Period
to 25 November 2017

The following table provides summary statistics for contract job vacancies advertised in the South East 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 6 months to 25 November 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)
England > South East
6 months to
25 Nov 2017
Same period 2016 Same period 2015
Rank 307 320 347
Rank change year-on-year +13 +27 -42
Contract jobs citing Data Cleansing 69 54 58
As % of all contract IT jobs advertised in the South East 0.41% 0.33% 0.30%
As % of the Processes & Methodologies category 0.50% 0.39% 0.37%
Number of daily rates quoted 43 29 32
South East median daily rate £425 £400 £388
Median daily rate % change year-on-year +6.25% +3.23% +10.71%
10th Percentile £317 £185 £213
90th Percentile £516 £475 £575
England median daily rate £425 £438 £388
% change year-on-year -2.86% +12.90% -3.13%
Number of hourly rates quoted 2 3 3
South East median hourly rate £54.00 £14.50 £11.31
Median hourly rate % change year-on-year +272.41% +28.26% -35.40%
10th Percentile £50.50 £14.25 £9.19
90th Percentile £59.90 £28.95 £18.00
England median hourly rate £23.75 £20.00 £15.50
% change year-on-year +18.75% +29.03% -5.73%

Data Cleansing is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in the South East with a requirement for process or methodology skills.

All Process and Methodology Skills
South East
Contract vacancies with a requirement for process or methodology skills 13811 13693 15716
As % of all contract IT jobs advertised in the South East 82.69% 82.47% 80.69%
Number of daily rates quoted 8279 8238 9398
South East median daily rate £425 £400 £395
Median daily rate % change year-on-year +6.25% +1.27% +5.33%
10th Percentile £263 £250 £256
90th Percentile £575 £563 £538
England median daily rate £450 £425 £425
% change year-on-year +5.88% - +6.25%
Number of hourly rates quoted 453 553 611
South East median hourly rate £23.00 £25.50 £27.00
Median hourly rate % change year-on-year -9.80% -5.56% +54.29%
10th Percentile £11.25 £11.50 £12.00
90th Percentile £50.00 £50.00 £48.75
England median hourly rate £24.00 £24.00 £22.50
% change year-on-year - +6.67% +18.42%

Data Cleansing
Job Vacancy Trend in the South East

Job postings citing Data Cleansing as a percentage of all IT jobs advertised in the South East.

Job vacancy trend for Data Cleansing in the South East

Data Cleansing
Contractor Daily Rate Trend in the South East

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

Contractor daily rate trend for Data Cleansing in the South East

Data Cleansing
Contractor Daily Rate Histogram in the South East

The daily rate distribution of IT jobs citing Data Cleansing in the South East over the 6 months to 25 November 2017.

Contractor daily rate histogram for Data Cleansing in the South East

Data Cleansing
Contractor Hourly Rate Trend in the South East

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

Contractor hourly rate trend for Data Cleansing in the South East

Data Cleansing
Contract Job Locations in the South East

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 South East region over the 6 months to 25 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Job
Vacancies
Thames Valley +10 41 £444 -0.06%
Berkshire +17 30 £425 -2.86%
Hampshire +26 15 £425 - 4
Oxfordshire +12 10 £450 -
Surrey -10 7 £425 +123.68% 3
M4 Corridor -1 1 £350 +7.69%
West Sussex -13 1 £475 +137.50%
Buckinghamshire -27 1 £425 -
East Sussex - 1 £325 -
Data Cleansing
England

For the 6 months to 25 November 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 South East region with a requirement for Data Cleansing.

1 34 (49.28%) SQL
2 32 (46.38%) Migration
3 28 (40.58%) SAP
3 28 (40.58%) Data Migration
4 24 (34.78%) ETL
5 19 (27.54%) Validation
6 17 (24.64%) Oracle
6 17 (24.64%) SQL Server
7 16 (23.19%) Data Quality
8 15 (21.74%) Data Mapping
9 14 (20.29%) Analytics
9 14 (20.29%) LSMW
10 13 (18.84%) Data Analysis
10 13 (18.84%) ERP
10 13 (18.84%) Finance
10 13 (18.84%) SAP MM
10 13 (18.84%) Tableau
11 12 (17.39%) SAP Data Services
11 12 (17.39%) Data Management
12 11 (15.94%) Data Modelling
13 10 (14.49%) Analytical Skills
14 9 (13.04%) Machine Learning
14 9 (13.04%) CRM
14 9 (13.04%) BusinessObjects
14 9 (13.04%) Agile Software Development
15 8 (11.59%) SQL Server Integration Services
15 8 (11.59%) User Acceptance Testing
15 8 (11.59%) Data Warehouse
15 8 (11.59%) XML
15 8 (11.59%) HP

Data Cleansing
Co-occurring IT Skills in the South East 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 6 (8.70%) Jupyter
2 4 (5.80%) SharePoint
3 2 (2.90%) WebSphere
4 1 (1.45%) Confluence
4 1 (1.45%) JBoss
4 1 (1.45%) NetWeaver
4 1 (1.45%) SAS
4 1 (1.45%) SharePoint 2010
4 1 (1.45%) SharePoint 2013
Applications
1 4 (5.80%) Microsoft Excel
2 2 (2.90%) Microsoft Project
3 1 (1.45%) Stata
Business Applications
1 13 (18.84%) SAP MM
2 7 (10.14%) SAP APO
2 7 (10.14%) SAP CRM
2 7 (10.14%) SAP S/4HANA
3 6 (8.70%) SAP MDG
4 5 (7.25%) SAP MDM
5 4 (5.80%) SAP ERP
6 3 (4.35%) Oracle BPM
7 2 (2.90%) iTrent
7 2 (2.90%) Lawson
8 1 (1.45%) Dynamics CRM
8 1 (1.45%) ResourceLink
8 1 (1.45%) SAP HCM
8 1 (1.45%) SAP HR
8 1 (1.45%) SAP Hybris
8 1 (1.45%) SAP PM
Cloud Services
1 3 (4.35%) Microsoft Azure
2 2 (2.90%) SuccessFactors
3 1 (1.45%) Azure Data Factory
3 1 (1.45%) Office 365
Database & Business Intelligence
1 17 (24.64%) SQL Server
2 12 (17.39%) SAP Data Services
3 9 (13.04%) BusinessObjects
4 8 (11.59%) Data Warehouse
4 8 (11.59%) SQL Server Integration Services
5 7 (10.14%) SQL Server 2008
6 6 (8.70%) Data Mining
7 5 (7.25%) Oracle Reports
8 4 (5.80%) Big Data
9 3 (4.35%) SAP BW
10 2 (2.90%) Hadoop
10 2 (2.90%) Oracle Database
11 1 (1.45%) Azure SQL Data Warehouse
11 1 (1.45%) HDInsight
11 1 (1.45%) MS Access
11 1 (1.45%) MySQL
11 1 (1.45%) Power BI
11 1 (1.45%) SQL Server Analysis Services
11 1 (1.45%) SQL Server Reporting Services
Development Applications
1 14 (20.29%) LSMW
2 3 (4.35%) Talend Open Studio
3 2 (2.90%) Selenium
4 1 (1.45%) Cucumber
4 1 (1.45%) Jenkins
4 1 (1.45%) JIRA
4 1 (1.45%) JMeter
4 1 (1.45%) JUnit
4 1 (1.45%) LoadRunner
4 1 (1.45%) WebDriver
General
1 13 (18.84%) Finance
2 7 (10.14%) Pharmaceutical
3 6 (8.70%) Games
4 4 (5.80%) Publishing
4 4 (5.80%) Telecoms
5 1 (1.45%) Banking
5 1 (1.45%) Marketing
Job Titles
1 28 (40.58%) Analyst
2 21 (30.43%) Data Analyst
3 8 (11.59%) Consultant
3 8 (11.59%) Data Consultant
4 6 (8.70%) Data Migration Consultant
4 6 (8.70%) Data Migration Specialist
4 6 (8.70%) Data Scientist
4 6 (8.70%) Migration Consultant
4 6 (8.70%) Migration Specialist
4 6 (8.70%) SAP Consultant
4 6 (8.70%) SAP Data Consultant
5 5 (7.25%) SAP Analyst
5 5 (7.25%) SAP Data Analyst
5 5 (7.25%) SQL Analyst
5 5 (7.25%) SQL Data Analyst
6 4 (5.80%) Architect
6 4 (5.80%) Data Architect
6 4 (5.80%) Oracle Analyst
6 4 (5.80%) SAP Data Migration Consultant
6 4 (5.80%) SAP Migration Consultant
Libraries, Frameworks & Software Standards
1 8 (11.59%) XML
2 6 (8.70%) D3.js
2 6 (8.70%) Matplotlib
2 6 (8.70%) NumPy
2 6 (8.70%) Pandas
2 6 (8.70%) Unity (Game Engine)
2 6 (8.70%) Unreal Engine
3 4 (5.80%) BAPI
4 2 (2.90%) Oracle GoldenGate
5 1 (1.45%) CSS
5 1 (1.45%) Gherkin
5 1 (1.45%) HTML
5 1 (1.45%) JSON
5 1 (1.45%) SOAP
Miscellaneous
1 10 (14.49%) Analytical Skills
2 6 (8.70%) AS400
2 6 (8.70%) Data Structures
2 6 (8.70%) Virtual Team
3 4 (5.80%) Computer Science
3 4 (5.80%) Reference Data
4 2 (2.90%) User Experience
5 1 (1.45%) Algorithms
5 1 (1.45%) FMCG
5 1 (1.45%) Management Information System
Processes & Methodologies
1 32 (46.38%) Migration
2 28 (40.58%) Data Migration
3 24 (34.78%) ETL
4 19 (27.54%) Validation
5 15 (21.74%) Data Mapping
6 14 (20.29%) Analytics
7 13 (18.84%) Data Analysis
7 13 (18.84%) ERP
8 12 (17.39%) Data Management
9 11 (15.94%) Data Modelling
10 9 (13.04%) Agile Software Development
10 9 (13.04%) CRM
10 9 (13.04%) Machine Learning
11 8 (11.59%) Data Governance
11 8 (11.59%) User Acceptance Testing
12 7 (10.14%) Data Conversion
12 7 (10.14%) Data Extraction
12 7 (10.14%) Data Integration
12 7 (10.14%) Visualisation
13 6 (8.70%) Data Validation
Programming Languages
1 34 (49.28%) SQL
2 8 (11.59%) R
3 7 (10.14%) Python
3 7 (10.14%) T-SQL
4 2 (2.90%) Java
5 1 (1.45%) ABAP
5 1 (1.45%) JavaScript
5 1 (1.45%) PowerShell
5 1 (1.45%) VBA
Qualifications
1 5 (7.25%) Degree
1 5 (7.25%) SC Cleared
1 5 (7.25%) Security Cleared
2 1 (1.45%) Postgraduate
Quality Assurance & Compliance
1 16 (23.19%) Data Quality
2 7 (10.14%) GxP
2 7 (10.14%) Sarbanes-Oxley
3 1 (1.45%) GDPR
3 1 (1.45%) QA
Systems Management
1 2 (2.90%) Data Guard
Vendors
1 28 (40.58%) SAP
2 17 (24.64%) Oracle
3 13 (18.84%) Tableau
4 8 (11.59%) HP
5 7 (10.14%) Siebel
6 6 (8.70%) Callidus
7 5 (7.25%) Microsoft
8 3 (4.35%) Talend
9 2 (2.90%) Concur
9 2 (2.90%) Sage
9 2 (2.90%) Salesforce.com
9 2 (2.90%) Workday
10 1 (1.45%) Ariba
10 1 (1.45%) Cognos
10 1 (1.45%) Fujitsu
10 1 (1.45%) hybris
10 1 (1.45%) Kronos