Period
to 25 November 2017

The following table provides summary statistics for contract job vacancies advertised in the Midlands 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 > Midlands
6 months to
25 Nov 2017
Same period 2016 Same period 2015
Rank 204 196 204
Rank change year-on-year -8 +8 -3
Contract jobs citing Data Cleansing 34 69 32
As % of all contract IT jobs advertised in the Midlands 0.41% 0.71% 0.38%
As % of the Processes & Methodologies category 0.50% 0.86% 0.48%
Number of daily rates quoted 25 47 28
Midlands median daily rate £350 £410 £388
Median daily rate % change year-on-year -14.63% +5.81% +8.77%
10th Percentile £225 £225 £300
90th Percentile £550 £488 £475
England median daily rate £425 £438 £388
% change year-on-year -2.86% +12.90% -3.13%
Number of hourly rates quoted 3 2 0
Midlands median hourly rate £17.50 £18.94 -
Median hourly rate % change year-on-year -7.60% - -
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 Midlands with a requirement for process or methodology skills.

All Process and Methodology Skills
Midlands
Contract vacancies with a requirement for process or methodology skills 6804 8012 6694
As % of all contract IT jobs advertised in the Midlands 83.05% 82.56% 78.93%
Number of daily rates quoted 4327 4885 3954
Midlands median daily rate £400 £400 £375
Median daily rate % change year-on-year - +6.67% +2.74%
10th Percentile £250 £250 £231
90th Percentile £550 £575 £538
England median daily rate £450 £425 £425
% change year-on-year +5.88% - +6.25%
Number of hourly rates quoted 239 209 259
Midlands median hourly rate £21.50 £17.00 £18.52
Median hourly rate % change year-on-year +26.47% -8.21% +2.89%
10th Percentile £10.57 £10.49 £11.00
90th Percentile £49.00 £40.06 £42.51
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 Midlands

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

Job vacancy trend for Data Cleansing in the Midlands

Data Cleansing
Contractor Daily Rate Trend in the Midlands

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

Contractor daily rate trend for Data Cleansing in the Midlands

Data Cleansing
Contractor Daily Rate Histogram in the Midlands

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

Contractor daily rate histogram for Data Cleansing in the Midlands

Data Cleansing
Contractor Hourly Rate Trend in the Midlands

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

Contractor hourly rate trend for Data Cleansing in the Midlands

Data Cleansing
Contract Job Locations in the Midlands

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 Midlands 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
West Midlands +27 20 £313 -34.21% 4
East Midlands -32 14 £500 +33.33% 4
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 Midlands region with a requirement for Data Cleansing.

1 14 (41.18%) Migration
2 12 (35.29%) SQL
2 12 (35.29%) Oracle
3 11 (32.35%) Data Migration
4 10 (29.41%) Business Intelligence
5 9 (26.47%) Data Modelling
5 9 (26.47%) Data Management
6 8 (23.53%) Data Quality
6 8 (23.53%) Project Management
7 7 (20.59%) ETL
7 7 (20.59%) Data Governance
7 7 (20.59%) Data Analysis
8 6 (17.65%) SQL Server Integration Services
8 6 (17.65%) Data Extraction
8 6 (17.65%) Visualisation
8 6 (17.65%) Data Visualisation
8 6 (17.65%) Data Warehouse
8 6 (17.65%) Finance
8 6 (17.65%) Analytics
9 5 (14.71%) Information Security
9 5 (14.71%) ERP
9 5 (14.71%) SAP
9 5 (14.71%) PRINCE2
9 5 (14.71%) C#
9 5 (14.71%) Cognos
9 5 (14.71%) Open Source
9 5 (14.71%) NoSQL
9 5 (14.71%) Tableau
9 5 (14.71%) Data Mapping
9 5 (14.71%) User Acceptance Testing

Data Cleansing
Co-occurring IT Skills in the Midlands 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:

Applications
1 3 (8.82%) Microsoft Excel
2 1 (2.94%) Microsoft PowerPoint
2 1 (2.94%) MS Visio
2 1 (2.94%) Spreadsheet
Business Applications
1 3 (8.82%) Cognos TM1
1 3 (8.82%) Oracle ERP
2 2 (5.88%) Oracle Financials
2 2 (5.88%) SAP ERP
2 2 (5.88%) SAP MDG
3 1 (2.94%) Oracle EBS
3 1 (2.94%) Oracle EBS R12
3 1 (2.94%) Oracle Payroll
3 1 (2.94%) SAP HR
Communications & Networking
1 2 (5.88%) SMS
2 1 (2.94%) MPLS
2 1 (2.94%) Wi-Fi
Database & Business Intelligence
1 6 (17.65%) Data Warehouse
1 6 (17.65%) SQL Server Integration Services
2 5 (14.71%) NoSQL
2 5 (14.71%) QlikView
3 4 (11.76%) Power BI
3 4 (11.76%) Spotfire
4 3 (8.82%) SQL Server
5 2 (5.88%) BusinessObjects
5 2 (5.88%) SAP BW
5 2 (5.88%) SAP HANA
6 1 (2.94%) MS Access
6 1 (2.94%) Oracle ODI
6 1 (2.94%) RDBMS
6 1 (2.94%) Relational Database
6 1 (2.94%) SQL Server Analysis Services
6 1 (2.94%) SQL Server Reporting Services
Development Applications
1 1 (2.94%) ERwin
General
1 6 (17.65%) Finance
2 1 (2.94%) Banking
2 1 (2.94%) Manufacturing
Job Titles
1 13 (38.24%) Analyst
2 10 (29.41%) Data Analyst
3 6 (17.65%) Developer
4 3 (8.82%) Consultant
4 3 (8.82%) Data Manager
4 3 (8.82%) Data Scientist
4 3 (8.82%) Python Developer
4 3 (8.82%) R Developer
4 3 (8.82%) Test Analyst
4 3 (8.82%) TM1 Analyst
5 2 (5.88%) Analyst Developer
5 2 (5.88%) Data Migration Manager
5 2 (5.88%) HR Consultant
5 2 (5.88%) Migration Manager
5 2 (5.88%) Payroll Consultant
5 2 (5.88%) Project Manager
5 2 (5.88%) Project Officer
5 2 (5.88%) SQL Analyst
5 2 (5.88%) SQL Data Analyst
5 2 (5.88%) Support Officer
Libraries, Frameworks & Software Standards
1 4 (11.76%) D3.js
1 4 (11.76%) Natural Language Processing
2 2 (5.88%) Oracle Fusion
3 1 (2.94%) .NET
Miscellaneous
1 4 (11.76%) Analytical Skills
1 4 (11.76%) Computer Science
2 3 (8.82%) Algorithms
3 2 (5.88%) Data Structures
4 1 (2.94%) Analytical Mindset
4 1 (2.94%) Greenfield Project
4 1 (2.94%) LIMS
4 1 (2.94%) Management Information System
4 1 (2.94%) SCADA
4 1 (2.94%) Taxonomies
Processes & Methodologies
1 14 (41.18%) Migration
2 11 (32.35%) Data Migration
3 10 (29.41%) Business Intelligence
4 9 (26.47%) Data Management
4 9 (26.47%) Data Modelling
5 8 (23.53%) Project Management
6 7 (20.59%) Data Analysis
6 7 (20.59%) Data Governance
6 7 (20.59%) ETL
7 6 (17.65%) Analytics
7 6 (17.65%) Data Extraction
7 6 (17.65%) Data Visualisation
7 6 (17.65%) Visualisation
8 5 (14.71%) Data Mapping
8 5 (14.71%) ERP
8 5 (14.71%) Information Security
8 5 (14.71%) Open Source
8 5 (14.71%) PRINCE2
8 5 (14.71%) User Acceptance Testing
9 4 (11.76%) Change Management
Programming Languages
1 12 (35.29%) SQL
2 5 (14.71%) C#
3 4 (11.76%) Java
4 3 (8.82%) GraphQL
4 3 (8.82%) Python
4 3 (8.82%) R
4 3 (8.82%) Scala
5 2 (5.88%) PL/SQL
6 1 (2.94%) T-SQL
6 1 (2.94%) VB
Qualifications
1 4 (11.76%) Computer Science Degree
1 4 (11.76%) Degree
2 1 (2.94%) ITIL Certification
Quality Assurance & Compliance
1 8 (23.53%) Data Quality
2 1 (2.94%) GDPR
Vendors
1 12 (35.29%) Oracle
2 5 (14.71%) Cognos
2 5 (14.71%) SAP
2 5 (14.71%) Tableau
3 3 (8.82%) Microsoft