Period
to 20 June 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 20 June 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
20 Jun 2018
Same period 2017 Same period 2016
Rank 289 251 329
Rank change year-on-year -38 +78 -42
Contract jobs citing Data Cleansing 31 44 35
As % of all contract IT jobs advertised in the North of England 0.26% 0.40% 0.22%
As % of the Processes & Methodologies category 0.30% 0.48% 0.26%
Number of daily rates quoted 22 28 21
North of England median daily rate £388 £394 £350
Median daily rate % change year-on-year -1.59% +12.50% -
10th Percentile £219 £267 £185
90th Percentile £507 £528 £513
England median daily rate £425 £425 £413
% change year-on-year - +3.03% -
Number of hourly rates quoted 0 2 0
North of England median hourly rate - £18.00 -
England median hourly rate £15.00 £16.31 £15.25
% change year-on-year -8.05% +6.97% -42.45%

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 10,278 9,183 13,231
As % of all contract IT jobs advertised in the North of England 85.85% 83.93% 84.13%
Number of daily rates quoted 6,634 5,766 8,514
North of England median daily rate £400 £400 £400
10th Percentile £263 £263 £258
90th Percentile £550 £550 £550
England median daily rate £463 £450 £425
% change year-on-year +2.78% +5.88% +4.94%
Number of hourly rates quoted 398 336 401
North of England median hourly rate £21.02 £23.33 £22.54
Median hourly rate % change year-on-year -9.88% +3.48% +23.61%
10th Percentile £11.17 £10.50 £12.02
90th Percentile £50.00 £49.13 £47.33
England median hourly rate £22.00 £25.00 £25.00
% change year-on-year -12.00% - +19.05%

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 20 June 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 20 June 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
North West -23 16 £413 +17.86% 12
Yorkshire -24 8 £256 -48.36% 4
North East +7 7 £444 +133.55% 1
Data Cleansing
England

For the 6 months to 20 June 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 15 (48.39%) Migration
1 15 (48.39%) Finance
2 10 (32.26%) ETL
2 10 (32.26%) Data Migration
2 10 (32.26%) Data Quality
3 9 (29.03%) SQL
4 7 (22.58%) Data Modelling
5 6 (19.35%) Oracle
6 5 (16.13%) Management Information System
6 5 (16.13%) Validation
6 5 (16.13%) Data Analysis
6 5 (16.13%) Data Transformation
7 4 (12.90%) Performance Improvement
7 4 (12.90%) Data Mapping
7 4 (12.90%) Taxonomies
7 4 (12.90%) Problem-Solving
7 4 (12.90%) Data Management
7 4 (12.90%) Maximo
7 4 (12.90%) Project Management
7 4 (12.90%) Business Intelligence
7 4 (12.90%) Microsoft
7 4 (12.90%) BusinessObjects
7 4 (12.90%) Microsoft Excel
8 3 (9.68%) CRM
8 3 (9.68%) Data Warehouse
8 3 (9.68%) ERP
8 3 (9.68%) Python
8 3 (9.68%) Salesforce.com
8 3 (9.68%) GIS
8 3 (9.68%) Stakeholder Management

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 3 (9.68%) Apache Spark
2 2 (6.45%) Apache
Applications
1 4 (12.90%) Microsoft Excel
2 2 (6.45%) Microsoft Project
2 2 (6.45%) Spreadsheet
3 1 (3.23%) Microsoft Office
3 1 (3.23%) Microsoft PowerPoint
Business Applications
1 4 (12.90%) Maximo
2 2 (6.45%) Salesforce.com CRM
Communications & Networking
1 1 (3.23%) SMS
Database & Business Intelligence
1 4 (12.90%) BusinessObjects
2 3 (9.68%) Data Warehouse
2 3 (9.68%) GIS
2 3 (9.68%) Power BI
3 2 (6.45%) SQL Server Integration Services
4 1 (3.23%) Big Data
4 1 (3.23%) MongoDB
4 1 (3.23%) NoSQL
4 1 (3.23%) Relational Database
4 1 (3.23%) Snowflake Schema
4 1 (3.23%) SQL Server
4 1 (3.23%) SQL Server Analysis Services
4 1 (3.23%) Star Schema
Development Applications
1 1 (3.23%) Team Foundation Server
General
1 15 (48.39%) Finance
2 2 (6.45%) Billing
2 2 (6.45%) Retail
3 1 (3.23%) Banking
3 1 (3.23%) Corporate Banking
3 1 (3.23%) Law
3 1 (3.23%) Legal
Job Titles
1 11 (35.48%) Analyst
2 8 (25.81%) Data Analyst
3 5 (16.13%) Data Manager
3 5 (16.13%) Developer
4 4 (12.90%) ETL Developer
4 4 (12.90%) Migration Manager
4 4 (12.90%) Project Manager
5 3 (9.68%) Business Analyst
5 3 (9.68%) Data Migration Manager
6 2 (6.45%) Administrator
6 2 (6.45%) Business Manager
6 2 (6.45%) Data Migration Analyst
6 2 (6.45%) Data Migration Project Manager
6 2 (6.45%) Migration Analyst
6 2 (6.45%) Migration Project Manager
6 2 (6.45%) Project Officer
6 2 (6.45%) Project Support Officer
6 2 (6.45%) Salesforce Administrator
6 2 (6.45%) Support Officer
7 1 (3.23%) Senior Analyst
Libraries, Frameworks & Software Standards
1 1 (3.23%) AngularJS
1 1 (3.23%) JSON
1 1 (3.23%) Kafka
1 1 (3.23%) Node.js
Miscellaneous
1 5 (16.13%) Management Information System
2 4 (12.90%) Taxonomies
3 2 (6.45%) Analytical Skills
3 2 (6.45%) Mainframe
4 1 (3.23%) Clustering
4 1 (3.23%) NHS
4 1 (3.23%) Online Banking
4 1 (3.23%) Self-Motivation
Processes & Methodologies
1 15 (48.39%) Migration
2 10 (32.26%) Data Migration
2 10 (32.26%) ETL
3 7 (22.58%) Data Modelling
4 5 (16.13%) Data Analysis
4 5 (16.13%) Data Transformation
4 5 (16.13%) Validation
5 4 (12.90%) Business Intelligence
5 4 (12.90%) Data Management
5 4 (12.90%) Data Mapping
5 4 (12.90%) Performance Improvement
5 4 (12.90%) Problem-Solving
5 4 (12.90%) Project Management
6 3 (9.68%) Asset Management
6 3 (9.68%) CRM
6 3 (9.68%) ERP
6 3 (9.68%) Stakeholder Management
7 2 (6.45%) Performance Management
7 2 (6.45%) Project Planning
7 2 (6.45%) Strategic Management
Programming Languages
1 9 (29.03%) SQL
2 3 (9.68%) Python
3 1 (3.23%) Java
3 1 (3.23%) JavaScript
Quality Assurance & Compliance
1 10 (32.26%) Data Quality
2 3 (9.68%) GDPR
3 2 (6.45%) PMO
4 1 (3.23%) QA
System Software
1 1 (3.23%) Apache Flume
Vendors
1 6 (19.35%) Oracle
2 4 (12.90%) Microsoft
3 3 (9.68%) Salesforce.com
4 2 (6.45%) Adobe
5 1 (3.23%) Google
5 1 (3.23%) Progress