Period
to 13 November 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 13 November 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
13 Nov 2018
Same period 2017 Same period 2016
Rank 311 309 316
Rank change year-on-year -2 +7 +18
Contract jobs citing Data Cleansing 71 60 54
As % of all contract IT jobs advertised in the South East 0.43% 0.36% 0.33%
As % of the Processes & Methodologies category 0.50% 0.43% 0.39%
Number of daily rates quoted 30 37 29
South East median daily rate £475 £425 £390
Median daily rate % change year-on-year +11.76% +8.97% -2.50%
10th Percentile £374 £313 £185
90th Percentile £679 £500 £470
England median daily rate £449 £430 £425
% change year-on-year +4.42% +1.18% +9.68%
Number of hourly rates quoted 4 2 3
South East median hourly rate £13.00 £54.00 £14.50
Median hourly rate % change year-on-year -75.93% +272.41% +28.26%
10th Percentile £10.81 £50.50 £14.25
90th Percentile £36.63 £59.90 £28.95
England median hourly rate £17.43 £35.00 £20.00
% change year-on-year -50.21% +75.00% +33.33%

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 14,336 14,090 13,945
As % of all contract IT jobs advertised in the South East 86.17% 84.17% 83.98%
Number of daily rates quoted 8,664 8,412 8,399
South East median daily rate £438 £425 £400
Median daily rate % change year-on-year +2.94% +6.25% +2.56%
10th Percentile £276 £263 £250
90th Percentile £588 £575 £560
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% +1.19%
Number of hourly rates quoted 467 475 575
South East median hourly rate £28.50 £22.50 £23.75
Median hourly rate % change year-on-year +26.67% -5.26% -
10th Percentile £12.00 £11.25 £11.35
90th Percentile £53.00 £50.00 £50.00
England median hourly rate £22.00 £23.08 £22.50
% change year-on-year -4.66% +2.56% +2.27%

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 13 November 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
Contractor Hourly Rate Histogram in the South East

The hourly rate distribution of IT jobs citing Data Cleansing in the South East over the 6 months to 13 November 2018.

Contractor hourly rate histogram 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 13 November 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
Thames Valley +13 43 £463 +4.23% 8
Berkshire +2 36 £425 -1.45% 5
Surrey -6 14 £640 +44.11%
Hampshire -30 9 £550 +57.14% 5
Buckinghamshire +29 5 £475 +11.76% 2
West Sussex -5 5 - -
Oxfordshire +11 2 £585 +30.00% 1
Data Cleansing
England

For the 6 months to 13 November 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 41 (57.75%) Migration
2 39 (54.93%) Data Migration
3 29 (40.85%) SQL
4 28 (39.44%) Data Modelling
5 26 (36.62%) Microsoft Excel
6 24 (33.80%) ETL
6 24 (33.80%) Finance
7 21 (29.58%) Data Mapping
8 20 (28.17%) Oracle
9 19 (26.76%) User Acceptance Testing
10 18 (25.35%) Data Analysis
11 17 (23.94%) Analytics
11 17 (23.94%) SQL Server
12 15 (21.13%) SAP
13 14 (19.72%) Oracle EBS R12
13 14 (19.72%) Visualisation
13 14 (19.72%) Data Quality
14 13 (18.31%) Oracle Payables
14 13 (18.31%) Oracle Receivables
14 13 (18.31%) VBA
14 13 (18.31%) Python
14 13 (18.31%) Java
14 13 (18.31%) CSG Singleview
14 13 (18.31%) Billing
15 11 (15.49%) Data Management
15 11 (15.49%) Validation
15 11 (15.49%) ERP
15 11 (15.49%) Data Analytics
15 11 (15.49%) Microsoft Azure
16 10 (14.08%) Analytical Skills

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 9 (12.68%) Elasticsearch
2 3 (4.23%) Jupyter
Applications
1 26 (36.62%) Microsoft Excel
2 4 (5.63%) Microsoft Office
3 1 (1.41%) Microsoft PowerPoint
3 1 (1.41%) Solid Edge
3 1 (1.41%) Spreadsheet
Business Applications
1 14 (19.72%) Oracle EBS R12
2 13 (18.31%) CSG Singleview
2 13 (18.31%) Oracle Payables
2 13 (18.31%) Oracle Receivables
3 8 (11.27%) SAP ERP
4 6 (8.45%) SAP APO
4 6 (8.45%) SAP MDM
4 6 (8.45%) SAP MM
5 5 (7.04%) SAP S/4HANA
6 2 (2.82%) Oracle Procure-to-Pay
6 2 (2.82%) SAP Oil and Gas
6 2 (2.82%) SAP SD
7 1 (1.41%) SAP HCM
7 1 (1.41%) SAP HR
7 1 (1.41%) Teamcenter
Cloud Services
1 11 (15.49%) Microsoft Azure
2 1 (1.41%) SuccessFactors
2 1 (1.41%) Veeva
Communications & Networking
1 4 (5.63%) ATM
2 1 (1.41%) Radio Access Network
Database & Business Intelligence
1 17 (23.94%) SQL Server
2 9 (12.68%) Neo4j
2 9 (12.68%) SAP Data Services
3 8 (11.27%) Data Lake
4 7 (9.86%) SAP HANA
5 6 (8.45%) Big Data
5 6 (8.45%) Power BI
5 6 (8.45%) SQL Server 2012
6 5 (7.04%) Oracle Database
6 5 (7.04%) SAP BW
7 4 (5.63%) Data Mining
7 4 (5.63%) Oracle Database 12c
8 3 (4.23%) Data Warehouse
8 3 (4.23%) SQL Server Integration Services
8 3 (4.23%) SQL Server Reporting Services
9 2 (2.82%) Azure SQL Data Warehouse
9 2 (2.82%) MS Access
9 2 (2.82%) Qlik Sense
9 2 (2.82%) Star Schema
10 1 (1.41%) BusinessObjects Business Intelligence
Development Applications
1 7 (9.86%) LSMW
2 6 (8.45%) JIRA
3 4 (5.63%) Toad
4 1 (1.41%) Visual Studio
General
1 24 (33.80%) Finance
2 13 (18.31%) Billing
3 4 (5.63%) Games
4 3 (4.23%) Pharmaceutical
5 1 (1.41%) Telecoms
Job Titles
1 32 (45.07%) Analyst
2 29 (40.85%) Data Analyst
3 18 (25.35%) Migration Analyst
4 17 (23.94%) Data Migration Analyst
5 13 (18.31%) Financial Analyst
6 10 (14.08%) Developer
6 10 (14.08%) SAP Analyst
7 7 (9.86%) Architect
8 6 (8.45%) Data Architect
9 5 (7.04%) Consultant
9 5 (7.04%) Data Consultant
9 5 (7.04%) Data Scientist
9 5 (7.04%) SAP Data Analyst
9 5 (7.04%) Senior Analyst
10 4 (5.63%) Business Intelligence Developer
10 4 (5.63%) Data Migration Consultant
10 4 (5.63%) Migration Consultant
10 4 (5.63%) Power BI Developer
10 4 (5.63%) SAP Data Migration Analyst
10 4 (5.63%) Senior Data Analyst
Libraries, Frameworks & Software Standards
1 4 (5.63%) BAPI
1 4 (5.63%) D3.js
1 4 (5.63%) Middleware
1 4 (5.63%) Unity (Game Engine)
1 4 (5.63%) Unreal Engine
1 4 (5.63%) XML
2 3 (4.23%) Matplotlib
2 3 (4.23%) NumPy
2 3 (4.23%) Pandas
Miscellaneous
1 10 (14.08%) Analytical Skills
2 9 (12.68%) Algorithms
3 4 (5.63%) AS400
3 4 (5.63%) Data Structures
4 3 (4.23%) Management Information System
4 3 (4.23%) Taxonomies
5 1 (1.41%) Fintech
5 1 (1.41%) Greenfield Project
Processes & Methodologies
1 41 (57.75%) Migration
2 39 (54.93%) Data Migration
3 28 (39.44%) Data Modelling
4 24 (33.80%) ETL
5 21 (29.58%) Data Mapping
6 19 (26.76%) User Acceptance Testing
7 18 (25.35%) Data Analysis
8 17 (23.94%) Analytics
9 14 (19.72%) Visualisation
10 11 (15.49%) Data Analytics
10 11 (15.49%) Data Management
10 11 (15.49%) ERP
10 11 (15.49%) Validation
11 10 (14.08%) Agile Software Development
11 10 (14.08%) Data Integration
12 9 (12.68%) Data Visualisation
13 8 (11.27%) Business Intelligence
14 7 (9.86%) Data Architecture
14 7 (9.86%) Data Validation
15 6 (8.45%) Translating Business Requirements
Programming Languages
1 29 (40.85%) SQL
2 13 (18.31%) Java
2 13 (18.31%) Python
2 13 (18.31%) VBA
3 9 (12.68%) Cypher
4 6 (8.45%) T-SQL
5 5 (7.04%) PL/SQL
6 4 (5.63%) R
Qualifications
1 4 (5.63%) SC Cleared
1 4 (5.63%) Security Cleared
Quality Assurance & Compliance
1 14 (19.72%) Data Quality
2 2 (2.82%) GDPR
2 2 (2.82%) PCI DSS
Systems Management
1 6 (8.45%) HP ALM
Vendors
1 20 (28.17%) Oracle
2 15 (21.13%) SAP
3 10 (14.08%) Microsoft
4 6 (8.45%) HP
5 5 (7.04%) Cloudera
6 4 (5.63%) JD Edwards
6 4 (5.63%) Tableau
7 2 (2.82%) Computacenter
8 1 (1.41%) Apple
8 1 (1.41%) ComArch
8 1 (1.41%) Salesforce.com
8 1 (1.41%) Siemens