Period
to 20 February 2018

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 20 February 2018 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
20 Feb 2018
Same period 2017 Same period 2016
Rank 302 319 314
Rank change year-on-year +17 -5 +4
Contract jobs citing Data Cleansing 71 35 70
As % of all contract IT jobs advertised in the South East 0.42% 0.23% 0.38%
As % of the Processes & Methodologies category 0.51% 0.28% 0.47%
Number of daily rates quoted 37 20 46
South East median daily rate £460 £385 £405
Median daily rate % change year-on-year +19.48% -4.94% -3.57%
10th Percentile £323 £138 £219
90th Percentile £530 £500 £488
England median daily rate £425 £438 £400
% change year-on-year -2.86% +9.38% -5.88%
Number of hourly rates quoted 2 1 2
South East median hourly rate £54.00 £30.00 £14.15
Median hourly rate % change year-on-year +80.00% +111.98% +34.79%
10th Percentile £50.50 £27.50 £11.14
90th Percentile £59.90 £32.50 £17.40
England median hourly rate £30.25 £19.47 £16.00
% change year-on-year +55.37% +21.69% +4.00%

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 13,987 12,610 14,820
As % of all contract IT jobs advertised in the South East 83.15% 81.93% 81.21%
Number of daily rates quoted 8,400 7,482 8,854
South East median daily rate £425 £413 £400
Median daily rate % change year-on-year +3.03% +3.13% +6.67%
10th Percentile £275 £250 £255
90th Percentile £588 £574 £538
England median daily rate £450 £438 £425
% change year-on-year +2.86% +2.94% +4.29%
Number of hourly rates quoted 428 512 614
South East median hourly rate £25.00 £25.00 £30.13
Median hourly rate % change year-on-year - -17.01% +50.63%
10th Percentile £11.25 £11.06 £11.68
90th Percentile £50.75 £50.00 £52.93
England median hourly rate £24.09 £25.00 £23.50
% change year-on-year -3.64% +6.38% +17.50%

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 20 February 2018.

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 20 February 2018. 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
Hampshire +29 28 £513 +253.45% 3
Thames Valley -10 25 £425 +6.25% 6
Berkshire +9 24 £425 +8.28% 2
Surrey -25 11 £425 -15.00% 4
West Sussex -4 2 £338 -32.50% 1
M4 Corridor -3 1 £350 +7.69%
East Sussex -6 1 £325 +124.14%
Buckinghamshire -26 1 £425 - 2
Data Cleansing
England

For the 6 months to 20 February 2018, IT contractor jobs citing Data Cleansing also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all contract job ads across the South East region with a requirement for Data Cleansing.

1 30 (42.25%) Migration
2 28 (39.44%) SQL
3 26 (36.62%) Data Analysis
3 26 (36.62%) Analytics
4 24 (33.80%) Data Mining
5 22 (30.99%) SAP
5 22 (30.99%) Data Migration
6 21 (29.58%) ETL
6 21 (29.58%) Machine Learning
7 20 (28.17%) Trend Analysis
7 20 (28.17%) R
7 20 (28.17%) Analytical Skills
7 20 (28.17%) Predictive Analysis
7 20 (28.17%) Sentiment Analysis
7 20 (28.17%) Data Science
7 20 (28.17%) Python
7 20 (28.17%) Statistics
7 20 (28.17%) Data Management
8 19 (26.76%) Agile Software Development
8 19 (26.76%) Validation
8 19 (26.76%) Pandas
8 19 (26.76%) Jupyter
8 19 (26.76%) Matplotlib
8 19 (26.76%) NumPy
8 19 (26.76%) Data Quality
9 18 (25.35%) Tableau
9 18 (25.35%) Visualisation
9 18 (25.35%) Data Modelling
10 17 (23.94%) Games
10 17 (23.94%) Finance

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 19 (26.76%) Jupyter
2 8 (11.27%) SharePoint
3 1 (1.41%) Documentum
3 1 (1.41%) NetWeaver
3 1 (1.41%) SharePoint 2010
3 1 (1.41%) SharePoint 2013
Applications
1 4 (5.63%) Microsoft Excel
1 4 (5.63%) MS Visio
2 2 (2.82%) Microsoft Project
3 1 (1.41%) Spreadsheet
Business Applications
1 13 (18.31%) SAP MM
2 8 (11.27%) SAP S/4HANA
3 7 (9.86%) SAP APO
4 6 (8.45%) SAP MDG
5 5 (7.04%) SAP MDM
6 4 (5.63%) SAP ERP
7 2 (2.82%) iTrent
7 2 (2.82%) Lawson
8 1 (1.41%) Dynamics CRM
8 1 (1.41%) SAP Hybris
8 1 (1.41%) SAP PM
Cloud Services
1 4 (5.63%) Slack
1 4 (5.63%) Trello
2 2 (2.82%) Microsoft Azure
3 1 (1.41%) Office 365
Communications & Networking
1 2 (2.82%) SMS
Database & Business Intelligence
1 24 (33.80%) Data Mining
2 13 (18.31%) BusinessObjects
2 13 (18.31%) SAP Data Services
3 11 (15.49%) SQL Server
4 8 (11.27%) SQL Server 2008
5 7 (9.86%) Big Data
6 4 (5.63%) Geospatial Data
6 4 (5.63%) Oracle Database
7 3 (4.23%) SAP BW
8 2 (2.82%) Data Warehouse
8 2 (2.82%) Hadoop
8 2 (2.82%) Oracle Database 12c
9 1 (1.41%) DB2
9 1 (1.41%) MS Access
9 1 (1.41%) MySQL
9 1 (1.41%) SQL Server Analysis Services
9 1 (1.41%) SQL Server Integration Services
9 1 (1.41%) SQL Server Reporting Services
Development Applications
1 13 (18.31%) LSMW
General
1 17 (23.94%) Finance
1 17 (23.94%) Games
2 8 (11.27%) Pharmaceutical
3 4 (5.63%) Telecoms
4 1 (1.41%) Banking
4 1 (1.41%) Marketing
Job Titles
1 22 (30.99%) Analyst
2 18 (25.35%) Data Analyst
2 18 (25.35%) Data Scientist
3 8 (11.27%) Consultant
3 8 (11.27%) Data Consultant
4 6 (8.45%) Data Migration Consultant
4 6 (8.45%) Migration Consultant
4 6 (8.45%) SAP Consultant
4 6 (8.45%) SAP Data Consultant
5 5 (7.04%) SAP Analyst
5 5 (7.04%) SAP Data Analyst
6 4 (5.63%) Developer
6 4 (5.63%) SAP Data Migration Consultant
6 4 (5.63%) SAP Migration Consultant
7 3 (4.23%) Architect
7 3 (4.23%) Business Analyst
7 3 (4.23%) Data Architect
7 3 (4.23%) Data Business Analyst
7 3 (4.23%) Pensions Analyst
7 3 (4.23%) SAP Functional Analyst
Libraries, Frameworks & Software Standards
1 19 (26.76%) Matplotlib
1 19 (26.76%) NumPy
1 19 (26.76%) Pandas
2 17 (23.94%) D3.js
2 17 (23.94%) Unity (Game Engine)
2 17 (23.94%) Unreal Engine
3 5 (7.04%) XML
4 4 (5.63%) BAPI
5 2 (2.82%) Oracle GoldenGate
6 1 (1.41%) JSON
Miscellaneous
1 20 (28.17%) Analytical Skills
2 13 (18.31%) Computer Science
3 8 (11.27%) User Experience
4 6 (8.45%) AS400
4 6 (8.45%) Data Structures
4 6 (8.45%) Virtual Team
5 3 (4.23%) Life Science
6 1 (1.41%) FMCG
6 1 (1.41%) Linked Data
6 1 (1.41%) Management Information System
Processes & Methodologies
1 30 (42.25%) Migration
2 26 (36.62%) Analytics
2 26 (36.62%) Data Analysis
3 22 (30.99%) Data Migration
4 21 (29.58%) ETL
4 21 (29.58%) Machine Learning
5 20 (28.17%) Data Management
5 20 (28.17%) Data Science
5 20 (28.17%) Predictive Analysis
5 20 (28.17%) Sentiment Analysis
5 20 (28.17%) Statistics
5 20 (28.17%) Trend Analysis
6 19 (26.76%) Agile Software Development
6 19 (26.76%) Validation
7 18 (25.35%) Data Modelling
7 18 (25.35%) Visualisation
8 16 (22.54%) Mathematics
8 16 (22.54%) Quantitative Analysis
9 15 (21.13%) Data Mapping
9 15 (21.13%) Software Engineering
Programming Languages
1 28 (39.44%) SQL
2 20 (28.17%) Python
2 20 (28.17%) R
3 7 (9.86%) T-SQL
4 4 (5.63%) JavaScript
5 2 (2.82%) VBA
6 1 (1.41%) ABAP
6 1 (1.41%) PowerShell
Qualifications
1 14 (19.72%) Security Cleared
2 13 (18.31%) Degree
2 13 (18.31%) SC Cleared
Quality Assurance & Compliance
1 19 (26.76%) Data Quality
2 7 (9.86%) GxP
2 7 (9.86%) Sarbanes-Oxley
3 1 (1.41%) GDPR
Systems Management
1 2 (2.82%) Data Guard
Vendors
1 22 (30.99%) SAP
2 18 (25.35%) Tableau
3 7 (9.86%) Oracle
4 3 (4.23%) Micro Focus
4 3 (4.23%) Microsoft
4 3 (4.23%) Vertica
5 2 (2.82%) Sage
5 2 (2.82%) Salesforce.com
5 2 (2.82%) Workday
6 1 (1.41%) Fujitsu
6 1 (1.41%) hybris