Period
to 19 April 2018

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 19 April 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 > North West
6 months to
19 Apr 2018
Same period 2017 Same period 2016
Rank 197 180 214
Rank change year-on-year -17 +34 -19
Contract jobs citing Data Cleansing 22 23 26
As % of all contract IT jobs advertised in the North West 0.38% 0.42% 0.33%
As % of the Processes & Methodologies category 0.45% 0.50% 0.40%
Number of daily rates quoted 17 18 18
North West median daily rate £350 £350 £363
Median daily rate % change year-on-year - -3.45% -3.33%
10th Percentile £283 £267 £255
90th Percentile £475 £615 £556
England median daily rate £425 £421 £425
% change year-on-year +0.89% -0.88% -
Number of hourly rates quoted 1 0 0
North West median hourly rate £53.00 - -
England median hourly rate £22.50 £18.00 £16.00
% change year-on-year +25.00% +12.50% -49.04%

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 4,918 4,578 6,515
As % of all contract IT jobs advertised in the North West 85.10% 83.51% 82.68%
Number of daily rates quoted 3,119 2,879 3,968
North West median daily rate £403 £400 £400
Median daily rate % change year-on-year +0.63% - +6.67%
10th Percentile £259 £236 £250
90th Percentile £588 £550 £569
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +3.66%
Number of hourly rates quoted 245 186 242
North West median hourly rate £21.70 £35.00 £32.50
Median hourly rate % change year-on-year -38.00% +7.69% +47.73%
10th Percentile £11.52 £12.50 £13.00
90th Percentile £54.64 £51.50 £50.72
England median hourly rate £22.50 £25.00 £23.00
% change year-on-year -10.00% +8.70% +13.58%

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 19 April 2018.

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 19 April 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
Cheshire -15 10 £325 -23.53% 2
Manchester -18 8 £425 +49.65%
Merseyside +8 2 £475 -24.00%
Lancashire - 2 £350 -
Data Cleansing
England

For the 6 months to 19 April 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 North West region with a requirement for Data Cleansing.

1 12 (54.55%) ETL
2 11 (50.00%) Migration
3 10 (45.45%) SQL
4 9 (40.91%) Finance
5 8 (36.36%) Data Management
5 8 (36.36%) Data Analysis
5 8 (36.36%) Data Quality
6 7 (31.82%) Business Intelligence
7 6 (27.27%) BusinessObjects
7 6 (27.27%) Data Modelling
7 6 (27.27%) Data Warehouse
7 6 (27.27%) Data Migration
8 5 (22.73%) Data Mapping
8 5 (22.73%) Data Architecture
8 5 (22.73%) Data Transformation
9 4 (18.18%) Reference Data
9 4 (18.18%) Big Data
9 4 (18.18%) Master Data Management
9 4 (18.18%) Trello
9 4 (18.18%) Reference Data Management
9 4 (18.18%) Geospatial Data
9 4 (18.18%) Digital Transformation Programme
9 4 (18.18%) Slack
9 4 (18.18%) Statistics
9 4 (18.18%) MS Visio
9 4 (18.18%) Data Mining
9 4 (18.18%) Oracle
9 4 (18.18%) JavaScript
9 4 (18.18%) SharePoint
9 4 (18.18%) Microsoft Office

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 4 (18.18%) SharePoint
2 2 (9.09%) Apache
2 2 (9.09%) Apache Spark
Applications
1 4 (18.18%) Microsoft Office
1 4 (18.18%) MS Visio
2 2 (9.09%) Microsoft Excel
3 1 (4.55%) Microsoft PowerPoint
Cloud Services
1 4 (18.18%) Slack
1 4 (18.18%) Trello
Communications & Networking
1 1 (4.55%) SMS
Database & Business Intelligence
1 6 (27.27%) BusinessObjects
1 6 (27.27%) Data Warehouse
2 4 (18.18%) Big Data
2 4 (18.18%) Data Mining
2 4 (18.18%) Geospatial Data
3 2 (9.09%) Data Mart
3 2 (9.09%) Spatial Data
4 1 (4.55%) Power BI
4 1 (4.55%) SQL Server
4 1 (4.55%) SQL Server Integration Services
General
1 9 (40.91%) Finance
2 2 (9.09%) Billing
2 2 (9.09%) Legal
2 2 (9.09%) Retail
3 1 (4.55%) Law
Job Titles
1 14 (63.64%) Analyst
2 10 (45.45%) Data Analyst
3 4 (18.18%) Business Analyst
3 4 (18.18%) Developer
3 4 (18.18%) ETL Developer
4 3 (13.64%) Data Manager
4 3 (13.64%) Technical Analyst
5 2 (9.09%) Business Manager
5 2 (9.09%) Data Migration Analyst
5 2 (9.09%) Data Migration Manager
5 2 (9.09%) Migration Analyst
5 2 (9.09%) Migration Manager
5 2 (9.09%) Senior Analyst
5 2 (9.09%) Senior Data Analyst
6 1 (4.55%) Business Change Manager
6 1 (4.55%) Change Manager
6 1 (4.55%) GDPR Business Analyst
6 1 (4.55%) Project Manager
6 1 (4.55%) SQL Analyst
6 1 (4.55%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 4 (18.18%) XML
Miscellaneous
1 4 (18.18%) Management Information System
1 4 (18.18%) Reference Data
2 2 (9.09%) Mainframe
3 1 (4.55%) Analytical Skills
3 1 (4.55%) Data Structures
3 1 (4.55%) Self-Motivation
3 1 (4.55%) Taxonomies
Processes & Methodologies
1 12 (54.55%) ETL
2 11 (50.00%) Migration
3 8 (36.36%) Data Analysis
3 8 (36.36%) Data Management
4 7 (31.82%) Business Intelligence
5 6 (27.27%) Data Migration
5 6 (27.27%) Data Modelling
6 5 (22.73%) Data Architecture
6 5 (22.73%) Data Mapping
6 5 (22.73%) Data Transformation
7 4 (18.18%) Digital Transformation Programme
7 4 (18.18%) Master Data Management
7 4 (18.18%) Quality Management
7 4 (18.18%) Reference Data Management
7 4 (18.18%) Statistics
8 3 (13.64%) ERP
9 2 (9.09%) Benchmarking
9 2 (9.09%) Business Analysis
9 2 (9.09%) GAP Analysis
9 2 (9.09%) Strategic Management
Programming Languages
1 10 (45.45%) SQL
2 4 (18.18%) JavaScript
3 2 (9.09%) Python
4 1 (4.55%) PowerShell
Qualifications
1 1 (4.55%) BPSS Clearance
Quality Assurance & Compliance
1 8 (36.36%) Data Quality
2 2 (9.09%) GDPR
Vendors
1 4 (18.18%) Microsoft
1 4 (18.18%) Oracle
2 1 (4.55%) Google
2 1 (4.55%) Salesforce.com