Period
to 15 December 2018

The following table provides summary statistics for contract job vacancies advertised in the North of England 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 15 December 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 of England
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 272 264 319
Rank change year-on-year -8 +55 -17
Contract jobs citing Data Cleansing 48 43 30
As % of all contract IT jobs advertised in the North of England 0.39% 0.38% 0.21%
As % of the Processes & Methodologies category 0.46% 0.45% 0.24%
Number of daily rates quoted 33 34 27
North of England median daily rate £375 £338 £450
Median daily rate % change year-on-year +11.11% -25.00% +16.13%
10th Percentile £285 £262 £330
90th Percentile £473 £469 £650
England median daily rate £450 £438 £437
% change year-on-year +2.86% +0.11% +9.25%
Number of hourly rates quoted 3 1 1
North of England median hourly rate £23.50 £53.00 £20.50
Median hourly rate % change year-on-year -55.66% +158.54% +36.67%
10th Percentile £17.55 £53.00 £20.25
90th Percentile £24.85 £53.00 £20.75
England median hourly rate £17.46 £23.75 £20.00
% change year-on-year -26.47% +18.75% +25.00%

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 North of England with a requirement for process or methodology skills.

All Process and Methodology Skills
North of England
Contract vacancies with a requirement for process or methodology skills 10,397 9,490 12,328
As % of all contract IT jobs advertised in the North of England 85.12% 83.99% 85.74%
Number of daily rates quoted 6,834 6,189 8,057
North of England median daily rate £413 £400 £400
Median daily rate % change year-on-year +3.13% - -
10th Percentile £269 £258 £254
90th Percentile £575 £575 £550
England median daily rate £475 £450 £425
% change year-on-year +5.56% +5.88% -
Number of hourly rates quoted 439 344 410
North of England median hourly rate £19.50 £20.58 £20.85
Median hourly rate % change year-on-year -5.24% -1.31% +12.17%
10th Percentile £11.17 £11.21 £11.05
90th Percentile £46.40 £47.50 £43.75
England median hourly rate £22.20 £25.00 £23.10
% change year-on-year -11.22% +8.25% +4.98%

Data Cleansing
Job Vacancy Trend in the North of England

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

Job vacancy trend for Data Cleansing in the North of England

Data Cleansing
Contractor Daily Rate Trend in the North of England

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

Contractor daily rate trend for Data Cleansing in the North of England

Data Cleansing
Contractor Daily Rate Histogram in the North of England

The daily rate distribution of IT jobs citing Data Cleansing in the North of England over the 6 months to 15 December 2018.

Contractor daily rate histogram for Data Cleansing in the North of England

Data Cleansing
Contractor Hourly Rate Trend in the North of England

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

Contractor hourly rate trend for Data Cleansing in the North of England

Data Cleansing
Contract Job Locations in the North of England

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 of England region over the 6 months to 15 December 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
Yorkshire +3 25 £425 +30.77% 8
North West -17 15 £325 -13.33% 7
North East 0 8 £365 +21.67% 5
Data Cleansing
England

For the 6 months to 15 December 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 of England region with a requirement for Data Cleansing.

1 31 (64.58%) SQL
2 27 (56.25%) Migration
3 23 (47.92%) Data Migration
4 19 (39.58%) Data Analysis
5 16 (33.33%) Data Quality
5 16 (33.33%) Microsoft
5 16 (33.33%) ETL
6 11 (22.92%) Business Intelligence
6 11 (22.92%) SQL Server Reporting Services
7 10 (20.83%) SQL Server Integration Services
7 10 (20.83%) Data Architecture
7 10 (20.83%) Data Modelling
7 10 (20.83%) SQL Server
7 10 (20.83%) Quality Management
7 10 (20.83%) Problem-Solving
8 9 (18.75%) GDPR
8 9 (18.75%) Finance
8 9 (18.75%) Security Cleared
9 7 (14.58%) Data Protection
9 7 (14.58%) Data Mining
9 7 (14.58%) MS Access
9 7 (14.58%) CRM
9 7 (14.58%) SharePoint
10 6 (12.50%) ERP
10 6 (12.50%) MS Exchange
10 6 (12.50%) T-SQL
10 6 (12.50%) .NET
10 6 (12.50%) C#
10 6 (12.50%) Freedom of Information
10 6 (12.50%) Agile Software Development

Data Cleansing
Co-occurring IT Skills in the North of England 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 7 (14.58%) SharePoint
2 6 (12.50%) MS Exchange
3 1 (2.08%) Apache Spark
Applications
1 2 (4.17%) Microsoft Excel
1 2 (4.17%) Microsoft Office
2 1 (2.08%) MS Visio
Business Applications
1 3 (6.25%) Dynamics CRM
2 1 (2.08%) Dynamics AX
2 1 (2.08%) Maximo
Cloud Services
1 6 (12.50%) Dynamics 365
2 2 (4.17%) SaaS
3 1 (2.08%) Amazon AWS
3 1 (2.08%) Amazon S3
3 1 (2.08%) Microsoft Azure
3 1 (2.08%) Slack
3 1 (2.08%) Trello
Communications & Networking
1 3 (6.25%) Intranet
Database & Business Intelligence
1 11 (22.92%) SQL Server Reporting Services
2 10 (20.83%) SQL Server
2 10 (20.83%) SQL Server Integration Services
3 7 (14.58%) Data Mining
3 7 (14.58%) MS Access
4 4 (8.33%) BusinessObjects
4 4 (8.33%) Power BI
5 3 (6.25%) Data Warehouse
5 3 (6.25%) MySQL
5 3 (6.25%) NoSQL
6 2 (4.17%) Big Data
6 2 (4.17%) Geospatial Data
6 2 (4.17%) Relational Database
6 2 (4.17%) SQL Server Analysis Services
7 1 (2.08%) Amazon RDS
7 1 (2.08%) Azure SQL Database
7 1 (2.08%) MarkLogic
7 1 (2.08%) SSDT
7 1 (2.08%) Text Mining
7 1 (2.08%) Triplestore
Development Applications
1 3 (6.25%) Team Foundation Server
1 3 (6.25%) Visual Studio
General
1 9 (18.75%) Finance
2 5 (10.42%) Retail
3 2 (4.17%) Games
3 2 (4.17%) Law
4 1 (2.08%) Manufacturing
4 1 (2.08%) Marketing
Job Titles
1 25 (52.08%) Analyst
2 22 (45.83%) Data Analyst
3 14 (29.17%) Developer
4 8 (16.67%) SQL Analyst
4 8 (16.67%) SQL Data Analyst
5 5 (10.42%) .NET Developer
5 5 (10.42%) Data Migration Analyst
5 5 (10.42%) Migration Analyst
5 5 (10.42%) SQL Developer
6 4 (8.33%) Data Manager
7 3 (6.25%) Data Migration Developer
7 3 (6.25%) T-SQL Developer
8 2 (4.17%) Analyst Developer
8 2 (4.17%) Business Analyst
8 2 (4.17%) Data Quality Analyst
8 2 (4.17%) Developer Analyst
8 2 (4.17%) ETL Analyst
8 2 (4.17%) ETL Developer
8 2 (4.17%) Web Developer
9 1 (2.08%) Administrator
Libraries, Frameworks & Software Standards
1 6 (12.50%) .NET
2 4 (8.33%) XML
3 3 (6.25%) .NET Core
3 3 (6.25%) AngularJS
3 3 (6.25%) ASP.NET
3 3 (6.25%) ASP.NET MVC
3 3 (6.25%) ASP.NET Web API
3 3 (6.25%) React
3 3 (6.25%) SOAP
3 3 (6.25%) Web Services
4 1 (2.08%) .NET Framework
4 1 (2.08%) HTML
4 1 (2.08%) HTML5
4 1 (2.08%) jQuery
4 1 (2.08%) JSON
4 1 (2.08%) Middleware
4 1 (2.08%) OAuth
4 1 (2.08%) REST
4 1 (2.08%) SAML
4 1 (2.08%) Spring
Miscellaneous
1 6 (12.50%) Analytical Skills
1 6 (12.50%) Freedom of Information
2 3 (6.25%) Analytical Mindset
3 2 (4.17%) Tandem
4 1 (2.08%) Algorithms
4 1 (2.08%) Data Structures
4 1 (2.08%) Management Information System
4 1 (2.08%) NHS
4 1 (2.08%) Reference Data
4 1 (2.08%) Taxonomies
Processes & Methodologies
1 27 (56.25%) Migration
2 23 (47.92%) Data Migration
3 19 (39.58%) Data Analysis
4 16 (33.33%) ETL
5 11 (22.92%) Business Intelligence
6 10 (20.83%) Data Architecture
6 10 (20.83%) Data Modelling
6 10 (20.83%) Problem-Solving
6 10 (20.83%) Quality Management
7 7 (14.58%) CRM
7 7 (14.58%) Data Protection
8 6 (12.50%) Agile Software Development
8 6 (12.50%) ERP
8 6 (12.50%) Information Governance
9 5 (10.42%) Data Mapping
9 5 (10.42%) Statistics
10 4 (8.33%) Data Transformation
10 4 (8.33%) Project Management
11 3 (6.25%) Data Reconciliation
11 3 (6.25%) Data Science
Programming Languages
1 31 (64.58%) SQL
2 6 (12.50%) C#
2 6 (12.50%) T-SQL
3 5 (10.42%) JavaScript
3 5 (10.42%) Python
4 3 (6.25%) R
5 2 (4.17%) Java
5 2 (4.17%) PHP
6 1 (2.08%) C
6 1 (2.08%) C++
6 1 (2.08%) Scala
Qualifications
1 9 (18.75%) Security Cleared
Quality Assurance & Compliance
1 16 (33.33%) Data Quality
2 9 (18.75%) GDPR
3 4 (8.33%) QA
4 1 (2.08%) PMO
Systems Management
1 1 (2.08%) Systems Management Server (SMS)
Vendors
1 16 (33.33%) Microsoft
2 1 (2.08%) Alteryx
2 1 (2.08%) Attivio
2 1 (2.08%) Informatica
2 1 (2.08%) Oracle
2 1 (2.08%) Remedy
2 1 (2.08%) SAP