Period
to 18 November 2017

The following table provides summary statistics for contract job vacancies advertised in the North West 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 18 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 > North West
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 172 220 213
Rank change year-on-year +48 -7 -54
Contract jobs citing Data Cleansing 29 8 27
As % of all contract IT jobs advertised in the North West 0.51% 0.12% 0.32%
As % of the Processes & Methodologies category 0.63% 0.14% 0.39%
Number of daily rates quoted 24 7 16
North West median daily rate £380 £538 £375
Median daily rate % change year-on-year -29.30% +43.33% +7.14%
10th Percentile £286 £363 £225
90th Percentile £435 £694 £571
England median daily rate £425 £425 £388
% change year-on-year - +9.68% -0.64%
Number of hourly rates quoted 1 1 1
North West median hourly rate £53.00 £20.50 £33.00
Median hourly rate % change year-on-year +158.54% -37.88% -32.93%
England median hourly rate £35.00 £20.00 £15.50
% change year-on-year +75.00% +29.03% +0.75%

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 North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Contract vacancies with a requirement for process or methodology skills 4624 5782 6956
As % of all contract IT jobs advertised in the North West 81.35% 83.86% 81.17%
Number of daily rates quoted 2952 3723 4214
North West median daily rate £400 £400 £400
10th Percentile £263 £263 £255
90th Percentile £586 £556 £575
England median daily rate £450 £425 £420
% change year-on-year +5.88% +1.19% +5.00%
Number of hourly rates quoted 198 169 284
North West median hourly rate £27.00 £23.50 £30.52
Median hourly rate % change year-on-year +14.89% -23.00% +64.97%
10th Percentile £11.67 £12.15 £12.40
90th Percentile £51.71 £53.10 £52.47
England median hourly rate £24.00 £24.41 £22.50
% change year-on-year -1.68% +8.49% +18.42%

Data Cleansing
Job Vacancy Trend in the North West

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

Job vacancy trend for Data Cleansing in the North West

Data Cleansing
Contractor Daily Rate Trend in the North West

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

Contractor daily rate trend for Data Cleansing in the North West

Data Cleansing
Contractor Daily Rate Histogram in the North West

The daily rate distribution of IT jobs citing Data Cleansing in the North West over the 6 months to 18 November 2017.

Contractor daily rate histogram for Data Cleansing in the North West

Data Cleansing
Contractor Hourly Rate Trend in the North West

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

Contractor hourly rate trend for Data Cleansing in the North West

Data Cleansing
Contract Job Locations in the North West

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 North West region over the 6 months to 18 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
Manchester +34 15 £400 -25.58%
Cheshire - 11 £338 -
Lancashire - 1 - -
Data Cleansing
England

For the 6 months to 18 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 North West region with a requirement for Data Cleansing.

1 18 (62.07%) Migration
2 16 (55.17%) SQL
2 16 (55.17%) Data Modelling
3 10 (34.48%) ETL
3 10 (34.48%) Data Management
3 10 (34.48%) Data Migration
4 8 (27.59%) Business Intelligence
4 8 (27.59%) Business Analysis
5 7 (24.14%) Data Analysis
5 7 (24.14%) Data Quality
5 7 (24.14%) Master Data Management
5 7 (24.14%) Microsoft
6 6 (20.69%) Data Warehouse
6 6 (20.69%) Retail
6 6 (20.69%) Use Case
7 5 (17.24%) SQL Server Integration Services
7 5 (17.24%) ERD
7 5 (17.24%) SDLC
7 5 (17.24%) UML
7 5 (17.24%) B2B
8 4 (13.79%) SQL Server
8 4 (13.79%) Data Mining
8 4 (13.79%) Microsoft Office
8 4 (13.79%) SAP
8 4 (13.79%) ETL Development
8 4 (13.79%) Analytical Skills
8 4 (13.79%) Data Transformation
8 4 (13.79%) Kimball Methodology
8 4 (13.79%) Data Architecture
8 4 (13.79%) Statistics

Data Cleansing
Co-occurring IT Skills in the North West 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 3 (10.34%) SharePoint
2 2 (6.90%) SAS
3 1 (3.45%) BizTalk Server
Applications
1 4 (13.79%) Microsoft Office
2 3 (10.34%) Microsoft Excel
2 3 (10.34%) MS Visio
3 1 (3.45%) Microsoft PowerPoint
3 1 (3.45%) Spreadsheet
Business Applications
1 2 (6.90%) SAP S/4HANA
2 1 (3.45%) Dynamics CRM
2 1 (3.45%) SAP CO
2 1 (3.45%) SAP FI
2 1 (3.45%) SAP FI/CO
2 1 (3.45%) SAP MDM
Cloud Services
1 3 (10.34%) Slack
1 3 (10.34%) Trello
Database & Business Intelligence
1 6 (20.69%) Data Warehouse
2 5 (17.24%) SQL Server Integration Services
3 4 (13.79%) Data Mining
3 4 (13.79%) SQL Server
4 3 (10.34%) Big Data
4 3 (10.34%) BusinessObjects
4 3 (10.34%) Data Mart
4 3 (10.34%) Geospatial Data
4 3 (10.34%) Spatial Data
4 3 (10.34%) SQL Server Reporting Services
5 2 (6.90%) Relational Database
5 2 (6.90%) SQL Server 2008
6 1 (3.45%) Base SAS
6 1 (3.45%) GIS
6 1 (3.45%) OLAP
6 1 (3.45%) OLAP Cube
6 1 (3.45%) Power BI
6 1 (3.45%) SAP Data Services
6 1 (3.45%) SQL Server Analysis Services
Development Applications
1 1 (3.45%) Toad
General
1 6 (20.69%) Retail
2 3 (10.34%) Finance
3 2 (6.90%) Pharmaceutical
4 1 (3.45%) Advertising
4 1 (3.45%) Law
4 1 (3.45%) Legal
Job Titles
1 18 (62.07%) Analyst
2 9 (31.03%) Data Analyst
3 8 (27.59%) Business Analyst
4 5 (17.24%) Developer
5 4 (13.79%) ETL Developer
6 3 (10.34%) Data Business Analyst
6 3 (10.34%) Senior Analyst
6 3 (10.34%) Technical Analyst
7 2 (6.90%) Consultant
7 2 (6.90%) Project Analyst
7 2 (6.90%) Senior Data Analyst
7 2 (6.90%) SQL Analyst
7 2 (6.90%) SQL Data Analyst
7 2 (6.90%) SQL Developer
8 1 (3.45%) Business Intelligence Data Analyst
8 1 (3.45%) Power BI Consultant
8 1 (3.45%) SSIS Consultant
8 1 (3.45%) SSIS Developer
8 1 (3.45%) SSRS Consultant
8 1 (3.45%) SSRS Developer
Libraries, Frameworks & Software Standards
1 3 (10.34%) XML
Miscellaneous
1 4 (13.79%) Analytical Skills
2 3 (10.34%) Reference Data
3 2 (6.90%) Data Structures
3 2 (6.90%) Management Information System
4 1 (3.45%) Credit Risk
4 1 (3.45%) Data Protection Act
4 1 (3.45%) Taxonomies
Operating Systems
1 1 (3.45%) Unix
Processes & Methodologies
1 18 (62.07%) Migration
2 16 (55.17%) Data Modelling
3 10 (34.48%) Data Management
3 10 (34.48%) Data Migration
3 10 (34.48%) ETL
4 8 (27.59%) Business Analysis
4 8 (27.59%) Business Intelligence
5 7 (24.14%) Data Analysis
5 7 (24.14%) Master Data Management
6 6 (20.69%) Use Case
7 5 (17.24%) B2B
7 5 (17.24%) ERD
7 5 (17.24%) SDLC
7 5 (17.24%) UML
8 4 (13.79%) Acceptance Criteria
8 4 (13.79%) Data Architecture
8 4 (13.79%) Data Transformation
8 4 (13.79%) ETL Development
8 4 (13.79%) Kimball Methodology
8 4 (13.79%) Statistics
Programming Languages
1 16 (55.17%) SQL
2 3 (10.34%) JavaScript
3 1 (3.45%) PL/SQL
3 1 (3.45%) PowerShell
Qualifications
1 1 (3.45%) BPSS Clearance
1 1 (3.45%) Degree
1 1 (3.45%) Security Cleared
Quality Assurance & Compliance
1 7 (24.14%) Data Quality
2 1 (3.45%) GMP
2 1 (3.45%) IFRS
2 1 (3.45%) IFRS 9
Vendors
1 7 (24.14%) Microsoft
2 4 (13.79%) SAP
3 1 (3.45%) Oracle
3 1 (3.45%) Remedy