GxP
3 6 (2.03%) Sarbanes-Oxley
4 2 (0.68%) Disclosure Scotland
4 2 (0.68%) EMIR
4 2 (0.68%) FATCA
4 2 (0.68%) Solvency II
5 1 (0.34%) GCP
5 1 (0.34%) SLA
System Software
1 4 (1.36%) Active Directory
2 3 (1.02%) Hyper-V
2 3 (1.02%) VMware Infrastructure
Systems Management
1 3 (1.02%) Control-M
2 2 (0.68%) Oracle EDQ
2 2 (0.68%) SCOM
3 1 (0.34%) HP Quality Center
Vendors
1 65 (22.03%) SAP
2 50 (16.95%) Oracle
3 26 (8.81%) Microsoft
4 23 (7.80%) Informatica
5 13 (4.41%) Salesforce.com
6 12 (4.07%) IBM
7 8 (2.71%) Tableau
7 8 (2.71%) Talend
8 5 (1.69%) Teradata
9 4 (1.36%) Cognos
9 4 (1.36%) Google
10 3 (1.02%) Alteryx
10 3 (1.02%) VMware
11 2 (0.68%) Calypso
11 2 (0.68%) CODA
11 2 (0.68%) HP
11 2 (0.68%) JD Edwards
11 2 (0.68%) Yardi
12 1 (0.34%) Ariba
12 1 (0.34%) MicroStrategy
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